lab/crew.py

from crewai import Agent, Task, Crew, Process
from extra_tools import search_wikipedia, scrap_webpage
from pydantic import BaseModel, Field
from typing import List
from typing_extensions import TypedDict



class Paragraph(TypedDict):
    sub_header: str
    paragraph: str

class Essay(BaseModel):
    header: str = Field(..., description="The header of the essay")
    entry: str = Field(..., description="The entry of the essay")
    paragraphs: List[Paragraph] = Field(..., description="The paragraphs of the essay")
    conclusion: str = Field(..., description="The conclusion of the essay")
    seo_keywords: List[str] = Field(..., description="The SEO keywords of the essay")

class CrewClass:
    """Essay Writing Crew Class"""
    def __init__(self, llm):
        self.llm = llm

        self.researcher = Agent(
            role="Content Researcher",
            goal="Research accurate content on {topic}",
            backstory="You're researching content to write an essay about the topic: {topic}."
                      "You collect information that helps the audience learn something and make informed decisions."
                      "Your work is the basis for the Content Writer to write an article on this topic.",
            verbose=True,
            llm=self.llm,
        )

        self.writer = Agent(
            role="Content Writer",
            goal="Write insightful and factually accurate "
                 "opinion piece about the provided topic",
            backstory="You're working on a writing a new opinion piece about the provided topic."
                      "You base your writing on the work of the Content Researcher, who provides an outline and relevant context about the topic."
                      "You follow the main objectives and direction of the outline, as provide by the Content Researcher."
                      "You also provide objective and impartial insights and back them up with information provide by the Content Researcher.",
            verbose=True,

            llm=self.llm
        )
        self.editor = Agent(
            role="Content Editor",
            goal="Edit a given essay to align with the writing style of the organization.",
            backstory="You are an editor who receives an essay from the Content Writer."
                      "Your goal is to review the essay to ensure that it follows best practices, provides balanced viewpoints"
                      "when providing opinions or assertions,and also avoids major controversial topics or opinions when possible.",
            verbose=True,
            llm=self.llm
        )

        self.research = Task(
            description=(
                "1. Prioritize the latest trends, key players, and noteworthy news on {topic}.\n"
                "2. Identify the target audience, considering their interests and pain points.\n"
                "3. Research a detailed content outline including an introduction, key points, and a conclusion.\n"
                "4. Include SEO keywords and relevant data or sources."
            ),
            expected_output="A comprehensive document with an outline, audience analysis, SEO keywords, and resources.",
            tools = [search_wikipedia, scrap_webpage],
            agent=self.researcher,
        )

        self.write = Task(
            description=(
                "1. Use the content to craft a compelling essay.\n"
                "2. Incorporate SEO keywords naturally.\n"
                "3. Sections/Subtitles are properly named in an engaging manner.\n"
                "4. Ensure the essay is structured with an engaging introduction, insightful body, and a summarizing conclusion.\n"
                "5. Proofread for grammatical errors and alignment with the brand's voice.\n"
                "6. Pick a suitable header\n"
            ),
            expected_output="A well-written essay in markdown format, ready for publication, each section should have 2 or 3 paragraphs.",
            context=[self.research],
            agent=self.writer,
        )

        self.edit = Task(
            description="Proofread the given essay for grammatical errors and alignment with the brand's voice.",
            expected_output="A well-written essay in required format, ready for publication, each section should have 2 or 3 paragraphs.",
            output_json = Essay,
            context=[self.write],
            agent=self.editor
        )

    def kickoff(self,*args):
        return Crew(
            agents=[self.researcher, self.writer, self.editor],
            tasks=[self.research, self.write, self.edit],
            process=Process.sequential,
            verbose=True,
            memory=True
        ).kickoff(*args)