ابنِ أول Flow لك

crewai create flow guide_creator_flow
cd guide_creator_flow

guide_creator_flow/
├── .gitignore
├── pyproject.toml
├── README.md
├── .env
├── main.py
├── crews/
│   └── poem_crew/
│       ├── config/
│       │   ├── agents.yaml
│       │   └── tasks.yaml
│       └── poem_crew.py
└── tools/
    └── custom_tool.py

crewai flow add-crew content-crew

# src/guide_creator_flow/crews/content_crew/config/agents.yaml
content_writer:
  role: >
    Educational Content Writer
  goal: >
    Create engaging, informative content that thoroughly explains the assigned topic
    and provides valuable insights to the reader
  backstory: >
    You are a talented educational writer with expertise in creating clear, engaging
    content. You have a gift for explaining complex concepts in accessible language
    and organizing information in a way that helps readers build their understanding.
  llm: provider/model-id

content_reviewer:
  role: >
    Educational Content Reviewer and Editor
  goal: >
    Ensure content is accurate, comprehensive, well-structured, and maintains
    consistency with previously written sections
  backstory: >
    You are a meticulous editor with years of experience reviewing educational
    content. You have an eye for detail, clarity, and coherence.
  llm: provider/model-id

# src/guide_creator_flow/crews/content_crew/config/tasks.yaml
write_section_task:
  description: >
    Write a comprehensive section on the topic: "{section_title}"

    Section description: {section_description}
    Target audience: {audience_level} level learners

    Your content should:
    1. Begin with a brief introduction to the section topic
    2. Explain all key concepts clearly with examples
    3. Include practical applications or exercises where appropriate
    4. End with a summary of key points
    5. Be approximately 500-800 words in length

    Format your content in Markdown with appropriate headings, lists, and emphasis.

    Previously written sections:
    {previous_sections}
  expected_output: >
    A well-structured, comprehensive section in Markdown format that thoroughly
    explains the topic and is appropriate for the target audience.
  agent: content_writer

review_section_task:
  description: >
    Review and improve the following section on "{section_title}":

    {draft_content}

    Target audience: {audience_level} level learners

    Previously written sections:
    {previous_sections}

    Your review should:
    1. Fix any grammatical or spelling errors
    2. Improve clarity and readability
    3. Ensure content is comprehensive and accurate
    4. Verify consistency with previously written sections
    5. Enhance the structure and flow
    6. Add any missing key information
  expected_output: >
    An improved, polished version of the section that maintains the original
    structure but enhances clarity, accuracy, and consistency.
  agent: content_reviewer
  context:
    - write_section_task

# src/guide_creator_flow/crews/content_crew/content_crew.py
from crewai import Agent, Crew, Process, Task
from crewai.project import CrewBase, agent, crew, task
from crewai.agents.agent_builder.base_agent import BaseAgent
from typing import List

@CrewBase
class ContentCrew():
    """Content writing crew"""

    agents: List[BaseAgent]
    tasks: List[Task]

    @agent
    def content_writer(self) -> Agent:
        return Agent(
            config=self.agents_config['content_writer'], # type: ignore[index]
            verbose=True
        )

    @agent
    def content_reviewer(self) -> Agent:
        return Agent(
            config=self.agents_config['content_reviewer'], # type: ignore[index]
            verbose=True
        )

    @task
    def write_section_task(self) -> Task:
        return Task(
            config=self.tasks_config['write_section_task'] # type: ignore[index]
        )

    @task
    def review_section_task(self) -> Task:
        return Task(
            config=self.tasks_config['review_section_task'], # type: ignore[index]
            context=[self.write_section_task()]
        )

    @crew
    def crew(self) -> Crew:
        """Creates the content writing crew"""
        return Crew(
            agents=self.agents,
            tasks=self.tasks,
            process=Process.sequential,
            verbose=True,
        )

crewai install

crewai flow kickoff

crewai flow plot