CrewAI

CrewAI is a framework that brings together a multiple AI agents to work as a team, like a crew! These agents have different roles, goals, and tools, and they collaborate to tackle complex tasks. It’s pretty amazing how they all come together and make things happen! Check out this project to see how it all comes together.

Here are the core concepts for CrewAI:

Agent: Agents are autonomous AI entities with specific roles, goals, and backstories. They can be configured to use various tools and possess memory capabilities to retain information across interactions.

creative_writer:
  role: >
    Creative Writer
  goal: >
    Write a captivating {story_type} based on creative idea
  backstory: >
    You're a talented writer with a flair for writing {story_type}. You're known for
    your ability to bring imaginative ideas to life through your writing, creating
    captivating narratives that transport readers to other worlds. You always conform to this structure: {structure}.

Task: Tasks are specific assignments given to agents. Each task has a description, expected output, and can utilize certain tools.

creative_writer_task:
  description: >
    Write a creative {story_type} based on the creative idea.
  expected_output: >
    A creative {genre} {story_type} based on the creative idea.
    The story should be engaging and transport the reader to another world.

Tool: Tools are external integrations or utilities that agents use to perform their tasks. They can be APIs, databases, web scraping tools, etc.

# Importing crewAI tools
from crewai_tools import (
    DirectoryReadTool,
    FileReadTool,
    JSONSearchTool,
    CSVSearchTool,
    CodeDocsSearchTool,
    GithubSearchTool,
    WebsiteSearchTool,
    PDFSearchTool,
    RagTool,
    ScrapeWebsiteTool
)

Crew: A crew is a collection of agents working together to achieve a common goal. It is defined by the agents involved, the tasks they need to accomplish, and the process by which they operate.

crew = Crew(
  agents=[writer, illustrator, narrator],
  tasks=[write_story, create_illustration, tell_story],
  process=Process.sequential
)