CrewAI Factory Crew 🚀

A powerful meta-CrewAI project that generates custom CrewAI implementations from simple YAML configurations. Transform your ideas into fully functional CrewAI projects with minimal effort!

Note: This project is in early development stage. Currently, the Design Crew produces fairly usable results, but the Coding Crew's output requires significant improvements before production usage.

🎯 Purpose

CrewAI Factory Crew automates the creation of CrewAI projects by taking a high-level YAML description of your desired crew and generating all necessary implementation files, including:

• Crew logic and structure
• Agent configurations
• Task definitions
• Support files and tools

🌟 Key Features

• YAML-Driven Development: Define your crew's purpose, output format, and requirements in a simple YAML file
• Two-Stage Generation Process:
  • Design Crew: Architects your crew's structure and configurations
  • Coding Crew: Implements the actual code and supporting files
• Intelligent Tool Selection: Automatically selects and configures appropriate CrewAI tools for your use case

📁 Project Structure

├── config/                # Configuration files for different crews
│   ├── coding_crew/       # Coding crew configurations
│   └── design_crew/       # Design crew configurations
├── tools/                 # Custom tools implementations
├── helpers/               # Helper functions and utilities
├── crew.py                # Core crew implementations
├── main.py                # Main execution script
└── models.py              # Pydantic models

🚀 Getting Started

1. Install dependencies:

pip install -r requirements.txt

2. Create .env file in the root directory and add the following environment variables with your API keys:

SERPER_API_KEY=YOUR_SERPER_API_KEY
OPENAI_API_KEY=YOUR_OPENAI_API_KEY
GEMINI_API_KEY=YOUR_GEMINI_API_KEY
ANTHROPIC_API_KEY=YOUR_ANTHROPIC_API_KEY

3. Run the crew factory:

python main.py

4. The output crew will be located in output_*crew_name* directory. Note that many tasks doesn't limit output to particular file, so the agents could hallucinate sometimes and write some unrequired files

📝 Input Format

The crew_input.yaml file defines your desired CrewAI project.

Example:

crew_name: brainstorm_crew
crew_purpose: brainstorm ideas of innovative projects utilising CrewAI framework
crew_output: >
  table of ideas in `.md` file.
  The list should contain at least 10 ideas. Each idea should be described in a few sentences.
  Each idea should have:
  1. technical complexity level
  2. target market niche
  3. innovation index

🎯 Model Selection

For optimal results, the project uses a combination of models:

• gpt1o_mini: Initial planning and structural decisions
• gemini2: Code generation and technical implementations
• claude3.5-sonnet: Review and quality assurance tasks

This combination provides the best cost/value ratio while maintaining high-quality output.

🤝 Contributing

Contributions are welcome! Feel free to:

• Improve the tasks and agents definitions or submit the alternatives, if properly tested
• Propose improvements to the overall generation process
• Improve tools selection process
• Implement custom tools development crew
• Expand on choosing the resulting crew's process type