CrewAI Content Pipeline - Agentic AI Project

A multi-agent AI system that generates high-quality content through a collaborative workflow of specialized AI agents. This project demonstrates the power of agentic AI by coordinating multiple agents to work together on content creation tasks.

🎯 Features

• Multi-Agent Collaboration: 7 specialized AI agents working together:

  • Research Specialist: Gathers and analyzes information
  • Content Strategist: Develops content strategy
  • Content Writer: Creates engaging content
  • Content Editor: Polishes and refines content
  • QA Specialist: Ensures quality and accuracy
  • SEO Expert: Optimizes for search engines
  • Executive Summarizer: Creates concise summaries

• Modern Web Interface:

  • Real-time progress tracking
  • Interactive agent status updates
  • Clean and responsive design
  • Instant content generation

• Powerful Tools:

  • Serper Search integration for web research
  • OpenAI GPT-3.5 Turbo for intelligent content generation
  • Flask backend for reliable API handling

🚀 Getting Started

Prerequisites

• Python 3.8+
• OpenAI API key
• Serper API key

Installation

1. Clone the repository:

git clone <repository-url>
cd crewai-content-pipeline

2. Install dependencies:

pip install -r requirements.txt

3. Create a .env file in the project root:

OPENAI_API_KEY=your_openai_key
SERPER_API_KEY=your_serper_key

Running the Application

1. Start the server:

python crew.py

2. Open your browser and navigate to:

http://localhost:5000

🏗️ Project Structure

├── agent.py          # Agent definitions and configurations
├── config.py         # API keys and tool configurations
├── crew.py           # Main application and web server
├── task.py           # Task definitions for each agent
├── tools.py          # Tool definitions and configurations
├── index.html        # Web interface
├── style.css         # Styling for web interface
└── requirements.txt  # Project dependencies

🤖 Agent System

The project uses a sophisticated agent system where each agent has specific roles and capabilities:

1. Research Specialist

   • Uses search tools to gather information
   • Analyzes and validates data
   • Provides comprehensive research reports

2. Content Strategist

   • Develops content strategy
   • Defines target audience
   • Creates content outlines

3. Content Writer

   • Writes engaging content
   • Follows strategy guidelines
   • Maintains consistent tone

4. Content Editor

   • Improves grammar and flow
   • Ensures consistency
   • Enhances readability

5. QA Specialist

   • Verifies accuracy
   • Checks compliance
   • Ensures quality standards

6. SEO Expert

   • Optimizes for search engines
   • Implements keywords
   • Improves visibility

7. Executive Summarizer

   • Creates concise summaries
   • Highlights key points
   • Maintains clarity

🔧 Configuration

The system uses the following key configurations:

• LLM Configuration (in agent.py):

  llm = ChatOpenAI(
      model="gpt-3.5-turbo",
      temperature=0.1,
      max_tokens=1000,
      streaming=True,
      verbose=True
  )

• API Keys (in .env):

  OPENAI_API_KEY=your_openai_key
  SERPER_API_KEY=your_serper_key
  

📝 Usage

1. Enter your topic in the web interface
2. Click "Generate Content"
3. Watch the agents work in real-time
4. Receive the final generated content

🤝 Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

📄 License

This project is licensed under the MIT License - see the LICENSE file for details.

🙏 Acknowledgments

• CrewAI for the agent framework
• OpenAI for the language model
• Serper for search capabilities