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This project uses a hierarchical team of AI agents to research, write, and edit professional articles on any topic.\n\n**Demo:** [https://content-creators.streamlit.app/](https://content-creators.streamlit.app/)\n\n## Agent Architecture\n\n### Hierarchical Structure\n\n```\n                    +-------------------+\n                    |  Content Director |\n                    |    (Orchestrator) |\n                    +--------+----------+\n                             |\n            +----------------+----------------+\n            |                |                |\n    +-------v------+  +------v-------+  +-----v--------+\n    |  Research    |  |   Content    |  |   Content    |\n    |  Specialist  |  |    Writer    |  |    Editor    |\n    +--------------+  +--------------+  +--------------+\n```\n\n### Agent Roles\n\n| Agent | Role | Responsibility |\n|-------|------|----------------|\n| **Content Director** | Orchestrator/Manager | Coordinates the team, delegates tasks, and ensures high-quality output is delivered efficiently |\n| **Research Specialist** | Information Gatherer | Uses Tavily Search to find accurate, up-to-date information on any topic |\n| **Content Writer** | Content Creator | Transforms research into engaging, well-structured articles |\n| **Content Editor** | Quality Assurance | Reviews content for quality, consistency, clarity, and proper formatting |\n\n### How It Works\n\n1. **User Input**: You provide a topic for the article\n2. **Research Phase**: The Research Specialist gathers relevant information using web search\n3. **Writing Phase**: The Content Writer creates a comprehensive article based on the research\n4. **Editing Phase**: The Content Editor reviews and polishes the final output\n5. **Output**: A formatted markdown article is generated\n\nThe **Content Director** oversees the entire process, ensuring smooth collaboration between agents.\n\n## Installation\n\nEnsure you have Python >=3.10 <3.14 installed on your system.\n\n### Using UV (Recommended)\n\n```bash\n# Install uv if you haven't already\npip install uv\n\n# Create virtual environment and install dependencies\nuv venv\nsource .venv/bin/activate  # On Windows: .venv\\Scripts\\activate\nuv pip install -e .\n```\n\n### Using CrewAI CLI\n\n```bash\ncrewai install\n```\n\n## Configuration\n\nAdd your API keys to the `.env` file:\n\n```env\nOPENAI_API_KEY=your-openai-api-key\nTAVILY_API_KEY=your-tavily-api-key\n```\n\n## Running the Project\n\n### Option 1: Streamlit Web Interface\n\nLaunch the interactive web app:\n\n```bash\n.venv/bin/streamlit run app.py\n```\n\nThen open [http://localhost:8501](http://localhost:8501) in your browser.\n\n**Features:**\n- Chat-style interface for entering topics\n- Real-time status updates during generation\n- Formatted article display\n- Clear chat functionality\n\n### Option 2: Terminal with CrewAI CLI\n\nRun directly from the command line:\n\n```bash\ncrewai run\n```\n\nYou'll be prompted to enter a topic, and the article will be saved to `output/report.md`.\n\n## Project Structure\n\n```\ncontent-creators/\n├── app.py                          # Streamlit web interface\n├── pyproject.toml                  # Project configuration\n├── .env                            # API keys (not tracked)\n└── src/content_creators/\n    ├── crew.py                     # Agent and crew definitions\n    ├── main.py                     # CLI entry point\n    └── config/\n        ├── agents.yaml             # Agent configurations\n        └── tasks.yaml              # Task definitions\n```\n\n## Customization\n\n- **Agents**: Modify `src/content_creators/crew.py` to adjust agent roles, goals, and tools\n- **Tasks**: Update task descriptions and expected outputs in `crew.py`\n- **Tools**: Add custom tools in `src/content_creators/tools/`\n\n## Support\n\n- [CrewAI Documentation](https://docs.crewai.com)\n- [CrewAI GitHub](https://github.com/joaomdmoura/crewai)\n- [CrewAI Discord](https://discord.com/invite/X4JWnZnxPb)\n\n---\n\nPowered by **Tertiary Infotech Academy Pte. 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