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Analytical Coding Crew\n- **Analytical Agent** uncovers patterns and insights from data using `DirectoryReadTool` and `FileReadTool` (pointed at the `data/` folder).\n- **Coding Agent** builds a professional, well-structured Python codebase and writes the findings to `final_report.md`.\n\n### 🔍 2. Web Searching Crew\n- Four sequential agents: **Researcher** (uses `SerperDevTool` for live web research), **Reporting Analyst**, **Summarizer**, and **Validation Agent**.\n- Produces a validated, accurate summary saved to `report.md`.\n\n### 📊 3. Sample Dataset Included\n- `Dummy_stock_prices.csv` contains monthly closing prices for **AAPL, MSFT, AMZN, TSLA, and GOOGL** - ready for analysis out of the box.\n\n### ⚙️ 4. Gemini-Powered & YAML-Configured\n- Both crews run on a **Gemini** LLM (`MODEL` + `GEMINI_API_KEY`) with temperature `0`.\n- Agent roles and tasks are fully defined in `agents.yaml` / `tasks.yaml` for easy customization.\n\n### 🔄 5. Sequential Multi-Agent Processing\n- Both crews execute in `Process.sequential` mode, passing context between agents for coherent end-to-end output.\n\n---\n\n## 🏗️ System Architecture\n\n```mermaid\ngraph TD\n    subgraph Analytical Coding Crew\n        A1[Analytical Agent] --> B1[DirectoryReadTool + FileReadTool]\n        B1 --> C1[Coding Agent]\n        C1 --> D1[final_report.md]\n    end\n    subgraph Web Searching Crew\n        A2[Researcher] --> B2[SerperDevTool]\n        B2 --> C2[Reporting Analyst]\n        C2 --> D2[Summarizer]\n        D2 --> E2[Validation Agent]\n        E2 --> F2[report.md]\n    end\n```\n\n---\n\n## 🛠️ Technology Stack\n\n### Backend / Core\n- **Agent Framework**: [CrewAI](https://github.com/joaomdmoura/crewai) `[tools]>=0.157.0,<1.0.0`.\n- **LLM**: Gemini via `LLM(model=MODEL, api_key=GEMINI_API_KEY, temperature=0)`.\n\n### Data & Processing\n- **Sample Data**: CSV of monthly stock prices for five tech companies.\n- **CrewAI Tools**: `DirectoryReadTool`, `FileReadTool`, `SerperDevTool`.\n\n### Configuration\n- **YAML**: `agents.yaml` and `tasks.yaml` per crew.\n- **Secrets**: `python-dotenv` loading a `.env` file.\n\n---\n\n## 🚀 Getting Started\n\n### Prerequisites\n- **Python 3.10 - 3.13**\n- **CrewAI** dependencies\n- **Gemini API key** (and **SerperDev API key** for the web searching crew)\n\n### 1. Repository Setup\n```bash\ngit clone https://github.com/MarwanAbdellah/Analytical-coding-and-Web-Searching-agent-crews.git\ncd Analytical-coding-and-Web-Searching-agent-crews\n```\n\n### 2. Install Dependencies\n```bash\npython -m venv venv\nvenv\\Scripts\\activate        # Windows\nsource venv/bin/activate     # macOS / Linux\n\npip install -r requirements.txt\n```\n\n### 3. Configure Environment\nCreate a `.env` file in the project root:\n```env\nMODEL=gemini-2.0-flash\nGEMINI_API_KEY=your_gemini_api_key\nSERPER_API_KEY=your_serper_api_key\n```\n\n### 4. Run\nRun the analytical coding crew:\n```bash\ncd analytical_coding_crew\ncrewai run\n```\n\nRun the web searching crew:\n```bash\ncd web_searching_crew\ncrewai run\n```\n\nThe analytical crew analyzes the stock data and writes `final_report.md`; the web searching crew prompts for a topic and writes a validated summary to `report.md`.\n\n---\n\n## 🧪 Testing & Verification\n\nThere are no automated unit tests in this repository. To verify the workflow:\n\n1. Run the analytical coding crew and confirm `final_report.md` is generated with analysis and Python code for the stock data.\n2. Run the web searching crew, enter a topic, and confirm `report.md` contains research, a detailed report, a summary, and a validated final output.\n\n---\n\n## 📁 Project Structure\n\n```text\nAnalytical-coding-and-Web-Searching-agent-crews/\n├── analytical_coding_crew/\n│   ├── pyproject.toml                       # Dependencies (crewai[tools])\n│   ├── uv.lock                              # Locked dependency versions\n│   ├── data/Stock_prices/\n│   │   └── Dummy_stock_prices.csv           # Sample monthly stock prices\n│   ├── knowledge/user_preference.txt        # Optional crew knowledge\n│   └── src/analytical_coding_crew/\n│       ├── crew.py                          # Analytical + Coding agents & tasks\n│       ├── main.py                          # Entry point (run/train/replay/test)\n│       ├── config/\n│       │   ├── agents.yaml                  # Agent roles & goals\n│       │   └── tasks.yaml                   # Task descriptions & outputs\n│       └── tools/\n│           ├── custom_tool.py               # Example custom tool\n│           └── __init__.py\n├── web_searching_crew/\n│   ├── pyproject.toml                       # Dependencies (crewai[tools])\n│   ├── uv.lock                              # Locked dependency versions\n│   ├── knowledge/user_preference.txt        # Optional crew knowledge\n│   └── src/web_searching_crew/\n│       ├── crew.py                          # Researcher / Analyst / Summarizer / Validator\n│       ├── main.py                          # Entry point (run/train/replay/test)\n│       ├── config/\n│       │   ├── agents.yaml                  # Agent roles & goals\n│       │   └── tasks.yaml                   # Task descriptions & outputs\n│       └── tools/\n│           ├── custom_tool.py               # Example custom tool\n│           └── __init__.py\n├── LICENSE\n├── .gitignore\n└── README.md\n```\n\n---\n\n## 👤 Author\n\n**Marwan Abdellah**\n- **GitHub**: [@MarwanAbdellah](https://github.com/MarwanAbdellah)\n- **LinkedIn**: [Marwan Abdellah](https://www.linkedin.com/in/marwan-abdellah/)\n\n---\n\n## 📄 License\n\nDistributed under the MIT License. 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