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Install dependencies:\n   ```bash\n   pip install -r requirements.txt\n   ```\n\n2. Start the MCP server:\n   ```bash\n   .venv/bin/python -m mcp_server.simple_server\n   ```\n\n3. Run tests:\n   ```bash\n   pytest\n   ```\n\n## RAG Evaluation Gates\n\nRun evaluation locally:\n```bash\n# Run full evaluation\npython eval/run.py --dataset eval/data/lab/lab_dev.jsonl --output eval/runs/$(date +%Y%m%d-%H%M%S)\n\n# Check gates\npython scripts/ci/parse_metrics.py eval/runs/*/metrics.json\n\n# Start MCP server\n.venv/bin/python -m mcp_server.simple_server\n```\n\n### MCP Tools Available\n\nThe MCP server provides the following tools:\n\n#### Terminal Operations\n- **`run_command`**: Execute terminal commands safely with timeout\n- **`check_file`**: Check if files exist and get metadata\n- **`read_file`**: Safely read files with line limits\n- **`list_directory`**: List directory contents with limits\n\n#### Evaluation Operations\n- **`run_eval`**: Run RAG evaluation safely\n- **`check_gates`**: Check if evaluation gates pass\n\n#### Usage Examples\n```bash\n# Test MCP server\ncurl -X POST http://localhost:8000/tools/run_command \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"command\": \"ls -la\", \"timeout\": 10}'\n\n# Check file existence\ncurl -X POST http://localhost:8000/tools/check_file \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"filepath\": \"eval/run.py\"}'\n\n# Run evaluation\ncurl -X POST http://localhost:8000/tools/run_eval \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"dataset\": \"eval/data/lab/lab_dev.jsonl\", \"output_dir\": \"eval/runs/test\"}'\n```\n\n## Architecture\n\n- **MCP Server**: FastAPI-based server providing AI tools via MCP protocol\n- **Security**: Guardian-based access control and PII redaction\n- **Audit**: Comprehensive logging of all tool interactions\n- **Evaluation**: Automated testing and metrics for AI models\n- **RAG Gates**: Comprehensive evaluation framework with automated CI integration\n\n## Project Structure\n- `lab/` - Research and development experiments\n- `eval/` - Evaluation framework and gates\n- `mcp_server/` - MCP server implementation\n- `evidence/` - Evaluation evidence and reports\n\n## Development\n\nSee [docs/cursor-usage.md](docs/cursor-usage.md) for Cursor IDE setup and usage.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhaz3141%2Fai-dev-lab","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fhaz3141%2Fai-dev-lab","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhaz3141%2Fai-dev-lab/lists"}