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# CodeFlowGraph MCP Server A Model Context Protocol (MCP) server that provides semantic search and analysis capabilities for codebases using vector embeddings and call graph analysis. ## Setup 1. Install dependencies: ```bash pip install -e . ``` 2. Ensure you have the required dependencies: - chromadb - sentence-transformers - fastmcp ## Run Start the MCP server: ```bash python -m code_flow_graph.mcp_server ``` ## Test Run the test suite: ```bash pytest tests/mcp_server/ ``` Use the client for handshake and tool testing: ```bash python client.py ``` ## Config Edit `code_flow_graph/mcp_server/config/default.yaml` to customize: - Watch directories for file changes - Vector store settings - Analysis parameters ## Tools The server provides the following tools: ### ping Echo a message back. ```json { "input": { "message": "hello" }, "output": { "status": "ok", "echoed": "hello" } } ``` ### semantic_search Search functions semantically using natural language queries. ```json { "input": { "query": "functions that handle user authentication", "n_results": 5, "filters": {} }, "output": { "results": [ { "metadata": { "name": "authenticate_user", "file_path": "/path/to/auth.py" } } ] } } ``` ### get_call_graph Get call graph in JSON or Mermaid format. ```json { "input": { "fqns": ["module.function"], "format": "json" }, "output": { "graph": { "functions": { "module.function": { "name": "function" } } } } } ``` ### get_function_metadata Get detailed metadata for a specific function. ```json { "input": { "fqn": "module.function" }, "output": { "name": "function", "file_path": "/path/to/file.py", "complexity": 5, "parameters": ["arg1", "arg2"] } } ``` ### query_entry_points Get all identified entry points in the codebase. ```json { "input": {}, "output": { "entry_points": [ { "name": "main", "file_path": "/path/to/main.py" } ] } } ``` ### generate_mermaid_graph Generate Mermaid diagram for call graph visualization. ```json { "input": { "fqns": ["module.function"], "llm_optimized": true }, "output": { "graph": "graph TD\nA --> B" } } ``` ### update_context Update session context with key-value pairs. ```json { "input": { "key": "value" }, "output": { "version": 1 } } ``` ### get_context Retrieve current session context. ```json { "input": {}, "output": { "key": "value" } }

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