{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ydy47xegyyms","handle":"code-intelligence-mcp","url":"https://wellknown.network/agents/code-intelligence-mcp","links":{"self":"https://wellknown.network/agents/code-intelligence-mcp/record.json","html":"https://wellknown.network/agents/code-intelligence-mcp","markdown":"https://wellknown.network/agents/code-intelligence-mcp/record.md","api":"https://wellknown.network/api/v1/agents/code-intelligence-mcp","status":"https://wellknown.network/api/v1/agents/code-intelligence-mcp/status","claim":"https://wellknown.network/agents/code-intelligence-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/code-intelligence-mcp/claim.json","badge":"https://wellknown.network/agents/code-intelligence-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/code-intelligence-mcp/history","tools":"https://wellknown.network/api/v1/agents/code-intelligence-mcp/tools"},"ard":{"identifier":"urn:air::server:code-intelligence-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"code-intelligence-mcp","summary":"MCP server that indexes Python codebases and exposes intelligent tools for code exploration and search","description":"# Code Intelligence MCP Server\n\nA Model Context Protocol (MCP) server that indexes Python codebases and exposes intelligent tools for code exploration and search.\n\n## Overview\n\nThis server analyzes a Python project at startup, building an in-memory index that includes:\n- **AST parsing**: Extracts classes, functions, methods with signatures and docstrings\n- **Import tracking**: Maps what each file imports\n- **Usage tracking**: Finds where symbols are referenced throughout the codebase\n- **BM25 search**: Full-text keyword search across all code\n\nThe indexed data powers 8 MCP tools that let an AI assistant navigate and query codebases semantically.\n\n## Quick Start (uvx)\n\nRun directly without installing:\n\n```powershell\nuvx code-intelligence-mcp --root D:\\path\\to\\your\\project\n```\n\n> **Note**: On Windows, use double backslashes or forward slashes for paths.\n\n## Directory Structure\n\n```\ncode_intelligence_mcp/\n├── main.py                 # Entry point - run this to start the server\n├── mcp_client.py           # Test client that connects to the server\n├── pyproject.toml          # Package configuration\n├── README.md               # This file\n├── src/\n│   ├── __init__.py         # Package exports\n│   ├── __main__.py         # Package entry point (for python -m src)\n│   ├── types.py            # SymbolInfo, CodeIndex data classes\n│   ├── indexer.py          # AST parsing and codebase indexing\n│   ├── search.py           # BM25 search setup and search logic\n│   └── tools.py            # MCP tool definitions (create_tools, handle_tool)\n└── code_intelligence.py    # Original monolithic file (kept for reference)\n```\n\n## Requirements\n\n- Python 3.12+\n- `uv` package manager\n- Dependencies (installed in project virtual environment):\n  - `langchain-mcp-adapters>=0.3.0`\n  - `mcp>=1.27.2`\n  - `rank-bm25>=0.2.2`\n\n## Install Dependencies\n\nFrom the repo root:\n\n```powershell\nuv add mcp rank-bm25\n```\n\nIf you already have them installed, skip this step.\n\n## Run the MCP Server\n\n### Option 1: u…","publisher":null,"homepage":"https://github.com/RaheesAhmed/code-intelligence-mcp","repository":"https://github.com/RaheesAhmed/code-intelligence-mcp","version":"0.1.9","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:code-intelligence-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.859,"provenance":"derived"},{"slug":"code.documentation","name":"Code Documentation","confidence":0.814,"provenance":"derived"}],"categories":["code","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; 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