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Code Graph MCP Released for AI Coding

·2026.05.28 04:30

Key point

It's an MCP server that converts GitHub repositories into code graphs to provide context to AI assistants.

Details

It converts GitHub repositories into a CodeGraphContext(CGC) graph, providing architecture visualization, code navigation, dependency analysis, and AI-powered repository understanding.

To solve the problem of existing RAG systems providing excessive irrelevant information in large codebases, it adopts the Graph RAG approach. It grasps the relationships between code to deliver more accurate context to AI assistants.

It operates as an MCP(Model Context Protocol) server and is compatible with the following tools:

  • VS Code
  • Gemini CLI
  • Cursor and other MCP-compatible clients

Key features include:

  • Building code graphs and architecture maps for accurate context provision
  • Continuous synchronization of documentation and reference information
  • Support for intelligent AI-assisted navigation, code completion, and debugging

It is currently available as a Python package and is growing rapidly, having secured over 3,500 Stars on GitHub.

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