MCP CodeGraph 就是来解决这件事的。它把代码仓库解析成一张知识图谱，存进本地 SQLite，再通过 MCP（Model Context Protocol）协议暴露给 AI 工具。AI 不再需要“逐个读文件”，而是直接查询“谁调用了谁”“改这个函数会炸到哪些模块”。整个过程纯本地运行，代码不出机器，也不需要额外的模型 API Key。

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