codebase-memory-mcp and cie
About codebase-memory-mcp
DeusData/codebase-memory-mcp
MCP server that indexes your codebase into a persistent knowledge graph. 64 languages, sub-ms queries, 99% fewer tokens than grep. Single Go binary, no Docker, no API keys.
This tool helps developers understand their codebases more efficiently, especially when working with AI coding agents. It ingests your entire codebase, analyzing its structure across 66 programming languages, and outputs a persistent knowledge graph of functions, classes, and call chains. Developers, particularly those using AI agents for coding tasks, would use this to quickly query and visualize their project's architecture.
About cie
kraklabs/cie
Code Intelligence Engine — indexes your codebase and gives AI assistants deep understanding via MCP (semantic search, call graphs, 20+ tools)
This tool helps software developers and engineers understand complex codebases quickly. It takes your source code as input and provides capabilities like finding code by its meaning, tracing how different parts of the code connect (call graphs), and discovering API endpoints. Developers can use this to navigate large projects, debug issues, or get a high-level overview without manually sifting through files.
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