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)
Built on Go with Tree-sitter parsers for multi-language support, CIE uses an embedded CozoDB database with RocksDB backend for fast local indexing and querying without ever transmitting code externally. The engine reduces AI agent round-trips dramatically through structured call graph analysis and interface dispatch resolution, seamlessly integrating with Claude Code, Cursor, and any MCP client via stdio transport.
Related comparisons
Scores updated daily from GitHub, PyPI, and npm data. How scores work