[GitHub Trending] DeusData/codebase-memory-mcp

8.6 relevance

Code intelligence MCP server, high depth and relevance to developer tools.

Open Source github.com

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Why It Matters

For a Solutions Architect focused on AI agent orchestration and developer experience, this tool dramatically reduces token consumption and latency for code understanding, enabling more efficient multi-agent workflows and cutting API costs.

Key Takeaways

Evaluate codebase-memory-mcp to replace file-by-file code exploration in your AI coding agents, reducing token usage by 10x and query latency to sub-millisecond.

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static bin...

Summary

DeusData's codebase-memory-mcp indexes repositories into a knowledge graph using tree-sitter and hybrid LSP, achieving Linux kernel (28M LOC) indexing in 3 minutes and structural queries under 1ms. Benchmarks from arXiv:2503.27277 show 83% answer quality with 10x fewer tokens and 2.1x fewer tool calls versus file-by-file exploration. The native executable runs fully offline, includes 17 MCP tools, built-in 3D visualization, and a security pipeline with VirusTotal verification.

Author

DeusData