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jcodemunch-mcp

github.com

Symbol-level code retrieval for AI agents: fetch the function you need, not the whole file. Runs locally. 96.2% fewer tokens per lookup on average than grep-and-read on our 15-lookup benchmark. Works with Claude Code, Cursor, Codex and any MCP client. Free for non-commercial use; commercial use needs a one-time license.

Open source

Visit github.comexternal siteGitHub2,837 starsexternal site

Install and connect

From the official MCP Registry, Homebrew, npm, PyPI, and crates.io. Matched by repository or domain once a day.

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