jcodemunch-mcp

jcodemunch-mcp

jgravelle

Symbol-level code retrieval for AI agents: fetch the function you need, not the whole file. Runs locally. 94.5% 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.

2.8k Stars
371 Forks
19 Watchers
Python Language
other License
100 SrcLog Score
Cost to Build
$2.23M
Market Value
$13.23M

Growth over time

8 data points  ·  2026-07-19 → 2026-11-03
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What is the jgravelle/jcodemunch-mcp GitHub project? Description: "Symbol-level code retrieval for AI agents: fetch the function you need, not the whole file. Runs locally. 94.5% 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.". Written in Python. Explain what it does, its main use cases, key features, and who would benefit from using it.

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How to clone jcodemunch-mcp

Clone via HTTPS

git clone https://github.com/jgravelle/jcodemunch-mcp.git

Clone via SSH

[email protected]:jgravelle/jcodemunch-mcp.git

Download ZIP

Download main.zip

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