jcodemunch-mcp

active

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.

Code-only MCP server: no hosted endpoint, so you install and run it yourself. It is not probed, graded or counted in our reachability statistics.

Get it

Repository: github.com/jgravelle/jcodemunch-mcp
Package: pypi: jmunch-core
Run (stdio): uvx jmunch-core
The usual command for this package registry; check the repository README for required settings.
License: NOASSERTION
Last update: 2026-11-15
GitHub stars: ★ 2,850
Homepage: jcodemunch.com/

ai-coding ast claude claude-code cline code-intelligence codex context-window copilot cursor developer-tools gemini-cli

Listed in

github · source

Run this server as a hosted endpoint? Submit the endpoint and it moves to the remote directory, where it is probed and graded.