jgravelle/jcodemunch-mcp

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.

2.8kStars on the repository

28Mods indexed here, across every type

yesterdayLast push, which is what freshness is scored on

customA LICENSE file GitHub cannot name, so bodies are not copied

▶ Stop Claude From Burning Your Tokens NOW! jCodeMunch-MCP J. Gravelle · about jgravelle/jcodemunch-mcp · on YouTube →

Sort Relevance Recently updated Fewest tokens Security grade Repo stars Stars this week Top rated 1 mods

jcodemunch-mcp

jgravelle/jcodemunch-mcp

MCP server Claude CodeCodexCursor +2

Token-efficient MCP server for source code exploration via tree-sitter AST parsing. Runs locally from the jcodemunch-mcp Python package.

not rated 2.8k +7 yesterday A tokens not measured