Jcodemunch MCP
Symbol-level code retrieval for AI agents: fetch the function you need, not the whole file. Runs locally. 96.2% fewer tokens per lookup than grep-and-read on our 15-lookup benchmark. Works with Claude Code, Cursor, Codex and any MCP client.
Jcodemunch MCP is an open-source mcp server by jgravelle, written mainly in Python, with 2,828 GitHub stars. Its code was last updated Nov 1, 2026.
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