Jcodemunch Mcp

jCodeMunch MCP

**The most token-efficient MCP server for precise source code retrieval via tree-sitter AST parsing.** Cut AI token costs 86-99% on code exploration (96% average, benchmarked at 27.4x fewer tokens than a grep-and-read agent) and stop burning your context window reading entire files.

**Real results, live from production** **838B+ tokens saved** · **136,000+ reporting installs** · **$4.2M+ in AI spend avoided** · **100,000+ kg CO₂ prevented** Counter figures as of 2026-08-17, valued at the $5/MTok Claude Opus **input** rate. All four only grow, so read them as floors. Live at **[jcodemunch.com](https://jcodemunch.com/)**.

Works with **Claude Code**, **Cursor**, **VS Code**, **Codex CLI**, **Windsurf**, **Continue**, and [any MCP-compatible client](CLIENTS.md).

[**Install now**](#install) · [**Quickstart**](QUICKSTART.md) · [**See the evidence**](#evidence) · [**Pricing**](https://jcodemunch.com/?utm_source=github&utm_medium=readme&utm_campaign=jcm_readme_top#pricing)

[](https://pypi.org/project/jcodemunch-mcp/) [](https://pypi.org/project/jcodemunch-mcp/)    [](https://github.com/jgravelle/jcodemunch-mcp/issues?q=is%3Aissue+is%3Aclosed) [](https://doi.org/10.5281/zenodo.20102349)

**Free for personal use.** Use it to make money, and Uncle J. gets a taste. Fair enough? [Commercial licenses below.](#licensing-and-commercial-use) Our guarantee: if jCodeMunch doesn't pay for i