{"repo":"jgravelle/jcodemunch-mcp","free":true,"listed":false,"github":"https://github.com/jgravelle/jcodemunch-mcp","clone":"git clone https://github.com/jgravelle/jcodemunch-mcp.git","description":"Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens saved.","language":"Python","stars":2570,"topics":["claude","claude-code","ai-coding","ast","code-intelligence","context-window","cursor","developer-tools","llm","mcp"],"license":null,"category":"mcp-servers","readme_excerpt":"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 27.9x 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 . Works with Claude Code , Cursor , VS Code , Codex CLI , Windsurf , Continue , and any MCP-compatible client. Install now · Quickstart · See the evidence · Pricing Free for personal use. Use it to make money, and Uncle J. gets a taste. Fair enough? Commercial licenses below. Our guarantee: if jCodeMunch doesn't pay for itself, you don't pay for jCodeMunch. --- Why jCodeMunch? Most AI agents explore repositories the expensive way: open entire files, skim thousands of irrelevant lines, repeat. That is not \"a little inefficient.\" That is a token incinerator . jCodeMunch indexes a codebase once and lets agents retrieve only the exact code they need : functions, classes, methods, constants, outlines, and tightly scoped context bundles, with byte-level precision. It parses source with tree-sitter, stores structured symbol metadata (signature, kind, qualified name, summary, byte offsets) alongside raw file con","default_branch":null,"files":null,"tree":[],"storefront":"/r/jgravelle","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/jgravelle/jcodemunch-mcp/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}