jcodemunch-mcp

MCP

MCP server for symbol-level GitHub code retrieval using tree-sitter AST to reduce token usage during code exploration.

by jgravelle·jgravelle/jcodemunch-mcp·Python·v1.108.234

74· B

Install

git clone https://github.com/jgravelle/jcodemunch-mcp

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2,495

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About

The leading, most token-efficient MCP server for precise GitHub source code retrieval via tree-sitter AST parsing. Cut AI token costs 86–99% on code exploration — 96% average, 27.9x fewer tokens than a grep-and-read agent — stop burning your context window reading entire files.

Real results, live from production 621B+ tokens saved · 83,000+ reporting installs · $3.1M+ in AI spend avoided · 74,000+ kg CO₂ prevented Counter figures as of 2026-08-02, valued at the $5/MTok Claude Opus input rate. All four only grow, so read them as floors. Live at jcodemunch.com. Benchmark: 96.4% average token reduction vs a grep-and-read agent — 27.9x fewer tokens (15 tasks / 3 repos; 99.6% / 237.3x against an agent that reads every file, which nobody does); run 2026-08-03, v1.108.233,…

Works with Autohand Code, Claude Code, Cursor, VS Code, Codex CLI, Continue, Windsurf, and any MCP-compatible client.