jcodemunch-mcp

by jgravelle · Python · ★ 1,948

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.

#ai-coding#ai-tools#ast#claude#claude-code#code-intelligence#code-retrieval#context-window#cursor#developer-tools#github#llm#mcp#mcp-server#model-context-protocol#structured-retrieval#token-efficient#token-optimization#token-savings#tree-sitter

Install

pip install git+https://github.com/jgravelle/jcodemunch-mcp.git

Auto-generated from the repo's primary language — check the repo's own README for its exact install instructions.

Claude Desktop config

A starting point for your claude_desktop_config.json (auto-generated — the repo's README may specify a published package name or required env vars):

{
  "mcpServers": {
    "jcodemunch-mcp": {
      "command": "uvx",
      "args": [
        "git+https://github.com/jgravelle/jcodemunch-mcp.git"
      ]
    }
  }
}

From the README

**The leading, most token-efficient MCP server for precise GitHub source code retrieval via tree-sitter AST parsing.** Cut AI token costs **95%+** on code exploration — stop burning your context window reading entire files. > **Real results, live from production** > **313B+ tokens saved** · **45,000+ developers** · **$1.58M+ in AI spend avoided** · **37,500+ kg CO₂ prevented** > Live telemetry at **[jcodemunch.com](https://jcodemunch.com/)** — benchmark: **95% average token reduction** (15 tasks / 3 repos, 99.8% peak). Works with **Claude Code**, **Cursor**, **VS Code**, **Codex CLI**, **Con…

Read full README on GitHub →

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