GH Repository · jgravelle
jcodemunch-mcp
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.
- stars
- 2,685
- 30-day movement
- +155/day
- Related entries
- 72
- Connections
- 5
dockerPythonwindsurfcopilotgemini-clicodexpython/uvclineclaude-codepythonopencodellmcontext-windowmcpasttree-sittercode-intelligencemcp-serverclaudeai-codingcursormodel-context-protocoldeveloper-toolstoken-optimization
An MCP server that retrieves GitHub code at the symbol level using tree-sitter AST parsing, aiming to reduce token consumption during code exploration. It exposes itself via the Model Context Protocol so any MCP client can query parsed repository structure instead of reading whole files.
Reach for it when you want an AI coding assistant to explore a codebase with far fewer tokens than dumping raw file contents.
Use it to
- Retrieve specific symbols from a GitHub repository
- Cut token usage when exploring unfamiliar codebases
- Wire precise code context into Claude Code or Cursor
- Give MCP clients AST-level code intelligence
For Developers using MCP-compatible AI coding assistants
- Role
- mcp-server
- Language
- Python
- Licence
- custom (licence file present)
- Forks
- 367
- Last push
- 2026-09-15
- Latest release
- v0.2.0 · 2026-03-01
- Skills shipped
- 10
topicsmcp-servertree-sitterastcode-retrievaltoken-optimizationllm