by jgravelle · MCP Server · ★ 2.0k
Quickstart - https://github.com/jgravelle/jcodemunch-mcp/blob/main/QUICKSTART.md FREE FOR PERSONAL USE Use it to make money, and Uncle J. gets a taste. Fair enough? details Cut code-reading token usage by 95% or more 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.
| Stars | 1,987 |
| Forks | 301 |
| Language | Python |
| Category | MCP Server |
| Quality Score | 65.9198418756812/100 |
| Last Updated | 2026-07-07 |
| Created | 2026-02-09 |
| Platforms | claude-code, cli, mcp, python |
| Est. Tokens | ~15k |
These tools work well together with jcodemunch-mcp for enhanced workflows:
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jcodemunch-mcp is 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 s. It is categorized as a MCP Server with 2.0k GitHub stars.
jcodemunch-mcp is primarily written in Python. It covers topics such as ai-coding, ai-tools, ast.
You can find installation instructions and usage details in the jcodemunch-mcp GitHub repository at github.com/jgravelle/jcodemunch-mcp. The project has 2.0k stars and 301 forks, indicating an active community.