jgravelle/jcodemunch-mcp
Token-efficient MCP server for GitHub source code exploration via tree-sitter AST parsing
Overview
jgravelle/jcodemunch-mcp is a Python MCP server. Token-efficient MCP server for GitHub source code exploration via tree-sitter AST parsing
Ranked #68 out of 25632 indexed tools.
In the top 1% of all indexed tools.
Has 1,082 GitHub stars.
Has 21 contributors.
Actively maintained with commits in the last week.
Ecosystem
Python No license
Signal Breakdown
Stars 1,082
Freshness 2d ago
Issue Health 96%
Contributors 21
Dependents 0
Forks 196
Description Good
License None
How to Improve
Description low impact
License low impact
Dependents medium impact
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From the README
## FREE FOR PERSONAL USE **Use it to make money, and Uncle J. gets a taste. Fair enough?** [details](#commercial-licenses) ## Cut code-reading token costs by up to **99%** Most AI agents explore repositories the expensive way: open entire files → skim thousands of irrelevant lines → repeat. **jCodeMunch indexes a codebase once and lets agents retrieve only the exact symbols they need** — functions, classes, methods, constants — with byte-level precision. | Task | Traditional approach | With jCodeMunch | | ---------------------- | -------------------- | --------------- | | Find a function | ~40,000 tokens | ~200 tokens | | Understand module API | ~15,000 tokens | ~800 tokens | | Explore repo structure | ~200,000 tokens | ~2k tokens | Index once. Query cheaply forever. Precision context beats brute-force context. --- # jCodeMunch MCP ### Structured retrieval for serious AI agents > ## Commercial licenses > jCodeMunch-MCPRead full README on GitHub →
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