jgravelle/jcodemunch-mcp
#445 of 813 by Stars among GitHub repos
Symbol-level code retrieval for AI agents: fetch the function you need, not the whole file. Tree-sitter powered, ~95% fewer tokens per lookup. Works with Claude Code, Cursor, Codex & any MCP client. 1.3T+ tokens saved.
About
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 Live telemetry at jcodemunch.com — benchmark: 95% average token reduction (15 tasks / 3 repos, 99.8% peak).
Works with Autohand Code, Claude Code, Cursor, VS Code, Codex CLI, Continue, Windsurf, and any MCP-compatible client.
For pinned/B2B deployments that want a version-stable install channel independent of PyPI, install straight from the repo (requires git, builds from source):
Live OSS code-health observatory — weekly six-axis health…
Excerpted from github.com/jgravelle/jcodemunch-mcp
Latest metrics
| Stars | 2.8k | 2026-10-26 |
|---|---|---|
| Forks | 373 | 2026-10-26 |
| Commits | 2.4k | 2026-10-26 |
| Releases | 722 | 2026-10-26 |
| Watchers | 18 | 2026-10-26 |
| Open issues | 1 | 2026-10-26 |
| Open PRs | 1 | 2026-10-26 |