jcodemunch-mcp
✅ Recently maintainedSymbol-level code retrieval for AI agents: fetch the function you need, not the whole file. Runs locally. 94.5% fewer tokens per lookup on average than grep-and-read on our 15-lookup benchmark. Works with Claude Code, Cursor, Codex and any MCP client. Free for personal use; work use needs a one-time license.
Python · License unverified · Last push 2026-11-03
Official repository & installation ↗GitValue · Value evidence
Unscored · Evidence coverage 0%
Provisional rubric; documentation and runtime testing are separate. Missing evidence does not imply low value.
Star history
View historical data
| Date | Stars |
|---|---|
| 2026-10-05 | 2,723 |
| 2026-10-06 | 2,726 |
| 2026-10-07 | 2,728 |
| 2026-10-08 | 2,730 |
| 2026-10-09 | 2,740 |
| 2026-10-10 | 2,745 |
| 2026-10-11 | 2,750 |
| 2026-10-12 | 2,754 |
| 2026-10-13 | 2,759 |
| 2026-10-14 | 2,763 |
| 2026-10-15 | 2,766 |
| 2026-10-16 | 2,769 |
| 2026-10-17 | 2,772 |
| 2026-10-18 | 2,776 |
| 2026-10-19 | 2,782 |
| 2026-10-20 | 2,785 |
| 2026-10-21 | 2,790 |
| 2026-10-22 | 2,790 |
| 2026-10-23 | 2,799 |
| 2026-10-24 | 2,801 |
| 2026-10-25 | 2,806 |
| 2026-10-26 | 2,808 |
| 2026-10-27 | 2,813 |
| 2026-10-28 | 2,816 |
| 2026-10-29 | 2,820 |
| 2026-10-30 | 2,823 |
| 2026-10-31 | 2,827 |
| 2026-11-01 | 2,829 |
| 2026-11-02 | 2,831 |
| 2026-11-03 | 2,831 |
Get the project
git clone https://github.com/jgravelle/jcodemunch-mcp.gitCloning downloads the source. For dependencies and installation, follow the project README.
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