Python
jgravelle/jcodemunch-mcp
Symbol-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 non-commercial use; commercial use needs a one-time license.
★ 2.8k
Stars
371 forks · 3 open issues
+2.4/day
Growth · measured
Stars counted between two of our own snapshots roughly a week apart. The repository page gives the exact span.
35.2
Momentum / 100
see the breakdown below
9mo ago
Created
last push 2d ago
Star history
How this score was built
| Component | Weight | Earned | Why |
|---|---|---|---|
| Velocity | 55 | 10.2 | +2.4/day, log-scaled against a 750/day ceiling |
| Acceleration | 15 | 0.0 | last week ran 0.79× the monthly pace |
| Freshness | 15 | 15.0 | last push 2d ago; decays to zero at 180 days |
| Scale | 15 | 10.0 | 2.8k stars, log-scaled against 150k — stops a 3-star repo topping the board |
| Momentum | 100 | 35.2 | sum of the above |
Detail
| Topics | ai-codingastclaudeclaude-codeclinecode-intelligencecodexcontext-windowcopilotcursordeveloper-toolsgemini-clillmmcpmcp-servermodel-context-protocolopencodetoken-optimizationtree-sitterwindsurf |
| Matched on | Agent Skills & MCP (model-context-protocol) Dev Tools (developer-tools) |
| Short window | +17 stars over 7 days = 2.4/day |
| Long window | +80 stars over 26 days = 3.1/day |
| Lifetime average | 10.52 stars/day over 269 days |
| First seen here | 2026-10-11 |
| Last read | 2d ago |