Launching today

Agent Tool Intelligence

Launching today

You built an MCP server. Does anyone know it exists?

5 followers

You built an MCP server. Does anyone know it exists?

5 followers

Visit website

54% of MCP tools have solid code but zero users. They're invisible to AI agents. Is yours one of them? Paste your GitHub URL → see your grade in 5 seconds. Free. No signup. We scored 39,762 MCP servers. You get a clear grade (F to B+), a badge for your README, monthly ecosystem reports, and transparent methodology. Open source (MIT). Built for builders who want to know if their tool is any good.

Free

Launch tags:Open Source•Developer Tools•Artificial Intelligence

Launch Team

FramerLaunch websites with enterprise needs at startup speeds.

Promoted

Maker

📌

When we first scored 39K MCP servers, 85.7% got Grade B — useless for differentiation. We rebuilt from scratch with an additive model combining code quality + community signals + real usage data. The result: 6 grades spread naturally from F to B+. A/A+ are reserved for tools with both quality AND community adoption — none qualify yet. That's honest. Happy to answer questions about the scoring methodology or what we learned from 39K tools.

Report

11h ago