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Agent Tool Intelligence
You built an MCP server. Does anyone know it exists?
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.
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.
About Agent Tool Intelligence on Product Hunt
“You built an MCP server. Does anyone know it exists?”
Agent Tool Intelligence was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #92 on the daily leaderboard. 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.
On the analytics side, Agent Tool Intelligence competes within Open Source, Developer Tools, Artificial Intelligence and GitHub — topics that collectively have 1.1M followers on Product Hunt. The dashboard above tracks how Agent Tool Intelligence performed against the three products that launched closest to it on the same day.
Who hunted Agent Tool Intelligence?
Agent Tool Intelligence was hunted by Agent Tool Intelligence. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of Agent Tool Intelligence including community comment highlights and product details, visit the product overview.
Agent Tool Intelligence