MCP Gauntlet · Research Preview

Which models can actually use your MCP tools?

You built an MCP server. Your users will plug it into whatever model they already pay for — so which ones will get your tools right? Paste your server URL below. The Gauntlet writes a test suite for your tools, runs it against 100+ models in parallel, and gives you a catalog you can put in your README.

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ConnectWe read your tool list — nothing else.
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Generate testsA frontier model writes realistic user requests for each tool, with known-correct answers. Bring your own if you have them.
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Test everythingEvery model gets the same questions. We check the tool it picked, the arguments it wrote, and whether the call would work.
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Get your catalogModels grouped by price and family, ranked by reliability. Share it or export it.