vouchtools

MCP serverDev tools

Your AI can check how reliable a tool really is before it uses one, working from scores that are measured independently rather than claims the tools make about themselves. Vouch provides those measured reliability scores. That helps your AI choose tools based on actual performance instead of self-reported promises.

Available today. Use it from your connected AI after setup.

After adding Vouch, ask your AI to look up the reliability score for a tool you are considering. The project's code and details are available at github.com/AivaStack/vouchtools.

Then ask your AI: use the vouch check tool from vouchtools

What your AI can do with it

  • Check a tool's reliability score before your AI relies on it
  • Compare tools using independently measured results instead of self-reported claims
  • Tell apart tools that measure well from tools that only claim to
  • Base tool choices on outside measurements rather than what a tool says about itself

Tools it offers (3)

What this server listed when ahel dialed its public endpoint in Sep 2026, with no key and no account of yours. The names are the server’s own.

  • vouch_check
  • vouch_find
  • vouch_compare
Advanced
Delivery
vouchtools MCP server → your ahel gateway (mcp.ahel.ai) → every connected AI client.
Catalog kind
mcp-server
Gateway key
io-github-aivastack-vouchtools
Source
github.com/aivastack/vouchtools
Hosted endpoint
https://vouch.tools/api/mcp