Glimind

Glimind is the neutral reliability layer for AI agents. Ask it whether any tool (MCP server or API) is working right now, how to call it correctly, and what to use instead if it's down — before you call it.

Skills

• Check tool reliability
  Return whether a tool is working right now (verdict + recommendation), live success rate, latency, suggested timeout/retry, expected output shape, and a live alternative if it's down. Pass a toolId in a data part, or describe the tool in text.
  reliabilityhealthmcppreflight
• Discover live tools for a task
  Given a plain-language capability (e.g. 'send a slack message'), return live tools that can do it, ranked by semantic fit and filtered to those healthy now.
  discoverysearchmcp
• List current tool outages
  List tools across the ecosystem whose real-usage success rate just dropped (active outages).
  reliabilityoutagesmonitoring

How to call

https://glimind.com/a2a