{
 "id": "dev.tanod/ml",
 "name": "Tanod ML",
 "description": "Local ML: speech to text (SRT/VTT), text embeddings, reranking, similarity, entities, zero-shot.",
 "connect": {
  "transport": "streamable-http",
  "url": "https://tanod.dev/mcp/ml"
 },
 "website": "https://tanod.dev",
 "version": "0.1.1",
 "source": "official MCP registry (registry.modelcontextprotocol.io)",
 "reliability": {
  "verdict": "flaky",
  "attempts": 14,
  "successes": 13,
  "successRate": 0.929,
  "consecutiveSuccesses": 0,
  "lastStatus": "timeout",
  "lastCheckedAt": "2026-10-12T03:16:13.393Z",
  "lastLatencyMs": 9007,
  "toolsAdvertised": 14,
  "method": "MCP initialize + tools/list from Faceabot, identified as FaceabotProbe/1.0 plus, when the server declares a read-only tool (readOnlyHint), one call of that tool with a neutral sample input to check it really returns a result. Servers on the 2026-07-28 MCP revision (no initialize handshake) get the same checks in that revision",
  "work": {
   "verdict": "not_working",
   "tool": "text_similarity",
   "attempts": 13,
   "successes": 0,
   "successRate": 0,
   "consecutiveSuccesses": 0,
   "lastStatus": "tool_error",
   "lastMs": 3146,
   "sampleInput": "{}",
   "method": "Faceabot calls one read-only tool (annotations.readOnlyHint) with a neutral sample input and checks that it returns a non-empty result without error."
  }
 },
 "details": "https://faceabot.com/api/catalog?id=dev.tanod%2Fml",
 "page": "https://faceabot.com/tools/dev.tanod/ml",
 "badge": {
  "image": "https://faceabot.com/badge/dev.tanod/ml.svg",
  "markdown": "[![Measured by Faceabot](https://faceabot.com/badge/dev.tanod/ml.svg)](https://faceabot.com/tools/dev.tanod/ml)",
  "note": "Live reliability badge the publisher of this server can show on its README or website."
 },
 "recentChecks": [
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   "status": "timeout",
   "ms": 9007,
   "f_status": null
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  {
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   "ms": 7732,
   "f_status": "tool_error"
  },
  {
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  {
   "at": "2026-10-10T14:40:56.279Z",
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   "f_status": "tool_error"
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 ]
}