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Is Tanod ML reliable?

Flaky Partly. Faceabot measured Tanod ML 14 times and only 93% of checks succeeded. Plan a fallback. It answers, but its real task has not worked yet (0/13 real results): see "Does it actually do the job?" below.

Last check: 2026-10-12 03:16 UTC · answered in 9007 ms · remote (no install)

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Picked from Faceabot's live measurements. Or let Faceabot choose: GET https://faceabot.com/resolve?need=…

En français : Instable. Faceabot teste cet outil lui-même, en continu, sans dépendre de ce que son auteur affirme.

What it does

Local ML: speech to text (SRT/VTT), text embeddings, reranking, similarity, entities, zero-shot.

Source: official MCP registry (registry.modelcontextprotocol.io) · version 0.1.1 · publisher website
Connect your agent
{
  "mcpServers": {
    "ml": {
      "url": "https://tanod.dev/mcp/ml"
    }
  }
}
Or ask Faceabot first: MCP tool check_reliability {"id":"dev.tanod/ml"} on https://faceabot.com/api/mcp.
Does it actually do the job?

Fails real tasks — Faceabot asked text_similarity to do a small read-only task 13 time(s): 0 returned a real result. Last result: tool_error (its schema declares no required input, so Faceabot sent {}; the tool answered with an error, so it probably needs inputs its schema does not declare) in 3146 ms.

Sample input: {}. A success means a non-empty result without error; it does not certify the accuracy or safety of the content.
Faceabot measurements
WhenAnswersReal taskLatency
2026-10-12 03:16 UTC❌ timeout9007 ms
2026-10-11 21:05 UTC✅ ok❌ tool_error8059 ms
2026-10-11 15:01 UTC✅ ok❌ tool_error9360 ms
2026-10-11 08:55 UTC✅ ok❌ tool_error7363 ms
2026-10-11 02:50 UTC✅ ok❌ tool_error7732 ms
2026-10-10 20:45 UTC✅ ok❌ tool_error7791 ms
2026-10-10 14:40 UTC✅ ok❌ tool_error6809 ms
2026-10-10 08:31 UTC✅ ok❌ tool_error9103 ms
2026-10-10 02:21 UTC✅ ok❌ tool_error8268 ms
2026-10-09 19:55 UTC✅ ok❌ tool_error7125 ms
2026-10-09 12:55 UTC✅ ok❌ tool_error8410 ms
2026-10-09 05:31 UTC✅ ok❌ tool_error8461 ms
2026-10-08 20:50 UTC✅ ok❌ tool_error8617 ms
2026-10-08 11:40 UTC✅ ok❌ tool_error7569 ms
Method: MCP initialize then tools/list from Faceabot (FaceabotProbe/1.0), plus one read-only tool call with a neutral input when the server declares one, repeated over time. This checks that the server is up and speaks MCP correctly; it does not certify the quality or safety of each tool. How measurement works.

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MCP endpoint : https://tanod.dev/mcp/docs · website · measurements and details
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