dev.tanod/ml
Tanod ML
Local ML: speech to text (SRT/VTT), text embeddings, reranking, similarity, entities, zero-shot.
alive probed 2026-10-15 · HTTP 200
18tools
16ktokens in Claude Opus 5.5
16ktokens in Claude Code
8.0 %of a 200k context window
10ko200k_base estimate
946 msto initialize
242 msto list tools
- Endpoint
- https://tanod.dev/mcp/ml (streamable-http)
- Host
- tanod.dev
- Protocol
- 2025-11-25
- Reports itself as
- tanod-ml 0.1.0
- Capabilities
- prompts, resources, tools
- Instructions
- 1 203 characters
- Claude count
- Claude Opus 5.5, measured 2026-10-15. Counted again when the tool definitions change. Method.
- Website
- https://tanod.dev
- Registry
- active, updated 2026-10-09 · registry entry
- Reachable
- 7 of the last 7 probes
Most expensive tools
| Tool | Tokens (o200k) | Share of this server |
|---|---|---|
| translate_speech | 1 066 | 11 % |
| translate_document | 910 | 9 % |
| transcribe_audio | 866 | 9 % |
| text_to_speech | 843 | 8 % |
| embed_multimodal | 839 | 8 % |
History
We add a row when the result changes. A server with no change keeps its last row.
| Probed | Result | Init | Tools | Claude | o200k |
|---|---|---|---|---|---|
| 2026-10-15 09:58 | alive | 770 ms | 18 | 16k | 10k |
| 2026-10-14 09:17 | alive | 495 ms | 15 | 12k | 7.7k |
| 2026-10-13 11:11 | alive | 477 ms | 15 | 12k | 7.7k |
| 2026-10-12 11:36 | alive | 436 ms | 15 | 12k | 7.7k |
| 2026-10-11 10:19 | alive | 513 ms | 13 | 10k | 6.4k |
| 2026-10-10 10:10 | alive | 616 ms | 11 | 7.3k | 4.6k |
| 2026-10-09 11:14 | alive | 946 ms | 9 | 5.8k | 3.6k |
Badge and feed
[](https://mcpcost.ulehla.dev/s/dev.tanod/ml)
An entry for every probe that changed the result, the tool count or the token cost: Atom feed. Add it to a feed reader or a Slack RSS app to hear when the server stops answering or its tool set grows.