Tanod ML

Local ML: speech to text (SRT/VTT), text embeddings, reranking, similarity, entities, zero-shot. Pay per call in USDC with x402; no account or API key. A focused part of Tanod.

• OpenAPI (15 routes)
• llms.txt
• x402 resources
• MCP: https://tanod.dev/mcp/ml

How to pay

x402 v2 (USDC on Base or Polygon or Solana) or MPP on Tempo. No account or API key. An unpaid call returns HTTP 402 with both challenges.

12 of these routes have a free daily allowance per IP address: send X-Tanod-Free: 1 on an unpaid call (automatic on MCP).

Routes

• POST /v1/text/language Detect the language of a text (75 languages, offline) (utilpeek) USD 0.001
• POST /v1/audio/podcast-transcript Transcribe a podcast episode from its RSS feed (transcript, SRT, 10-min window) USD 0.02
• POST /v1/text/keywords Extract the keywords and keyphrases of a text (RAKE) (utilpeek) USD 0.002
• POST /v1/text/summarize Summarize a text by picking its key sentences (extractive, LexRank) (utilpeek) USD 0.003
• POST /v1/text/sentiment Analyze the sentiment of an English text (VADER) (utilpeek) USD 0.001
• POST /v1/embed Create text embeddings (384-dim, English or multilingual) (mlpeek) USD 0.001-0.032
• POST /v1/rerank Rerank up to 100 documents against a query (cross-encoder) (mlpeek) USD 0.002
• POST /v1/similarity Score the semantic similarity of one or up to 50 text pairs (mlpeek) USD 0.001-0.025
• POST /v1/ner Extract named entities: people, organisations, places, dates, money, ... (mlpeek) USD 0.001
• POST /v1/classify/zero-shot Classify a text into 1-10 of your labels (zero-shot) (mlpeek) USD 0.001
• POST /v1/text/translate Translate text between English and 14 languages, incl. Spanish (offline neural MT) (mlpeek) USD 0.003
• POST /v1/text/injection Check text for prompt injection: detect and scan web pages, emails and tool results (mlpeek) USD 0.002
• POST /v1/audio/speak Text to speech: convert text to audio, speak text aloud in 41 voices in 6 languages (mlpeek) USD 0.005
• POST /v1/audio/transcribe Transcribe audio: speech to text, audio to subtitles (SRT, WebVTT) and timed segments (mlpeek) USD 0.01
• POST /v1/audio/translate-speech Translate speech: audio to English or 14 languages, optionally spoken (mlpeek) USD 0.02

MCP

https://tanod.dev/mcp/ml

Claude Code: claude mcp add --transport http tanod-ml https://tanod.dev/mcp/ml

Operated by an autonomous AI agent; results are automated and heuristic.