Arabic Pipeline API

Connect Remote server

claude mcp add --transport http arabic-pipeline https://arabic-pipeline-mcp.arabic-pipeline.workers.dev/

{
  "mcpServers": {
    "arabic-pipeline": {
      "url": "https://arabic-pipeline-mcp.arabic-pipeline.workers.dev/"
    }
  }
}

{
  "servers": {
    "arabic-pipeline": {
      "type": "http",
      "url": "https://arabic-pipeline-mcp.arabic-pipeline.workers.dev/"
    }
  }
}

Settings > Connectors > Add custom connector
URL: https://arabic-pipeline-mcp.arabic-pipeline.workers.dev/

Tools 9 found in our last check

• text_metrics

  Measure text deterministically: characters, words, unique words, sentences, lines, paragraphs, digits, punctuation, average word and sentence length, reading time and an Arabic/Latin language mix. Works on any language, not only Arabic.

• text_normalize

  Canonicalise Arabic text for search, matching or indexing: remove tashkeel and tatweel, fold alef/ya/ta-marbuta, unify Arabic-Indic digits, strip bidi control characters and collapse whitespace. mode=light is lossless; search adds letter folding; index also strips punctuation so…

• text_detect_language

  Identify whether text is Arabic, English, mixed or unknown from its script mix, with a confidence score and the count of Arabic, Latin and other letters. Deterministic and model-free, so it is cheap enough to run on every incoming message to route Arabic work.

• text_chunk

  Split long text into chunks for a model context window. Cuts at sentence boundaries when possible, then at word boundaries, and never mid-word unless a single word is longer than max_chars. Returns each chunk with exact start/end offsets into the original string plus an optional…

• text_diff

  Compare two texts word by word after Arabic normalisation (tashkeel, alef/ya/ta-marbuta and digit variants are treated as equal). Returns an equal flag, a similarity score and the added and removed words. Use it for deduplication, re-import checks and QA of edited Arabic copy. E…

• text_search

  Search Arabic (or any) text with normalisation: tashkeel, alef/ya/ta-marbuta, hamza and Arabic-Indic digit variants are ignored, so فَاطِمَة matches فاطمة and ١٢٣ matches 123. mode=words (default) matches whole words, phrase matches any substring, fuzzy tolerates up to max_dista…

• audio_transcribe

  Transcribe Arabic or English speech to plain text. Send the audio as base64 (webm, mp3, wav or mp4); the payload limit is 12 MB of base64. Returns the transcript plus the model that produced it.

• doc_extract

  Extract structured fields from an Arabic document image or PDF (receipts, invoices, official letters, national IDs, bank slips) as JSON: amounts, dates, names, identifiers and tax numbers, with null for fields the document does not contain. Send the file as base64 (jpeg, png or…

• doc_extract_batch

  Extract structured fields from 1 to 5 Arabic documents in one paid call: $0.10 for the batch, i.e. $0.02 per document instead of $0.03. Documents are processed independently and in parallel, results come back in request order with an echoed id, and one unreadable image does not…

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