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Arabic Pipeline API

by skypantherr · remote · no sign-in to list tools · v0.1.0 · published by GitHub user skypantherr

Pay-per-call Arabic text, audio and document utilities over x402. USDC on Base, no API key.

Changes · 4
CompareRegistry entry

4 tools: 4 change things.

Scanned Oct 22, 2026

No check matched anything in the tool definitions. No finding is not a safety guarantee. How the checks work.

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

Tools

Open a tool for its reasons and full description. Descriptions are the publisher's own words, shown as they are.

4 tools

Changes things 4Claude Code: ask
  • audio_transcribeTranscribe an audio file to clean text (Arabic or English).No findings

    Why it is in this group

    • Nothing in its name or description says what it does, so it is counted as a write.
    Description, as the server wrote it
    Transcribe an audio file to clean text (Arabic or English).
  • doc_extractExtract structured fields from an Arabic document image or PDF (receipts, invoices, IDs).No findings

    Why it is in this group

    • Nothing in its name or description says what it does, so it is counted as a write.
    Description, as the server wrote it
    Extract structured fields from an Arabic document image or PDF (receipts, invoices, IDs).
  • text_metricsText metrics for Arabic (or any) text: counts, language mix, sentence/word stats, reading time.No findings

    Why it is in this group

    • Nothing in its name or description says what it does, so it is counted as a write.
    Description, as the server wrote it
    Text metrics for Arabic (or any) text: counts, language mix, sentence/word stats, reading time.
  • text_normalizeNormalize Arabic text: strip tashkeel/tatweel, fold alef/ya/ta-marbuta, unify digits, remove bidi control characters, collapse whitespace.No findings

    Why it is in this group

    • Nothing in its name or description says what it does, so it is counted as a write.
    Description, as the server wrote it
    Normalize Arabic text: strip tashkeel/tatweel, fold alef/ya/ta-marbuta, unify digits, remove bidi control characters, collapse whitespace.

This is not a safety rating, and no finding is not a safety guarantee. The groups and findings come from fixed checks of the tool definitions the server returned on the date shown, not from its code or what it does when called. How the checks work.

Install

Pinned to version 0.1.0. Values in angle brackets are yours to fill in.

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

Run in a terminal.

Claude Code permissions

Allow the reads, ask before a change, deny the deletes. Paste into .claude/settings.json.

.claude/settings.json
{
  "permissions": {
    "allow": [],
    "ask": [
      "mcp__arabic-pipeline__text_metrics",
      "mcp__arabic-pipeline__text_normalize",
      "mcp__arabic-pipeline__audio_transcribe",
      "mcp__arabic-pipeline__doc_extract"
    ],
    "deny": []
  }
}

Tools that only read are allowed, tools that change things ask first, tools that delete or cancel are denied. It assumes the server is installed as arabic-pipeline. Review it before you use it.