io.llmexpert/transcription

What it mainly works on, as our AI model read its tool descriptions: accounts and data in outside web services.

4 of 13 tools are described as changing something (creating, editing, deleting, sending or running).

• query_channelreads or searches

  “Run a retrieval-augmented query against a channel's indexed knowledge base and return a generated answer with citations.”

  Publisher declares: read-only yes · open-world yes

  6 inputs, 2 required

  • channel_idstringrequired“Channel to query.”
  • querystringrequired“The natural-language question.”
  • session_idstring“Optional session for multi-turn continuity.”
  • top_kinteger“Chunks to retrieve (default 5).”
  • source_typesarray“Restrict retrieval to these source types.”
  • idempotency_keystring“Idempotency-Key for safe retries.”
• list_channelson 22 other serversreads or searches

  “List the channels the calling key is scoped to.”

  Publisher declares: read-only yes · open-world yes

  2 inputs

  • limitinteger“Max items (default 25).”
  • cursorstring“Opaque pagination cursor from a prior response.”
• list_sourceson 92 other serversreads or searches

  “List the sources (video/document/website) in a channel, optionally filtered by type or status.”

  Publisher declares: read-only yes · open-world yes

  5 inputs, 1 required

  • channel_idstringrequired“Channel whose sources to list.”
  • limitinteger“Max items (default 25).”
  • cursorstring“Opaque pagination cursor.”
  • typestring“Filter by source type.”
  • statusstring“Filter by processing status.”
• get_sourceon 18 other serversreads or searches

  “Fetch a single source and its processing status (type-specific provenance included).”

  Publisher declares: read-only yes · open-world yes

  1 input, 1 required

  • source_idstringrequired“Source identifier, e.g.”
• add_sourceon 5 other serverscreates or changes datadescribed as changing data

  “Add a source to a channel and begin background ingestion.”

  Publisher declares: read-only no · open-world yes

  3 inputs, 2 required

  • channel_idstringrequired“Channel to add the source to.”
  • sourceobjectrequired“The source to add (discriminated on `type`).”
  • idempotency_keystring“Idempotency-Key for safe retries.”
• get_usageon 99 other serversreads or searches

  “Get usage and spend in dollars for the calling key: the account balance (wallet_usd), this period's spend (consumed_usd), query count, and budget remaining.”

  Publisher declares: read-only yes · open-world yes

  1 input

  • periodstring“Billing period (default current).”
• quoteon 36 other serverscalculates or converts

  “Free.”

  Publisher declares: read-only yes · open-world yes

  10 inputs

  • urlstring“One YouTube URL (video, @handle, /channel/UC…, or playlist).”
  • urlsarray“Several YouTube URLs.”
  • channel_urlstring“`https://www.youtube.com/@handle`, `/channel/UC…`, or a playlist URL.”
  • channel_urlsarray“Several channel or playlist URLs.”
  • max_videos_per_channelinteger“Newest-first cap on eligible videos per channel or playlist (default 25); Shorts and videos below min_duration_seconds are skipped before the cap.”
  • exclude_shortsboolean“Skip videos of 3 minutes or less when expanding a channel or playlist (default true); explicit video URLs are never skipped.”
  • min_duration_secondsinteger“Skip expanded videos shorter than this many seconds.”
  • qualitystring“Transcription quality (default standard).”
  • languagestring“Optional BCP-47 hint for transcription, e.g.”
  • collection_idstring“Price against this collection (videos already in it are free).”
• transcribeon 15 other serverscreates or changes datadescribed as changing data

  “Charged.”

  Publisher declares: read-only no · open-world yes

  12 inputs

  • urlstring“One YouTube URL (video, @handle, /channel/UC…, or playlist).”
  • urlsarray“Several YouTube URLs.”
  • channel_urlstring“`https://www.youtube.com/@handle`, `/channel/UC…`, or a playlist URL.”
  • channel_urlsarray“Several channel or playlist URLs.”
  • max_videos_per_channelinteger“Newest-first cap on eligible videos per channel or playlist (default 25); Shorts and videos below min_duration_seconds are skipped before the cap.”
  • exclude_shortsboolean“Skip videos of 3 minutes or less when expanding a channel or playlist (default true); explicit video URLs are never skipped.”
  • min_duration_secondsinteger“Skip expanded videos shorter than this many seconds.”
  • qualitystring“Transcription quality (default standard).”
  • languagestring“Optional BCP-47 hint for transcription, e.g.”
  • quote_idstring“A `quote_id` from `quote`: charges exactly the quoted price (400 if unknown or expired).”
  • titlestring“Title for the new collection (default: generated).”
  • idempotency_keystring“Idempotency-Key for safe retries.”
• create_collectionon 20 other serverscreates or changes datadescribed as changing data

  “Free.”

  Publisher declares: read-only no · open-world yes

  2 inputs, 1 required

  • titlestringrequired“Display name for the collection.”
  • idempotency_keystring“Idempotency-Key for safe retries.”
• add_sourceson 1 other servercreates or changes datadescribed as changing data

  “Charged like `transcribe`.”

  Publisher declares: read-only no · open-world yes

  12 inputs, 1 required

  • collection_idstringrequired“Collection to add the sources to.”
  • urlstring“One YouTube URL (video, @handle, /channel/UC…, or playlist).”
  • urlsarray“Several YouTube URLs.”
  • channel_urlstring“`https://www.youtube.com/@handle`, `/channel/UC…`, or a playlist URL.”
  • channel_urlsarray“Several channel or playlist URLs.”
  • max_videos_per_channelinteger“Newest-first cap on eligible videos per channel or playlist (default 25); Shorts and videos below min_duration_seconds are skipped before the cap.”
  • exclude_shortsboolean“Skip videos of 3 minutes or less when expanding a channel or playlist (default true); explicit video URLs are never skipped.”
  • min_duration_secondsinteger“Skip expanded videos shorter than this many seconds.”
  • qualitystring“Transcription quality (default standard).”
  • languagestring“Optional BCP-47 hint for transcription, e.g.”
  • quote_idstring“A `quote_id` from `quote`: charges exactly the quoted price (400 if unknown or expired).”
  • idempotency_keystring“Idempotency-Key for safe retries.”
• get_statuson 93 other serversreads or searches

  “Free.”

  Publisher declares: read-only yes · open-world yes

  1 input, 1 required

  • job_idstringrequired“The `job_id` from `transcribe` or `add_sources`.”
• get_transcripton 40 other serversreads or searches

  “Free.”

  Publisher declares: read-only yes · open-world yes

  3 inputs, 1 required

  • youtube_idstringrequired“The 11-character YouTube video id, e.g.”
  • collection_idstring“Collection the video is completed in (required with an API key).”
  • formatstring“json (default) or text.”

Each quoted sentence is the first sentence of the publisher’s own description. The kind of tool and the “changes data” mark are our AI model’s reading of that description, not something we tested: two differently worded runs had to agree, otherwise no label is shown, and nobody has checked them by hand. A tool without the “changes data” mark is described as only reading, searching or calculating, or the two runs did not agree. No tool was called. Read the publisher’s full description before relying on it. “Publisher declares” lists the hints the server itself sends with the tool (MCP annotations: read-only, destructive, idempotent, open-world); they are the publisher's claims, not checked by us. Inputs are the parameters in the tool's own input schema: name, declared type, whether it is required, and the first sentence of its description. Read 2026-10-23.

The registry verifies a package once, when it is published, and does not re-check it. A difference below is about the listing, not a judgement of the publisher.