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The Stochastic Parrot

io.github.portneymk/stochastic-parrot · v1.1.0

Span-grounded audits of how US outlets covered the same story, quotes checkable at the source.

Connect Remote server

Terminal
claude mcp add --transport http stochastic-parrot https://thestochasticparrot.com/api/mcp
~/.cursor/mcp.json
{
  "mcpServers": {
    "stochastic-parrot": {
      "url": "https://thestochasticparrot.com/api/mcp"
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "stochastic-parrot": {
      "type": "http",
      "url": "https://thestochasticparrot.com/api/mcp"
    }
  }
}
Claude Desktop
Settings > Connectors > Add custom connector
URL: https://thestochasticparrot.com/api/mcp

Tools 16 found in our last check

  • whats_new

    The desk's change window: the 20 most recently published pieces, newest first, with the desk's own dek, its computed split counts, and the story-chain ids each piece belongs to. This is the cheap 'what moved since I last looked' call — a few KB, not the multi-megabyte /feed.json…

  • search_corpus

    Full-text search over every published piece (titles, deks, context lines, outlet names, and source headlines). Returns matching pieces with slug, title, URL, and a highlighted snippet, best matches first. Use the slug with get_audit for full detail.

  • get_audit

    Fetch one piece's full detail JSON by slug: headline, kind, date, context, dek, outlets, verified contradictions with verbatim spans, naming/framing splits, and the full source list. Slugs come from search_corpus or list_audits.

  • list_audits

    List published pieces (summaries: slug, title, kind, date, counts of hard contradictions and naming/framing splits), newest first. All filters optional and combinable.

  • list_corrections

    The desk's public corrections ledger: every logged error on a published piece — what was wrong, what changed, and when — in original ledger order.

  • get_chain

    Story chains: multi-piece storylines the desk has covered more than once. Call without arguments to list the available chain ids; pass chain_id for one chain in full (its pieces in order, claim ledger, and reopen conditions).

  • verify_piece

    Provenance record for one piece: SHA-256 hashes of its canonical JSON and published HTML as of the last corpus sync. Re-hash the live artifacts at the piece's URL and compare to confirm what you read is what the desk published.

  • get_framing_index

    The Framing Index: across the cross-outlet corpus, how often disagreements between outlets are hard contradictions vs naming/framing splits — totals, rate, monthly trend, per-outlet appearances. The desk's core longitudinal measurement.

  • get_coverage_record

    The capture-coverage record: what the desk's observatory actually monitored and when, including gaps. Read this before treating any silence in the corpus as meaningful — the desk's own rule.

  • get_claim_ledger

    A story chain's claim ledger: specific verbatim claims outlets made, each tracked through states (open, corroborated, contradicted, corrected, quietly_abandoned, resolved) with a receipt for every transition. Empty claims list = the desk has not logged claims for that chain yet.

  • get_storyboards

    A chain's per-newsroom storyboards: for each outlet, every piece it filed on the story entry-by-entry, the desk's published READ of what each piece was built to do (objective label, motive with its mandatory innocent read, confidence), the label arc, and the desk's 'story, as bu…

  • list_letters

    Letters to the Desk: reader mail, excerpted and initialed, with the desk's replies in its own voice. The desk's only interactive surface with its readership.

  • get_boxscore

    The Daily Box Score for one day — the desk's frozen per-day stat snapshot. Requires the day; days are listed at /boxscore/ on the site.

  • submit_letter

    Submit a letter to the desk. If the desk answers, the exchange may be published on the Letters page (excerpted, initialed) — through the desk's normal editorial process, never directly. Requires the reader key.

  • report_error

    Report a suspected error in a published piece (a miscount, a quote that reads wrong, a broken claim). Verified catches are fixed and logged on the public corrections ledger, credited 'Caught by a reader.' Requires the reader key.

  • propose_development

    Tip the desk that a story moved — a development on an existing chain or a story worth auditing. Lands in the same proposed-developments queue the observatory's triggers feed; the desk decides what, if anything, to file. Requires the reader key.

Details

Endpointhttps://thestochasticparrot.com/api/mcp (Streamable HTTP)
First published28 Aug 2026
Last updated28 Aug 2026
Registry nameio.github.portneymk/stochastic-parrot

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