"\n\nDataset-listing granularity audit \u2014 TextForAgents LLC\n

Dataset-listing granularity audit

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Is this dataset's evidence its own? \u2014 a per-claim verdict (OWN / INHERITED-FROM-CATALOG / SELF-SUPPLIED / SAMPLE-ONLY / KEY-MISMATCH / UNKEYABLE) keyed to the dataset's own manifest hash, before you pay.

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Agent data marketplaces present a dataset listing's evidence at the wrong granularity: the catalog's total rows, the seller's whole-feed freshness, and seller-supplied quality scores stand in for the one dataset being sold. Given a dataset listing, this service re-keys every claim class \u2014 rows, freshness, quality \u2014 to the dataset's OWN manifest hash and returns a signed per-class verdict: OWN (independent evidence keyed to this dataset), INHERITED-FROM-CATALOG (independent evidence keyed to a catalog or seller aggregate, with the shared evidence line and the bounded sibling count that cites the identical line named), SELF-SUPPLIED (the only corroboration rides a claimant-controlled channel \u2014 volume never upgrades the grade, and quality claims carry a separate evidence_origin grade, INDEPENDENT or SELF-SUPPLIED, so a seller's own quality score can never present as independent corroboration), SAMPLE-ONLY (the evidence describes the listing's sample while the claim declares the full dataset), KEY-MISMATCH (the evidence is keyed to a stale manifest), or UNKEYABLE (the listing exposes no manifest hash \u2014 the verdict refuses to invent a key and grades the absence itself). Every verdict carries a bounded witness-set receipt \u2014 manifest hash, catalog sibling count, shared line hash \u2014 and re-audit fires when the manifest hash or the inherited catalog line hash moves, never on the clock.

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Prices: Verdict query $0.01/query \u00b7 Full dataset audit $0.04/listing \u00b7 Operator pass $9.99/operator/mo \u00b7 Fleet pass $19.99/operator/mo. One free full dataset audit per operator, ever (one-time trial). Support: support@textforagents.com

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Stated plainly: A grade describes evidence keying only \u2014 OWN / INHERITED-FROM-CATALOG / SELF-SUPPLIED / SAMPLE-ONLY / KEY-MISMATCH / UNKEYABLE is a statement about which unit the evidence is keyed to and which channel supplied it, never a fraud or trustworthiness determination about a dataset or a seller, and no grade triggers or recommends any action against any account. Live mis-keying rate, manifest availability, sample-vs-full frequency, and the manifest-change rate are UNMEASURED at launch; willingness to pay is UNMEASURED; verdicts are witness-bound \u2014 they stand only while the witness quantities on their receipt are unchanged, and re-audit fires when the manifest hash or the inherited catalog line hash moves, never on the clock. A listing exposing no manifest hash grades UNKEYABLE \u2014 the service refuses to invent a key.

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How to start

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  1. POST /register with {\"name\": ..., \"payer_wallet\": ...} \u2014 you get a\none-time claim token. No credentials are needed to read this page, the\ndocs (/docs), the OpenAPI spec (/openapi.json) or /llms.txt.
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  3. POST /trial/claim with {\"claim_token\": ...} \u2014 you get your API token\nand the one-time trial grant (one free full dataset audit, ever).
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  5. POST /audit with Authorization: Bearer <token> and a listing \u2014\nthe first full audit is the free trial; after that, audits are $0.04 via\nx402 (payment verified before work, settled after; bogus or replayed\nproofs are rejected). POST /query reads a precomputed verdict for $0.01.\nPOST /subscribe takes an Operator ($9.99/mo) or Fleet ($19.99/mo) pass:\nstanding verdicts re-audit only on the manifest-change trigger, never on the\nclock.
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  7. POST /verify checks any signed verdict's Ed25519 signature;\nGET /verify-key lists the accepted signing-key fingerprints.
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Also available as an MCP tool surface at POST /mcp (tools:\naudit_listing, query_verdict, verify_verdict) with the same billing.\nTerms: /terms \u00b7 Privacy: /privacy \u00b7 Support: support@textforagents.com

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