fabrication-auditlisted

Silent post-draft verification pass catching unverified specifics before they leave the response. Triggers on ANY substantive output containing factual claims about the world: numbers, dates, addresses, jurisdictions (which office/agency covers a place), distances, drive times, government fees, processing times, version numbers, current officeholders, drug doses, prices, statistics, sports stats/cap hits, ETF/stock specifics, salaries, antimicrobial susceptibility/resistance rates — any "the X is Y" / "X serves Y" pattern where Y is a specific retrievable value. Embedded sub-claims in longer responses get same treatment as direct questions. Triggers on nearly every substantive turn except greetings, pure code, pure math derivations, fictional creative writing. Does NOT trigger on academic citations (PMIDs/DOIs/journal refs) — citation-verification handles those exclusively. Runs silently, fixes draft before sending. Err very heavily on triggering. When in doubt: TRIGGER.
neelshah4/claude-fabrication-audit · ★ 0 · AI & Automation · score 75

Install: claude install-skill neelshah4/claude-fabrication-audit

# Fabrication audit — silent verification pass Catch unverified operational specifics before they leave the response: LLMs reliably fabricate plausible-sounding specifics (addresses, fees, jurisdictions, drive times, drug doses, sports stats, finance numbers, surveillance percentages) inside longer analytical responses. The failure mode is a confident "the X is Y" sentence where Y is specific and retrievable but unverified, even when it reads like established teaching. Origin incidents are in `references/history.md`. ## Scope: what this skill covers vs. doesn't ### COVERS (this skill) - **Geographic / jurisdictional:** which office, court, or agency covers a city; which field office handles a case; which ZIP codes belong to a district - **Logistical:** addresses, hours, phone numbers, drive times, distances, flight durations - **Government / regulatory:** filing fees, processing times, rule effective dates, form version numbers, current officeholders - **Clinical specifics:** drug doses, weight-based dosing, lab thresholds, formulary specifics, brand-name drug prices - **Antimicrobial surveillance specifics:** susceptibility or resistance percentages for any drug-organism pair, from any surveillance source (Snydman/Tufts, CANWARD, CDC EIP, NHSN, MERINO, SENTRY, regional/hospital antibiograms). These are time-varying, geography- and source-specific, not general medical knowledge; any "drug X covers Y% of organism Z" or "resistance to X is now N%" claim falls here. - **Finan