Claude Skills · Documents & Spreadsheets
Consistency Audit
wanshuiyin/Anti-AutoresearchFlagship intra-paper self-consistency forensics: does the paper contradict ITSELF across abstract/intro/tables/body/appendix, and does the method DESCRIBED match the method EVALUATED? Needs no external ground truth — works PDF-only (L0). Runs a deterministic arithmetic pass + a fresh cross-model semantic pass, every finding span-anchored to the evidence ledger (claims.json), reviewer≠adjudicator. Emits consistency-audit.findings.json; NEVER computes the verdict. Triggers: \"consistency audit\", \"check the paper against itself\", \"self-consistency\", \"内部自洽\".
At a glance
This skill is for Documents & Spreadsheets and helps you audit a research paper for internal contradictions, verify methods match their evaluation descriptions, and check for consistency across paper sections.
git clone --depth 1 https://github.com/wanshuiyin/Anti-Autoresearch
cp -r Anti-Autoresearch/skills/consistency-audit ~/.claude/skills/consistency-audit
Setup, runtime and requirements describe wanshuiyin/Anti-Autoresearch, the repo this skill ships in.
Research PaperSelf ConsistencyContradiction DetectionMethodology Verificationacademic-integrityforensics
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