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consistency-audit
wanshuiyin/Anti-AutoresearchSkill
Flagship 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\".
Why this score
This repo hosts 10 skills, so its 165 stars are split between them (about 17 each) for scoring.
Popularity score: 60/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank
Security
Scanned Oct 20, 2026 at commit 5f5d82421c75, with Cisco's open-source skill-scanner.
What its code does:
- Runs shell commands Common for dev tools. Read the commands it runs.SKILL.md:159 and 2 more
A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan
Alternatives
Other makers' add-ons that do the same job, next to this one.
| Name | Score | Stars | Context | Updated |
|---|---|---|---|---|
| This oneconsistency-audit wanshuiyin/Anti-Autoresearch · Skill | 60 | ★ 165 | ≈146 always | 18d ago |
| light-consistency Light0305/Light-skills · Skill Both about consistency | 57 | ★ 680 | ≈18 always | 4mo ago |
| aer-consistency brycewang-stanford/AER-Skills · Skill Both about consistency and abstract | 47 | ★ 56 | ≈99 always | 4mo ago |
| consistency-checker-across-manuscript aipoch/medical-research-skills · Skill Both about consistency and abstract | 63 | ★ 2.0k | ≈53 always | 2mo ago |
| component-family-consistency dembrandt/dembrandt-skills · Skill Both about consistency | 56 | ★ 129 | ≈43 always | 20d ago |
| consistency-coordination proyecto26/system-design-skills · Skill Both about consistency | 48 | ★ 93 | ≈146 always | 5mo ago |