integrity-auditor

# Integrity Auditor ## Overview Paper-integrity audit package. **Single stage, full quality from the start.** The agent reads each reference, then carries out three evidence tracks (image / numerical / logical) and produces a structured `audit_report.md` with Level 1–4 graded findings. This skill ships no LLM SDK — it is the skill instructions, references, templates, and single-purpose `forensics_tools/` only. The substantive work is decomposed into reference playbooks under `references/`: | Reference | Topic | |---|---| | `references/00-incremental-execution.md` | how to do this without losing work: batches, persistence, resume — **read first** | | `references/01-image-evidence.md` | image evidence: panel split, dup detection, rotate/flip alignment, Western-blot continuity | | `references/02-numerical-evidence.md` | numerical evidence: n-consistency, mean/SD/SEM recompute, P-value sanity, decimal trail, Benford with caveats, deterministic-column-pair and last-digit chi-square sweepers, variance-reporting consistency | | `references/02a-supplement-acquisition.md` | publisher CDN routes: how to get hi-res figures and source-data XLSXs even when the article PDF is paywalled | | `references/02b-ml-paper-arithmetic.md` | ML / non-biology papers: arithmetic re-derivation of every quoted improvement against tabulated benchmark cells; leaderboard archive routes | | `references/03-logical-evidence.md` | logical evidence: conclusion-chain compression, missing controls, replicatio...