wanshuiyin/anti-autoresearch · skills/consistency-audit/SKILL.md

consistency-audit skillA

consistency-audit is agent-read markdown (skill) from wanshuiyin/anti-autoresearch: 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", "c.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add wanshuiyin/anti-autoresearch/consistency-audit@git:20260810.98a75fc
Exact content
mdr add wanshuiyin/anti-autoresearch/consistency-audit@sha256:fb16bc9ad2384cfe

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_y4lnvp7yslfg6w76.svg)](https://markdownregistry.com/a/art_y4lnvp7yslfg6w76)

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Versions

versioncommittedcommitsizeaudit
git:20260810.98a75fc latest2026-08-10 98a75fc 41,692 BA view · diff
git:20260810.94439ad2026-08-10 94439ad 41,557 BA view · diff
git:20260710.ce256b82026-07-10 ce256b8 41,557 BA view · diff
git:20260710.16f74802026-07-10 16f7480 40,868 BA view · diff
git:20260710.a1a963f2026-07-10 a1a963f 40,528 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (41692 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

wanshuiyin/anti-autoresearch · 154 stars · license MIT · pushed 2026-09-09 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_y4lnvp7yslfg6w76
GET https://markdownregistry.com/api/v1/resolve?ref=wanshuiyin/anti-autoresearch/consistency-audit
GET https://markdownregistry.com/api/v1/blob/fb16bc9ad2384cfef315b7ff0b494e1004695b4c1dcffe243c47f0fa662de29c

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.