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consistency-audit SKILL.md skillA

consistency-audit from wanshuiyin/anti-autoresearch is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add wanshuiyin/anti-autoresearch/consistency-audit@git:20260810.98a75fc

Pins git:20260810.98a75fc in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: wanshuiyin/anti-autoresearch
Path: skills/consistency-audit/SKILL.md
Versions recorded: 5
Latest version: git:20260810.98a75fc, committed Aug 10, 2026
First version recorded: Jul 10, 2026
Size: 41,692 bytes
Repository stars: 179
License: MIT

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…

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Consistency Audit — the paper vs itself

Audit intra-paper self-consistency for: **$ARGUMENTS** (requires `claims.json`
from `/evidence-ledger`). Emit span-anchored `consistency-audit.findings.json`;
the deterministic adjudicator — not this skill — computes the verdict.

> 🔒 **Do not wrap this skill in `/loop`, `/schedule`, or `CronCreate`.** It is
> verdict-bearing input — it proposes the findings the deterministic adjudicator
> turns into the report. Re-firing it on a wall-clock timer adds no signal: its
> output changes only when the **paper / ledger** changes, not with the clock.
> Schedule the *external wait that precedes it* — ledger built → audit **once**.
> (Mirrors ARIS's external-cadence doctrine.)

> The flagship instrument. Internal contradiction is the single most defensible
> thing you can check on an unknown submission: it needs no external GT, runs at L0
> (PDF-only), and is exactly where machine-generated papers crack — they hallucinate
> *local* coherence. Recall scales with the ledger: a PDF-text (L0) ledger extracts
> only number/scope spans, so the table/caption/method-drift checks gain teeth at L1
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add wanshuiyin/anti-autoresearch/consistency-audit@sha256:fb16bc9ad2384cfe

The line at the top of this page pins the label git:20260810.98a75fc, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

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

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Jul 10, 2026 and Aug 10, 2026, about one every 8 days.

version	committed	commit	size	audit
git:20260810.98a75fc latest	2026-08-10	98a75fc	41,692 B	A	view · diff
git:20260810.94439ad	2026-08-10	94439ad	41,557 B	A	view · diff
git:20260710.ce256b8	2026-07-10	ce256b8	41,557 B	A	view · diff
git:20260710.16f7480	2026-07-10	16f7480	40,868 B	A	view · diff
git:20260710.a1a963f	2026-07-10	a1a963f	40,528 B	A	view

Audit of the latest version

A 17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 · 179 stars · license MIT · pushed 2026-10-30 · 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

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.