experiment-audit SKILL.md skillA
experiment-audit from wanshuiyin/auto-claude-code-research-in-sleep is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add wanshuiyin/auto-claude-code-research-in-sleep/experiment-audit@git:20261019.8fdc2d5Pins git:20261019.8fdc2d5 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- wanshuiyin/auto-claude-code-research-in-sleep
- Path
skills/skills-codex/experiment-audit/SKILL.md- Versions recorded
- 6
- Latest version
- git:20261019.8fdc2d5, committed Oct 19, 2026
- First version recorded
- Jul 10, 2026
- Size
- 12,226 bytes
- Repository stars
- 18,690
- License
- MIT
Audit experiment integrity before claiming results. Uses fresh-agent GPT-6-Astra review (same-family provisional in the base Codex mirror) to check for fake ground truth, score normalization fraud, phantom results, and insufficient scope. Use when user says "审计实验", "check experiment integrity", "audit results", "实验诚实度", or after experiments complete before writing claims.
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
# Experiment Audit: Fresh-Agent Integrity Verification > **Before each reviewer slot**, follow [Selectable Reviewers](../shared-references/reviewer-backends.md): > resolve invocation → `.aris/reviewer.json` → Codex default (fresh native reviewer) > with `reviewer_route.py` through the canonical helper resolver, preserving this > slot's tier, fresh contexts, source/image inputs and deterministic gates. > Codex examples/pins below apply only to `backend=codex`; other routes use their > own first-call/reply contract. Save the route and actual returned identity; > unavailable selections are `REVIEW_UNAVAILABLE`. Classify acceptance from actual > families/completion/scope. Forward invocation reviewer/model/effort overrides > to reviewer-bearing children. Generation workers are unchanged. > **Codex assurance:** base semantic audit results record > `review_independence: same-family` and `acceptance_status: provisional`. > Deterministic evidence checks may be accepted; unavailable reviewer calls emit > BLOCKED/ERROR rather than a provisional PASS. Audit experiment integrity for: **$ARGUMENTS** ## Why This Exists LLM agents can produce fraudulent experimental results through: …
Read the whole file at its exact version.
How to install
mdr add wanshuiyin/auto-claude-code-research-in-sleep/experiment-audit@sha256:355a22aa16bbd08cThe line at the top of this page pins the label git:20261019.8fdc2d5, 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.
[](https://markdownregistry.com/a/art_wlklrasmaucspqad)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Jul 10, 2026 and Oct 19, 2026, about one every 20 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261019.8fdc2d5 latest | 2026-10-19 | 8fdc2d5 | 12,226 B | A | view · diff |
| git:20260906.0472e53 | 2026-09-06 | 0472e53 | 10,987 B | A | view · diff |
| git:20260713.e67ae16 | 2026-07-13 | e67ae16 | 10,987 B | A | view · diff |
| git:20260710.b618357 | 2026-07-10 | b618357 | 10,985 B | A | view · diff |
| git:20260710.c3f9813 | 2026-07-10 | c3f9813 | 10,969 B | A | view · diff |
| git:20260710.6142715 | 2026-07-10 | 6142715 | 9,908 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (12226 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
wanshuiyin/auto-claude-code-research-in-sleep · 18,690 stars · license MIT · pushed 2026-11-03 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_wlklrasmaucspqad GET https://markdownregistry.com/api/v1/resolve?ref=wanshuiyin/auto-claude-code-research-in-sleep/experiment-audit GET https://markdownregistry.com/api/v1/blob/355a22aa16bbd08ca78cd3e83784d77606fe4405790969273426f5cfdfec0da3
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.
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