audit-reproducibility skillA
audit-reproducibility is agent-read markdown (skill) from pedrohcgs/claude-code-my-workflow: Enforce the replication-protocol.md rule by cross-checking numeric claims in a manuscript against the actual R / Stata / Python outputs. Report PASS/FAIL per claim against tolerance thresholds. Use before submission and before releasing a replication package..
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 before it reaches your agent: the main file against the SHA-256 recorded here, the others against the git hashes of its source commit. The deterministic audit below grades the latest version, and the same checks always give the same file the same grade.
What the file says
# Audit Reproducibility Compare numeric claims in a manuscript (point estimates, standard errors, p-values, counts) against the actual outputs produced by the analysis pipeline. Report PASS / FAIL per claim against the tolerance thresholds defined in [`.claude/rules/replication-protocol.md`](../../rules/replication-protocol.md). **Core principle:** If the paper says `ATT = -1.632 (0.584)` and the code produces `-1.628 (0.591)`, we verify — **numerically** — that the difference is within the documented tolerance. No more "looks close enough" eyeballing. **Two directions, not one.** *Vertically*, each claim is checked against the output that produced it. *Horizontally*, it is checked against every **other** artifact that displays the same number — the supplement table, the slide deck, the poster. The vertical check passes contentedly while a deck quotes last month's value; only the horizontal one catches that. Declared displays live in the passport's `appears_in` list — see [`replication-protocol.md` → The horizontal check](../../rules/replication-protocol.md#the-horizontal-check). ## When to use …
Read the whole file at its exact version.
How to install
mdr add pedrohcgs/claude-code-my-workflow/audit-reproducibility@git:20260927.6535de7mdr add pedrohcgs/claude-code-my-workflow/audit-reproducibility@sha256:69aa54eeb0a02974Pin to a label to follow the author's releases, or to a sha256 for exact bytes. Either way the resolved hash is written to mdr.lock, and mdr install fetches those bytes again and checks them, so it installs them exactly or fails.
[](https://markdownregistry.com/a/art_5qsobh7jgnlcjcta)
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Versions
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260927.6535de7 latest | 2026-09-27 | 6535de7 | 25,896 B | A | view · diff |
| git:20260823.6b8fa14 | 2026-08-23 | 6b8fa14 | 22,998 B | A | view · diff |
| git:20260822.c5ca9ea | 2026-08-22 | c5ca9ea | 17,306 B | A | view · diff |
| git:20260821.8a2f894 | 2026-08-21 | 8a2f894 | 17,361 B | A | view · diff |
| git:20260609.6ce2621 | 2026-06-09 | 6ce2621 | 17,352 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 (25896 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
pedrohcgs/claude-code-my-workflow · 1,598 stars · license MIT · pushed 2026-09-27 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_5qsobh7jgnlcjcta GET https://markdownregistry.com/api/v1/resolve?ref=pedrohcgs/claude-code-my-workflow/audit-reproducibility GET https://markdownregistry.com/api/v1/blob/69aa54eeb0a02974d46ae19bfa794e85a612658664a35e820c0d4c5bece5ea55
Your agent 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.