jmagly/aiwg · agentic/code/addons/aiwg-utils/skills/reproducibility-validate/SKILL.md

reproducibility-validate skillA

reproducibility-validate is agent-read markdown (skill) from jmagly/aiwg: Run a workflow multiple times and compare outputs to produce a similarity score and pass/fail verdict.

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 jmagly/aiwg/reproducibility-validate@git:20260430.6d8a12e
Exact content
mdr add jmagly/aiwg/reproducibility-validate@sha256:c3bab5bb9efe0aea

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_wub3ogikgkkopklh.svg)](https://markdownregistry.com/a/art_wub3ogikgkkopklh)

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Versions

versioncommittedcommitsizeaudit
git:20260430.6d8a12e latest2026-04-30 6d8a12e 6,496 BA view · diff
git:20260416.c0042622026-04-16 c004262 6,465 BB view · diff
git:20260404.f8108b92026-04-04 f8108b9 6,350 BC view · diff
git:20260402.c9fe1832026-04-02 c9fe183 6,334 BC view · diff
git:20260401.99afdff2026-04-01 99afdff 6,367 BC 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 (6496 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

jmagly/aiwg · 211 stars · license MIT · pushed 2026-09-18 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_wub3ogikgkkopklh
GET https://markdownregistry.com/api/v1/resolve?ref=jmagly/aiwg/reproducibility-validate
GET https://markdownregistry.com/api/v1/blob/c3bab5bb9efe0aeaa67a9a96afd1a0175d6894ecba09c162f650005f643d6d97

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