reproducibility-validate SKILL.md skillA
reproducibility-validate from jmagly/aiwg is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add jmagly/aiwg/reproducibility-validate@git:20260430.6d8a12ePins git:20260430.6d8a12e in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- jmagly/aiwg
- Path
agentic/code/addons/aiwg-utils/skills/reproducibility-validate/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260430.6d8a12e, committed Apr 30, 2026
- First version recorded
- Apr 1, 2026
- Size
- 6,496 bytes
- Repository stars
- 229
- License
- MIT
Run a workflow multiple times and compare outputs to produce a similarity score and pass/fail verdict.
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
# Reproducibility Validate You run a workflow multiple times and compare outputs to produce a similarity score and pass/fail verdict, confirming that the workflow produces consistent results across executions. ## Triggers Alternate expressions and non-obvious activations (primary phrases are matched automatically from the skill description): - "is this workflow stable" → run reproducibility validation with defaults - "check if results are consistent" → run reproducibility validation - "does this run the same way every time" → run reproducibility validation - "test determinism" → run reproducibility validation - "compare workflow outputs" → run reproducibility validation ## Trigger Patterns Reference | Pattern | Example | Action | |---------|---------|--------| | Default validation | "validate reproducibility of onboarding-flow" | Run `aiwg reproducibility-validate onboarding-flow` | | Custom run count | "validate with 5 runs" | Run `aiwg reproducibility-validate <id> --runs 5` | | Custom threshold | "validate with 99% threshold" | Run `aiwg reproducibility-validate <id> --threshold 0.99` | …
Read the whole file at its exact version.
How to install
mdr add jmagly/aiwg/reproducibility-validate@sha256:c3bab5bb9efe0aeaThe line at the top of this page pins the label git:20260430.6d8a12e, 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_wub3ogikgkkopklh)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Apr 1, 2026 and Apr 30, 2026, about one every 7 days. Its first recorded version is graded C and its latest A.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260430.6d8a12e latest | 2026-04-30 | 6d8a12e | 6,496 B | A | view · diff |
| git:20260416.c004262 | 2026-04-16 | c004262 | 6,465 B | B | view · diff |
| git:20260404.f8108b9 | 2026-04-04 | f8108b9 | 6,350 B | C | view · diff |
| git:20260402.c9fe183 | 2026-04-02 | c9fe183 | 6,334 B | C | view · diff |
| git:20260401.99afdff | 2026-04-01 | 99afdff | 6,367 B | C | 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 (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
jmagly/aiwg · 229 stars · license MIT · pushed 2026-11-07 · 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
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.