minimal-run-and-audit — Skills

What it does

After a reproduction target and setup plan exist.

When the main skill needs execution evidence and normalized outputs.

When a smoke test, documented inference run, documented evaluation run, or other short non-training verification is appropriate.

When the user already knows what command should be attempted and wants execution plus reporting only.

During initial repo scanning.

When environment or assets are still undefined enough to make execution meaningless.

When the task is a literature lookup rather than repository execution.

Standardized execution and audit reporting for deep learning repository reproduction runs.

Source

Repository: https://github.com/lllllllama/ai-paper-reproduction-skill

minimal-run-and-audit FAQ

What does the minimal-run-and-audit skill do?

Rigor Run skill for README-first deep learning repo reproduction. Use when the task is specifically to capture or normalize evidence from the selected smoke test or documented inference or evaluation command and write standardized `repro_outputs/` files, including patch notes when repository files changed. Do not use for training execution, initial repo intake, generic environment setup, paper lookup, target selection, hidden scientific-meaning changes, or end-to-end orchestration by itself. After a reproduction target and setup plan exist. When the main skill needs execution evidence and normalized outputs.

What does minimal-run-and-audit require?

When the main skill needs execution evidence and normalized outputs. Configuration keys: SCIENTIFIC_CHANGELOG, COMPARABILITY_REPORT, PATCHES.

How do I install minimal-run-and-audit?

Run: npx -y skills add https://github.com/lllllllama/ai-paper-reproduction-skill --skill minimal-run-and-audit --agent claude-code — the source lives at github.com/lllllllama/ai-paper-reproduction-skill.

Maintain minimal-run-and-audit?

Let people know it's listed here — add the badge (live metrics, light/dark aware) or a plain link to your README or docs.

[![minimal-run-and-audit on getagentictools](https://getagentictools.com/badge/skills/lllllllama-ai-paper-reproduction-skill-minimal-run-and-audit.svg)](https://getagentictools.com/skills/lllllllama-ai-paper-reproduction-skill-minimal-run-and-audit?ref=badge)

npx agentictools info skills/lllllllama-ai-paper-reproduction-skill-minimal-run-and-audit

The second line is the CLI lookup for this page — handy in READMEs and docs.