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Minimal Run And Audit

Minimal Run And Audit is an agent skill (a SKILL.md file) from lllllllama/RigorPilot-Skills. Rigor Run skill for README-first deep learning repo reproduction. It works with Claude Code and has 484 GitHub stars across a repository of 5 listed skills. Install it by copying the skill folder into your agent's skills directory.

github.com/lllllllama/RigorPilot-Skills/skills/minimal-run-and-audit (opens in a new tab)

Data as of from the GitHub API and skills.sh; description from the skill's SKILL.md. Report an error

View on GitHub (opens in a new tab)View on skills.sh (opens in a new tab)

Add this skill

Claude

Claude Code loads skills from ~/.claude/skills/ (all projects) or .claude/skills/ (one project):

git clone --depth 1 https://github.com/lllllllama/RigorPilot-Skills.git
cp -r RigorPilot-Skills/skills/minimal-run-and-audit ~/.claude/skills/minimal-run-and-audit   # personal, or .claude/skills in a project

In the Claude apps, zip the minimal-run-and-audit folder and upload it under Customize > Skills > + > Upload a skill (code execution must be on).

ChatGPT / Codex

Codex reads skills from .agents/skills/ in a repo or ~/.agents/skills/ for every project:

git clone --depth 1 https://github.com/lllllllama/RigorPilot-Skills.git
cp -r RigorPilot-Skills/skills/minimal-run-and-audit .agents/skills/minimal-run-and-audit   # repo; ~/.agents/skills for all projects

Standalone skills also load in the ChatGPT desktop app.

Cursor

Cursor loads skills from .cursor/skills/ (or ~/.cursor/skills/) and also reads .claude/skills/:

git clone --depth 1 https://github.com/lllllllama/RigorPilot-Skills.git
cp -r RigorPilot-Skills/skills/minimal-run-and-audit .cursor/skills/minimal-run-and-audit   # project; ~/.cursor/skills for all projects

Source (checked Oct 7, 2026): code.claude.com/docs/en/skills (opens in a new tab), support.claude.com/en/articles/12512180-using-skills-in-claude (opens in a new tab), learn.chatgpt.com/docs/build-skills (opens in a new tab), cursor.com/docs/context/skills (opens in a new tab)

What this skill does

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 reprooutputs/ 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.

When it triggers

  • 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 reprooutputs/ files, including patch notes when repository files changed.
  • 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.

More skills in lllllllama/RigorPilot-Skills

5 skills are listed from this repository.

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FAQ

Minimal Run And Audit FAQ

Still curious? Email info@appsgit.com.

How do I install the Minimal Run And Audit skill?

Copy the minimal-run-and-audit folder (the one containing SKILL.md) into ~/.claude/skills/ for Claude Code, .agents/skills/ for Codex or .cursor/skills/ for Cursor. The agent picks it up automatically when a task matches its description.

Is the Minimal Run And Audit skill free?

Yes. The repository is open source under the MIT license.

Is Minimal Run And Audit maintained?

The repository's most recent commit was on Sep 23, 2026. appsgit only lists skills from repositories with a commit in the last six months.