# Minimal Run And Audit (agent skill)

> 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 497 GitHub stars across a repository of 5 listed skills. Install it by copying the skill folder into your agent's skills directory.

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.

## Key facts

| Fact | Value |
|---|---|
| Repository | https://github.com/lllllllama/RigorPilot-Skills |
| Skill path | skills/minimal-run-and-audit/SKILL.md |
| Skill name | minimal-run-and-audit |
| GitHub stars | 497 |
| Installs on skills.sh | 450,171 |
| License | MIT |
| Skills in repo | 5 |
| Plugin marketplace | no |
| Official | no |
| Works with | Claude Code |
| Category | Security |
| Last commit | Sep 23, 2026 |

## 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.

## Add this skill

### Claude Code

```sh
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 skill folder and upload it under Customize > Skills > + > Upload a skill (code execution must be on).

### ChatGPT / Codex

```sh
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
```

### Cursor

```sh
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
```

Sources (checked 2026-10-07): https://code.claude.com/docs/en/skills, https://support.claude.com/en/articles/12512180-using-skills-in-claude, https://learn.chatgpt.com/docs/build-skills, https://cursor.com/docs/context/skills

skills.sh listing: https://www.skills.sh/lllllllama/RigorPilot-Skills/minimal-run-and-audit

---

Canonical page: https://appsgit.com/skills/lllllllama-minimal-run-and-audit
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