# Minimal Run And Audit

> 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 lo…

- **Type:** Skill
- **Install:** `agentstack add skill-lllllllama-rigorpilot-skills-minimal-run-and-audit`
- **Verified:** Yes — security-reviewed for prompt injection and unsafe behavior
- **Seller:** [lllllllama](https://agentstack.voostack.com/s/lllllllama)
- **Installs:** 0
- **Category:** [Agent Skills](https://agentstack.voostack.com/c/agent-skills)
- **Latest version:** 0.1.0
- **License:** MIT
- **Upstream author:** [lllllllama](https://github.com/lllllllama)
- **Source:** https://github.com/lllllllama/RigorPilot-Skills/tree/main/skills/minimal-run-and-audit

## Install

```sh
agentstack add skill-lllllllama-rigorpilot-skills-minimal-run-and-audit
```

Requires the [AgentStack CLI](https://agentstack.voostack.com/docs/cli). Works with Claude Code, Cursor, and any MCP-compatible agent.

## About

# minimal-run-and-audit

Use this as the Rigor Run skill. The installed slug remains
`minimal-run-and-audit` for compatibility.

Use the shared operating principles in
`../ai-research-reproduction/references/agent-operating-principles.md`; this skill should make run
evidence auditable without turning every command into a rigid protocol.

## When to apply

- 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.

## When not to apply

- 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.
- When the user is still deciding which reproduction target should count as the main run.

## Clear boundaries

- This skill owns normalized reporting for an attempted command.
- It may receive execution evidence from the main skill or a thin helper.
- It does not choose the overall target on its own.
- It does not perform broad paper analysis.
- It does not own training startup, resume, or long-running training state.
- It should not normalize risky code edits into acceptable practice.
- It must not hide changes that alter evaluation, preprocessing, checkpoints,
  metrics, or other scientific meaning.

## Input expectations

- selected reproduction goal
- runnable commands or smoke commands
- environment and asset assumptions
- optional patch metadata

## Output expectations

- execution result summary
- standardized `repro_outputs/` files
- `SCIENTIFIC_CHANGELOG.md` for changed scientific meaning and evidence status
- `COMPARABILITY_REPORT.md` for README/paper/baseline comparability
- clear distinction between verified, partial, and blocked states
- `PATCHES.md` when repo files changed

## Notes

Use `references/reporting-policy.md`, `../ai-research-reproduction/references/research-rigor-principles.md`, `scripts/run_command.py`, and `scripts/write_outputs.py`.

## Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

- **Author:** [lllllllama](https://github.com/lllllllama)
- **Source:** [lllllllama/RigorPilot-Skills](https://github.com/lllllllama/RigorPilot-Skills)
- **License:** MIT

Install and usage instructions live in the source repository linked above.

## Pricing

- **Free** — Free

## Security capabilities

Automated source analysis of v0.1.0 — what this tool can access:

- **Network access:** no
- **Filesystem access:** no
- **Shell / process execution:** no
- **Environment & secrets:** no
- **Dynamic code execution:** no

*"Yes" means the capability is present in the source — more access means more to trust, not that it is unsafe.*


## Versions

- **0.1.0** — security scan: passed — Imported from the upstream source.

## Links

- Listing page: https://agentstack.voostack.com/l/skill-lllllllama-rigorpilot-skills-minimal-run-and-audit
- Seller: https://agentstack.voostack.com/s/lllllllama
- Browse the marketplace: https://agentstack.voostack.com/browse

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