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Skills/lllllllama/ai-paper-reproduction-skill/minimal-run-and-audit
minimal-run-and-audit logo

minimal-run-and-audit

lllllllama/ai-paper-reproduction-skill
140K installs412 stars
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Installation

npx skills add https://github.com/lllllllama/ai-paper-reproduction-skill --skill minimal-run-and-audit

Summary

RigorPilot trusted execution and reporting 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.

SKILL.md

minimal-run-and-audit

Use the shared operating principles in ../../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, ../../references/research-rigor-principles.md, scripts/run_command.py, and scripts/write_outputs.py.

Score

0–100
78/ 100

Grade

B

Popularity30/30

139,690 installs — top-tier adoption.

Completeness27/30

Documented: full SKILL.md body, description, one-line install. Missing: category/license metadata.

Trust15/25

Community skill with a public GitHub source repository you can review.

Freshness6/15

No update timestamp is tracked for this skill in our catalog.

Scored automatically from popularity, completeness, trust, and freshness — computed only from data in our catalog, never fabricated.

Proud of your score? Add this badge to your README.

Paste a snippet into your GitHub README. The badge updates automatically and links back to this page.

Minimal Run And Audit skill score badge previewScore badge

Markdown

[![Minimal Run And Audit skill](https://www.remoteopenclaw.com/skills/lllllllama/ai-paper-reproduction-skill/minimal-run-and-audit/badges/score.svg)](https://www.remoteopenclaw.com/skills/lllllllama/ai-paper-reproduction-skill/minimal-run-and-audit)

HTML

<a href="https://www.remoteopenclaw.com/skills/lllllllama/ai-paper-reproduction-skill/minimal-run-and-audit"><img src="https://www.remoteopenclaw.com/skills/lllllllama/ai-paper-reproduction-skill/minimal-run-and-audit/badges/score.svg" alt="Minimal Run And Audit skill"/></a>

Minimal Run And Audit FAQ

How do I install the Minimal Run And Audit skill?

Run “npx skills add https://github.com/lllllllama/ai-paper-reproduction-skill --skill minimal-run-and-audit” in your terminal. The skill is added to your agent's skills directory and picked up automatically on the next run — no restart or extra configuration needed.

What does the Minimal Run And Audit skill do?

RigorPilot trusted execution and reporting 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. The full SKILL.md on this page shows the exact instructions the skill gives your agent.

Is the Minimal Run And Audit skill free?

Yes. Minimal Run And Audit is a free, open-source skill published from lllllllama/ai-paper-reproduction-skill. As with any third-party skill, review the source repository before installing it into an agent with sensitive access.

Does Minimal Run And Audit work with Claude Code and OpenClaw?

Yes. Skills use the portable SKILL.md format, so Minimal Run And Audit works with Claude Code, OpenClaw, Codex, Hermes, and any other agent that reads SKILL.md skills.

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