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Skills/lllllllama/rigorpilot-skills/safe-debug
safe-debug logo

safe-debug

lllllllama/rigorpilot-skills
47K installs412 stars
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Installation

npx skills add https://github.com/lllllllama/rigorpilot-skills --skill safe-debug

Summary

Rigor Debug / Rigor Audit skill for deep learning research work. Use when the user pastes a traceback, terminal error, CUDA OOM, checkpoint load failure, shape mismatch, NaN loss symptom, or training failure and wants conservative diagnosis before any patching, with debug fixes clearly separated from research contributions. Do not use for broad refactoring, speculative adaptation, automatic exploratory patching, or general repository familiarization.

SKILL.md

safe-debug

Use this as the Rigor Debug / Rigor Audit skill. The installed slug remains safe-debug for compatibility.

Use the shared operating principles in ../../references/agent-operating-principles.md; this skill should guide conservative diagnosis without blocking the model from finding the local root cause.

When to apply

  • The user provides a traceback, terminal error, or concrete training or inference failure symptom.
  • The user wants diagnosis, root-cause narrowing, and minimal patch suggestions before code is changed.
  • The user wants a safe debug flow with explicit human approval before mutation.

When not to apply

  • When the user wants a broad repository walkthrough without an active failure.
  • When the task is speculative experimentation or code adaptation.
  • When the user is asking for a large refactor or readability rewrite.

Clear boundaries

  • Diagnose first.
  • Do not modify repository code by default.
  • If a patch is needed, propose the smallest fix and require explicit approval first.
  • Escalate savepoint or branch creation before medium-risk or high-risk changes.
  • A debug fix is not automatically a research contribution; if it changes

experiment meaning or comparability, say so explicitly.

Output expectations

  • debug_outputs/DIAGNOSIS.md
  • debug_outputs/PATCH_PLAN.md
  • debug_outputs/status.json

Notes

Use references/debug-policy.md, ../../references/research-rigor-principles.md, and the shared references/research-pitfall-checklist.md.

Score

0–100
74/ 100

Grade

B

Popularity26/30

47,117 installs — strong, widely used.

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.

Safe Debug skill score badge previewScore badge

Markdown

[![Safe Debug skill](https://www.remoteopenclaw.com/skills/lllllllama/rigorpilot-skills/safe-debug/badges/score.svg)](https://www.remoteopenclaw.com/skills/lllllllama/rigorpilot-skills/safe-debug)

HTML

<a href="https://www.remoteopenclaw.com/skills/lllllllama/rigorpilot-skills/safe-debug"><img src="https://www.remoteopenclaw.com/skills/lllllllama/rigorpilot-skills/safe-debug/badges/score.svg" alt="Safe Debug skill"/></a>

Safe Debug FAQ

How do I install the Safe Debug skill?

Run “npx skills add https://github.com/lllllllama/rigorpilot-skills --skill safe-debug” 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 Safe Debug skill do?

Rigor Debug / Rigor Audit skill for deep learning research work. Use when the user pastes a traceback, terminal error, CUDA OOM, checkpoint load failure, shape mismatch, NaN loss symptom, or training failure and wants conservative diagnosis before any patching, with debug fixes clearly separated from research contributions. Do not use for broad refactoring, speculative adaptation, automatic exploratory patching, or general repository familiarization. The full SKILL.md on this page shows the exact instructions the skill gives your agent.

Is the Safe Debug skill free?

Yes. Safe Debug is a free, open-source skill published from lllllllama/rigorpilot-skills. As with any third-party skill, review the source repository before installing it into an agent with sensitive access.

Does Safe Debug work with Claude Code and OpenClaw?

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

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