lllllllama/rigorpilot-skills

safe-debug

Rigor Debug / Rigor Audit skill for deep learning research work.

All-time #180 Trending #9610 First seen Apr 1, 2026
8-week activity · all time api

Installation

$ npx skills add 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.

Similar popular skills

Related neighbors and high-traction skills in the same topics — useful to compare before installing.

Security audits

Partner security reviews for this skill.

agent-trust-hub SAFE

Analyzed May 29, 2026

The skill is a safe and conservative debugging tool designed for deep learning research. it focuses on error diagnosis and root-cause analysis without performing automatic code modifications or network operations. it strictly enforces human-in-the-loop approval for any proposed fixes.

snyk LOW

Analyzed May 29, 2026

No issues detected.

socket Score 0.9000 · 0 alerts

Analyzed May 29, 2026

  • license 1
  • maintenance 1
  • quality 0.9
  • supply chain 1
  • vulnerability 1

0 alerts

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More details

Agent compatibility

Declared targets from SKILL.md / docs. Unmarked agents are not listed — the skill may still install via the CLI.

Claude Code Not declared
Cursor Not declared
Codex Not declared
GitHub Copilot Not declared
Windsurf Not declared
Gemini CLI Not declared
Cline Not declared
OpenCode Not declared

Repository health

Stars 484
License LICENSE
Default branch main
Open issues 0
Status Active

Package contents

Files included with this skill beyond the listing page.

  • skill md SKILL.md 2,086 B
  • docs SUMMARY.md 472 B

History

  1. First seen on skills.sh
  2. First recorded snapshot · 310,600 installs

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 ../ai-research-reproduction/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
  • debugoutputs/PATCHPLAN.md
  • debug_outputs/status.json

Notes

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