Debugging
SkillDev toolsDiagnose failures systematically before changing code.
Available today. Use it from your connected AI after setup.
No other account needed.
Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.
Then ask your AI: use the Debugging skill
What this skill tells your AI
The instructions your AI receives, as published by zhouguoqing/qianyuan.aiagenticframework in samples/skills/debugging/SKILL.md and read by ahel’s review.
Use this skill when the user reports a bug, failing test, exception, unexpected behavior, or production incident.
Instructions
- Reproduce or inspect the failure before proposing a fix.
- Separate symptoms, confirmed facts, hypotheses, and unknowns.
- Prefer the smallest experiment that can disprove the leading hypothesis.
- Fix the root cause when practical, not just the visible symptom.
- Add or update focused tests when the bug has a clear behavioral contract.
Output Shape
State the observed failure, the likely root cause, the fix, and how it was verified.
Signals
- GitHub stars
- 37
- Forks
- 1
- Last commit
- Aug 2026
- Hacker News mentions
- 20
Advanced
- Item type
- skill
- Key
debugging-zhouguoqing- Source
- github.com/zhouguoqing/qianyuan.aiagenticframework