Debug Loop
SkillDev toolsUse when debugging a failing test or runtime error with hypothesis-driven investigation, autonomous command validation, and systematic root cause elimination.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Debug Loop skill
What this skill tells your AI
The instructions your AI receives, as published by proffesor-for-testing/agentic-qe in .claude/skills/debug-loop/SKILL.md and read by ahel’s review.
Autonomous hypothesis-driven debugging against real data. No guessing, no simulating.
Arguments
<symptom>— Description of the bug or unexpected behavior. If omitted, prompt the user.
Phases
Phase 1 — Reproduce
Run the exact command that shows the bug. Capture and display the REAL output. Confirm the bug is visible.
If the bug cannot be reproduced, stop and explain what was tried.
Phase 2 — Hypothesize and Test (up to 5 iterations)
For each iteration:
- State a specific hypothesis (e.g., "the query targets v2 tables but data is in v3 tables")
- Run a REAL command to test it (e.g.,
sqlite3 [db path] '.tables'thenSELECT COUNT(*) FROM [table]) - Record whether the hypothesis was confirmed or rejected
- If rejected, form the next hypothesis based on what you learned
Do NOT make code changes until you have a confirmed root cause.
Important checks:
- Always check both v2 and v3 SQLite tables when data issues are suspected
- Check dependency versions (e.g., sqlite3 vs better-sqlite3)
- Check for hardcoded values that may have been missed
Phase 3 — Fix
Make the minimal targeted fix. Explain:
- What the root cause was
- What you're changing and why
- What the blast radius is (which other code paths are affected)
Before applying, grep for ALL instances of the problematic pattern across the entire codebase.
Phase 4 — Verify
Run the SAME reproduction command from Phase 1. The output must now show correct values. If it doesn't, go back to Phase 2.
Show before/after output comparison.
Phase 5 — Regression
npm test
Run the full test suite. If tests fail, fix them before committing.
Rules
- NEVER guess or simulate output — always run real commands
- NEVER make code changes before confirming root cause
- Always check for the pattern across the entire codebase, not just one file
- If blocked after 5 hypotheses, stop and ask the user for guidance
Signals
- GitHub stars
- 475
- Forks
- 91
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
debug-loop-proffesor-for-testing- Source
- github.com/proffesor-for-testing/agentic-qe