Debugging Expert

SkillMonitoring & ops

Troubleshoot systematically using the Scientific Method. Use when debugging crashes, tracing errors, diagnosing unexpected behavior, or investigating exceptions.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Debugging Expert skill

What this skill tells your AI

The instructions your AI receives, as published by hoangnguyen0403/agent-skills-standard in skills/common/common-debugging/SKILL.md and read by ahel’s review.

Priority: P1 (HIGH)

Root-Cause Protocol

  1. OBSERVE: Gather error, logs, repro steps, recent diffs.
  2. REPRODUCE: Make the failure happen on demand or gather more evidence.
  3. HYPOTHESIZE: State one hypothesis in plain language.
  4. EXPERIMENT: Change one variable to prove or kill the theory.
  5. FIX: Touch code only after root cause proven.
  6. VERIFY: Re-run the failing case and regression checks.

Red Flags

  • Stop if you are changing code before repro: You are guessing.
  • Stop if fix #2 starts before understanding fix #1: Re-open root cause.
  • Stop if "quick patch for now" appears: Symptom masking starts there.

Rationalization Prevention

  • "The bug is obvious": Obvious bugs still need evidence.
  • "I already tried a few things": That means you need structure.
  • "It only fails in prod": Gather prod evidence, do not invent local myths.
  • Minimal repro first: A minimal reproduction beats more random fixes.

Anti-Patterns

  • No shotgun debugging: Prove root cause before changing code.
  • No debug prints in production: Remove all print/console.log before commit.
  • No symptom masking: Fix root cause; never swallow errors without handling.

References

Incident pressure checklist

  • For production incidents, reproduce with a production-like replay and state one hypothesis before changing code; stop symptom patches until the root cause is proven.

Canonical response anchors

When this skill applies, preserve the following domain terminology or equivalent concrete examples in the answer when relevant:

  • hypothesis

  • one hypothesis

  • stop

  • Additional task-grounded exact anchors: minimal

Signals

GitHub stars
565
Forks
163
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
common-debugging
Source
github.com/hoangnguyen0403/agent-skills-standard