Debugging and Troubleshooting

SkillDev tools

Troubleshoot and fix bugs systematically. Use when errors occur, tests fail, or unexpected behavior is observed. Covers root cause analysis and debugging strategies.

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 and Troubleshooting skill

What this skill tells your AI

The instructions your AI receives, as published by nguyenhuuca/assessment in .claude/skills/core-engineering/debugging/SKILL.md and read by ahel’s review.

MCP Tools

Chrome DevTools (frontend debugging):

  • Capture console errors and network failures
  • Set breakpoints and inspect state
  • Profile performance bottlenecks
  • Capture screenshots of error states

Workflows

  • Reproduce: Can you reliably reproduce the issue?
  • Isolate: What is the minimal code that exhibits the bug?
  • Trace: Use Grep to follow the call chain
  • Hypothesize: What could cause this behavior?
  • Test: Verify or disprove your hypothesis
  • Fix: Implement the solution
  • Verify: Confirm the fix and add regression test

Debugging Strategy

1. Gather Information

  • Read error messages and stack traces carefully
  • Check logs for context around the error
  • Identify when the issue started (recent changes?)
  • Use Grep to locate related code around the error

2. Trace the Flow

  • Use Grep to trace data flow through function calls
  • Map the call chain from entry point to error
  • Identify where data transforms unexpectedly

3. Reproduce Consistently

  • Create a minimal test case
  • Document exact steps to reproduce
  • For frontend bugs, use Chrome DevTools to record network/console

4. Common Causes

  • Null/undefined: Check for missing null checks
  • Off-by-one: Verify loop boundaries and array indices
  • Async timing: Check race conditions and await usage
  • State mutation: Look for unexpected side effects
  • Type coercion: Verify type handling (especially in JS/TS)

Tools (Examples by Language)

# Check logs
tail -f /var/log/app.log

# Search for error patterns
grep -r "ERROR" ./logs/

# Debug Node.js
node --inspect-brk app.js

# Python debugging
python -m pdb script.py

Frontend Debugging with Chrome DevTools

  • Open DevTools → Console for errors
  • Network tab for failed requests
  • Sources tab for breakpoints
  • Performance tab for slow operations

Post-Fix Checklist

  • Root cause identified and documented
  • Regression test added
  • Similar code checked (use Grep to locate)
  • Fix reviewed by another developer

Signals

GitHub stars
34
Forks
25
Last commit
Sep 2026
Hacker News mentions
20
Advanced
Catalog kind
skill
Gateway key
debugging-nguyenhuuca
Source
github.com/nguyenhuuca/assessment