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Ls Debug Reproducible Failures
BSecurityUse when debugging reproducible failures with a systematic method and language-specific commands for Node, Python, Swift, CSS/layout, network, or git bisect.
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- Added November 7, 2026
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88/100- Uses curl or wget to download content
- Installs packages at runtime which could introduce malicious dependencies
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[](https://www.skillsdirectory.com/skills/cruxexperts-ls-debug-reproducible-failures)---
name: ls-debug-reproducible-failures
description: Use when debugging reproducible failures with a systematic method and language-specific commands for Node, Python, Swift, CSS/layout, network, or git bisect.
metadata:
version: "1.2"
---
# Debug Pro
Systematic debugging methodology and language-specific debugging commands for application code, CSS/layout, network issues, and git bisect workflows.
Source note: imported from `debug-pro` by cmanfre7; provenance was previously recorded in release-only `_meta.json` metadata with upstream version `1.0.0`.
## The 7-Step Debugging Protocol
1. **Reproduce** - Get it to fail consistently. Document exact steps, inputs, and environment.
2. **Isolate** - Narrow scope. Comment out code, use binary search, check recent commits with `git bisect`.
3. **Hypothesize** - Form a specific, testable theory about the root cause.
4. **Instrument** - Add targeted logging, breakpoints, or assertions.
5. **Verify** - Confirm root cause. If hypothesis was wrong, return to step 3.
6. **Fix** - Apply the minimal correct fix. Resist the urge to refactor while debugging.
7. **Regression Test** - Write a test that catches this bug. Verify it passes.
## Language-Specific Debugging
### JavaScript / TypeScript
```bash
# Node.js debugger
node --inspect-brk app.js
# Chrome DevTools: chrome://inspect
# Console debugging
console.log(JSON.stringify(obj, null, 2))
console.trace('Call stack here')
console.time('perf'); /* code */ console.timeEnd('perf')
# Memory leaks
node --expose-gc --max-old-space-size=4096 app.js
```
### Python
```bash
# Built-in debugger
python -m pdb script.py
# Breakpoint in code
breakpoint() # Python 3.7+
# Verbose tracing
python -X tracemalloc script.py
# Profile
python -m cProfile -s cumulative script.py
```
### Swift
```bash
# LLDB debugging
lldb ./MyApp
(lldb) breakpoint set --name main
(lldb) run
(lldb) po myVariable
# Xcode: Product -> Profile (Instruments)
```
### CSS / Layout
```css
/* Outline all elements */
* { outline: 1px solid red !important; }
/* Debug specific element */
.debug { background: rgba(255,0,0,0.1) !important; }
```
### Network
```bash
# HTTP debugging
curl -v https://api.example.com/endpoint
curl --silent --show-error --output /dev/null \
--write-out 'status=%{http_code} dns=%{time_namelookup}s connect=%{time_connect}s tls=%{time_appconnect}s first_byte=%{time_starttransfer}s total=%{time_total}s\n' \
https://example.com
# DNS
dig example.com
nslookup example.com
# Ports
lsof -i :3000
netstat -tlnp
```
### Git Bisect
```bash
git bisect start
git bisect bad # Current commit is broken
git bisect good abc1234 # Known good commit
# Git checks out middle commit - test it, then:
git bisect good # or git bisect bad
# Repeat until root cause commit is found
git bisect reset
```
## Common Error Patterns
| Error | Likely Cause | Fix |
|-------|-------------|-----|
| `Cannot read property of undefined` | Missing null check or wrong data shape | Add optional chaining (`?.`) or validate data |
| `ENOENT` | File/directory doesn't exist | Check path, create directory, use `existsSync` |
| `CORS error` | Backend missing CORS headers | Add CORS middleware with correct origins |
| `Module not found` | Missing dependency or wrong import path | `npm install`, check tsconfig paths |
| `Hydration mismatch` (React) | Server/client render different HTML | Ensure consistent rendering, use `useEffect` for client-only |
| `Segmentation fault` | Memory corruption, null pointer | Check array bounds, pointer validity |
| `Connection refused` | Service not running on expected port | Check if service is up, verify port/host |
| `Permission denied` | File/network permission issue | Check chmod, firewall, sudo |
## Quick Diagnostic Commands
```bash
# What's using this port?
lsof -i :PORT
# What's this process doing?
ps aux | grep PROCESS
# Watch file changes
fswatch -r ./src
# Disk space
df -h
# System resource usage
top -l 1 | head -10
```
## 2026-07 Refresh Note
Compared against upstream debugging workflow sources during the skill import wave.
Keep the LocalSetup seven-step protocol as the stronger default: reproduce, isolate, hypothesize, instrument, verify, fix, and add a regression test.
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