performance-profiler
Profile and optimize application performance including load times, memory usage, and rendering. Use when debugging slow performance, memory leaks, or optimizing app speed.
Works with
---
name: performance-profiler
description: Profile and optimize application performance including load times, memory usage, and rendering. Use when debugging slow performance, memory leaks, or optimizing app speed.
license: MIT
---
# Performance Profiler
## Instructions
When profiling performance:
1. **Identify the bottleneck type**: Network, rendering, memory, or compute
2. **Measure baseline** before optimizing
3. **Profile with appropriate tools**
4. **Apply optimizations**
5. **Measure improvement**
## Web Performance
### Core Web Vitals
```bash
# Lighthouse CLI
npx lighthouse https://yoursite.com --view
# With specific metrics
npx lighthouse https://yoursite.com --only-categories=performance
```
**Target Metrics**:
| Metric | Good | Needs Work | Poor |
|--------|------|------------|------|
| LCP (Largest Contentful Paint) | < 2.5s | 2.5-4s | > 4s |
| INP (Interaction to Next Paint) | < 200ms | 200-500ms | > 500ms |
| CLS (Cumulative Layout Shift) | < 0.1 | 0.1-0.25 | > 0.25 |
### Bundle Analysis
```bash
# Next.js
ANALYZE=true npm run build
# Webpack
npx webpack-bundle-analyzer stats.json
# Vite
npx vite-bundle-visualizer
```
## React Performance
### React DevTools Profiler
1. Install React DevTools browser extension
2. Open DevTools → Profiler tab
3. Click Record, interact with app, stop recording
4. Analyze flame graph for slow components
### Common React Optimizations
```tsx
// 1. Memoize expensive components
const MemoizedList = React.memo(function List({ items }) {
return items.map(item => <Item key={item.id} {...item} />);
});
// 2. Use useMemo for expensive calculations
const sortedItems = useMemo(() => {
return [...items].sort((a, b) => a.name.localeCompare(b.name));
}, [items]);
// 3. Use useCallback for stable function references
const handleClick = useCallback((id: string) => {
setSelected(id);
}, []);
// 4. Virtualize long lists
import { FixedSizeList } from 'react-window';
function VirtualList({ items }) {
return (
<FixedSizeList
height={400}
itemCount={items.length}
itemSize={50}
width="100%"
>
{({ index, style }) => (
<div style={style}>{items[index].name}</div>
)}
</FixedSizeList>
);
}
// 5. Lazy load components
const HeavyComponent = React.lazy(() => import('./HeavyComponent'));
function App() {
return (
<Suspense fallback={<Loading />}>
<HeavyComponent />
</Suspense>
);
}
```
## Node.js Performance
### Profiling
```bash
# CPU profile
node --prof app.js
node --prof-process isolate-*.log > profile.txt
# Heap snapshot
node --inspect app.js
# Then use Chrome DevTools Memory tab
# Clinic.js (comprehensive)
npx clinic doctor -- node app.js
npx clinic flame -- node app.js
npx clinic bubbleprof -- node app.js
```
### Memory Leak Detection
```javascript
// Add to app for debugging
const used = process.memoryUsage();
console.log({
heapUsed: `${Math.round(used.heapUsed / 1024 / 1024)} MB`,
heapTotal: `${Math.round(used.heapTotal / 1024 / 1024)} MB`,
external: `${Math.round(used.external / 1024 / 1024)} MB`,
});
```
## Database Performance
```sql
-- PostgreSQL: Analyze slow queries
EXPLAIN ANALYZE SELECT * FROM users WHERE email = 'test@example.com';
-- Find missing indexes
SELECT relname, seq_scan, idx_scan
FROM pg_stat_user_tables
WHERE seq_scan > idx_scan;
```
### Query Optimization
```typescript
// Bad: N+1 query
const users = await db.user.findMany();
for (const user of users) {
const posts = await db.post.findMany({ where: { userId: user.id } });
}
// Good: Single query with include
const users = await db.user.findMany({
include: { posts: true }
});
// Good: Select only needed fields
const users = await db.user.findMany({
select: { id: true, name: true, email: true }
});
```
## Quick Wins Checklist
- [ ] Enable gzip/brotli compression
- [ ] Add caching headers
- [ ] Lazy load images (`loading="lazy"`)
- [ ] Preconnect to external domains
- [ ] Use CDN for static assets
- [ ] Minimize JavaScript bundle
- [ ] Defer non-critical JS
- [ ] Optimize images (WebP, proper sizing)
- [ ] Add database indexes
- [ ] Use connection poolingMore Debugging skills
diagnosing-bugs
mattpocock/skills
Diagnosis loop for hard bugs and performance regressions. Use when the user says "diagnose"/"debug this", or reports something broken/throwing/failing/slow.
explore-code
lllllllama/rigorpilot-skills
Rigor Improve implementation leaf skill for auditable candidate implementation in deep learning research repositories. Use when the researcher explicitly authorizes exploratory work on an isolated branch or worktree to transplant modules, adapt a backbone, add LoRA or adapter layers, replace a head, or stitch together meaningful low-risk migration ideas with rollback-aware records in `explore_outputs/`. Do not use for end-to-end exploration orchestration on top of `current_research`, trusted baseline reproduction, conservative debugging, environment setup, verified contribution claims, or default repository analysis.
safe-debug
lllllllama/rigorpilot-skills
Rigor Debug / Rigor Audit skill for deep learning research work. Use when the user pastes a traceback, terminal error, CUDA OOM, checkpoint load failure, shape mismatch, NaN loss symptom, or training failure and wants conservative diagnosis before any patching, with debug fixes clearly separated from research contributions. Do not use for broad refactoring, speculative adaptation, automatic exploratory patching, or general repository familiarization.

