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Performance Profiling

Measure, analyze, optimize - in that order.

🔧 Runtime Scripts

Execute these for automated profiling:

| Script | Purpose | Usage | |--------|---------|-------| | scripts/lighthouse_audit.py | Lighthouse performance audit | python scripts/lighthouse_audit.py https://example.com |


1. Core Web Vitals

Targets

| Metric | Good | Poor | Measures | |--------|------|------|----------| | LCP | < 2.5s | > 4.0s | Loading | | INP | < 200ms | > 500ms | Interactivity | | CLS | < 0.1 | > 0.25 | Stability |

When to Measure

| Stage | Tool | |-------|------| | Development | Local Lighthouse | | CI/CD | Lighthouse CI | | Production | RUM (Real User Monitoring) |


2. Profiling Workflow

The 4-Step Process

1. BASELINE → Measure current state
2. IDENTIFY → Find the bottleneck
3. FIX → Make targeted change
4. VALIDATE → Confirm improvement

Profiling Tool Selection

| Problem | Tool | |---------|------| | Page load | Lighthouse | | Bundle size | Bundle analyzer | | Runtime | DevTools Performance | | Memory | DevTools Memory | | Network | DevTools Network |


3. Bundle Analysis

What to Look For

| Issue | Indicator | |-------|-----------| | Large dependencies | Top of bundle | | Duplicate code | Multiple chunks | | Unused code | Low coverage | | Missing splits | Single large chunk |

Optimization Actions

| Finding | Action | |---------|--------| | Big library | Import specific modules | | Duplicate deps | Dedupe, update versions | | Route in main | Code split | | Unused exports | Tree shake |


4. Runtime Profiling

Performance Tab Analysis

| Pattern | Meaning | |---------|---------| | Long tasks (>50ms) | UI blocking | | Many small tasks | Possible batching opportunity | | Layout/paint | Rendering bottleneck | | Script | JavaScript execution |

Memory Tab Analysis

| Pattern | Meaning | |---------|---------| | Growing heap | Possible leak | | Large retained | Check references | | Detached DOM | Not cleaned up |


5. Common Bottlenecks

By Symptom

| Symptom | Likely Cause | |---------|--------------| | Slow initial load | Large JS, render blocking | | Slow interactions | Heavy event handlers | | Jank during scroll | Layout thrashing | | Growing memory | Leaks, retained refs |


6. Quick Win Priorities

| Priority | Action | Impact | |----------|--------|--------| | 1 | Enable compression | High | | 2 | Lazy load images | High | | 3 | Code split routes | High | | 4 | Cache static assets | Medium | | 5 | Optimize images | Medium |


7. Anti-Patterns

| ❌ Don't | ✅ Do | |----------|-------| | Guess at problems | Profile first | | Micro-optimize | Fix biggest issue | | Optimize early | Optimize when needed | | Ignore real users | Use RUM data |


Remember: The fastest code is code that doesn't run. Remove before optimizing.

Frequently Asked Questions

What is performance-profiling?

performance-profiling is an expert AI persona designed to improve your coding workflow. Performance profiling principles. Measurement, analysis, and optimization techniques. It provides senior-level context directly within your IDE.

How do I install the performance-profiling skill in Cursor or Windsurf?

To install the performance-profiling skill, download the package, extract the files to your project's .cursor/skills directory, and type @performance-profiling in your editor chat to activate the expert instructions.

Is performance-profiling free to download?

Yes, the performance-profiling AI persona is completely free to download and integrate into compatible Agentic IDEs like Cursor, Windsurf, Github Copilot, and Anthropic MCP servers.

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performance-profiling

Performance profiling principles. Measurement, analysis, and optimization techniques.

Download Skill Package

IDE Invocation

@performance-profiling
COPY

Platform

IDE Native

Price

Free Download

Setup Instructions

Cursor & Windsurf

  1. Download the zip file above.
  2. Extract to .cursor/skills
  3. Type @performance-profiling in editor chat.

Copilot & ChatGPT

Copy the instructions from the panel on the left and paste them into your custom instructions setting.

"Adding this performance-profiling persona to my Cursor workspace completely changed the quality of code my AI generates. Saves me hours every week."

A
Alex Dev
Senior Engineer, TechCorp