optimize
npx skills add https://github.com/whawkinsiv/claude-code-skills --skill optimize
Agent 安装分布
Skill 文档
Optimize
Reduce waste and improve efficiency. Only optimize after you have real users and real problems â premature optimization is the most common waste of founder time.
When to Optimize (and When NOT To)
Don’t optimize when:
- Building your MVP
- Fewer than ~100 active users
- Everything works fine
- You haven’t measured the problem
Optimize when:
- Users complain about slowness (Speed)
- Bundle size warnings or security alerts appear (Dependencies)
- App noticeably slower than when you launched (Speed/Database)
- You’re paying for hosting you shouldn’t need (Speed/Database)
Rule: Make it work â get users â measure â THEN make it lean.
Priority Order
When multiple things need work:
- Speed â Users feel this immediately. Slow = churn.
- Dependencies â Security vulnerabilities are urgent. Bundle bloat affects speed.
- Database â Affects long-term performance and hosting costs.
- Code â Affects maintainability. Lowest user impact.
Speed Optimization
Targets
| Metric | Good | Bad |
|---|---|---|
| Page load | < 3s | > 5s |
| API response | < 500ms | > 1s |
| Time to interactive | < 5s | > 8s |
Step 1: Measure
Quick manual check:
- Open your app in Chrome â Right-click â Inspect â Network tab â Reload
- Look at the “Load” time at the bottom. That’s your page load time.
- Click a button that calls your API. Look for the request time in the Network tab.
Tell AI:
Audit app performance:
- Measure page load times for the 3 most important pages
- Log API response times for the 5 most-used endpoints
- Identify the slowest database queries
- Check total bundle size
Report findings with specific numbers.
Step 2: Fix
Tell AI:
Optimize these performance issues:
[paste audit findings]
Apply fixes in this order:
1. Add caching for slow API calls
2. Add database indexes for slow queries
3. Optimize and lazy-load images
4. Code split large bundles
Run build and tests after each fix.
Step 3: Prevent
Tell AI:
Add performance monitoring:
- Log API calls > 500ms
- Log database queries > 100ms
- Alert if page load > 3s
See PERFORMANCE-CHECKS.md for detailed testing methods.
Dependencies Optimization
The most relevant optimization at any stage â even pre-launch.
Signs You Need This
- Security vulnerability warnings when you run
npm install - Bundle size > 500KB
- “What does this package do?”
Audit
Tell AI:
Audit dependencies:
- List packages not imported anywhere in code
- List packages with security vulnerabilities
- Analyze bundle size by package
- Find packages with lighter alternatives
Report: package name, size impact, and recommendation.
Fix
Tell AI:
Clean up dependencies:
[paste audit findings]
Steps:
- Remove unused packages from package.json
- Update packages with security vulnerabilities
- Replace heavy packages with lighter alternatives
After changes: delete node_modules, fresh npm install, run build and tests.
Common replacements:
| Heavy | Light Alternative |
|---|---|
| moment.js | date-fns or dayjs |
| lodash (full) | lodash-es (tree-shakeable) |
| axios | fetch (built-in) |
Prevent
Tell AI:
Set up dependency hygiene:
- Add npm audit to CI pipeline
- Configure Dependabot for automatic security updates
See DEPENDENCIES.md for detailed patterns.
Database Optimization
When this matters: After months of real usage, when queries slow down or hosting costs climb.
Signs You Need This
- Pages that were fast are now slow
- Database hosting costs increasing
- Queries timing out under load
Audit and Fix
Tell AI:
Audit database for optimization opportunities:
- Find missing indexes on frequently queried columns
- Find slow queries (> 100ms)
- Find orphaned records (foreign keys pointing to deleted rows)
- Find tables with no recent reads/writes
For each issue, apply the fix:
- Add indexes for slow queries
- Set up ON DELETE CASCADE for dependent records
- Create cleanup job for orphaned/soft-deleted records (> 90 days)
Always backup before making schema changes.
Code Cleanup
When this matters: After your codebase has grown significantly through AI-assisted iteration. Multiple rounds of “build feature, rebuild feature” leave dead code.
Signs You Need This
- Files you don’t recognize
- Components that aren’t used anywhere
- “I’m afraid to delete this”
Audit and Fix
Tell AI:
Audit codebase for unused code:
- Find components not imported anywhere
- Find functions never called
- Find commented-out code blocks
- Find duplicate/similar code
For each: verify nothing references it, then remove it.
Run build and tests after cleanup.
Safety rule: If unsure, comment out first and test. Delete after confirming nothing breaks.
Common Mistakes
| Mistake | Fix |
|---|---|
| Optimizing before measuring | AUDIT first, always |
| Optimizing during MVP | Ship first, optimize when users complain |
| Updating all packages at once | Update one at a time, test each |
| Deleting code without verifying | Check imports/references before removing |
| Dropping database columns in production | Test migrations on staging first |
Success Looks Like
After optimization, you should see:
- Pages load < 3 seconds
- Zero security vulnerabilities in dependencies
- No obviously unused packages
- Database queries respond < 100ms
- Automated checks catch future regressions