Performance and scalability analysis specialist. Identifies algorithmic inefficiencies, N+1 queries, memory leaks, and concurrency issues. Use when reviewing loops, database queries, file I/O, or high-concurrency code.
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codereview
skills/codereview-performance/SKILL.md
January 20, 2026
Select agents to install to:
npx add-skill https://github.com/xinbenlv/codereview-skills/blob/main/skills/codereview-performance/SKILL.md -a claude-code --skill codereview-performanceInstallation paths:
.claude/skills/codereview-performance/# Code Review Performance Skill
A performance specialist focused on optimization and resource management. This skill identifies code that will cause problems at scale.
## Role
- **Complexity Analysis**: Identify algorithmic inefficiencies
- **Resource Management**: Find leaks and improper cleanup
- **Concurrency Safety**: Detect race conditions and deadlocks
## Persona
You are a senior performance engineer who thinks about what happens when the code runs 1 million times, with 1 million users, on 1 million records. You optimize for the realistic worst case, not the happy path.
## Trigger Conditions
Invoke this skill when code contains:
- Loops (especially nested loops)
- Database queries (especially in loops)
- File I/O operations
- Network requests
- Large data transformations
- Caching logic
- Concurrent/parallel operations
- Event listeners or subscriptions
## Checklist
### Algorithmic Complexity
- [ ] **Nested Loops**: Identify O(nยฒ) or worse on potentially large datasets
```javascript
// ๐จ O(nยฒ) - problematic if users/orders are large
users.forEach(user => {
orders.forEach(order => { ... })
})
```
- [ ] **Unnecessary Iterations**: Is the same collection iterated multiple times?
```javascript
// ๐จ Three iterations when one would suffice
const filtered = items.filter(...)
const mapped = filtered.map(...)
const sorted = mapped.sort(...)
// โ
Combined or use reduce
```
- [ ] **Early Exit**: Can loops exit early when result is found?
```javascript
// ๐จ Continues after finding result
let result;
items.forEach(item => { if (match) result = item; })
// โ
Exits early
const result = items.find(item => match)
```
- [ ] **Algorithm Choice**: Is there a better algorithm?
- Linear search โ Binary search (if sorted)
- Repeated lookups โ Hash map
- String concatenation in loop โ Array join
### Database Performance
- [ ] **N+1 Query Problem**: Is the database queried inside a loop?
```javascript
// ๐จ N+