test-quality-analysis（测试质量分析）

Test Quality Analysis

Expert knowledge for analyzing and improving test quality - detecting test smells, overmocking, insufficient coverage, and other testing anti-patterns.

When to Use This Skill

Core Expertise

Test Quality Dimensions

• Correctness: Tests verify the right behavior
• Reliability: Tests are deterministic and not flaky
• Maintainability: Tests are easy to understand and modify
• Performance: Tests run quickly
• Coverage: Tests cover critical code paths
• Isolation: Tests don't depend on external state

Test Smells - Quick Reference

Analysis Tools

TypeScript/JavaScript

vitest --coverage                              # Coverage report
vitest --coverage --coverage.thresholds.lines=80  # Threshold check
vitest --reporter=verbose                      # Find slow tests

Python

uv run pytest --cov --cov-report=term-missing  # Coverage with missing lines
uv run pytest --cov --cov-fail-under=80        # Threshold check
uv run pytest --durations=10                   # Find slow tests

Key Anti-Patterns

Testing Implementation vs Behavior

// BAD: Testing how
test('uses correct algorithm', () => {
  const spy = vi.spyOn(Math, 'sqrt')
  calculateDistance({ x: 0, y: 0 }, { x: 3, y: 4 })
  expect(spy).toHaveBeenCalled()
})

// GOOD: Testing what
test('calculates distance correctly', () => {
  const distance = calculateDistance({ x: 0, y: 0 }, { x: 3, y: 4 })
  expect(distance).toBe(5)
})

Weak Assertions

// BAD
expect(users).toBeDefined()     // Too vague
expect(mockAPI).toHaveBeenCalled() // Testing mock, not behavior

// GOOD
expect(user).toMatchObject({
  id: expect.any(Number),
  name: 'John',
  email: 'john@example.com',
})

Missing Coverage

// BAD: Only tests happy path
test('applies discount', () => {
  expect(calculateDiscount(100, 'SAVE20')).toBe(80)
})

// GOOD: Tests all paths
describe('calculateDiscount', () => {
  it('applies SAVE20', () => expect(calculateDiscount(100, 'SAVE20')).toBe(80))
  it('applies SAVE50', () => expect(calculateDiscount(100, 'SAVE50')).toBe(50))
  it('invalid coupon', () => expect(calculateDiscount(100, 'INVALID')).toBe(100))
  it('no coupon', () => expect(calculateDiscount(100)).toBe(100))
})

Test Structure (AAA Pattern)

test('user registration flow', async () => {
  // Arrange
  const userData = { email: 'user@example.com', password: 'secure123' }
  const mockEmailService = vi.fn()

  // Act
  const user = await registerUser(userData, mockEmailService)

  // Assert
  expect(user).toMatchObject({ email: 'user@example.com', emailVerified: false })
  expect(mockEmailService).toHaveBeenCalledWith('user@example.com', expect.any(String))
})

Agentic Optimizations

For detailed examples, advanced patterns, and best practices, see REFERENCE.md.

See Also

• vitest-testing - TypeScript/JavaScript testing
• python-testing - Python pytest testing
• playwright-testing - E2E testing
• mutation-testing - Validate test effectiveness

References

• Test Smells: https://testsmells.org/
• Test Double Patterns: https://martinfowler.com/bliki/TestDouble.html
• Testing Best Practices: https://kentcdodds.com/blog/common-mistakes-with-react-testing-library