AgentSkillsCN

mutation-testing

通过变异测试验证测试质量,通过引入代码变异并衡量其被“杀死”的比例,评估测试套件的有效性。在评估测试质量、识别薄弱测试,或验证测试是否真正能够捕捉到缺陷时,此方法尤为实用。

SKILL.md
--- frontmatter
name: mutation-testing
description: "Test quality validation through mutation testing, assessing test suite effectiveness by introducing code mutations and measuring kill rate. Use when evaluating test quality, identifying weak tests, or proving tests actually catch bugs."
category: specialized-testing
priority: high
tokenEstimate: 900
agents: [qe-test-generator, qe-coverage-analyzer, qe-quality-analyzer]
implementation_status: optimized
optimization_version: 1.0
last_optimized: 2025-12-02
dependencies: []
quick_reference_card: true
tags: [mutation, stryker, test-quality, kill-rate, assertions, effectiveness]

Mutation Testing

<default_to_action> When validating test quality or improving test effectiveness:

  1. MUTATE code (change + to -, >= to >, remove statements)
  2. RUN tests against each mutant
  3. VERIFY tests catch mutations (kill mutants)
  4. IDENTIFY surviving mutants (tests need improvement)
  5. STRENGTHEN tests to kill surviving mutants

Quick Mutation Metrics:

  • Mutation Score = Killed / (Killed + Survived)
  • Target: > 80% mutation score
  • Surviving mutants = weak tests

Critical Success Factors:

  • High coverage ≠ good tests (100% coverage, 0% assertions)
  • Mutation testing proves tests actually catch bugs
  • Focus on critical code paths first </default_to_action>

Quick Reference Card

When to Use

  • Evaluating test suite quality
  • Finding gaps in test assertions
  • Proving tests catch bugs
  • Before critical releases

Mutation Score Interpretation

ScoreInterpretation
90%+Excellent test quality
80-90%Good, minor improvements
60-80%Needs attention
< 60%Significant gaps

Common Mutation Operators

CategoryOriginalMutant
Arithmetica + ba - b
Relationalx >= 18x > 18
Logicala && ba || b
Conditionalif (x)if (true)
Statementreturn x(removed)

How Mutation Testing Works

javascript
// Original code
function isAdult(age) {
  return age >= 18; // ← Mutant: change >= to >
}

// Strong test (catches mutation)
test('18 is adult', () => {
  expect(isAdult(18)).toBe(true); // Kills mutant!
});

// Weak test (mutation survives)
test('19 is adult', () => {
  expect(isAdult(19)).toBe(true); // Doesn't catch >= vs >
});
// Surviving mutant → Test needs boundary value

Using Stryker

bash
# Install
npm install --save-dev @stryker-mutator/core @stryker-mutator/jest-runner

# Initialize
npx stryker init

Configuration:

json
{
  "packageManager": "npm",
  "reporters": ["html", "clear-text", "progress"],
  "testRunner": "jest",
  "coverageAnalysis": "perTest",
  "mutate": [
    "src/**/*.ts",
    "!src/**/*.spec.ts"
  ],
  "thresholds": {
    "high": 90,
    "low": 70,
    "break": 60
  }
}

Run:

bash
npx stryker run

Output:

code
Mutation Score: 87.3%
Killed: 124
Survived: 18
No Coverage: 3
Timeout: 1

Fixing Surviving Mutants

javascript
// Surviving mutant: >= changed to >
function calculateDiscount(quantity) {
  if (quantity >= 10) { // Mutant survives!
    return 0.1;
  }
  return 0;
}

// Original weak test
test('large order gets discount', () => {
  expect(calculateDiscount(15)).toBe(0.1); // Doesn't test boundary
});

// Fixed: Add boundary test
test('exactly 10 gets discount', () => {
  expect(calculateDiscount(10)).toBe(0.1); // Kills mutant!
});

test('9 does not get discount', () => {
  expect(calculateDiscount(9)).toBe(0); // Tests below boundary
});

Agent-Driven Mutation Testing

typescript
// Analyze mutation score and generate fixes
await Task("Mutation Analysis", {
  targetFile: 'src/payment.ts',
  generateMissingTests: true,
  minScore: 80
}, "qe-test-generator");

// Returns:
// {
//   mutationScore: 0.65,
//   survivedMutations: [
//     { line: 45, operator: '>=', mutant: '>', killedBy: null }
//   ],
//   generatedTests: [
//     'test for boundary at line 45'
//   ]
// }

// Coverage + mutation correlation
await Task("Coverage Quality Analysis", {
  coverageData: coverageReport,
  mutationData: mutationReport,
  identifyWeakCoverage: true
}, "qe-coverage-analyzer");

Agent Coordination Hints

Memory Namespace

code
aqe/mutation-testing/
├── mutation-results/*   - Stryker reports
├── surviving/*          - Surviving mutants
├── generated-tests/*    - Tests to kill mutants
└── trends/*             - Mutation score over time

Fleet Coordination

typescript
const mutationFleet = await FleetManager.coordinate({
  strategy: 'mutation-testing',
  agents: [
    'qe-test-generator',     // Generate tests for survivors
    'qe-coverage-analyzer',  // Coverage correlation
    'qe-quality-analyzer'    // Quality assessment
  ],
  topology: 'sequential'
});

Related Skills


Remember

High code coverage ≠ good tests. 100% coverage but weak assertions = useless. Mutation testing proves tests actually catch bugs.

Focus on critical paths first. Don't mutation test everything - prioritize payment, authentication, data integrity code.

With Agents: Agents run mutation analysis, identify surviving mutants, and generate missing test cases to kill them. Automated improvement of test quality.