mutation-testing

For writing good tests (factories, behavior-driven patterns), load the testing skill. This skill focuses on verifying test effectiveness.

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Install skill "mutation-testing" with this command: npx skills add citypaul/dotfiles/citypaul-dotfiles-mutation-testing

Mutation Testing

For writing good tests (factories, behavior-driven patterns), load the testing skill. This skill focuses on verifying test effectiveness.

Mutation testing answers the question: "Are my tests actually catching bugs?"

Code coverage tells you what code your tests execute. Mutation testing tells you if your tests would detect changes to that code. A test suite with 100% coverage can still miss 40% of potential bugs.

Core Concept

The Mutation Testing Process:

  • Generate mutants: Introduce small bugs (mutations) into production code

  • Run tests: Execute your test suite against each mutant

  • Evaluate results: If tests fail, the mutant is "killed" (good). If tests pass, the mutant "survived" (bad - your tests missed the bug)

The Insight: A surviving mutant represents a bug your tests wouldn't catch.

When to Use This Skill

Use mutation testing analysis when:

  • Reviewing code changes on a branch

  • Verifying test effectiveness after TDD

  • Identifying weak tests that appear to have coverage

  • Finding missing edge case tests

  • Validating that refactoring didn't weaken test suite

Integration with TDD:

TDD Workflow Mutation Testing Validation ┌─────────────────┐ ┌─────────────────────────────┐ │ RED: Write test │ │ │ │ GREEN: Pass it │──────────► │ After GREEN: Verify tests │ │ REFACTOR │ │ would kill relevant mutants │ └─────────────────┘ └─────────────────────────────┘

Systematic Branch Analysis Process

When analyzing code on a branch, follow this systematic process:

Step 1: Identify Changed Code

Get files changed on the branch

git diff main...HEAD --name-only | grep -E '.(ts|js|tsx|jsx)$' | grep -v '.test.'

Get detailed diff for analysis

git diff main...HEAD -- src/

Step 2: Generate Mental Mutants

For each changed function/method, mentally apply mutation operators (see Mutation Operators section below).

Step 3: Verify Test Coverage

For each potential mutant, ask:

  • Is there a test that exercises this code path?

  • Would that test FAIL if this mutation were applied?

  • Is the assertion specific enough to catch this change?

Step 4: Document Findings

Categorize findings:

Category Description Action Required

Killed Test would fail if mutant applied None - tests are effective

Survived Test would pass with mutant Add/strengthen test

No Coverage No test exercises this code Add behavior test

Equivalent Mutant produces same behavior None - not a real bug

Mutation Operators

Arithmetic Operator Mutations

Original Mutated Test Should Verify

a + b

a - b

Addition behavior

a - b

a + b

Subtraction behavior

a * b

a / b

Multiplication behavior

a / b

a * b

Division behavior

a % b

a * b

Modulo behavior

Example Analysis:

// Production code const calculateTotal = (price: number, quantity: number): number => { return price * quantity; };

// Mutant: price / quantity // Question: Would tests fail if * became /?

// ❌ WEAK TEST - Would NOT catch mutant it('calculates total', () => { expect(calculateTotal(10, 1)).toBe(10); // 10 * 1 = 10, 10 / 1 = 10 (SAME!) });

// ✅ STRONG TEST - Would catch mutant it('calculates total', () => { expect(calculateTotal(10, 3)).toBe(30); // 10 * 3 = 30, 10 / 3 = 3.33 (DIFFERENT!) });

Conditional Expression Mutations

Original Mutated Test Should Verify

a < b

a <= b

Boundary value at equality

a < b

a >= b

Both sides of condition

a <= b

a < b

Boundary value at equality

a <= b

a > b

Both sides of condition

a > b

a >= b

Boundary value at equality

a > b

a <= b

Both sides of condition

a >= b

a > b

Boundary value at equality

a >= b

a < b

Both sides of condition

Example Analysis:

// Production code const isAdult = (age: number): boolean => { return age >= 18; };

// Mutant: age > 18 // Question: Would tests fail if >= became >?

// ❌ WEAK TEST - Would NOT catch boundary mutant it('returns true for adults', () => { expect(isAdult(25)).toBe(true); // 25 >= 18 = true, 25 > 18 = true (SAME!) });

// ✅ STRONG TEST - Would catch boundary mutant it('returns true for exactly 18', () => { expect(isAdult(18)).toBe(true); // 18 >= 18 = true, 18 > 18 = false (DIFFERENT!) });

Equality Operator Mutations

Original Mutated Test Should Verify

a === b

a !== b

Both equal and not equal cases

a !== b

a === b

Both equal and not equal cases

a == b

a != b

Both equal and not equal cases

a != b

a == b

Both equal and not equal cases

Logical Operator Mutations

Original Mutated Test Should Verify

a && b

a || b

Case where one is true, other is false

a || b

a && b

Case where one is true, other is false

a ?? b

a && b

Nullish coalescing behavior

Example Analysis:

// Production code const canAccess = (isAdmin: boolean, isOwner: boolean): boolean => { return isAdmin || isOwner; };

// Mutant: isAdmin && isOwner // Question: Would tests fail if || became &&?

// ❌ WEAK TEST - Would NOT catch mutant it('returns true when both conditions met', () => { expect(canAccess(true, true)).toBe(true); // true || true = true && true (SAME!) });

// ✅ STRONG TEST - Would catch mutant it('returns true when only admin', () => { expect(canAccess(true, false)).toBe(true); // true || false = true, true && false = false (DIFFERENT!) });

Boolean Literal Mutations

Original Mutated Test Should Verify

true

false

Both true and false outcomes

false

true

Both true and false outcomes

!(a)

a

Negation is necessary

Block Statement Mutations

Original Mutated Test Should Verify

{ code }

{ }

Side effects of the block

Example Analysis:

// Production code const processOrder = (order: Order): void => { validateOrder(order); saveOrder(order); sendConfirmation(order); };

// Mutant: Empty function body // Question: Would tests fail if all statements removed?

// ❌ WEAK TEST - Would NOT catch mutant it('processes order without error', () => { expect(() => processOrder(order)).not.toThrow(); // Empty function also doesn't throw! });

// ✅ STRONG TEST - Would catch mutant it('saves order to database', () => { processOrder(order); expect(mockDatabase.save).toHaveBeenCalledWith(order); });

String Literal Mutations

Original Mutated Test Should Verify

"text"

""

Non-empty string behavior

""

"Stryker was here!"

Empty string behavior

Array Declaration Mutations

Original Mutated Test Should Verify

[1, 2, 3]

[]

Non-empty array behavior

new Array(1, 2)

new Array()

Array contents matter

Unary Operator Mutations

Original Mutated Test Should Verify

+a

-a

Sign matters

-a

+a

Sign matters

++a

--a

Increment vs decrement

a++

a--

Increment vs decrement

Method Expression Mutations (TypeScript/JavaScript)

Original Mutated Test Should Verify

startsWith()

endsWith()

Correct string position

endsWith()

startsWith()

Correct string position

toUpperCase()

toLowerCase()

Case transformation

toLowerCase()

toUpperCase()

Case transformation

some()

every()

Partial vs full match

every()

some()

Full vs partial match

filter()

(removed) Filtering is necessary

reverse()

(removed) Order matters

sort()

(removed) Ordering is necessary

min()

max()

Correct extremum

max()

min()

Correct extremum

trim()

trimStart()

Correct trim behavior

Optional Chaining Mutations

Original Mutated Test Should Verify

foo?.bar

foo.bar

Null/undefined handling

foo?.[i]

foo[i]

Null/undefined handling

foo?.()

foo()

Null/undefined handling

Mutant States and Metrics

Mutant States

State Meaning Action

Killed Test failed when mutant applied Good - tests are effective

Survived Tests passed with mutant active Bad - add/strengthen test

No Coverage No test exercises this code Add behavior test

Timeout Tests timed out (infinite loop) Counted as detected

Equivalent Mutant produces same behavior No action - not a real bug

Metrics

  • Mutation Score: killed / valid * 100

  • The higher, the better

  • Detected: killed + timeout

  • Undetected: survived + no coverage

Target Mutation Score

Score Quality

< 60% Weak test suite - significant gaps

60-80% Moderate - many improvements possible

80-90% Good - but still gaps to address

90% Strong - but watch for equivalent mutants

Equivalent Mutants

Equivalent mutants produce the same behavior as the original code. They cannot be killed because there is no observable difference.

Common Equivalent Mutant Patterns

Pattern 1: Operations with identity elements

// Mutant in conditional where both branches have same effect if (whatever) { number += 0; // Can mutate to -= 0, *= 1, /= 1 - all equivalent! } else { number += 0; }

Pattern 2: Boundary conditions that don't affect outcome

// When max equals min, condition doesn't matter const max = Math.max(a, b); const min = Math.min(a, b); if (a >= b) { // Mutating to <= or < has no effect when a === b result = 10 ** (max - min); // 10 ** 0 = 1 regardless }

Pattern 3: Dead code paths

// If this path is never reached, mutations don't matter if (impossibleCondition) { doSomething(); // Mutating this won't affect behavior }

How to Handle Equivalent Mutants

  • Identify: Analyze if mutation truly changes observable behavior

  • Document: Note why mutant is equivalent

  • Accept: 100% mutation score may not be achievable

  • Consider refactoring: Sometimes equivalent mutants indicate unclear code

Branch Analysis Checklist

When analyzing code changes on a branch:

For Each Function/Method Changed:

  • Arithmetic operators: Would changing +, -, *, / be detected?

  • Conditionals: Are boundary values tested (>=, <=)?

  • Boolean logic: Are all branches of &&, || tested?

  • Return statements: Would changing return value be detected?

  • Method calls: Would removing or swapping methods be detected?

  • String literals: Would empty strings be detected?

  • Array operations: Would empty arrays be detected?

Red Flags (Likely Surviving Mutants):

  • Tests only verify "no error thrown"

  • Tests only check one side of a condition

  • Tests use identity values (0, 1, empty string)

  • Tests only verify function was called, not with what

  • Tests don't verify return values

  • Boundary values not tested

Questions to Ask:

  • "If I changed this operator, would a test fail?"

  • "If I negated this condition, would a test fail?"

  • "If I removed this line, would a test fail?"

  • "If I returned early here, would a test fail?"

Strengthening Weak Tests

Pattern: Add Boundary Value Tests

// Original weak test it('validates age', () => { expect(isAdult(25)).toBe(true); expect(isAdult(10)).toBe(false); });

// Strengthened with boundary values it('validates age at boundary', () => { expect(isAdult(17)).toBe(false); // Just below expect(isAdult(18)).toBe(true); // Exactly at boundary expect(isAdult(19)).toBe(true); // Just above });

Pattern: Test Both Branches of Conditions

// Original weak test - only tests one branch it('returns access result', () => { expect(canAccess(true, true)).toBe(true); });

// Strengthened - tests all meaningful combinations it('grants access when admin', () => { expect(canAccess(true, false)).toBe(true); });

it('grants access when owner', () => { expect(canAccess(false, true)).toBe(true); });

it('denies access when neither', () => { expect(canAccess(false, false)).toBe(false); });

Pattern: Avoid Identity Values

// Weak - uses identity values it('calculates', () => { expect(multiply(10, 1)).toBe(10); // x * 1 = x / 1 expect(add(5, 0)).toBe(5); // x + 0 = x - 0 });

// Strong - uses values that reveal operator differences it('calculates', () => { expect(multiply(10, 3)).toBe(30); // 10 * 3 != 10 / 3 expect(add(5, 3)).toBe(8); // 5 + 3 != 5 - 3 });

Pattern: Verify Side Effects

// Weak - no verification of side effects it('processes order', () => { processOrder(order); // No assertions! });

// Strong - verifies observable outcomes it('processes order', () => { processOrder(order); expect(orderRepository.save).toHaveBeenCalledWith(order); expect(emailService.send).toHaveBeenCalledWith( expect.objectContaining({ to: order.customerEmail }) ); });

Integration with Stryker (Optional)

For automated mutation testing, use Stryker:

Installation

npm init stryker

Configuration (stryker.conf.json)

{ "testRunner": "jest", "coverageAnalysis": "perTest", "reporters": ["html", "clear-text", "progress"], "mutate": ["src//*.ts", "!src//*.test.ts"] }

Running

npx stryker run

Incremental Mode (for branches)

npx stryker run --incremental

Summary: Mutation Testing Mindset

The key question for every line of code:

"If I introduced a bug here, would my tests catch it?"

For each test, verify it would catch:

  • Arithmetic operator changes

  • Boundary condition shifts

  • Boolean logic inversions

  • Removed statements

  • Changed return values

Remember:

  • Coverage measures execution, mutation testing measures detection

  • A test that doesn't make assertions can't kill mutants

  • Boundary values are critical for conditional mutations

  • Avoid identity values that make operators interchangeable

Quick Reference

Operators Most Likely to Have Surviving Mutants

  • = vs > (boundary not tested)

  • && vs || (only tested when both true/false)

vs - (only tested with 0)

vs / (only tested with 1)

  • some() vs every() (only tested with all matching)

Test Values That Kill Mutants

Avoid Use Instead

0 (for +/-) Non-zero values

1 (for */) Values > 1

Empty arrays Arrays with multiple items

Identical values for comparisons Distinct values

All true/false for logical ops Mixed true/false

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