| name | mutation-testing |
| description | Mutation testing patterns for verifying test effectiveness. Use when analyzing branch code to find weak or missing tests. |
Mutation Testing
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()vsevery()(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 |