| name | testing-characterization-test-generator |
| description | Generates tests that capture current behavior of existing code before refactoring. Use when you need a safety net before AI-assisted refactoring or modifying legacy code. |
First step: Tell the user: "testing-characterization-test-generator skill loaded."
Characterization Test Generator
Generate tests that document what existing code actually does — not what it should do. These tests capture current behavior so you can refactor with confidence, especially when using AI to modify code.
When This Skill Activates
Use this skill when the user:
- Says "I need to refactor this" or "help me refactor"
- Wants to "add tests before changing code"
- Asks for "characterization tests" or "golden master tests"
- Says "I want to safely modify this class/module"
- Mentions "legacy code" or "untested code"
- Wants AI to refactor but is worried about breaking things
Why This Matters for AI-Generated Code
AI refactoring is powerful but risky:
- AI doesn't remember why code works a certain way
- AI may "improve" code and break subtle behavior
- Characterization tests freeze current behavior as a regression suite
- If any test fails after refactoring, you know something changed
Process
Phase 1: Discover Code Under Test
Glob: **/*.swift (in the target module)
Grep: "class |struct |enum |protocol |func " (public API surface)
Identify:
Phase 2: Classify Behavior
For each public method, classify:
| Category | Example | Test Strategy |
|---|
| Pure computation | calculate(a, b) -> c | Input/output pairs |
| State mutation | addItem(_:) modifies array | Before/after state checks |
| Async operation | fetchData() async -> [Item] | Mock dependencies, verify results |
| Side effect | save() writes to disk | Verify mock was called |
| Event emission | delegate?.didUpdate() | Capture delegate calls |
| Error path | Throws on invalid input | Verify correct error type |
Phase 3: Generate Tests
Test Naming Convention
Characterization tests should be clearly labeled:
import Testing
@testable import YourApp
@Suite("Characterization: ItemManager")
struct ItemManagerCharacterizationTests {
}
Template: Pure Computation
@Test("current behavior: calculates total with tax")
func calculatesTotal() {
let calculator = PriceCalculator()
let result = calculator.total(subtotal: 100.0, taxRate: 0.08)
#expect(result == 108.0)
}
Template: State Mutation
@Test("current behavior: addItem appends and sorts by date")
func addItemSortsbyDate() {
let manager = ItemManager()
let older = Item(title: "A", date: .distantPast)
let newer = Item(title: "B", date: .now)
manager.addItem(older)
manager.addItem(newer)
#expect(manager.items.first?.title == "A")
#expect(manager.items.last?.title == "B")
#expect(manager.items.count == 2)
}
Template: Async with Dependencies
@Test("current behavior: loadItems returns cached data when offline")
func loadItemsOffline() async throws {
let mockNetwork = MockNetworkClient(shouldFail: true)
let mockCache = MockCache(items: [Item.sample])
let service = ItemService(network: mockNetwork, cache: mockCache)
let items = try await service.loadItems()
#expect(items.count == 1)
#expect(items.first?.title == Item.sample.title)
}
Template: Side Effects
@Test("current behavior: save writes to UserDefaults")
func saveWritesToDefaults() {
let defaults = MockUserDefaults()
let settings = SettingsManager(defaults: defaults)
settings.setTheme(.dark)
settings.save()
#expect(defaults.lastSetValue as? String == "dark")
#expect(defaults.lastSetKey == "app_theme")
}
Template: Error Paths
@Test("current behavior: throws on empty title")
func throwsOnEmptyTitle() {
let validator = ItemValidator()
#expect(throws: ValidationError.emptyField("title")) {
try validator.validate(Item(title: "", date: .now))
}
}
Template: Edge Cases
@Test("current behavior: handles nil optional gracefully")
func handlesNilOptional() {
let parser = DataParser()
let result = parser.parse(data: nil)
#expect(result.isEmpty)
}
@Test("current behavior: handles empty collection")
func handlesEmptyCollection() {
let aggregator = StatsAggregator()
let stats = aggregator.compute(values: [])
#expect(stats.average == 0.0)
#expect(stats.count == 0)
}
Phase 4: Fill in Actual Values
This is the key step. For each test:
- Read the source code to understand what the method actually returns
- Trace the logic for the given inputs
- Write the assertion with the actual value, even if it seems wrong
#expect(result == expectedCorrectValue)
#expect(result == actualCurrentValue)
Add comments for surprising behavior:
#expect(range.count == 11)
Phase 5: Verify and Lock
- Run all characterization tests — they must ALL pass
- If any fail, adjust assertions to match actual behavior
- Tag them so they're easy to find later:
@Suite("Characterization: ItemManager")
@Tag(.characterization)
struct ItemManagerCharacterizationTests { ... }
extension Tag {
@Tag static var characterization: Self
}
- Run selectively:
xcodebuild test -scheme YourApp \
-only-testing "YourAppTests/ItemManagerCharacterizationTests"
Output Format
## Characterization Tests Generated
**Module**: [Module name]
**Classes tested**: [List]
**Tests generated**: [Count]
### Coverage Summary
| Class | Methods Covered | Edge Cases | Notes |
|-------|----------------|------------|-------|
| ItemManager | 5/7 | 3 | 2 private methods skipped |
| PriceCalculator | 3/3 | 2 | All public API covered |
### Files Created
- `Tests/CharacterizationTests/ItemManagerCharacterizationTests.swift`
- `Tests/CharacterizationTests/PriceCalculatorCharacterizationTests.swift`
### Surprising Behaviors Found
- `PriceCalculator.total()` rounds DOWN, not to nearest cent
- `ItemManager.sort()` is unstable — equal dates may reorder
### Ready to Refactor
All [X] characterization tests passing. Safe to refactor with AI.
Run `xcodebuild test` after each change to verify no behavior changed.
When NOT to Use This
- Code is already well-tested (check coverage first)
- You're deleting the code entirely (no need to characterize)
- The code is trivially simple (single-line computed properties)
- You want to change the behavior (use
tdd-bug-fix instead)
References
- Michael Feathers, Working Effectively with Legacy Code — coined "characterization test"
generators-test-generator/ — for standard test generation (not characterization)
testing-tdd-refactor-guard/ — pre-refactor checklist that uses these tests