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Get Started Free →Test pyramid strategy, coverage targets, test patterns, and quality metrics reference. Agent-extending skill that amplifies manager-develop test-creation and quality-validation work with production-grade testing patterns. NOT for: production code implementation, architecture design, DevOps, security audits.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 7% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 49% | 0% |
| case-04 | ✗→✓ | ▲ Improved | 27% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 22% | 0% |
| case-15 | ✗→✓ | ▲ Improved | 10% | 0% |
manager-develop - applies patterns during test creation, coverage analysis, and RED-GREEN-REFACTOR cycles / E2E \ 10% — Critical user journeys only
/----------\
/ Integration \ 20% — API endpoints, DB queries, service boundaries
/----------------\
/ Unit Tests \ 70% — Functions, hooks, utilities, pure logic
/--------------------\| Level | Speed | Reliability | Maintenance | Coverage Target | |-------|-------|-------------|-------------|-----------------| | Unit | Fast (<100ms) | High | Low | 70% of tests | | Integration | Medium (1-5s) | Medium | Medium | 20% of tests | | E2E | Slow (10-60s) | Lower | High | 10% of tests |
| Context | Target | Rationale | |---------|--------|-----------| | Critical business logic | 95%+ | Revenue/security impact | | API endpoints | 90%+ | Contract compliance | | Utility functions | 85%+ | Reuse reliability | | UI components | 80%+ | Rendering correctness | | Configuration/glue code | 60%+ | Low complexity | | Generated code | 0% | Don't test generated code |
// Arrange: Set up test data and preconditions
input := CreateTestUser("test@example.com")
// Act: Execute the function under test
result, err := service.CreateUser(ctx, input)
// Assert: Verify the outcome
assert.NoError(t, err)
assert.Equal(t, "test@example.com", result.Email)| Pattern | When | Example | |---------|------|---------| | Table-Driven | Multiple input/output combinations | Go: tests := []struct{...} | | Mock/Stub | External dependencies (DB, API) | Interface injection, mock frameworks | | Snapshot | Complex output comparison | Jest snapshots, golden files | | Property-Based | Mathematical properties | quickcheck, hypothesis | | Boundary Value | Edge cases | 0, -1, MAX_INT, empty string, nil |
| Pattern | When | Example | |---------|------|---------| | Testcontainers | Real DB needed | Docker-based PostgreSQL for tests | | HTTP Test Server | API endpoint testing | httptest.NewServer (Go), supertest (Node) | | In-Memory DB | Fast DB tests | SQLite for development | | Fixture Loading | Consistent test data | Factory functions, seed files |
| Metric | Target | Tool | |--------|--------|------| | Line Coverage | 85%+ | go test -cover, istanbul, coverage.py | | Branch Coverage | 75%+ | go test -covermode=count | | Mutation Score | 70%+ | go-mutesting, Stryker | | Test Execution Time | <2 min (unit), <10 min (all) | CI timer | | Flaky Test Rate | <1% | CI history analysis |
| Language | Test File | Location | |----------|-----------|----------| | Go | *_test.go | Same package | | TypeScript | *.test.ts / *.spec.ts | __tests__/ or co-located | | Python | test_*.py | tests/ directory | | Java | *Test.java | src/test/ mirror | | Rust | #[cfg(test)] mod tests | Same file or tests/ |
RED: Write a failing test that defines expected behavior
GREEN: Write minimal code to make the test pass
REFACTOR: Clean up while keeping tests greenRules:
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| Rationalization | Reality | |---|---| | "E2E tests cover everything, unit tests are redundant" | E2E tests are slow and flaky. Unit tests provide fast, precise feedback. The pyramid exists because each level serves a different purpose. | | "Integration tests are more realistic than unit tests" | Realism comes at the cost of speed and isolation. A balanced pyramid gives both fast feedback and realistic validation. | | "100% code coverage means the code is well tested" | Coverage measures execution, not correctness. A test that executes code without meaningful assertions provides zero value. | | "Mocking is bad, I prefer real dependencies" | Real dependencies make tests slow and non-deterministic. Mock at boundaries, test business logic in isolation. | | "This test is flaky, but it catches real bugs sometimes" | Flaky tests erode trust in the entire suite. Fix the flakiness or quarantine the test with a tracking issue. |
DAMP over DRY: Test code should be descriptive and self-contained. A reader should understand the test without reading shared fixtures or helper methods.
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Other measured skills in the registry, with their headline benchmark lift.