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Testing strategy: pyramid, AAA, mocks/fakes/stubs, flaky tests, coverage. Triggers: test, fixture, mock, stub, e2e, TDD, Playwright, Cypress, flaky, coverage, property-based.

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$ npx -y skills add softspark/ai-toolkit --skill testing-patterns --agent claude-code

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  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
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Testing strategy: pyramid, AAA, mocks/fakes/stubs, flaky tests, coverage. Triggers: test, fixture, mock, stub, e2e, TDD, Playwright, Cypress, flaky, coverage, property-based.

SKILL.md

testing-patterns.SKILL.md
name: testing-patterns
description: "Testing strategy: pyramid, AAA, mocks/fakes/stubs, flaky tests, coverage. Triggers: test, fixture, mock, stub, e2e, TDD, Playwright, Cypress, flaky, coverage, property-based."
effort: medium
user-invocable: false
allowed-tools: Read

Testing Patterns Skill

Test Structure (AAA Pattern)

def test_function_does_expected_thing():
    """Test description explaining what and why."""
    # Arrange - Set up test data and preconditions
    input_data = {"key": "value"}
    expected = "result"

    # Act - Execute the code under test
    result = function_under_test(input_data)

    # Assert - Verify the outcome
    assert result == expected

---

Test Organization

tests/
├── conftest.py           # Shared fixtures
├── unit/                 # Unit tests (isolated)
│   ├── test_search_core.py
│   └── test_utils.py
├── integration/          # Integration tests
│   └── test_api.py
└── e2e/                  # End-to-end tests
    └── test_workflow.py

---

Quality Targets

| Metric | Target | |--------|--------| | Coverage | >70% overall | | New code | 100% | | Core modules | >80% | | No flaky tests | 0 |

---

Language-Specific References

| Language | Reference | Key Topics | |----------|-----------|------------| | Python | [reference/python-pytest.md](reference/python-pytest.md) | Fixtures, mocking, parametrize, markers, conftest, running tests | | TypeScript | [reference/typescript-vitest.md](reference/typescript-vitest.md) | Vitest/Jest, React Testing Library, mocking, running tests | | PHP | [reference/php-phpunit.md](reference/php-phpunit.md) | PHPUnit test cases, mocking, running tests | | Go | [reference/go-testing.md](reference/go-testing.md) | Table-driven tests, testify mocking, running tests | | Flutter/Dart | [reference/flutter-testing.md](reference/flutter-testing.md) | Widget tests, unit tests, running tests |

For Python pytest patterns, see [reference/python-pytest.md](reference/python-pytest.md).

For TypeScript Vitest/Jest patterns, see [reference/typescript-vitest.md](reference/typescript-vitest.md).

For PHP PHPUnit patterns, see [reference/php-phpunit.md](reference/php-phpunit.md).

For Go testing patterns, see [reference/go-testing.md](reference/go-testing.md).

For Flutter/Dart testing patterns, see [reference/flutter-testing.md](reference/flutter-testing.md).

Common Rationalizations

| Excuse | Why It's Wrong | |--------|----------------| | "It's too simple to test" | Simple code breaks in integration — test the contract, not the complexity | | "Tests slow down development" | Tests slow down bugs reaching production — that's the point | | "We'll add tests later" | Untested code accumulates — later means never, and coverage gaps compound | | "Mocking everything is fine" | Over-mocking tests the mocks, not the code — mock at boundaries only | | "100% coverage means no bugs" | Coverage measures execution, not correctness — focus on behavior assertions |

Rules

  • **MUST** follow Arrange-Act-Assert (AAA) structure in every test — unstructured tests degrade into procedural smoke tests
  • **MUST** test behavior through the public interface, not internal implementation — tests coupled to internals break on every refactor
  • **NEVER** test implementation details (private method return values, internal state flags) — they are not the contract
  • **NEVER** hit real external services in unit tests — use fakes/stubs for boundaries; save real integration for integration tests
  • **CRITICAL**: integration tests must hit real dependencies (database, message queue, external API) when mock-vs-prod divergence is a real risk. Mocked integration tests create false confidence.
  • **MANDATORY**: flaky tests are bugs, not noise. Quarantine or delete them — a tolerated flaky test erodes the suite's credibility.

Gotchas

  • Coverage numbers are easy to game: include generated code, test files that import but do not assert, or wide `# pragma: no cover` usage. A 95% reported coverage with 60% real behavior assertion is common.
  • Snapshot tests (Jest `.toMatchSnapshot()`, pytest-regressions) accept any output as "correct" on first run. An incorrect initial snapshot becomes the accepted baseline — review snapshots as carefully as code.
  • Mocks configured with `any` matchers (e.g., `.mock.calls[0][0]` without a schema) pass even when the production call shape changes. Assert on specific arguments, not just "was called".
  • Test isolation fails when globals leak (module-level mutable state, module-scoped fixtures, env vars set in one test). Flakiness that appears only under `pytest -n auto` or `jest --parallel` is usually shared state.
  • Property-based tests (Hypothesis, fast-check) shrink failing examples to minimal reproducers, but shrinking time can dominate the run. For complex generators, cap shrink deadlines or seed the failing example for next-run reproducibility.
  • Test pyramid vs trophy: the "right" ratio depends on stack. Frontend apps with rendering concerns benefit from more integration tests (trophy); pure backend services align better with pyramid. Don't cargo-cult one model.

When NOT to Load

  • For **running** the test suite — use `/test`
  • For test-first development workflow — use `/tdd`
  • For debugging a specific test failure — use `/debug` on the failure output
  • For test framework choice in a new project — use `/app-builder`
  • For performance/load testing — this skill covers correctness tests, not load
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