QE Test Generation

SkillDev tools

Generates durable-first tests — invariants, contracts, and property-based tests at boundaries that survive a reimplementation — plus unit, integration, and e2e coverage. Use when creating tests for new or changed code, filling coverage gaps, or migrating test suites between Jest, Vitest, and Playwright.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the QE Test Generation skill

What this skill tells your AI

The instructions your AI receives, as published by proffesor-for-testing/agentic-qe in .claude/skills/qe-test-generation/SKILL.md and read by ahel’s review.

Purpose

Guide the use of v3's AI-powered test generation capabilities including pattern-based test synthesis, multi-framework support, and intelligent test case derivation from code analysis.

Write durable-first (the core rule)

When AI makes code cheap to regenerate, the durable asset is the test that still holds after the implementation is thrown away and rewritten. Generate tests in durability tiers, and lead with the durable ones (ADR-113):

TierWhat it isSurvives a rewrite?When to write
DurableInvariants, contracts/schemas, property-based tests, behavioral e2e — specified at the module's public boundaryYesAlways — ≥1 per target
EphemeralExample-based unit tests, mock-call/interaction tests (TDD-London style)No (coupled to impl)For the red-green loop; label them, delete freely
LiveMonitoring / drift / cost assertions that run against realityContinuouslyFor deployed behavior

The language-swap heuristic: if reimplementing this module in another language would invalidate the test, the test is at the wrong boundary. Push it up a tier — assert on the observable contract, not on how the current code happens to work.

Every generated target MUST include at least one durable assertion (an invariant, a contract check, or a property). Mock-call assertions (toHaveBeenCalledWith) are ephemeral by definition — never let them be the only thing testing a target. Tag each generated test // @tier durable|ephemeral|live so its lifetime is explicit.

These tests are graded as oracles: a good test passes against the real code and fails against a seeded bug (mutant). A test that asserts nothing, or only the happy path, kills no mutants and is rejected — see /mutation-testing and ADR-113.

Activation

  • When generating tests for new code
  • When improving test coverage
  • When migrating tests between frameworks
  • When applying TDD patterns
  • When generating edge case tests

Quick Start

# Generate unit tests for a file
aqe test generate --file src/services/UserService.ts --framework jest

# Generate tests with coverage target
aqe test generate --scope src/api/ --coverage 90 --type unit

# Generate integration tests
aqe test generate --file src/controllers/AuthController.ts --type integration

# Generate from patterns
aqe test generate --pattern repository --target src/repositories/

Agent Workflow

// Spawn test generation agents — durable-first
Task("Generate durable-first tests", `
  Analyze src/services/PaymentService.ts and generate Jest tests in tier order.
  1. DURABLE (write these first, >=1 per public method):
     - Invariants ("a refund never makes a balance negative")
     - Contract/schema checks on inputs and outputs crossing the boundary
     - Property-based tests (fast-check) over input ranges, not single examples
  2. EPHEMERAL (the red-green loop; tag '// @tier ephemeral'):
     - Specific happy-path examples and error paths
     - Mock external dependencies ONLY — never let a mock-call assertion be the
       only test for a method
  Apply the language-swap check: if a Python rewrite of PaymentService would break
  the test, move it up to the durable tier.
  Output to tests/unit/services/PaymentService.test.ts
`, "qe-test-architect")

// Property + contract generation (first-class, not opt-in)
Task("Generate property and contract tests", `
  For src/repositories/, derive:
  - Properties: round-trip (write→read returns same), idempotence, ordering invariants
  - Contracts: the repository interface schema, enforced on every CRUD result
  These survive a storage-engine swap; example-based CRUD tests do not.
`, "qe-property-tester")

Test Generation Strategies

1. Code Analysis Based

await testGenerator.analyzeAndGenerate({
  source: 'src/services/OrderService.ts',
  analysis: {
    methods: true,
    branches: true,
    dependencies: true,
    errorPaths: true
  },
  output: {
    framework: 'jest',
    style: 'describe-it',
    assertions: 'expect'
  }
});

2. Pattern-Based Generation

await testGenerator.applyPattern({
  pattern: 'service-layer',
  targets: ['src/services/*.ts'],
  customizations: {
    mockStrategy: 'jest.mock',
    asyncHandling: 'async-await',
    errorAssertion: 'toThrow'
  }
});

3. Coverage-Driven Generation

await testGenerator.fillCoverageGaps({
  coverageReport: 'coverage/lcov.info',
  targetCoverage: 90,
  prioritize: ['uncovered-branches', 'error-paths'],
  maxTests: 50
});

Framework Support

FrameworkUnitIntegrationE2EMocking
Jest⚠️jest.mock
Vitest⚠️vi.mock
Mochasinon
Pytestpytest-mock
JUnitMockito

Test Quality Checks

quality_checks:
  durability:                  # the primary check (ADR-113)
    durable_assertions_per_target: 1   # >=1 invariant/contract/property each
    language_swap_safe: true           # would survive a reimplementation
    tier_tags_present: true            # every test tagged durable|ephemeral|live

  fault_detection:             # do the tests actually catch bugs?
    mutation_score_min: 0.6            # kill rate against seeded mutants
    no_assertionless_tests: true       # reject tests that kill 0 mutants

  assertions:
    minimum_per_test: 1
    meaningful: true

  isolation:
    no_shared_state: true
    proper_setup_teardown: true

  naming:
    descriptive: true
    follows_convention: true

  coverage:                    # necessary but NOT sufficient — see fault_detection
    branches: 80
    statements: 85

Skill Composition

  • After generating tests → Run /mutation-testing to verify test quality
  • Before generating → Use /test-automation-strategy to choose framework and patterns
  • Related/qe-coverage-analysis to find where tests are needed most

Gotchas

  • Agent truncates output on files >3000 lines — scope generation to individual modules, not entire directories
  • Components that pass unit tests individually may have zero integration wiring — always generate at least one integration test per module boundary
  • When generating tests for a new codebase, check which framework is installed (jest vs vitest vs mocha) — they have different mock APIs and Claude will use the wrong one
  • Completion theater: agent may claim "comprehensive tests generated" but leave stubs or hardcoded values — always run the generated tests before accepting
  • Fleet must be initialized before using QE agents: run aqe health to diagnose, or aqe init to re-initialize if you get "Fleet not initialized"

Coordination

Primary Agents: qe-test-generator, qe-pattern-matcher, qe-test-architect Coordinator: qe-test-generation-coordinator Related Skills: qe-coverage-analysis, qe-test-execution

Signals

GitHub stars
475
Forks
91
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
qe-test-generation
Source
github.com/proffesor-for-testing/agentic-qe