Testing & QA

SkillWeb & browsing

MUST USE for testing, QA, regression protection, and release verification — unit, integration, API, contract, Playwright E2E, CI, security-scan, coverage, and TDD strategy. Activates by change-surface when work adds features, fixes bugs, changes APIs, refactors behavior, or prepares a release. Triggers: 'write tests', 'regression test', 'Playwright', 'E2E', 'contract test', 'coverage', 'CI flake', 'TDD', '테스트', '회귀 테스트', '품질 게이트'.

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

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Then ask your AI: use the Testing & QA skill

What this skill tells your AI

The instructions your AI receives, as published by lidge-jun/codexclaw in plugins/codexclaw/skills/dev-testing/SKILL.md and read by ahel’s review.

Balance: ~40% Backend/API, ~40% Frontend/E2E (Playwright), ~20% Cross-cutting (CI, Security, TDD, Coverage) -- directional guidance, not a hard ratio. Scope: test harnesses, fixtures, mock policy, runners, Playwright, CI gates, coverage. Root-cause analysis and debugging playbooks → dev-debugging.

  • This skill owns test adequacy; dev-code-reviewer owns finding severity and review process.
  • CI pipeline ownership and deployment verification: see dev-devops.
  • Data pipeline testing and ETL validation: see dev-data.
  • Design direction context for rendered verification: see dev-uiux-design. This skill activates by change-surface when work needs verification depth, regression coverage, or a reproducible test harness.

C0/C1 work (small local patches): See dev §0.0 Work Classifier + §0.1 Patch Fast-Path before reading references.

dev is canonical: dev §0.2 Rule Classes, §3 Verification Gate, and §5 Safety Rules apply to all work governed by this skill.

Modular References

FileWhen to ReadWhat It Covers
references/core/crud-test-matrix.mdWhen choosing verification depth for a classified task, or testing a CRUD sliceRisk-tier minimums, per-operation negatives, UI smoke rule
references/edge-first-testing.mdNew unit/service/integration tests for features (skip for regression/contract tests)Edge-first principle, test order by change type, 11-class edge matrix
references/backend-testing.mdBackend/API testingSupertest patterns, DB fixtures, auth mocking
references/ci-pipeline.mdCI configurationGitHub Actions, gates, caching, parallelism
references/load-testing.mdPerformance/load testing, C3+ production readinessk6/Locust, test types, measure→profile→verify, CI gates
references/ml-evaluation.mdML model/LLM evaluation, quality gatesLLM-as-judge, RAGAS, DeepEval, CI eval gate, regression detection

When tests depend on current external API behavior, provider docs, CI service behavior, test-environment versions, dependency audit evidence, or recorded mock/fixture sources, read the active search skill and follow its source-fetch and evidence-status rules.


1. Test Strategy

1.1 Models

ModelBest ForEmphasis
Test Pyramidmonoliths, librariesspeed, isolation
Testing Trophymodern web apps, REST backendsconfidence-to-cost
Test Honeycombmicroservices, async systemsboundary verification

1.2 Recommended Trophy Distribution

LayerDefault ShareTypical Tools
Static analysisbase layertsc, ESLint, mypy, Ruff
Unit~25%Vitest, Jest, pytest
Integration~50%Supertest, httpx, Testcontainers
Contract~10%Pact, OpenAPI validators, Schemathesis
E2E~10%Playwright
Manual / exploratory~5%human review

1.3 Risk-First Priorities

  1. auth / session / permission boundaries
  2. money movement, quota, credits
  3. data mutation and irreversible actions
  4. file upload / parsing / external webhooks
  5. shared API contracts used by frontend clients
  6. error paths, retries, rollback behavior

1.4 Harness Selector

ProblemPrimary HarnessAvoid
pure business ruleunit / service testbrowser test
route + middleware + serializationAPI integration testmocking the route itself
DB query / migration / transactionreal DB integration testfake repository for SQL correctness
frontend consuming backend JSONcontract testmanual-only verification
rendered critical flowPlaywright smokeasserting internal React state

1.5 General Rules

  • Write tests for new features, bug fixes, refactors, and behavior changes.
  • Prefer one behavioral concern per test.
  • Use factories / builders for setup; avoid repeated inline blobs.
  • A fast real dependency beats a mock. A mock beats an untested branch.
  • If the failure is mysterious, delegate methodology to dev-debugging, then return here for the regression harness.
  • STRICT (TEST-ANTI-FLAKE-01): A time-based flake is a bug. Do not use sleep-based synchronization, retry-as-fix, or green-on-retry acceptance without a deterministic cause and harness correction. Full policy: references/ci-pipeline.md §5 (TEST-FLAKE-*).
  • Verification depth follows dev §3 DEV-VERIFY-FLOOR-01; CRUD per-operation negative coverage is owned by references/core/crud-test-matrix.md.

Limited-Oracle / Score-Objective Evaluation

For scarce, paid, rate-limited, or opaque evaluators, route to references/limited-oracle-evaluation.md for all proxy-score gates.

1.6 Property-Based & Mutation Testing (verified 2026-07-02)

TechniqueUse forDefault toolsWhen
Property-basedPure logic, parsers, serializers, state machines, API invariantsfast-check (TS), Hypothesis (Python)DEFAULT for invariant-heavy code
MutationJudging test-suite strength on critical logic/validators/security branchesStryker (JS/TS), mutmut (Python)Selective, after stable unit/property tests
  • Vitest 4 is the current runner baseline: Browser Mode is stable (visual regression toMatchScreenshot, Playwright trace generation, expect.schemaMatching).

2. Backend & API Testing

Deep reference: references/backend-testing.md

2.1 Coverage Map

LayerVerifyTypeScript DefaultPython Default
Service layervalidation, orchestration, domain errorsVitestpytest
API layerstatus, envelope, middleware, authSupertesthttpx / ASGITransport
Repository layerSQL / ORM correctnessTestcontainers + real DBTestcontainers + real DB
Background jobsidempotency, retry, dead-letterVitest + fake clockpytest + monkeypatch

2.2 Mock Strategy Hierarchy

real deterministic dependency
→ Testcontainers / ephemeral infra
→ recorded responses / thin fake
→ manual stub / fake
→ framework mock as last resort

2.3 Service & API Patterns

Mock dependencies at service boundaries. Use Supertest/httpx for route-level integration tests. Match response envelope shape from backend contracts.

2.4 Database Truth with Testcontainers

Use a real database when verifying migrations, transactions, unique constraints, foreign keys, query translation, and performance-sensitive SQL. Use Testcontainers for real DB truth in correctness-sensitive persistence tests. Start container in beforeAll/fixture setup, capture connection URI.

2.5 Fixture / Seed Synchronization

  • Prefer builders / factories over copied JSON snapshots.
  • Keep shared contract examples in fixtures/contracts/ or equivalent.
  • Seed data should expose stable IDs used by Playwright smoke flows.
  • If frontend mocks drift from backend fixtures, write or update a contract test first.

3. Contract Testing

Contract tests protect the frontend↔backend boundary. They sit between API tests and browser tests. Rule: Playwright proves the experience. Contract tests prove the shared shape.

3.1 Contract-Stable Surface

  • response envelope: success, data, error, meta
  • error taxonomy: HTTP status + machine-readable error.code
  • pagination fields, auth headers, cookie behavior
  • requestId propagation
  • nullability, timestamps, enums, money serialization

3.2 Contract Options

StyleBest ForTooling
consumer-driven contractrapidly changing frontend/backend teamsPact
schema-first contractOpenAPI-led backendsOpenAPI validators, Schemathesis
type-level contractTS monoreposshared types / codegen
full-stack smokefinal user confidencePlaywright

3.3 Consumer Contract — TypeScript (Pact / PactV4)

PactV4 (aliased Pact) is the current interface (Pact Specification v4); treat PactV3 as the legacy spec-v3 API. Workflow:

  1. Define interaction: provider state + request + expected response (use MatchersV3 for flexible matching)
  2. Execute test against Pact mock server
  3. Assert consumer expectations
  4. Pact file auto-writes to pacts/ → publish to broker → provider verifies

See references/backend-testing.md for a full example.

3.4 Schema Verification

Use schema-based API testing (Schemathesis) to verify OpenAPI/GraphQL contract compliance. (Dredd is legacy/inactive — do not adopt for new projects.)

3.5 Rules

  • Contract tests are strongly recommended for parallel FE/BE, public APIs, and cross-team contracts.
  • E2E success does not replace provider verification.
  • Store golden examples near the contract, not inside one app only.
  • If the shape is intentionally breaking, update the contract first, then all consumers.

4. Playwright Browser Testing

Use Playwright after API and contract tests are already trustworthy. Browser tests should validate rendered flows, accessibility-critical interactions, and real integration seams that lower layers cannot prove alone. Helper Scripts Available:

  • scripts/with_server.py - Manages server lifecycle (supports multiple servers) Run scripts with --help first — treat as black boxes to avoid context window pollution.

4.1 Decision Tree: Choosing Your Approach

User task → Static HTML? → Read file → find selectors → write Playwright script
         → Dynamic app? → Server running? → No: `python scripts/with_server.py --help`
                                           → Yes: Recon-then-action (navigate → screenshot → selectors → act)

4.2 Example: Using with_server.py

# Single server:
python scripts/with_server.py --server "npm run dev" --port 5173 -- python your_automation.py

# Multiple servers:
python scripts/with_server.py \
  --server "cd backend && python server.py" --port 3000 \
  --server "cd frontend && npm run dev" --port 5173 \
  -- python your_automation.py

4.3 Reconnaissance-Then-Action Pattern

  1. Wait for an explicit app-ready signal or locator assertion → 2. Screenshot/inspect DOM → 3. Identify selectors → 4. Execute actions

4.4 Best Practices

  • Use bundled scripts as black boxes — run --help first, invoke directly.
  • Use sync_playwright() for synchronous scripts; always close the browser.
  • Prefer locator-based interactions and web-first assertions: expect(page.get_by_role("button", name="Save")).to_be_visible(), then click() on that locator.
  • Prefer user-facing locators, especially get_by_role() with an accessible name. Use get_by_label(), get_by_placeholder(), or get_by_test_id() when role/name cannot express the target.
  • Avoid networkidle, hard sleeps, and wait_for_timeout() in tests. Wait on observable app-ready signals, locator actions, or expect() assertions.
  • AI-authored tests (DEFAULT): Playwright MCP / Test Agents are generation-and-repair aids only — final acceptance still requires deterministic locators, web-first assertions, traces, and a human-readable failure artifact.

4.5 Reference Files

  • examples/ - Examples showing common patterns:
    • element_discovery.py - Discovering buttons, links, and inputs on a page
    • static_html_automation.py - Using file:// URLs for local HTML
    • console_logging.py - Capturing console logs during automation

4.6 Browser Testing Rules

  • Run contract tests and API tests first for broken-data bugs.
  • Use Playwright for rendered truth, not as a replacement for service tests.
  • Prefer one smoke flow per critical path over many brittle micro-flows.
  • If a failure looks like data-shape drift, go back to §2 Backend & API Testing or §3 Contract Testing.

4.7 Exploratory browser QA (TEST-CU-QA-01)

Browser QA loads dev-frontend for rendered implementation context. Follow portable browser routing (QA-TOOL-LADDER-01). Suitable available Aside, native browsers, and agbrowse may drive built UI; no one optional tool is required. Inspect -> act -> re-inspect, exercise the promised interaction, and retain the state/result evidence. Repository-owned Playwright suites remain the deterministic regression path. Load cxc-qa for scenario matrices, adversarial/oracle passes, and teardown. Missing tool/access -> report the gap, never mark an unperformed check passed.

5. CI Pipeline Integration

Full workflow templates: references/ci-pipeline.md

5.1 Pipeline Order

quality -> unit/integration -> contract -> Playwright E2E -> security -> coverage/artifacts See references/ci-pipeline.md for job dependencies, concurrency, matrices, sharding, Playwright dependencies, and full GitHub Actions/GitLab CI templates. Matrix only across supported runtimes, required OS behavior, or suites exceeding CI budget.

5.4 Flaky Test Remediation

A flake is a defect, not a category of test. TEST-FLAKE-ELIMINATE-01, TEST-FLAKE-RERUN-01, TEST-FLAKE-QUARANTINE-01, and TEST-FLAKE-ATTRIBUTION-01 are canonical in references/ci-pipeline.md §5 — read it before treating any flake, including deciding whether one is "environmental".

5.5 CI-Green Loop

STRICT (TEST-CI-GREEN-01): Latest HEAD is the source of truth. Inspect the failing job and artifacts before editing, make the minimal correct fix, run local verification when it reduces next-fail risk, then re-watch the latest HEAD. Repeat until green; never blind-retry a failed job or push another change without new failure evidence.

5.6 Rules

  • Do not let Playwright be the only blocking job.
  • Contract tests should run before browser tests.
  • Upload artifacts for failures: coverage, junit, traces, screenshots.
  • Fail the build on broken thresholds, not only test exit codes.

6. TDD Enforcement Mode

When ENFORCE_TDD=true is set in project instructions or explicitly requested, this section becomes mandatory.

6.1 RED → GREEN → REFACTOR

  1. RED — write the failing test first and verify it fails for the right reason.
  2. GREEN — write the minimum implementation to pass.
  3. REFACTOR — clean up after green, then rerun the affected suite.

6.2 Self-Audit Checklist

CheckPass Criteria
Test written before implementation?test file added / updated before or with code
Failure observed before fix?red state was actually executed
Behavior-focused assertions?checks outputs, side effects, contracts
Regression locked in?failing case is now protected by a persistent test

6.3 Vertical Tracer-Bullet TDD

Prefer one behavior test → minimal implementation → next behavior. Slice by something a user, caller, or consuming module can observe, not by horizontal layers such as "DB", "API", then "UI". Assert through public interfaces and durable contracts. Retire shallow scaffolding tests when a stronger interface or acceptance test covers the same promise.

6.4 Default Style

StyleBest For
London / mockistorchestration-heavy boundaries
Chicago / classicistdomain logic and transforms
Hybridmost production code
Default to Hybrid: mock external systems, keep internal collaboration real unless it becomes too slow or unstable.

6.5 Boundary with dev-debugging

  • dev-testing owns the regression harness and enforcement loop.
  • dev-debugging owns root-cause methodology once a failure is mysterious or multi-layered.
  • After dev-debugging isolates the cause, come back here to lock it in with tests.

6.6 AI-Assisted Development Regressions

When an AI writes and reviews its own code, it carries the same assumptions into both steps. Automated tests break this feedback loop.

Common AI Regression Patterns

PatternDescriptionTest Strategy
Sandbox/production mismatchFix applied to one code path, not bothAssert same response shape in both modes
SELECT clause omissionNew field in response but missing from DB queryAssert all required fields are present and defined
Error state leakageError set but stale data not clearedAssert state cleanup on error transitions
Missing rollbackOptimistic UI update without recovery on failureAssert state restoration after simulated API error

Regression Naming Convention

Name regression tests with BUG-R{N} convention. Assert all required fields with a loop.

Sandbox-Mode API Testing

When the project supports a sandbox/mock mode, use it for fast DB-free regression testing:

  • Force sandbox mode in test setup: process.env.SANDBOX_MODE = 'true'
  • Assert sandbox responses match the same contract as production responses.
  • Treat sandbox/production parity as a high-priority regression target.
  • In sandbox/spike mode, write tests for bugs found — coverage grows organically. For production refactors, see §1.5 (tests required for behavior changes).

6.7 Test-Induced Production Defense Detection

Rule: Do not add production defensive code solely to satisfy unrealistic tests. A production guard is allowed only when the invalid state can occur at a real boundary or represents an explicit domain rule.

Production change smellLikely test problemRequired action
Internal if (!x) return added after unit test failsTest fixture omitted required fieldFix fixture factory or test boundary validation
Required field made optional to satisfy testTest is using invalid domain objectRestore required type and update test data
Catch-all added so test passesTest expects silence instead of failureAssert typed error or user-visible failure
Production default added for impossible stateTest bypassed constructor/parserUse real constructor/parser in test
Private helper exported only for testTest is coupled to implementationTest public behavior or move helper to test support
Sleep/retry added only for test flakeTest lacks deterministic synchronizationWait on observable condition or fake clock
NODE_ENV === "test" branch addedTest-only production behaviorRemove branch; improve test harness

Required questions before adding a guard:

  1. Is the input from an untrusted boundary? → If yes, validate at that boundary
  2. Can this state happen in production? → If no, fix the test
  3. What contract allows this value? → Cite schema/type/domain rule
  4. Would this hide a real bug? → If yes, fail fast instead

Banned patterns: process.env.NODE_ENV === "test" branches, silent fallbacks for impossible internal state, making required types optional for mocks, exporting internals only for tests.

Allowed guards: Boundary validation (process/network/user/file boundary), backward compatibility (documented old schema), security checks, domain invariants, observed production bug regressions, external dependency adapters.


7. Accessibility Testing

Component, Page, and CI Gates

  • Run axe-core through jest-axe or vitest-axe on rendered components.
  • Run @axe-core/playwright across every changed or critical route.
  • Verify keyboard operation, visible focus, focus order, and focus restoration manually.
  • Gate order: component axe -> page axe -> keyboard/focus checks.
  • Block serious/critical axe violations; keep Lighthouse scores advisory.

Observability Verification

Verify trace propagation in integration tests. Assert that spans appear for critical paths. Check structured log format matches the schema in dev-backend/references/core/observability.md.


8. Security Testing

→ Delegated: threat modeling and secure design policy belong to dev-security. This section covers the automated test hooks and CI gates that enforce those rules. fast checks -> SAST -> dependency audit -> auth/validation regressions Use the repository's pinned audit and SAST products; detailed product setup belongs in the security-testing reference or CI owner, not this router. Test missing/insufficient auth and contract error codes on protected endpoints.

  • Run dependency audit and SAST in CI.
  • Add auth, permission, malicious-input, and malformed-input regressions.
  • Block policy-defined high/critical findings; exceptions require owner and expiry.

9. Coverage & Quality Gates

9.1 Suggested Thresholds

These are project/risk-based, not universal minimums. Adjust for your context.

MetricSuggested FloorIdeal
Line coverage70%85%+
Branch coverage60%80%+
Function coverage80%90%+
Diff coverage80%90%+

9.2 Outcome Metrics

MetricTarget
Defect detection rate> 80%
Mean time to detect< 1 CI run
Test signal-to-noise> 95%
Contract drift ratenear 0

9.3 Coverage Workflow

  1. generate coverage reports
    npm test -- --coverage
    npx vitest run --coverage
    pytest --cov --cov-report=xml
    
  2. review by priority: auth, payment, mutations, upload, contracts first
  3. write targeted tests for the gaps
  4. publish artifacts and fail the merge when thresholds drop

9.4 Quality Gate Checklist

  • focused unit / service tests
  • API integration tests for changed routes
  • contract tests for shared payload changes
  • Playwright smoke for critical rendered journeys
  • security scan / dependency scan
  • coverage thresholds and diff coverage
  • CI artifacts uploaded for failure analysis

10. Pre-Flight Test Checklist

Choose the smallest checklist that covers the work class and changed boundaries:

  • C0/C1: focused test or smallest proof; no unrelated broad suite.
  • C2: targeted unit/service plus affected API, contract, or rendered smoke.
  • C3: affected suites, boundary negatives, contracts, and integration evidence.
  • C4/release: full gates, security/data negatives, rollback or smoke proof.
  • Fixtures are deterministic; real dependencies cover correctness-sensitive paths.
  • External calls are intentionally mocked/recorded; no accidental live traffic.
  • Changed errors/data contracts are asserted; shared fixtures remain synchronized.
  • Flakes are diagnosed, not accepted through retry.
  • CI jobs actually run and failure artifacts are retained.
  • ENFORCE_TDD evidence exists when enabled.
  • Coverage and security thresholds match repository policy.

Acceptance-Row Reachability (TEST-ROW-REACHABLE-01, DEFAULT)

Every row of an acceptance-criteria table must have a CONSTRUCTIBLE precondition. Before writing a row, ask: is there a call path that reaches this state? Does an earlier guard consume this condition first, so the branch under test is never entered? Does an operation that produces this value actually exist?

An unreachable row is decoration, not verification — the implementer tries to write that test, cannot, and quietly drops it. This applies C-ACTIVATION-GROUNDING-01's requirement (every conditional path names its activation scenario) to each row of the acceptance table, not just to the plan's prose.

Common unreachable shapes:

  • The row asserts a rejection that an earlier, broader rule already rejects — the specific guard is never exercised, so the test passes even if that guard is absent.
  • The row needs a state the public API cannot produce (no op creates it).
  • The row asserts on a call-site argument the function never receives.
  • Two rows in the same table are mutually exclusive on the same tree (e.g. "the gate reports a failure here" plus "the gate exits 0 overall").

Test Oracle Integrity (TEST-PROMPT-SEAM-01 / TEST-ORACLE-INDEPENDENCE-01 / TEST-PRECEDENCE-FIXTURE-01, DEFAULT)

Three narrow contracts that stop false-green. All three are E7 prose — no gate enforces them; the reviewer is the only check.

Shortened here. Read the whole file on GitHub.

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Sep 2026
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skill
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Source
github.com/lidge-jun/codexclaw