awesome-qa-skills

Use this skill when you need to review acceptance criteria for ambiguity, missing rules, and verifiability; triggers include acceptance criteria review.

Use this skill when you need to design accessibility testing against WCAG, keyboard navigation, and assistive technology scenarios; triggers include accessibility testing and a11y testing.

Use this skill when you need evidence-bounded failure classification, retry/fallback/escalation, state consistency, user notice, and recovery evidence; triggers include Agent 故障恢复 and Agent failure recovery.

Use this skill when you need evidence-bounded checkpoints, heartbeats, resume, cancellation, duplicate submission, timeouts, and resource lifecycle; triggers include 长运行 Agent and long-running Agent.

Use this skill when you need evidence-bounded loop state, plan/action/observation cycles, stop conditions, budgets, repetition, and trace evidence; triggers include Agent 循环 and Agent loop.

Use this skill when you need evidence-bounded memory write/read/update/delete, retention, contamination, isolation, provenance, and forgetting behavior; triggers include Agent 记忆 and Agent memory.

Use this skill when you need evidence-bounded Agent identity, tool/resource scope, approval, denial, escalation, and side-effect boundaries; triggers include Agent 权限 and Agent permission.

Use this skill when you need to test AI agent tool-call contracts, authorization, failures, and side-effect boundaries; triggers include agent tool testing.

Use this skill when you need to test AI agent goals, state, planning, recovery, and safety boundaries; triggers include ai agent testing.

Use this skill when you need AI-assisted testing workflows such as test data generation, root-cause analysis, and prioritization; triggers include AI-assisted testing and AI for QA.

Use this skill when you need to test an AI-enabled product feature for behavior, safety, and user-impact boundaries; triggers include AI feature testing.

Use this skill when reviewing AI-generated unit, functional, API, or end-to-end tests for false confidence, weak assertions, missing risks, or unsafe test behavior; triggers include AI-generated test review and functional test review.

Use this skill when you need evidence-bounded safety policy, abuse categories, refusal/redirect behavior, privacy, escalation, and Human risk decisions; triggers include AI 安全 and AI safety.

Use this skill when you need to verify API contract compatibility, consumer expectations, and schema change risk; triggers include API contract testing.

Use this skill when an API, OpenAPI, or consumer contract needs a quality review before implementation or versioning; triggers include API design review, contract readiness review, and consumer compatibility audit.

Use this skill when you need to review API error shape, status, code, and disclosure behavior against sourced contracts; triggers include API 错误契约测试 and API error contract testing.

Use this skill when you need to assess API retry and duplicate-request behavior against sourced side-effect evidence; triggers include API 幂等性测试 and API idempotency testing.

Use this skill when you need to design evidence-bounded API failure and rejection scenarios; triggers include API 负向测试 and API negative testing.

Use this skill when you need to design API pagination scenarios from ordered data and cursor or offset evidence; triggers include API 分页测试 and API pagination testing.

Use this skill when you need to design evidence-bounded API quota, burst, and recovery scenarios; triggers include API 限流测试 and API rate limit testing.

Use this skill when you need to compare API schemas with sourced request and response evidence; triggers include API Schema 校验 and API schema validation.

Use this skill when you need evidence-bounded api-security-testing analysis and validation preparation; triggers include API 安全测试 and api-security-testing.

Use this skill when you need to parse multi-format API definitions and generate Bruno collections for executable regression; triggers include Bruno collections and Bruno API testing.

Use this skill when you need to design Postman collections, environments, scripts, and Newman-ready API regression plans; triggers include Postman API testing, API testing, and api-test-postman.

Use this skill when you need to parse multi-format API definitions and generate Pytest API automation; triggers include Pytest API tests and API automation with Pytest.

Use this skill when you need to parse multi-format API definitions and generate Rest Assured Java test classes; triggers include Rest Assured, RestAssured, and Java API automation.

Use this skill when you need to parse multi-format API definitions and generate executable Supertest scripts; triggers include Supertest, Node.js API testing, and Supertest automation.

Use this skill when you need to design API test plans or cases for REST, GraphQL, or gRPC interfaces; triggers include API testing and API test cases.

Use this skill when you need to assess API version compatibility from old-client, new-server, and deprecation evidence; triggers include API 版本兼容性测试 and API version compatibility testing.

Use this skill when you need evidence-bounded authentication-testing analysis and validation preparation; triggers include 身份认证测试 and authentication-testing.

Use this skill when you need evidence-bounded authorization-testing analysis and validation preparation; triggers include 授权测试 and authorization-testing.

Use this skill when you need evidence-bounded automation candidates, build/run/maintenance costs, benefit assumptions, time horizon, and sensitivity; triggers include 自动化投资回报 and automation ROI.

Use this skill when you need to design automation testing approaches using patterns like POM, data-driven testing, or BDD; triggers include automation testing and test automation strategy.

Use this skill when you need to select boundary and near-boundary candidates from sourced value, length, time, and resource constraints; triggers include 边界值分析 and boundary value test design.

Use this skill when you need to write clear, reproducible bug reports with steps, environment details, and evidence; triggers include bug reporting and defect reporting.

Use this skill when requirements, policies, contracts, or workflows need traceable business rules extracted before design or testing; triggers include business rule extraction, policy rule inventory, and atomic rule analysis.

Use this skill when you need to assess capacity demand, headroom, constraints, and planning assumptions; triggers include capacity planning analysis.

Use this skill when you need to analyze how a code, configuration, or requirement change affects quality scope; triggers include change impact analysis.

Use this skill when you need evidence-bounded chaos-testing analysis and validation preparation; triggers include 混沌测试 and chaos-testing.

Use this skill when you need evidence-bounded pipeline stages, feedback latency, resources, flakiness, caching/sharding, and rollback boundaries; triggers include CI 测试流水线 and CI test pipeline.

Use this skill when you need evidence-bounded circuit-breaker-testing analysis and validation preparation; triggers include 熔断器测试 and circuit-breaker-testing.

Use this skill when you need a risk-driven code review of a PR/diff with severity-ranked findings and actionable fixes; triggers include code review, PR review,.

Use this skill when you need to select high-risk multi-factor combinations after factors, values, and constraints are explicit; triggers include 组合测试 and combinatorial test design.

Use this skill when you need to select evidence-backed browser, engine, device, and version coverage; triggers include 跨浏览器测试 and cross-browser testing.

Use this skill when you need a day-by-day QA routine including planning, execution, bug reporting, and end-of-day wrap-up; triggers include daily testing workflow and daily QA routine.

Use this skill when an ERD, DDL, ORM schema, or migration plan needs an evidence-bounded database design review before implementation; triggers include database design review, migration readiness review, and schema quality audit.

Use this skill when you need to turn conditions, rules, actions, and outcomes into an auditable set of rule combinations; triggers include 决策表测试设计 and decision table test design.

Use this skill when you need evidence-bounded dependency-failure-testing analysis and validation preparation; triggers include 依赖故障测试 and dependency-failure-testing.

Use this skill when you need evidence-bounded disaster-recovery-testing analysis and validation preparation; triggers include 灾备测试 and disaster-recovery-testing.

Use this skill when you need to route a request to the right testing skill before execution; triggers include discover testing, testing skill router, and which testing skill.

Use this skill when you need to analyze distributed traces for call paths, latency, errors, and evidence gaps; triggers include distributed trace analysis.

Use this skill when you need to discover boundary, rare, limit, ordering, or combination scenarios from product and test evidence; triggers include edge case discovery.

Use this skill when you need to partition inputs into evidence-backed valid, invalid, and unknown classes based on constraints, rules, and response differences; triggers include 等价类划分 and equivalence partitioning test design.

Use this skill when error taxonomy, retries, timeouts, fallback, or recovery design needs an evidence-bounded review before implementation; triggers include error handling design review, failure-path review, and recovery readiness review.

Use this skill when you need evidence-bounded failover-testing analysis and validation preparation; triggers include 故障切换测试 and failover-testing.

Use this skill when you need to investigate intermittent test failures from run history and evidence; triggers include flaky test analysis.

Use this skill when you need to design functional test plans or cases for business flows, UI, data, and integrations; triggers include functional testing and functional test cases.

Use this skill when you need evidence-bounded repeat inputs, version/model/prompt factors, invariants, variance evidence, and comparison boundaries; triggers include LLM 一致性 and LLM consistency.

Use this skill when you need to design LLM evaluation datasets, judges, metrics, and human-review boundaries; triggers include llm evaluation design.

Use this skill when you need evidence-bounded claim-to-source relations, unsupported assertions, abstention, uncertainty, and evidence review; triggers include LLM 幻觉 and LLM hallucination.

Use this skill when you need to test LLM behavior, failure modes, and evidence-based quality boundaries; triggers include llm testing.

Use this skill when you need to analyze logs into evidence, timelines, anomalies, and follow-up hypotheses; triggers include log analysis.

Use this skill when you need to plan manual or exploratory testing with charters, heuristics, and session records; triggers include manual testing and exploratory testing.

Use this skill when you need to derive test candidates from input transformations and expected relations when a direct oracle is limited; triggers include 变形测试 and metamorphic test design.

Use this skill when you need to identify, contextualize, and investigate metric anomalies from observability evidence; triggers include metrics anomaly analysis.

Use this skill when you need to design mobile test plans for iOS or Android covering functionality, compatibility, performance, network, and security; triggers include mobile testing and app testing.

Use this skill when you need to review mock fidelity, contract alignment, over-mocking, and drift evidence; triggers include Mock 质量评审 and mock quality review.

Use this skill when you need to derive test-path candidates from sourced behavior, state, or process models; triggers include 基于模型的测试 and model-based test design.

Use this skill when you need evidence-bounded delegation, coordination, shared state, conflicts, ownership, termination, and traceability; triggers include 多 Agent 协作 and multi-agent coordination.

Use this skill when multiple role reports for one quality stage must be combined into a traceable synthesis; triggers include multi-role quality synthesis, role report consolidation, disagreement summary..

Use this skill when you need to interpret mutation operators, killed and survived mutants, and evidence limits; triggers include 变异测试分析 and mutation testing analysis.

Use this skill when you need to discover invalid, denied, failed, degraded, or unsafe-recovery scenarios from product evidence; triggers include negative scenario discovery.

Use this skill when logging, metrics, tracing, alerting, or SLO design needs an evidence-bounded review before implementation; triggers include observability design review, telemetry readiness review, and alert actionability audit.

Use this skill when you need to identify interactions that need at least pairwise coverage after factors, values, and constraints are explicit; triggers include 成对测试 and pairwise test design.

Use this skill when you need to form evidence-based performance bottleneck hypotheses and validation steps; triggers include performance bottleneck analysis.

Use this skill when you need to compare performance evidence across versions and assess regression risk; triggers include performance regression analysis.

Use this skill when you need to interpret performance results, evidence quality, and risk without inventing conclusions; triggers include performance result analysis.

Use this skill when you need Gatling performance scope, simulations, or runnable entry points; triggers include Gatling, Gatling simulations, and Gatling performance testing.

Use this skill when you need to design JMeter test plans with Thread Groups, samplers, data sets, assertions, timers, CLI runs, and HTML reports; triggers include JMeter performance testing, performance testing, and performance-test-jmeter.

Use this skill when you need k6 load/stress/spike/soak scope, scripts, or runnable entry points; triggers include k6, k6 scripts, and k6 performance testing.

Use this skill when you need to design performance testing for load, stress, spike, endurance, or capacity objectives; triggers include performance testing and load testing.

Use this skill when you need to model realistic performance workload, traffic, and acceptance assumptions; triggers include performance workload modeling.

Use this skill when you need to determine test impact from a pull request or code diff; triggers include PR test impact analysis.

Use this skill when product-quality responsibility is needed across requirements, strategy, review, test-case, or reporting stages; triggers include product quality perspective, product quality review..

Use this skill when you need to analyze production-incident evidence, impact, and follow-up actions; triggers include production incident analysis.

Use this skill when you need to plan or assess evidence-based production verification after a release; triggers include production verification.

Use this skill when project delivery constraints or action tracking are needed for test strategy, test strategy review, or test report review; triggers include project delivery perspective, delivery planning, schedule and capacity..

Use this skill when you need to design safe prompt-injection tests for AI systems and tool boundaries; triggers include prompt injection testing.

Use this skill when you need to test prompt behavior, regression risk, and output boundaries across versions; triggers include prompt testing and prompt-regression.

Use this skill when you need to turn invariants, generation domains, and shrinking strategies into reviewable property-test candidates; triggers include 基于属性的测试 and property-based test design.

Use this skill when QA quality perspective is needed for requirements, strategy, review, test cases, or reports; triggers include QA quality perspective.

Use this skill when you need evidence-bounded quality dashboard audiences, decision questions, panels, drill-downs, freshness, and alert boundaries; triggers include 质量仪表盘 and quality dashboard.

Use this skill when you need evidence-bounded quality-debt items, origins, impact, age, priority, ownership, and paydown tradeoffs; triggers include 质量债务 and quality debt.

Use this skill when you need evidence-bounded entry criteria, evidence requirements, owners, and exception paths for a delivery or release gate; triggers include 质量门禁 and quality gate.

Use this skill when you need evidence-bounded quality-practice maturity dimensions, rubric anchors, evidence sufficiency, and improvement gaps; triggers include 质量成熟度 and quality maturity.

Use this skill when you need evidence-bounded quality metric definitions, calculation rules, data sources, freshness, and anti-gaming boundaries; triggers include 质量指标 and quality metric.

Use this skill when you need evidence-bounded quality and delivery metrics, denominators, attribution limits, gaming risk, and the Human-use boundary; triggers include 质量生产力 and quality productivity.

Use this skill when you need to identify and prioritize quality risks from product, change, and evidence inputs; triggers include quality risk analysis.

Use this skill when you need evidence-bounded grounding, relevance, completeness, citation support, abstention, and answer-level evidence in RAG outputs; triggers include RAG 质量 and RAG quality.

Use this skill when you need evidence-bounded query variants, chunking, filters, recall/precision proxies, ranking, freshness, and retrieval evidence; triggers include 检索结果 and retrieval result.

Use this skill when you need evidence-bounded recovery-testing analysis and validation preparation; triggers include 恢复测试 and recovery-testing.

Use this skill when you need evidence-bounded tradeoffs among regression selection, ordering, parallelism, caching, and risk preservation; triggers include 回归范围 and regression scope.

Use this skill when you need to define risk-based regression scope after a change or release; triggers include regression scope analysis.

Use this skill when you need to select an executable regression test set from known test assets; triggers include regression test selection.

Use this skill when you need release-phase QA workflow from T-14 planning to go/no-go and post-release monitoring; triggers include release testing workflow and go/no-go QA.

Use this skill when you need evidence-bounded reliability-testing analysis and validation preparation; triggers include 可靠性测试 and reliability-testing.

Use this skill when requirement wording has unclear actors, references, scope, quantities, conditions, timing, states, or acceptance criteria; triggers include requirement ambiguity, unclear requirements, and ambiguity analysis.

Use this skill when multiple requirement, policy, contract, or acceptance sources may contain mutually exclusive rules or constraints; triggers include requirement conflict detection, conflicting requirements, and mutually exclusive requirements.

Use this skill when multiple requirement artifacts may disagree on terminology, identifiers, formats, states, rules, or behavior; triggers include requirement consistency, cross-document consistency, and consistency analysis.

Use this skill when you need to find missing, conflicting, or untestable requirement information; triggers include requirement gap analysis.

Use this skill when a requirement, acceptance-criteria set, or change brief needs an evidence-bounded quality review before design or testing; triggers include requirement quality review, requirements quality gate, and requirement completeness review.

Use this skill when requirements, acceptance criteria, design, code, tests, defects, or evidence must be mapped bidirectionally and coverage gaps made explicit; triggers include requirement traceability, traceability analysis, and traceability matrix.

Use this skill when you need to analyze requirements, identify test points, boundaries, dependencies, and risks before test design; triggers include requirements analysis and test point analysis.

Use this skill when you need to parse Word/HTML/JSON/Markdown/Excel requirements and produce a structured analysis; triggers include requirements analysis plus and requirement document parsing.

Use this skill when you need evidence-bounded resilience-testing analysis and validation preparation; triggers include 韧性测试 and resilience-testing.

Use this skill when you need evidence-bounded retry-testing analysis and validation preparation; triggers include 重试测试 and retry-testing.

Use this skill when you need to turn quality risks into prioritized test objectives, depth, methods, and scope tradeoffs; triggers include risk-based testing.

Use this skill when you need to form and verify evidence-based root-cause hypotheses; triggers include root cause analysis.

Use this skill when you need evidence-bounded secrets-exposure-review analysis and validation preparation; triggers include 敏感信息暴露审查 and secrets-exposure-review.

Use this skill when you need evidence-bounded security-requirement-review analysis and validation preparation; triggers include 安全需求审查 and security-requirement-review.

Use this skill when you need to design security testing around OWASP risks, vulnerability scanning, and penetration scenarios; triggers include security testing and vulnerability testing.

Use this skill when you need evidence-bounded session-security-testing analysis and validation preparation; triggers include 会话安全测试 and session-security-testing.

Use this skill when selecting and reporting verification for Skill changes; triggers include Skill change verification, quality gates, and evidence levels.

Use this skill when designing, running, interpreting, or reporting Agent Skill evaluations, selecting cases or judges, and analyzing trigger, benchmark, or regression evidence; triggers include Skill evaluation and evaluation design.

Use this skill when reviewing the contract completeness of Skills, Prompts, metadata, or QA documentation; triggers include Skill prose review, Prompt review, and contract audit.

Use this skill when auditing or trimming process residue from Skills, Prompts, comments, or docs; triggers include process prose cleanup, review residue, and current-state rewriting.

Use this skill when reviewing a complete Skill package for architecture, scope, triggers, independent installation, bilingual consistency, Eval readiness, and evidence boundaries; triggers include Skill quality review and package review.

Use this skill when you need a sprint-based QA workflow from planning through review and retrospective; triggers include sprint testing workflow and iteration QA workflow.

Use this skill when you need to derive test candidates for reachable, unreachable, and abnormal transitions from states, events, guards, and actions; triggers include 状态迁移测试 and state transition test design.

Use this skill when an architecture note, ADR, component design, or technical proposal needs an evidence-bounded quality review before implementation; triggers include technical design review, design readiness review, and non-functional design audit.

Use this skill when a technical quality perspective is needed for requirements, strategy, code, test cases, or reports; triggers include technical quality review, architecture review, and code review.

Use this skill when you need to review test cases for completeness, clarity, maintainability, and missing scenarios; triggers include test case review and test case QA.

Use this skill when you need structured test-case review findings from requirements, strategy, and case docs; triggers include test case reviewer plus and advanced test case review.

Use this skill when you need to create high-quality test cases with normal, exception, and boundary scenarios; triggers include test case writing and test design.

Use this skill when you need to review test code for assertions, isolation, determinism, fixtures, and maintainability; triggers include 测试代码评审 and test code review.

Use this skill when you need to design safe, representative test data from stated constraints; triggers include test data generation.

Use this skill when you need to analyze test-data prerequisites, relationships, privacy, lifecycle, and environment blockers before test design or generation; triggers include test data requirement analysis.

Use this skill when you need evidence-bounded the relationship between test signals and defects or risks, missed-detection limits, false signals, and validation plans; triggers include 测试有效性 and test effectiveness.

Use this skill when you need to identify missing or weak test obligations from requirements, risks, changes, defects, and test evidence; triggers include test gap analysis.

Use this skill when you need evidence-bounded change frequency, repair effort, flaky cost, ownership, maintainability, and confidence; triggers include 维护成本 and maintenance cost.

Use this skill when a test report needs an evidence-consistency review before Human approval; triggers include test report review, quality report audit, test evidence review..

Use this skill when you need to generate test reports with summary, metrics, defect analysis, and risk assessment; triggers include test reporting and QA status report.

Use this skill when you need evidence-bounded slow tests, profiling evidence, setup/teardown, parallelism, isolation, and baselines; triggers include 测试运行时间 and test runtime.

Use this skill when a test activity, iteration, release, or risk review needs explicit inclusion, exclusion, depth, and expansion boundaries before execution; triggers include test scope analysis, test boundary review, and release test scoping.

Use this skill when you need to define a test strategy covering scope, methods, resources, risks, and quality gates; triggers include test strategy and QA planning.

Use this skill when you need a structured test strategy from requirement, analysis, tech, and plan docs; triggers include test strategy plus and advanced test strategy.

Use this skill when a proposed test strategy needs evidence-based review before Human approval; triggers include test strategy review, strategy approval review..

Use this skill when you need to assess test-suite health from duration, flakiness, duplication, quarantine, and maintenance evidence; triggers include 测试套件健康分析 and test suite health analysis.

Use this skill when you need to assess whether a requirement or design can be efficiently and reliably tested; triggers include testability analysis.

Use this skill when you need high-quality test cases from requirements and analysis artifacts; triggers include testcase writer plus and advanced test case writing.

Use this skill when you need evidence-bounded queues, dependencies, capacity, handoffs, and evidence for testing constraints; triggers include 测试瓶颈 and testing bottleneck.

Use this skill when you need evidence-bounded threat-modeling analysis and validation preparation; triggers include 威胁建模 and threat-modeling.

Use this skill when you need evidence-bounded timeout-testing analysis and validation preparation; triggers include 超时测试 and timeout-testing.

Use this skill when you need to design Cypress e2e and component testing plans with commands, fixtures, network stubbing, and CI reporting; triggers include Cypress UI testing, UI automation testing, and ui-test-cypress.

Use this skill when you need to design Playwright Test suites with fixtures, projects, traces, screenshots, API plus UI coverage, and CI reporting; triggers include Playwright UI testing, UI automation testing, and ui-test-playwright.

Use this skill when you need to design Puppeteer automation for Chromium-driven checks, screenshots, PDFs, network interception, and CDP use cases; triggers include Puppeteer UI testing, UI automation testing, and ui-test-puppeteer.

Use this skill when you need to review UI automation selectors for stability, semantics, and maintainability using source evidence; triggers include UI 测试选择器评审 and UI test selector review.

Use this skill when you need to design Selenium WebDriver UI automation plans with stable locators, waits, Page Objects, Grid, and CI execution; triggers include Selenium UI testing, UI automation testing, and ui-test-selenium.

Use this skill when you need to define an evidence-bounded UI test strategy across journeys, states, platforms, and risks; triggers include UI 测试策略 and UI test strategy.

Use this skill when you need to design TestCafe UI automation with fixtures, selectors, roles, browser matrix execution, and reports; triggers include TestCafe UI testing, UI automation testing, and ui-test-testcafe.

Use this skill when you need to review asynchronous UI waits, polling conditions, and timeout evidence; triggers include UI 测试等待策略评审 and UI test wait strategy review.

Use this skill when you need to design WebdriverIO suites with config, services, runner behavior, Page Objects, capabilities, and reporters; triggers include WebdriverIO UI testing, UI automation testing, and ui-test-webdriverio.

Use this skill when a quality stage needs a UX perspective on information architecture, interaction states, consistency, responsive behavior, or accessibility; triggers include UX quality perspective, UX review..

Use this skill when you need to define evidence-bounded visual regression candidates, baselines, and comparison conditions; triggers include 视觉回归测试 and visual regression testing.