Testing Qa AI Skills

Use when building a site whose reference has animation — before writing any motion code, and again when verifying a build. Teaches what to record from a live site (and what to skip), how to study the…

Expert advisor for when a build, UI, workflow, spec, or implementation feels wrong but the user cannot yet express the right product, design, engineering, or evaluation critique. Use before more…

Testing and benchmarking LLM agents including behavioral testing, capability assessment, reliability metrics, and production monitoring—where even top agents achieve less than 50% on real-world…

从公开内容中筛选真正值得学习、能够迁移的对标样本，并排除名人效应、粉丝体量和独特资源造成的假象。用户要找低粉爆款、垂直对标、邻近受众样本或跨赛道灵感时使用。 English: Find public benchmark content that is genuinely learnable and transferable while filtering out celebrity…

Test web applications end-to-end by simulating user interactions and verifying expected outcomes. Trigger when the user asks to: test a web app, verify a user flow, run end-to-end tests, QA a feature,…

为任意 coding agent 编写高质量任务目标的指南。当用户提到「设定目标」「goal」「任务目标」「持久目标」「完成标准」、或需要为复杂多轮任务（性能优化、调试、迁移、研究复现等）定义可验证的完成条件和约束时触发。

為使用者產生高品質的 AI 生圖、生影片、生音樂提示詞，並在需要時透過瀏覽器自動化實際送到目標平台。涵蓋 OiiOii、Kling 3.0/O-series、Seedance 2.0/2.5、Suno v5.5、Seedream 5.0/4.0、Vidu Q3、Midjourney V8.1、Flux 1.1 Pro / Kontext、Runway Gen-4.5 / Aleph、Google…

制作含结构、原理和步骤插图的可编辑 Word 手册。

Reverse engineer a detailed product and technical specification document from a git branch's implementation. Use when: (1) a branch has shipped or is in-progress and needs documentation, (2) you need…

Use when adding chat routes, LLM tools, structured outputs, or streaming UI with the Vercel AI SDK in this Next.js AI app.

Use when deploying qaskills.sh to production, verifying whether a deploy landed, or when a push to main did not show up on the live site, e.g. "deploy", "ship it", "push this live", "is prod…

Test REST and GraphQL endpoint contracts using Playwright request fixture (TypeScript) or REST Assured (Java). Use for standalone API tests covering schemas, auth, status/error handling, pagination,…

Graph-evidence AI code review (codexqa-code-reviewer) for ANY language repo using ONLY the CodexQA CLI symbol graph (call chains, classes, methods, configs, blast radius, test edges), then an order-16…

Generate backend tests (unit, integration, mocks) for existing code. Auto-invoke when user says "write test for", "add test", "test this", or "create test".

当用户说“autopilot”“自己搞定”“直接跑到底”，或委托代理调查、实施并验证一个宽泛任务时使用。仅规划、解释或已有明确窄范围的请求，按用户指定范围处理。

Expert in 3D computer vision labeling tools, workflows, and AI-assisted annotation for LiDAR, point clouds, and sensor fusion. Covers SAM4D/Point-SAM, human-in-the-loop architectures, and…

Flaky test fixes: detect nondeterministic tests empirically (repeat/shuffle/parallel runs), diagnose the root cause, fix it — never retry/skip/sleep — and verify across many randomized runs. Triggers…

Flaky test fixes: detect nondeterministic tests empirically (repeat/shuffle/parallel runs), diagnose the root cause, fix it — never retry/skip/sleep — and verify across many randomized runs. Triggers…

Design, generate, and deliver client performance reports across all channels, covering quarterly reports, tax reporting, portal integration, and compliance review. Use when the user asks about…

Quickly fetch data and print key backtest stats for a symbol with a default EMA crossover strategy. No file creation needed - runs inline in a notebook cell or prints to console.

Hybrid fingerprint + LLM pipeline for bug classification, deduplication, and ticket generation. Normalizes CI logs, creates stable fingerprints, clusters near-duplicates, then uses LLM for severity…

Add delivery controllers for specx services, especially FastAPI HTTP routes. Use when creating top-level `delivery/` request/response schemas, one controller per scoped use-case set, route…

Workflow for updating, fixing, and improving MPM agents

AI 在链路改动/治理改动的功能实现完成后自动调用（不需要用户手动触发），执行验证测试并记录结果（含完成度四态判定）到项目文档的 verification.md。跳过条件：单项目改动只需单元测试+lint，不必套用四态记录格式。

This skill should be used after Codex implements a UI change and before visual acceptance review. It audits source code against project-specific visual specs, design tokens, component tree,…

Analyze local competitors from a Google Maps CSV export. Compare ratings, reviews, digital presence, and positioning. Find market gaps and opportunities without any API calls.

CRE Capital Markets and Debt Maturity suite - 8 specialist skills for maturity diagnostics, refinance proceeds gaps, extensions, workouts, rescue capital, term sheet comparison, CMBS special servicing…

Identify content gaps and organizational opportunities. Analyzes missing content areas, redundancies, and consolidation opportunities.

Post-deploy canary monitoring — checks site health, detects regressions, monitors for errors after deployment. Use after deploying to verify production is healthy.

Create, revise, or audit academic data/result figures for CS/AI/ML papers. Data/result plots default to Python-generated editable SVG with CS/AI/ML-specific design rules for benchmarks, ablations,…

深度调研技能：对任意命题进行系统性调研并输出专业研究报告。 覆盖技术选型、行业分析、学术研究、竞品分析、概念探索等所有调研场景。 核心方法论：快速扫描→假设驱动研究、内外数据结合（先摸清内部现状再对标外部水位）、 反面证据强制搜索、数据来源三级分类、结论置信度分级、多层次报告输出。 采用 Orchestrator-Subagent 架构（Lead+Sub-agent…

Review current code changes for bugs, regressions, test gaps, and project-guideline violations.

Write integration tests using .NET Aspire's testing facilities with xUnit. Covers test fixtures, distributed application setup, endpoint discovery, and patterns for testing ASP.NET Core apps with real…

Return a short greeting when the user asks to be greeted.

Interactive browser automation via playwright-cli. Use when you need to navigate a site, click elements, fill forms, take snapshots, or triage a live app.

Runs a backpressured automated development loop. Use it ONLY when the user explicitly mentions "backpressured" or "backpressure" — e.g. asking for a "backpressured" loop/run, "do this backpressured",…

对已确认的 Bug 做根因定位、影响分析、回归建议时使用——复现 → 读代码定位根因 → 影响五面分析 → 回归建议，条目（根因/影响/Severity 依据/修复建议/回归建议五个扩展字段）落盘为 Bug 条目。不用于：仅收集 Bug 证据（automated-e2e-testing / api-testing）、疑似未定性缺陷（test-case-writing 的 Cx 记录）。

Build an eval suite that can actually detect a regression — cases pulled from real traffic, graders that check properties rather than vibes, a recorded baseline, and per-case diffs in both directions.…

在已获授权的飞书/Lark 多维表格中处理 AutoResearch 的领题、完成提交/验收和组长初检三表流转，核对当期题号、字段权限、证据和写后回读。用于领取题目、提交验收材料或回填初检结论；不用于绕过组织权限、恢复离职账号或替代任务 QA。

半调纸拼贴风信息动画（HyperFrames）。给一份口播逐字稿，从中挑出适合做成信息动画的段落（数字冲击、流程结构、清单收敛、对比翻转、结果高光），经用户确认后出静态样帧，再确认后产出 1080×1920 竖屏带拟音的 mp4 动画。用户说「拼贴信息动画」「collage…

Plans, coordinates, and audits risk-based DQ, IQ, OQ, PQ, intended-use validation, stage release, and requalification for regulated or high-assurance computerized systems. Use with Agile V lifecycle…

Setup wizard — scans codebase, builds confidence per data point, only asks what it can't figure out, generates SDLC files. Use for first-time setup or re-running setup.

(alamops) Adversarial end-to-end bug hunt on a running app. Drives the real app like a hostile, confused, or impatient user — junk and boundary input, double-submits, out-of-order steps, back-button…

Generate unit and UI tests for specified code with edge cases and mocks. Triggers: "generate tests", "write tests", "add tests", "test coverage".

Power Platform Solution Architecture. Use when: selecting app type (Code App vs Canvas vs Model-Driven), designing solution structure, environment strategy, integration patterns, security…

Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, update or optimize an existing skill, run evals to test a…

Audit web pages and components against RAWeb 1.1 (Luxembourg Web Accessibility Framework). Use when reviewing existing code for accessibility compliance, generating audit reports, checking conformance…

Build, launch, and visually test iOS/SwiftUI apps in the Simulator using computer use. Automated screen navigation, crash log analysis, state testing (empty/error/loading), and memory leak detection.…

The Page-altitude benchmark scan in Web Anatomy. Pull the top-ranked WHOLE pages and section patterns in a market and show their structure, positioning, and copy insights, and when the user shares…

「怎么写文字」的总纲——先按金字塔原理搭骨架（结论先行 / SCQA / MECE），再按读者定语气（人还是 agent、上级还是同侧），最后必须以新读者身份通读自检。管一切要给别人看的文字：文档、单据、报告、评审意见、讲稿、群消息、PR 描述。触发："写文档 / 写报告 / 提单 / 写评审意见 / 文案不合理 / 逻辑不清 / 这样礼貌吗 / 结论说不清 / 讲稿检查"。

Use when writing or changing Vitest or React Testing Library tests under `web/` or `packages/dify-ui/`, or when the user explicitly requests frontend test strategy, including evaluation of an existing…