Testing Qa AI agent skills

1,183 skills in the archive. Read a skill’s instructions or open its original repository.

• Perf Theory Tester

  by @composio-community

  Use when running controlled perf experiments to validate hypotheses.

• Django Tdd

  by @xu-xiang

  Django testing strategies with pytest-django, TDD methodology, factory_boy, mocking, coverage, and testing Django REST Framework APIs.

• Springboot Tdd

  by @xu-xiang

  使用 JUnit 5, Mockito, MockMvc, Testcontainers 和 JaCoCo 进行 Spring Boot 的测试驱动开发（TDD）。适用于添加新功能、修复 bug 或重构场景。

• Tdd Workflow

  by @xu-xiang

  在创建新功能、修复 Bug 或重构代码时使用此技能。强制执行测试驱动开发（TDD），要求包括单元测试、集成测试和 E2E 测试在内的测试覆盖率达到 80% 以上。

• Django Verification

  by @xu-xiang

  Django项目的验证循环：迁移、代码检查、带覆盖率的测试、安全扫描，以及在发布或PR前的部署就绪检查。

• E2e Testing

  by @xu-xiang

  Playwright E2E 测试模式、页面对象模型、配置、CI/CD 集成、工件管理和不稳定测试策略。

• Eval Harness

  by @xu-xiang

  克劳德代码会话的正式评估框架，实施评估驱动开发（EDD）原则

• Skill Optimizer

  by @mcollina

  Optimizes AI skills for activation, clarity, and cross-model reliability. Use when creating or editing skill packs, diagnosing weak skill uptake, reducing regressions, tuning instruction salience, improving examples, shrinking…

• Svm Model Importance Analysis

  by @aipoch

  Use when you need a standardized R CLI workflow to run two-class SVM-RFE feature ranking on an expression-like matrix, choose an informative feature count from cross-validated error, and generate reproducible ranking and error…

• Replica Test

  by @Jakeschincariol

  Clicks through every flow of an app clone and tests it for bugs: a test plan generated from the recon flows with happy paths and edge cases, Playwright end-to-end tests where possible, a browser click-through where not, and bug…

• Rtvi Vlm Perf Testing

  by @NVIDIA-AI-Blueprints

  Plan, run, and diagnose reproducible RT-VLM GPU performance canaries and benchmarks. Use this skill when running fresh-container stream-capacity, semantic-isolation, latency, throughput, or regression experiments against an RTVI…

• Vss Benchmark Vlm Qa

  by @NVIDIA-AI-Blueprints

  Benchmark video Q&A accuracy and latency of a deployed RT-VLM (Cosmos Reason 3) via vss vlm run, using questions and videos from the DSS vss-devx-base dataset. Replaces the deprecated nat eval / vss-agent QA path. Not for…

• Elastic Net Feature Selection

  by @aipoch

  Use when selecting predictive genes or other molecular features from bulk expression matrices for binary case-vs-control classification with elastic net logistic regression, including coefficient path and cross-validation plots.…

• External Model Validation

  by @aipoch

  Use when validating an existing prognostic risk signature on an external bulk expression cohort with survival outcomes, producing risk scores, Kaplan-Meier curves, risk distribution plots, heatmap, and time-dependent ROC curves.…

• Xgboost Analysis

  by @aipoch

  Use when building XGBoost models on tabular data and returning feature importance ranking outputs. Supports binary classification and regression with automatic task detection, train-test split, performance tables, feature…

• Lightgbm Analysis

  by @aipoch

  Use when training a LightGBM model on tabular data in R and returning model metrics, feature importance ranking tables, and feature importance plots.

• Figure Legend Writer

  by @aipoch

  Writes complete, publication-grade figure legends that can stand on their own. Use when writing or revising figure legends for any scientific figure — bar charts, line graphs, scatter plots, box plots, heatmaps, survival curves,…

• Ecommerce Product Montage

  by @0xsline

  Assemble product footage, UGC, and b-roll into a conversion-oriented montage with a hook → pain → demo → proof → CTA rhythm. Use for 带货混剪, 产品混剪, 商品短视频, 种草视频, ecommerce montage, product reel, UGC cutdown, or when the user wants…

• Hotpath Init Ci

  by @pawurb

  Set up the hotpath Cloud CI integration in a Rust project whose pull requests come from branches of the same repository (private repositories, or public ones that do not benchmark fork pull requests). Adds the hotpath-cloud…

• Hotpath Init Ci Forks

  by @pawurb

  Set up the hotpath Cloud CI integration in a public Rust project that benchmarks pull requests from forks. Adds the hotpath-cloud feature, a regression policy file, a GitHub Actions benchmark workflow that writes hotpath reports…

• Pi Agent Rust

  by @Dicklesworthstone

  Speeds up pi_agent_rust development and verification workflows. Use when editing providers, tools, sessions, extensions, installer/uninstaller logic, or triaging regressions in this repo.

• Extension Development

  by @nimbalyst

  Build, install, and hot-reload Nimbalyst extensions using MCP tools. Use when developing, testing, or iterating on Nimbalyst extensions.

• Vss Evaluate Caption Accuracy

  by @NVIDIA-AI-Blueprints

  Measure whether an RT-VLM configuration change altered caption quality — capture paired baseline and candidate captions for a set of videos, score both against a ground truth with an LLM judge, and emit an accuracy and…

• Benchmark Vlm Qa

  by @NVIDIA-AI-Blueprints

  Benchmark video Q&A accuracy and latency of a deployed RT-VLM (Cosmos Reason 3) via vss vlm run, using questions and videos from the DSS vss-devx-base dataset. Replaces the deprecated nat eval / vss-agent QA path. Not for…

• Timescaledb Hyperfunctions

  by @timescale

  Use this skill when writing analytical SQL over time-series data with the TimescaleDB Toolkit (timescaledb_toolkit extension) hyperfunctions: approximate percentiles, statistical summaries, time-weighted averages, counter/gauge…

• Merge Queue

  by @a5c-ai

  Process the Refinery merge queue - collect agent work, detect and resolve conflicts, merge in dependency order, and verify integration.

• Test Enforcement

  by @a5c-ai

  Automated test validation, coverage checking, and quality metrics with aggressive defaults

• Skillsbench

  by @benchflow-ai

  SkillsBench contribution workflow. Use when: (1) Creating benchmark tasks, (2) Understanding repo structure, (3) Preparing PRs for task submission.

• Spec Execution

  by @a5c-ai

  6-phase iterative specification execution workflow covering implementation, testing, review, improvement, commit, and progress tracking with quality-gated convergence.

• Context Engineering

  by @a5c-ai

  Dynamic context injection, mode switching (dev/review/research), selective loading, and strategic compaction for token optimization.

• Eval Harness

  by @a5c-ai

  Evaluation harness for testing agent and skill quality through structured benchmarks, regression tests, and quality scoring.

• Multi Service Orchestration

  by @a5c-ai

  PM2 process management, backend/frontend cascade execution, parallel worktree builds, and cross-service integration testing.

• Reproducing Ci Locally

  by @kajisho5

  Run the CI gate on your machine so it agrees with the runner — deriving the exact command, paths, markers, and env from the workflow file instead of the Makefile, unblocking gate steps that short-circuit and hide the next…

• E2e

  by @gronxb

  Agentic end-to-end tests with e2e, the e2e runner. Covers scaffolding e2e.config.ts, picking the Playwright browser engine or the agent-device mobile engine, starting the app under test from the config, driving flows with…

• Manual Qa

  by @gronxb

  Execute a caller's natural-language HotUpdater QA scenario on `examples/v0.85.0` with profile-scoped infrastructure prepared by `hot-updater-agent` and app interactions driven through `agent-device`. Use for AI-led manual OTA QA…

• Competitive Analysis

  by @ginlix-ai

  Competitive landscape analysis: positioning, scorecards, moat assessment, market share trends. Triggers on competitive analysis, competitive landscape, competitor benchmarking, moat assessment, market share, who are the…

• Why

  by @NeoLabHQ

  Iterative Five Whys root cause analysis drilling from symptoms to fundamentals

• Om Evolve Harness

  by @open-mercato

  Add a reproducible standalone agent-harness use case or correct failed routing/context with semantic assertions, one knowledge owner, and before/after evaluation. Use for "add harness case", "agent got this wrong", "extend the…

• Tool Use Data Synthesis

  by @sunny-glow

  Synthesize training data for ANY tool-use / agentic benchmark, in ANY repo. Given a handful of runnable reference tasks, produce thousands of "same-distribution, different-entity" tasks, roll out real trajectories, and emit SFT,…

• Quantmind Operations

  by @qusong0627

  QuantMind 平台运营操作技能 — 覆盖模型训练、模型管理、后台数据更新、字段信息查询、RSS 新闻对接与分析。在 QuantBot / Claude Code 中处理模型训练、数据同步、新闻分析等任务时使用。触发词：模型管理、数据更新、字段信息、RSS、新闻分析、查看数据、同步数据

• Trellis Check

  by @fy-agent

  Comprehensive quality verification: spec compliance, lint, type-check, tests, cross-layer data flow, code reuse, and consistency checks. Use when code is written and needs quality verification, before committing changes, or to…

• Trellis Break Loop

  by @fy-agent

  Deep bug analysis to break the fix-forget-repeat cycle. Analyzes root cause category, why fixes failed, prevention mechanisms, and captures knowledge into specs. Use after fixing a bug to prevent the same class of bugs.

• Test Coverage

  by @NeoLabHQ

  Use after writing tests to assess coverage quality across structural, mutation, requirements, and API/integration dimensions; organized knowledge for choosing and interpreting coverage analyses.

• Query

  by @NeoLabHQ

  Search the FPF knowledge base and display hypothesis details with assurance information

• Plan Do Check Act

  by @NeoLabHQ

  Iterative PDCA cycle for systematic experimentation and continuous improvement

• Analyze Issue

  by @NeoLabHQ

  Analyze a GitHub issue and create a detailed technical specification

• Status

  by @NeoLabHQ

  Display the current state of the FPF knowledge base

• Csharp Pro

  by @rmyndharis

  Write modern C# code with advanced features like records, pattern matching, and async/await. Optimizes .NET applications, implements enterprise patterns, and ensures comprehensive testing. Use PROACTIVELY for C# refactoring,…

• Cpp Pro

  by @rmyndharis

  Write idiomatic C++ code with modern features, RAII, smart pointers, and STL algorithms. Handles templates, move semantics, and performance optimization. Use PROACTIVELY for C++ refactoring, memory safety, or complex C++ patterns.

• Agent Device

  by @callstackincubator

  Automates interactions for Apple-platform apps (iOS, tvOS, macOS) and Android devices. Use when navigating apps, taking snapshots/screenshots, tapping, typing, scrolling, or extracting UI info across mobile, TV, and desktop…

• Skill Creator

  by @feiskyer

  Create, refine, and benchmark agent skills. Use when building a new skill, updating an existing one, running evals, checking trigger quality, or improving a skill description.

• React Native Tv Best Practices

  by @callstackincubator

  Reviews React Native TV apps for focus/D-pad navigation, 10-foot UI layout, TV playback/DRM integration, low-memory TV performance, and TV accessibility. Use when building, debugging, or reviewing react-native-tvos, Expo TV,…

• Verify

  by @codeaholicguy

  AI DevKit · Enforce evidence-based completion claims — require fresh command output before reporting success. Use when completing any task, fixing a bug, finishing a phase, running tests, building, deploying, or making any "it…

• Dev Testing

  by @codeaholicguy

  AI DevKit · Testing phase guidance for adding and validating feature test coverage. Use when the user wants to write tests, update testing docs, run coverage, close coverage gaps, or run dev-lifecycle phase 8.

• Actionbook Web Test

  by @actionbook

  Run browser-based web tests against websites using Actionbook CLI. Activate when the user wants to test a website workflow, run smoke tests, verify a user flow, check if a web application works, run regression tests, or validate…

• Qa Quarto

  by @pedrohcgs

  Adversarial Quarto-vs-Beamer parity QA. A critic agent compares the Quarto HTML render to the Beamer PDF benchmark for content/visual parity; a fixer agent applies fixes; loops until APPROVED or two consecutive rounds turn up…

• Sprite Gen

  by @aldegad

  Generates images and game sprites through GPT or Grok with guided provider choices, separate saved defaults, automatic cleanup and optional curation. Handles sprite requests, ordinary image generation/editing, standalone…

• Quantitative Analysis

  by @cbrock84

  Answers a business question with data without fooling yourself — framing the question so an answer would change something, choosing the right comparison, checking the data before trusting it, recognizing the traps that produce…

• Wiki Capture

  by @Kaelio

  ktx's knowledge base - wiki pages for durable, reusable business knowledge. Covers capture workflow for user preferences, metric definitions, organizational conventions, and cross-references between wiki pages and semantic-layer…

• Gaia Testing

  by @amd

  GAIA's multi-tier regression harness — runs unit, integration, and real-world (on-machine) tiers and brings back screenshots, logs, traces, planted-fact retrieval proof, and per-operation timing with anomaly flags, all collected…

• Adding Eval Scorecard

  by @amd

  Adopt the per-agent eval scorecard for a GAIA hub agent: write the harness→payload adapter, run the eval to produce a REAL scorecard, link + surface it from the agent's README, wire the release gate, and (for a new agent)…

• Benchmarking The Agent

  by @amd

  Measure the flagship GAIA agent against Claude Code and across models — quality, truthfulness, steps, tokens, time and real cost — with `gaia eval tasks`. Use when asked to benchmark the agent, compare models or harnesses, check…

• Dbs Benchmark

  by @Pluviobyte

  dontbesilent 对标分析。用五重过滤法帮你找到值得模仿的对标，排除一切关于「我」的噪音。 触发方式：/dbs-benchmark、/对标、「帮我找对标」「我该模仿谁」 Benchmark analysis using dontbesilent's five-filter method. Trigger: /dbs-benchmark, "find me a benchmark", "who should I copy"

• Ra Video Title

  by @Pluviobyte

  视频标题生成与落盘工作流。Use when the user asks to title a finished or planned video, especially 抖音/小红书视频标题, 视频标题.md, 成片同级目录, 对标标题共性, 两段式标题, 基于视频主题起标题, 洗稿后标题, or replacing generic dbs-xhs-title for video titles. It derives the real video…

• Dbs

  by @Pluviobyte

  dontbesilent 商业工具箱主入口。双模式：任务前路由（你的问题该用哪个 skill）+ 任务后导航（刚做完诊断，下一步该干什么）。 触发方式：/dbs、/商业、「帮我看看」、「下一步怎么走」 Main entry point for dontbesilent business toolkit. Dual mode: pre-task routing + post-task navigation. Trigger: /dbs, "help me…

• Bats Testing Patterns

  by @rmyndharis

  Master Bash Automated Testing System (Bats) for comprehensive shell script testing. Use when writing tests for shell scripts, CI/CD pipelines, or requiring test-driven development of shell utilities.

• C Pro

  by @rmyndharis

  Write efficient C code with proper memory management, pointer arithmetic, and system calls. Handles embedded systems, kernel modules, and performance-critical code. Use PROACTIVELY for C optimization, memory issues, or system…

• Skill Creator

  by @Memento-Teams

  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 skill, benchmark skill…

• Huashu Wechat Image

  by @alchaincyf

  为微信公众号文章生成高质量配图。支持封面图（2.35:1）、正文插图（16:9/4:3）、信息图。提供两条路径：AI生成（视觉创意型）和HTML渲染（文字精确型）。当用户提到"公众号配图"、"公众号封面"、"文章配图"、"正文插图"、"公众号图片"时使用此技能。

• Webapp Qa

  by @Prismer-AI

  Perform scoped exploratory QA of a web application, reproduce defects, collect screenshots and console evidence, and deliver a prioritized report.

• Release Rollback

  by @Prismer-AI

  Roll a release back for real when post-deploy regression goes red — apc release rollback flips the current version to pulled and the last good version back to current in the release ledger, and (with --mirror) repoints the bare…

• Release Preflight

  by @Prismer-AI

  Run the release hard-precondition gate before any tag/OTA — apc release preflight runs the real tier gate (run.ts), version alignment, and prisma regen check, all read-only. green(0) releasable · staged(3) fixable preconditions…

• Ui Canvas

  by @Prismer-AI

  Use when a product journey, production component path, UI/UX operation sequence, visual regression, or alignment review must be represented or audited in /ui-canvas with implementation-spec references, immutable versions,…

• Impact Trace

  by @Prismer-AI

  For a change point (function / type / endpoint / SQL column), enumerate its real blast radius across six dimensions with a grep citation per row, then derive the regression test scope. Every impact-table row must trace to a real…

• Test Runner

  by @Prismer-AI

  For a code change, pick the right test tier by change surface, run apc test with baseline diff, and report only NEW reds vs baseline back to the task's acceptance criterion. Separates env_blocked from SUT red so a broken machine…

• Bug Reproduce

  by @Prismer-AI

  Turn a known bug into a tight, red-capable reproducer, then prove the reproducer locks that bug with a reversal negative control (reintroduce the bug → reproducer must go red again). Use at the start of a bugfix, before…

• Release Tag

  by @Prismer-AI

  Cut a release tag behind a real tier gate and cloud approval readback. The approval, task, approved commit, and resulting tag are bound; self-approval and HEAD drift fail closed. Prod prefixes remain refused.

• Design Qa

  by @plugin87

  Set up or run design QA gates — token + hardcoded-value lint, automated a11y (axe), contrast, visual regression across variants/states/themes/RTL, and the manual a11y checklist. Use when the user wants CI quality gates, to…

• Benchmark

  by @fynnfluegge

  Run SWE-bench Lite benchmarks against agtx coding agent workflows. Guides setup, configuration, execution, evaluation, and reporting.

• Test Patterns

  by @rohitg00

  Applies proven testing patterns — Arrange-Act-Assert (AAA), Given-When-Then, Test Data Builders, Object Mother, parameterized tests, fixtures, spies, and test doubles — to help write maintainable, reliable, and readable test…

• Verification Gates

  by @rohitg00

  Creates explicit validation checkpoints (verification gates) between project phases to catch errors early and ensure quality before proceeding. Use when the user asks about quality gates, milestone checks, phase transitions,…

• Testing Anti Patterns

  by @rohitg00

  Reviews test code to identify and fix common testing anti-patterns including flaky tests, over-mocking, brittle assertions, test interdependency, and hidden test logic. Flags bad patterns, explains the specific defect, and…

• Red Green Refactor

  by @rohitg00

  Guides the red-green-refactor TDD workflow: write a failing test first, implement the minimum code to make it pass, then refactor while keeping tests green. Use when a user asks to practice TDD, write tests first, follow…

• Write Code Eval

  by @ai-evals-course

  Write code evaluators for known failure modes with objective rules. Use when code can check the rule from a trace, with or without a reference answer. Use `write-judge-prompt` when the rule requires interpretation.

• Clawteam Dev

  by @win4r

  Use this skill when working inside the ClawTeam repository itself: local development, debugging, reviewing, testing, validating multi-agent flows, or checking whether a code change actually works end-to-end. Use the repository…

• Finetuning

  by @evo-hq

  This skill should be used when picking or diagnosing a training move (SFT, LoRA, DPO/KTO/ORPO, RFT, GRPO/PPO/RLOO, RLHF), or when the user mentions fine-tuning, post-training, training recipe, reward design, or weight updates.…

• Frontend Visual Qa

  by @daymade

  Audits already-rendered UI — web app, deck/slide, dashboard, design-system, or Electron/native app — via real-browser/native-app journeys and a Playwright sweep. Use after UI implementation to find typography, overflow,…

• Llm Eval Harness

  by @daymade

  Tests/benchmarks a third-party LLM endpoint (OpenAI- or Anthropic-compatible): availability, fidelity, speed, concurrency, protocol compliance, quality regression. Use before hand-rolling a curl loop, when onboarding a provider,…

• Retention Analysis

  by @mohitagw15856

  Estructura un análisis de retención, investigación de churn o deep-dive de engagement para cualquier equipo de producto. Utiliza cuando se te pida analizar la retención de usuarios, investigar churn, medir DAU/MAU o construir un…

• Verify

  by @perminder-klair

  Drive a controller/admin-UI change end-to-end from a worktree without touching the live station — isolated controller on a spare port + temp STATE_DIR, worktree Next dev server, Playwright against /admin.

• Designing Tests

  by @CloudAI-X

  Designs and implements testing strategies for any codebase. Use when adding tests, improving coverage, setting up testing infrastructure, debugging test failures, or when asked about unit tests, integration tests, or E2E testing.

• Parallel Execution

  by @CloudAI-X

  Patterns for parallel subagent execution using Task tool with run_in_background. Use when coordinating multiple independent tasks, spawning dynamic subagents, or implementing features that can be parallelized.

• E2e

  by @vellum-ai

  Run end-to-end tests via the CI workflow.

• Generating Cli Tests

  by @https-deeplearning-ai

  Generate pytest tests for Typer CLI commands. Includes fixtures (temp_storage, sample_data), CliRunner patterns, confirmation handling (y/n/--force), and edge case coverage. Use when user asks to "write tests for", "test my…

• Doc To Markdown

  by @daymade

  Converts DOCX/PDF/PPTX to high-quality Markdown with automatic post-processing. Fixes pandoc grid tables, simple tables, image paths, CJK bold spacing, attribute noise, and code blocks; for PDFs also strips OCR garbage blocks,…

• Test

  by @jsmastery-pro

  Run /test to write a test suite for code you just built or changed, after implementing a feature, route, or fix. Targets uncommitted changes automatically, reads test preferences.json for your framework (asks and saves it if…

• Ab Test Readout

  by @mohitagw15856

  Analyse a finished A/B test and write the readout — the result, whether it's statistically and practically significant, what it means, and the ship/no-ship call. Use when asked to analyse experiment results, write an A/B test…

• Playwright Testing

  by @marmelab

  Playwright E2E testing patterns — web-first assertions, user-visible locators, network interception, fixtures, authentication, and parallel execution. Use when building or reviewing E2E tests with Playwright, when setting up…

• E2e Conventions

  by @marmelab

  When to write e2e tests, where to put them, and how to verify them. Apply to any task touching UI, filters, forms, or interactions.

• Validate Test

  by @wrtnlabs

  Validate test coverage against providers (read-only)