Expert guidance for PyTorch Dynamo (torch.compile) development and debugging. Covers symbolic execution, VariableTracker system, pytree integration, guard failures, guard…
中文优先：用于PyTorch模式相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: PyTorch deep learning patterns and best practices for building robust, efficient, and reproducible training pipelines,…
Provides guidance for performing causal interventions on PyTorch models using pyvene's declarative intervention framework.
Aliyun OSS (Object Storage Service) file management toolkit for Python. Use when working with Aliyun OSS to upload files, download files, list objects, delete files, manage…
When to reach for PyWry MCP tools (native webview rendering, Plotly, TradingView, AgGrid, chat) instead of writing Flask/Streamlit/Dash/Electron code.
Pyxel retro game engine patterns - pixel art, game loops, sprite/tilemap, MML audio, resource management, and web deployment
このスキルは、コードレビュー、セルフレビュー、QA チェックをします。 ユーザーが「このコードを確認してください」、「PR を確認してください」、「QA を行ってください」、「ここに問題がありますか?」と言うたびに呼び出します。 またはペーストフィードバックを求めるコードに対しても呼び出します。。…
E2E-тестирование через Playwright для CI/CD — автоматизированные spec-файлы, page objects, visual regression, pipeline интеграция.
You MUST use this for testing and quality decisions - test strategy, test plans, bug analysis, testing frameworks, coverage gaps, and quality assurance processes.
World-class QA engineering - systematic testing, automation, and the mindset that finds bugs before users doUse when "QA, quality assurance, testing, test automation, e2e tests,…
Skill ini wajib digunakan untuk membaca, mencatat, dan menyusun pola error yang terjadi selama proses Omni Workspace Testing agar mempermudah pembenahan dan menghindari error yang…
Quality assurance specialist focusing on test strategy, quality processes, and comprehensive testing methodologies
[QA Process · Session-Based Test Management — Bach & Hendrickson] Structured exploratory testing session — charter-based, time-boxed, with session notes and debrief.
Pre-production validation gate for Vercel/Supabase/Firebase stack — generates test plans, executes test suites, validates APIs, UI, toasts, LLM output quality, and produces…
Quality assurance consultation for Conductor orchestrator. Sets test coverage requirements, validates quality gates, determines testing strategy.
Parallel validation deployment. Spawn 8+ QA agents to run tests, builds, lints, and health checks simultaneously. Zero marginal wall-clock cost.
Forked-context QA reviewer — preloads verdict schema + testing-pyramid lens + assertion/edge-case/TDD checklist.
Screenshot capture, organization, and comparison for QA testing. Use when taking screenshots during test execution to ensure proper naming, organization, and traceability back to…
Systematic web application QA testing with issue taxonomy, health scoring, and regression tracking. Triggers on: "QA this", "test the app", "smoke test", "run QA", "systematic…
\"Comprehensive QA testing suite for current page. 全面品保測試現頁. Use when: run QA tests, validate page functionality, test user flows, check for broken features, comprehensive page…
Senior QA test design techniques using structured methods to produce high-quality test cases. Trigger contexts: user mentions "design test cases", "write test cases", "analyze…
Generate comprehensive test plans, manual test cases, regression test suites, and bug reports for QA engineers. Includes Figma MCP integration for design validation.
Design, audit, and improve QA and test strategy for software, games, websites, products, and launches.
Garante cobertura 100% dos cenários de qualquer funcionalidade do projeto. Constrói matriz de cenários obrigatória antes de escrever qualquer teste.
MASTER Vue.js application testing with strict enforcement of verification protocols. Systematically test functionality with Playwright, validate bug fixes, verify features work,…
Especialista em criação de testes unitários, testes automatizados, QA e detecção de falhas de segurança.
Mobile app testing strategy and execution for iOS and Android. Cover device matrix, automation frameworks, performance, reliability, and release gates.
Quality assurance and testing specialist routing across visual QA, certification, performance, API, accessibility, tools, and workflow optimization.
E2E testing and browser automation with qa-use CLI. Use when the user needs to run tests, verify features, automate browser interactions, or debug test failures.
QA tests for the Fleet Pi web app. Tests the browser-based chat UI including messaging, tool rendering, session management, model selection, plan mode, and the workspace/resources…
توثيق عربي من الكود — ولّد توثيق عربي تلقائي من كود Python/JS/TS مع قاموس تقني مدمج (300+ مصطلح)
Run pre-deploy quality control check for a standard-tier Firefly client site. Use when the site is nearing completion and needs a final review before deployment.
QCAD 是基于 Qt 的开源 2D CAD 应用与 SDK，专注 DWG/DXF 二维制图，提供 ECMAScript（JavaScript）扩展与脚本控制台、命令行工具 dxf2*/转换器，适合机械、建筑、测绘的二维出图与自动化处理。
High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor search, hybrid sear — from…
Guides Qdrant deployment selection. Use when someone asks 'how to deploy Qdrant', 'Docker vs Cloud', 'local mode', 'embedded Qdrant', 'Qdrant EDGE', 'which deployment option',…
Intelligent token optimization through Qdrant-powered semantic caching and long-term memory. Use for (1) Semantic Cache - avoid LLM calls entirely for semantically similar queries…
Guides embedding model migration in Qdrant without downtime. Use when someone asks 'how to switch embedding models', 'how to migrate vectors', 'how to update to a new model',…
Chaos engineering and resilience testing including fault injection, load testing, and system recovery validation.
Quick Pull Request CLI with AI-powered commit message generation. Use for creating GitHub/GitLab/Gitee pull requests, generating Angular-style commit messages, and creating…
Diagnostic skill for identifying and categorizing failures in PennyLane plus PyTorch QML workflows.
Review best practices and architecture guidelines. Use when user types 'qnew' OR when starting new work and needing to understand project patterns.
Review and resolve PR issues with Qodo - get AI-powered code review issues and fix them interactively (GitHub, GitLab, Bitbucket, Azure DevOps)
Workflow for generating QR code PNGs from token UUIDs, uploading to Supabase Storage, and returning public URLs for Twilio MMS. Use when implementing the QR generation API route.
What: Guia para testes unitários do QRCoder.Core usando xUnit, Shouldly e coverlet. When: Ao escrever testes, aumentar cobertura, debugar falhas de teste, ou configurar test…
Comprehensive guide for developing cross-platform desktop applications with Qt in C++, including Qt5/Qt6, CMake, signals/slots, widgets, QML, threading, and deployment.
Quality assurance and continuous improvement for software projects. Covers Deming's 14 Points for Management, PDCA cycle (Plan-Do-Check-Act), Six Sigma DMAIC, total quality…
Unified quality gates for Laravel projects; Pint, static analysis (PHPStan/Psalm), Insights (optional), and JS linters; Sail and non-Sail pairs provided
Use when writing or reviewing TypeScript/full-stack code. Encodes principles for type safety (branded types, discriminated unions, end-to-end types), real tests over mocks,…
Comprehensive quality validation specialist ensuring production readiness through evidence-based testing.
Quality Engineer Manager skill for orchestrating release validation, beta testing coordination, feedback analysis, and release sign-off decisions
Route a quality/testing/evaluation task to the right skill among 12 specialists — eval-driven development, head-to-head agent benchmarking, TDD, the verification gate, E2E (web +…
Executa os comandos de validação de qualidade definidos no AGENTS.md (testes, lint, type check, build) e reporta resultados estruturados.
Generate comprehensive quality report with metrics and verification. Produces final CHAPTER_XX_VERIFICATION.md and quality_metrics.json for deployment approval.
Génère un rapport complet de qualité du code incluant les vérifications TypeScript, Biome (lint/format), les tests et la couverture de code.
Use this when: my tests keep failing randomly, write tests for this code, tests pass locally but fail in CI, how do I mock an HTTP call, my test suite is too slow, debug a failing…
Use when PHPStan, Rector, or ECS output appears — \"phpstan says mixed\", type errors, \"fix code style\", \"run rector\" — even when Eloquent/Laravel/model code is also mentioned.
Sistema multi-agente cuantitativo para backtesting, optimización de portafolio y análisis de riesgo estadístico.
Multi-Agent AI Quant System with multi-coin prediction, strategy templates, and automated backtesting
Quarkus 3.x LTS architecture patterns with Camel for messaging, RESTful API design, CDI services, data access with Panache, and async processing.
Test-driven development for Quarkus 3.x LTS using JUnit 5, Mockito, REST Assured, Camel testing, and JaCoCo.