單元測試

Comprehensive guide to Rust automated testing covering unit, integration, and documentation tests. Includes practical patterns for async testing, property-based testing with proptest, mocking strategies using traits, and essential testing tools (cargo-nextest, criterion, tarpaulin). Emphasizes FIRST principles and CI/CD integration.Use this when: setting up new Rust projects, establishing testing standards for teams, improving existing test suites, implementing TDD workflows, or learning Rust testing ecosystem best practices. Particularly valuable for projects requiring high reliability and comprehensive test coverage.

Comprehensive testing skill for GabeDA application - designs test strategies (UAT, integration, smoke, unit), creates tests for frontend (React/Playwright) and backend (Django/pytest), executes tests, analyzes results, and generates detailed reports with findings. Stores reports in ai/testing/ and tests in appropriate project folders.

Generate phased implementation plans from requirements and UI wireframes. Use when the user provides requirements documents and/or UI wireframes and wants to create a detailed, phased implementation plan. Triggers on requests like "create implementation plan", "plan the implementation", or when asked to design an implementation approach for a project with existing requirements. Produces description-only plans (no code) with clear phases, dependencies, and testing checklists.

Compiles production-ready EU grant proposals from EU Grant Hunter briefs,UBOS narrative banks, partner commitments, and budget templates. Reuses theproven 1,850:1 ROI methodology that secured €6M Xylella funding. Coordinatesthe full assembly workflow: intelligence gathering, narrative compilation,budget construction, partner onboarding, compliance checks, quality scoring,and final packaging (PDF/LaTeX). Target score: ≥4.6/5 (Horizon 13.8/15). Usewhen preparing submissions, tracking proposal status, or managing consortiumdeliverables.

Phase 4 of disciplined development. Verifies implementation against designthrough unit and integration testing. Builds traceability matrices, trackscoverage, and loops defects back to originating left-side phases.

Browser testing and debugging with Playwright. QA testing, screenshots, form interactions, console errors, network analysis, performance profiling. Batch scripting for multiple actions per turn.

Automatic QA test lifecycle management, naming conventions, and directory structure. Use when creating, organizing, or tracking QA tests to ensure proper naming, directory structure, and status transitions.

Never test mock behavior. Never add test-only methods to production classes. Understand dependencies before mocking.

Improves code quality after tests pass

Expert deployment automation for cloud platforms. Handles CI/CD pipelines, container orchestration, infrastructure setup, and production deployments with battle-tested configurations. Specializes in GitHub Actions, Docker, HuggingFace Spaces, and GitHub Pages.

Complete Test-Driven Development workflow combining Sherpa guidance, Julie code intelligence, and Goldfish progress tracking. Automatically activates for feature implementation with systematic phases, semantic code search, and persistent checkpointing. Use when implementing new features with test-first discipline.

Use when testing web applications with Chrome DevTools MCP. Covers GUI Chrome setup and dev server configuration. Required reading before any browser automation.

Understand and apply the n8n community node tech stack including TypeScript strict mode, Node.js v22+, n8n-workflow package, and build tools. Use this skill when setting up new n8n node projects, configuring package.json, writing TypeScript with strict mode, running build or dev scripts, configuring ESLint with n8n rules, setting up Jest tests, or preparing packages for npm publishing. Apply when making decisions about runtime, dependencies, or tooling in n8n node development.

Run formatting, linting, and tests using uv + Ruff + pytest

dbt (data build tool) patterns for data transformation and analytics engineering. Use when building data models, implementing data quality tests, or managing data transformation pipelines.

A skill with a name that might conflict. Use for testing conflict detection.

Complete browser automation with Playwright. Auto-detects dev servers, writes clean test scripts to /tmp. Test pages, fill forms, take screenshots, check responsive design, validate UX, test login flows, check links, automate any browser task. Use when user wants to test websites, automate browser interactions, validate web functionality, or perform any browser-based testing.

Parse ctest and sanitizer output, summarize failures, identify root causes, and track test coverage for Orpheus SDK builds.

Ultimate 25+ years expert-level frontend skill covering Next.js, React, TypeScript, Tailwind CSS, styled-components, Redux, Zustand, Webpack, Vite, Parcel, Jest/Vitest testing, performance optimization, and ALL security aspects comprehensively (XSS, CSRF, injection, data privacy, CSP, dependency security, etc.). Covers all use cases (SPAs, PWAs, e-commerce, dashboards, real-time apps, mobile-responsive). Advanced features include A11y, Core Web Vitals, SEO, i18n, error handling, monitoring, component architecture, design patterns. Maximum security hardening, genius-level optimization, modernized development standards. Use when building ANY frontend application requiring enterprise security, performance, and scalability.

Run comprehensive tests on plugin components using the modular test runner. Validates hooks, agents, skills, and plugin structure across all PopKit plugin packages.