refactor:dotnet
Refactor ASP.NET Core/C# code to improve maintainability, readability, and adherence to best practices. Transforms fat controllers, duplicate code, and outdated patterns into clean, modern .NET code. Applies C# 12 features like primary constructors and collection expressions, SOLID principles, Clean Architecture patterns, and proper dependency injection. Identifies and fixes anti-patterns including service locator, captive dependencies, and missing async/await patterns.
refactor:docker
Refactor Docker configurations to improve security, performance, and maintainability. Transforms insecure Dockerfiles and docker-compose files into production-ready containers following 2025 best practices. Implements multi-stage builds, non-root users, pinned image versions, health checks, secrets management, and network segmentation. Fixes common anti-patterns like running as root, hardcoded credentials, missing .dockerignore, and bloated images.
refactor:django
Refactor Django/Python code to improve maintainability, readability, and adherence to best practices. Transforms fat views, N+1 queries, and outdated patterns into clean, modern Django code. Applies Python 3.12+ features like type parameter syntax and @override decorator, Django 5+ patterns like GeneratedField and async views, service layer architecture, and PEP 8 conventions. Identifies and fixes anti-patterns including mutable defaults, bare exceptions, and improper ORM usage.
debug:dotnet
Debug ASP.NET Core and .NET applications with systematic diagnostic approaches. This skill covers troubleshooting dependency injection container errors, middleware pipeline issues, Entity Framework Core query problems, configuration binding failures, authentication/authorization issues, and startup failures. Includes Visual Studio and VS Code debugging, dotnet-trace, dotnet-dump, dotnet-counters tools, Serilog configuration, Application Insights integration, and four-phase debugging methodology.
debug:docker
Debug Docker containers, images, and infrastructure with systematic diagnostic techniques. This skill provides comprehensive guidance for troubleshooting container exit codes, OOM kills, image build failures, networking issues, volume mount problems, and permission errors. Covers four-phase debugging methodology from quick assessment to deep analysis, essential Docker commands, debug container techniques for minimal images, and platform-specific troubleshooting for Windows, Mac, and Linux.
debug:django
Debug Django web applications with systematic diagnostic approaches. This skill covers troubleshooting Django-specific errors including TemplateDoesNotExist, ImproperlyConfigured, IntegrityError, migration conflicts, CSRF failures, N+1 query problems, and circular imports. Includes Django Debug Toolbar setup, ORM query logging, pdb/ipdb usage, shell_plus debugging, and comprehensive logging configuration. Provides four-phase methodology for root cause analysis and regression prevention.
debug:angular
Debug Angular applications systematically with expert-level diagnostic techniques. This skill provides comprehensive guidance for troubleshooting dependency injection errors, change detection issues (NG0100), RxJS subscription leaks, lazy loading failures, zone.js problems, and common Angular runtime errors. Includes structured four-phase debugging methodology, Angular DevTools usage, console debugging utilities (ng.probe), and performance profiling strategies for modern Angular applications.
refactor:spring-boot
Refactor Spring Boot and Java code to improve maintainability, readability, and adherence to enterprise best practices. This skill transforms messy Spring Boot applications into clean, well-structured solutions following SOLID principles and Spring Boot 3.x conventions. It addresses fat controllers, improper transaction boundaries, field injection anti-patterns, and scattered configuration. Leverages Java 21+ features including record patterns, pattern matching for switch, virtual threads, and sequenced collections.
refactor:scikit-learn
Refactor Scikit-learn and machine learning code to improve maintainability, reproducibility, and adherence to best practices. This skill transforms working ML code into production-ready pipelines that prevent data leakage and ensure reproducible results. It addresses preprocessing outside pipelines, missing random_state parameters, improper cross-validation, and custom transformers not following sklearn API conventions. Implements proper Pipeline and ColumnTransformer patterns, systematic hyperparameter tuning, and appropriate evaluation metrics.
refactor:react
Refactor React and TypeScript code to improve maintainability, readability, and performance. This skill transforms complex React components into clean, well-structured code following modern React 19 patterns. It addresses component bloat, prop drilling, unnecessary re-renders, and improper hook usage. Leverages React 19 features including the React Compiler for automatic memoization, Actions for form handling, useOptimistic for immediate UI feedback, the use() hook for async data, and Server Components for optimal performance.
refactor:react-native
Refactor React Native and TypeScript code to improve maintainability, readability, and performance for cross-platform mobile applications. This skill transforms complex mobile code into clean, well-structured solutions following React Native New Architecture patterns including Fabric, TurboModules, and JSI. It addresses FlatList performance issues, prop drilling, platform-specific code organization, and inline styles. Leverages Expo SDK 52+ features, React Navigation v7, and Reanimated for smooth 60fps animations.
refactor:rails
Refactor Ruby on Rails code to improve maintainability, readability, and adherence to best practices. This skill transforms messy Rails code into elegant, well-structured solutions following Rails conventions and modern Ruby best practices. It addresses fat controllers and models, extracts business logic into service objects, applies DRY principles, uses concerns for shared behavior, implements query objects for complex database operations, and leverages Rails 8 and Ruby 3.3+ features including pattern matching and Data classes.
refactor:pytorch
Refactor PyTorch code to improve maintainability, readability, and adherence to best practices. Identifies and fixes DRY violations, long functions, deep nesting, SRP violations, and opportunities for modular components. Applies PyTorch 2.x patterns including torch.compile optimization, Automatic Mixed Precision (AMP), optimized DataLoader configuration, modular nn.Module design, gradient checkpointing, CUDA memory management, PyTorch Lightning integration, custom Dataset classes, model factory patterns, weight initialization, and reproducibility patterns.
refactor:pandas
Refactor Pandas code to improve maintainability, readability, and performance. Identifies and fixes loops/.iterrows() that should be vectorized, overuse of .apply() where vectorized alternatives exist, chained indexing patterns, inplace=True usage, inefficient dtypes, missing method chaining opportunities, complex filters, merge operations without validation, and SettingWithCopyWarning patterns. Applies Pandas 2.0+ features including PyArrow backend, Copy-on-Write, vectorized operations, method chaining, .query()/.eval(), optimized dtypes, and pipeline patterns.
backstage
Generate a backstage.yaml catalog file for a product or system following internal conventions. Use when the user asks to create, scaffold, or update a backstage.yaml, Backstage catalog, or service catalog entry.
swift-composable-architecture
Use when building, refactoring, debugging, or testing iOS/macOS features using The Composable Architecture (TCA). Covers feature structure, effects, dependencies, navigation patterns, and testing with TestStore.
swiftui-animations
Use when building, debugging, or refining animations in SwiftUI iOS/macOS apps. Covers implicit/explicit animations, transitions, gesture-driven interactions, and modern iOS 17+ APIs like PhaseAnimator and KeyframeAnimator.
commit-organizer
Use when you need to organize uncommitted changes into logical, well-structured commits with clear messages.
ios26-liquid-glass
Use when implementing iOS 26 Liquid Glass effects in SwiftUI. Covers glassEffect modifier, GlassEffectContainer, morphing with glassEffectID, and correct parameter usage.
gadget-best-practices
Best practices for building with Gadget. Use when developers need guidance on models, actions, routes, access control, Shopify/BigCommerce integrations, frontend patterns, API usage, testing setup, CI verification, ggt workflows, debugging, or parallel agent development loops. Triggers "model", "action", "route", "permission", "access control", "multi-tenancy", "Shopify", "BigCommerce", "frontend", "API client", "internal API", "filter", "sort", "pagination", "webhook", "background job", "testing", "ci", "ggt", "debugger", "logs", "problems"
security-audit
Load PROACTIVELY when task involves security review, vulnerability assessment, or hardening. Use when user says \"check for security issues\", \"audit for vulnerabilities\", \"scan for secrets\", \"review auth security\", or \"check OWASP compliance\". Covers authentication and session security, authorization and access control, input validation and injection prevention, data protection and encryption, dependency vulnerability scanning, API security (CORS, rate limiting, headers), and infrastructure hardening. Produces structured reports with severity ratings.
goodvibes-memory
ALWAYS load before starting any task. Provides persistent cross-session memory for learning from past work. Read memory at task start to avoid repeating mistakes; write memory at task end to record what worked. Covers decisions.json (architectural choices), patterns.json (proven approaches), failures.json (past errors and fixes), preferences.json (project conventions), and session activity logs.
precision-mastery
ALWAYS load before starting any task. Maximizes token efficiency for all file operations, searches, and command execution. Covers extract modes (content, outline, symbols, ast, lines), verbosity tuning, multi-file batching, and discover tool orchestration. Ensures agents spend tokens on outcomes, not overhead.
review-scoring
ALWAYS load before starting any task. Provides the 10-dimension weighted scoring rubric (0-10 scale) used to evaluate all implementations in WRFC loops. Dimensions include correctness, completeness, error handling, type safety, security, performance, maintainability, testing, accessibility, and documentation. Includes deterministic validation scripts and score thresholds for pass/revise/reject decisions.
accessibility-audit
Load PROACTIVELY when task involves accessibility compliance or inclusive design. Use when user says \"check accessibility\", \"audit for WCAG\", \"fix screen reader issues\", \"add keyboard navigation\", or \"check color contrast\". Covers WCAG 2.1 AA compliance across semantic HTML, ARIA patterns, keyboard navigation, screen reader support, color contrast ratios, form accessibility, media alternatives, and focus management. Produces structured audit reports with severity ratings.
code-review
Load PROACTIVELY when task involves reviewing code, auditing quality, or validating implementations. Use when user says \"review this code\", \"check this PR\", \"audit the codebase\", or \"score this implementation\". Covers the 10-dimension weighted scoring rubric (correctness, security, performance, architecture, testing, error handling, type safety, maintainability, accessibility, documentation), automated pattern detection for anti-patterns, and structured review output with actionable findings.
project-onboarding
Load PROACTIVELY when starting work on an unfamiliar codebase or setting up a new project. Use when user says \"help me understand this codebase\", \"onboard me\", \"what does this project do\", \"set up my environment\", or \"map the architecture\". Covers codebase structure analysis, architecture mapping, dependency auditing, convention and pattern detection, developer environment setup, and documentation of findings for rapid productive contribution.
deployment
Load PROACTIVELY when task involves deploying, hosting, or CI/CD pipelines. Use when user says \"deploy this\", \"set up CI/CD\", \"add Docker\", \"configure Vercel\", or \"set up monitoring\". Covers platform-specific deployment (Vercel, Railway, Fly.io, AWS), Dockerfile creation, environment variable management, CI/CD pipeline configuration (GitHub Actions), preview deployments, health checks, rollback strategies, and production monitoring setup.
debugging
Load PROACTIVELY when task involves investigating errors, diagnosing failures, or tracing unexpected behavior. Use when user says \"debug this\", \"fix this error\", \"why is this failing\", \"trace this issue\", or \"it's not working\". Covers error message and stack trace analysis, runtime debugging, network request inspection, state debugging, performance profiling, type error diagnosis, build failure resolution, and root cause analysis with memory-informed pattern matching against past failures.
database-layer
Load PROACTIVELY when task involves database design, schemas, or data access. Use when user says \"set up the database\", \"create a schema\", \"add a migration\", \"write a query\", or \"set up Prisma\". Covers schema design and normalization, ORM setup (Prisma, Drizzle), migration workflows, connection pooling, query optimization, indexing strategies, seeding, and transaction patterns for PostgreSQL, MySQL, SQLite, and MongoDB.
component-architecture
Load PROACTIVELY when task involves designing or building UI components. Use when user says \"build a component\", \"create a form\", \"add a modal\", \"design the layout\", or \"refactor this page\". Covers component composition and hierarchy, prop design and typing, render optimization (memo, useMemo, useCallback), compound component patterns, controlled vs uncontrolled forms, file organization, and accessibility for React, Vue, and Svelte.
service-integration
Load PROACTIVELY when task involves connecting external services or third-party APIs. Use when user says \"add email sending\", \"integrate a CMS\", \"set up file uploads\", \"add analytics\", or \"connect to S3\". Covers email services (Resend, SendGrid), CMS platforms (Sanity, Contentful, Payload), file upload solutions (UploadThing, Cloudinary, S3), analytics integration, webhook handling, error recovery, and credential management.
authentication
Load PROACTIVELY when task involves user identity, login, or access control. Use when user says \"add authentication\", \"set up login\", \"add OAuth\", \"protect these routes\", \"implement RBAC\", or \"add sign-up\". Covers session management, JWT tokens, OAuth2 flows, password reset, email verification, protected route middleware, role-based access control, and security hardening (CSRF, rate limiting, token rotation).
api-design
Load PROACTIVELY when task involves building or modifying API endpoints. Use when user says \"build an API\", \"add an endpoint\", \"create a REST route\", \"set up GraphQL\", or \"add tRPC procedures\". Covers route design and file organization, request validation with Zod, response formatting, error handling patterns, middleware composition, authentication guards, rate limiting, pagination, and API documentation generation.
fullstack-feature
Load PROACTIVELY when task involves building a complete feature across multiple layers. Use when user says \"build a feature\", \"add user profiles\", \"create a dashboard\", or any request spanning database, API, UI, and tests. Orchestrates multi-agent work sequentially: schema and migrations, API endpoints, UI components, tests, and review. The runtime engine handles WRFC chains automatically via <gv> directives. Handles dependency ordering and cross-layer type sharing.
task-orchestration
Load PROACTIVELY when decomposing a user request into parallel agent work. Use when user says \"build this\", \"implement this feature\", or any request requiring multiple agents working concurrently. Guides task decomposition into parallelizable units, agent assignment with skill matching, dependency graph construction, and result aggregation. The runtime engine handles WRFC chain coordination automatically via <gv> directives.
ai-integration
Load PROACTIVELY when task involves AI, LLM, or machine learning features. Use when user says \"add AI chat\", \"implement streaming responses\", \"build a RAG pipeline\", \"add embeddings\", or \"integrate OpenAI\". Covers chat interfaces, streaming with Vercel AI SDK, retrieval-augmented generation, vector search, embeddings pipelines, tool/function calling, and provider abstraction for OpenAI, Anthropic, and local models.
state-management
Load PROACTIVELY when task involves application state, data fetching, or form handling. Use when user says \"manage state\", \"add data fetching\", \"set up Zustand\", \"handle form validation\", or \"add React Query\". Covers server state (TanStack Query with caching, optimistic updates), client state (Zustand stores), form state (React Hook Form with Zod validation), URL state (search params, routing), and choosing between state solutions.
styling-system
Load PROACTIVELY when task involves CSS architecture, theming, or visual design systems. Use when user says \"set up Tailwind\", \"add dark mode\", \"create a design system\", \"make it responsive\", or \"configure the theme\". Covers Tailwind configuration and custom plugins, design token systems, responsive breakpoint strategies, dark mode implementation, component variant patterns (CVA/class-variance-authority), CSS-in-JS alternatives, and animation patterns.
testing-strategy
Load PROACTIVELY when task involves writing tests, improving coverage, or test infrastructure. Use when user says \"add tests\", \"write unit tests\", \"set up E2E testing\", \"improve coverage\", or \"add mocks\". Covers Vitest/Jest unit tests, React Testing Library component tests, Playwright E2E tests, MSW API mocking, test organization and naming, fixture management, coverage targets and thresholds, snapshot testing, and CI integration.
error-recovery
ALWAYS load before starting any task. Defines systematic recovery procedures when things go wrong during execution. Covers tool failures, build errors, test failures, type errors, and unexpected runtime results. Includes tiered escalation (retry, fallback, memory-informed diagnosis, orchestrator escalation) and post-recovery logging to prevent recurrence.
gather-plan-apply
MANDATORY before starting any task. Enforces the GPA execution loop that prevents tool call sprawl. G: GATHER phase combines discover queries + memory reads + file reads into one phase. P: Plan in text with zero tool calls. A: APPLY all writes/edits/verification in one phase. One call per tool type per phase — batch all same-type operations together. Covers dependency analysis, batch opportunities, scope estimation, and loop-back triggers.
performance-audit
Load PROACTIVELY when task involves optimizing speed, reducing bundle size, or improving responsiveness. Use when user says \"make it faster\", \"reduce bundle size\", \"fix slow queries\", \"optimize rendering\", or \"check Core Web Vitals\". Covers bundle analysis and tree-shaking, database query optimization (N+1, indexing), React rendering performance (re-renders, memoization), network waterfall optimization, memory leak detection, server-side performance, and Core Web Vitals (LCP, FID, CLS) improvement.
refactoring
Load PROACTIVELY when task involves improving code structure without changing behavior. Use when user says \"refactor this\", \"clean up this code\", \"remove dead code\", \"reduce duplication\", \"reorganize the files\", or \"extract this into a function\". Covers extract function/component, rename symbol, simplify conditionals, improve type safety, dependency inversion, dead code removal, circular dependency resolution, and database query refactoring with automated safety validation (typecheck, tests) at each step.
payment-integration
Load PROACTIVELY when task involves payments, billing, or subscriptions. Use when user says \"add payments\", \"integrate Stripe\", \"set up subscriptions\", \"add a checkout flow\", or \"handle billing webhooks\". Covers Stripe, LemonSqueezy, and Paddle integration, checkout sessions, subscription lifecycle management, webhook verification and handling, customer portal, metered billing, refunds, and PCI compliance considerations.
typescript-implementation
Implement TypeScript patterns, convert JavaScript to TypeScript, add type annotations, create generics, implement decorators, and enforce strict type safety in Angular projects.
testing-deployment-implementation
Write unit tests for components and services, implement E2E tests with Cypress, set up test mocks, optimize production builds, configure CI/CD pipelines, and deploy to production platforms.
state-implementation
Implement NgRx store with actions and reducers, build selectors, create effects for async operations, configure entity adapters, and integrate HTTP APIs with state management.
rxjs-implementation
Implement RxJS observables, apply operators, fix memory leaks with unsubscribe patterns, handle errors, create subjects, and build reactive data pipelines in Angular applications.
routing-performance-implementation
Configure routing with lazy loading, implement route guards, set up preloading strategies, optimize change detection, analyze bundles, and implement performance optimizations.
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