Discover databases architecture patterns skills, compare source repositories and read the instructions for each workflow.
Derive technical development principles FROM user needs in product.md using evidence-based reasoning. Creates constitution.md with architecture decisions, tech stack choices, and development constraints - all t...
Use when developing new features, refactoring existing code, or making significant code changes. Enforces SOLID principles, code readability, maintainability, and pragmatic design decisions. Ensures proper use...
Peer review architecture for quality, risks, and optimization opportunities. Analyzes scalability bottlenecks, security vulnerabilities, performance optimization, technology fit, and provides prioritized recomm...
Implement common Django design patterns including managers, querysets, mixins, services, and architectural patterns. Use when refactoring code or implementing standard Django patterns.
Use when you need to plan technical solutions that are scalable, secure, and maintainable.
Persistent memory across sessions using Memory MCP. Store decisions, remember context, track project patterns, maintain knowledge base, and recall important information. Use when context needs to persist betwee...
Generate comprehensive system architecture documents from requirements, supporting Frontend, Backend, and Fullstack projects with scale-adaptive depth and Architecture Decision Records. Use when translating req...
Create Architecture Decision Records (ADRs) documenting key architectural choices. Analyzes context, evaluates alternatives, and captures decisions using standard ADR template. Use when documenting database des...
Generate comprehensive architecture documentation automatically from existing codebase analysis. This skill should be used when working with brownfield projects or updating outdated documentation.
Ensure features are developed according to specifications by validating implementation against API docs, database schemas, and acceptance criteria. Use before starting implementation, during code review, or whe...
Create gateway classes that integrate external services following Protocol interfaces, proper abstraction, and clean architecture separation of concerns.
Create and refactor Python dataclass business models and mappers following clean architecture patterns with proper separation of concerns.
Idempotent seeder patterns with core/reference/dev separation and environment-specific execution using firstOrCreate/updateOrCreate
Create detailed implementation plans from feature specs or bug reports with testable acceptance criteria. Use proactively when planning features, refactors, or fixes. Every task MUST have minimum 2 testable ACs...
Design and implement use case functions that orchestrate application logic following clean architecture and single responsibility patterns.
Comprehensive guide to common Quart async patterns including app factory, blueprints, async sessions, background tasks, error handling, and WebSocket patterns. Activates when implementing Quart features or refa...
Generate and compare multiple architecture options (minimal, moderate, full modernization) with comprehensive trade-offs analysis across cost, timeline, risk, performance, and maintainability dimensions. Use wh...
Create repository classes implementing the repository pattern with Protocol interfaces, ORM separation, and mapper integration for clean data access.
Structured reasoning for complex problems using Sequential Thinking MCP. Break down problems into stages, track thought progression, identify connections, and generate insights. Use for architectural decisions,...
Create controller classes with dependency injection that expose clean public interfaces for use cases following clean architecture patterns.
Find and document external code patterns from public sources. Use when user mentions 'find examples', 'scout patterns', 'research implementations', or starting new feature without precedent.
Find the best UI/UX design patterns and architectures using deep research. Use when user asks to "improve UI", "optimize UX", "best design for [feature]", or "modern UI patterns".
Expert guidance for building Laravel 12 applications following best practices, modern conventions, and the streamlined Laravel 12 architecture. Use this skill when creating Laravel projects, working with Eloque...
experience-designer for engaging, immersive learning experiences.
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