minimal-example
Example skill demonstrating required structure and best practices. Use this as a template for creating new skills. Activates when user mentions example, template, or minimal patterns.
Example skill demonstrating required structure and best practices. Use this as a template for creating new skills. Activates when user mentions example, template, or minimal patterns.
Work with the Unsloth MCP Server codebase. Use when maintaining, extending, or debugging this specific MCP server implementation. Provides architecture knowledge, code patterns, and development workflows.
GraphQL Federation, microservices patterns, SAGA, CQRS, event-driven architecture, and service mesh (2025-2026 standards)
Use when designing content systems where 5+ distinct types need to comingle in feeds, timelines, or searches with shared metadata and operations - NOT for simple polymorphic associations or 1-3 similar types
Provider configuration, versioning, and multi-provider patterns
Structured root cause analysis methodology with three-test isolation and prevention analysis
Reduce cognitive complexity of functions while preserving behavior
Expert knowledge for APM (Observability) Layer modeling in Documentation Robotics
Apply data-oriented architecture patterns when designing systems with polymorphic entities. This skill should be used PROACTIVELY when encountering switch statements or if/else chains that dispatch based on entity type, when designing new entity systems, or when refactoring toward extensibility. Provides registry-based dispatch, capability composition, and infrastructure-first development patterns. Complements solid-architecture with concrete implementation strategies.
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 between sessions or when building project knowledge.
Comprehensive guide to Spring Boot fundamentals - auto-configuration, starters, properties, and profiles
Supervisor, swarm, and hierarchical multi-agent architectures with context isolation patterns.
A comprehensive guide providing essential design principles and best practices for Java development
Consult Codex for architectural decisions. Use when: (1) introducing patterns not in codebase, (2) 3+ design options exist, (3) performance-critical implementation, (4) major refactoring. Get risk assessment before coding.
Comprehensive software architecture and system design guide covering design patterns, distributed systems, scalability, microservices, and architectural principles. Use when designing systems, solving architecture problems, or learning design patterns.
Apply Domain-Driven Design, Clean Architecture, CQRS, and command/query patterns to code reviews and feature design. Use when analyzing or designing code in Application, Service, Infrastructure, DataAccess, Validation, Domain, or Functions projects, or when addressing architectural concerns, layering, mapping, entities, value objects, repositories, or validators in the Rome Repair Order Service.
Kubani architecture principles, patterns, and design decisions. Use this skill when making architectural decisions or understanding the system design.
Diseña interfaces que previenen errores antes de que ocurran. Use cuando diseñe formularios, acciones destructivas, o flujos donde los usuarios pueden cometer errores costosos.
System architecture design for Rust/WebAssembly projects. Creates ADRs, designs APIs, plans module structures, and documents architectural decisions. Never writes implementation code - focuses purely on design and documentation.