Discover devops architecture patterns skills, compare source repositories and read the instructions for each workflow.
Find one insight that eliminates multiple components - "if this is true, we don't need X, Y, or Z". Use when implementing the same concept multiple ways, accumulating special cases, or complexity is spiraling....
design patterns for coordinating multiple agents. Use this to implement Hierarchical, Diamond, Peer-to-Peer, or Collaborative architectures for complex workflows.
Iteration 12 of Multiplicity Cascade - Creates self-referential temporal structures
Pragmatic coding standards - concise, direct, no over-engineering, no unnecessary comments
Guide adding services to dependency injection Container using dependency-injector patterns. Use when creating new service, adding dependency to Container, debugging circular dependency errors, or wiring compone...
Create CQRS command or query handler following project patterns with ServiceResult, dependency injection, and handler registration. Use when implementing new use cases, adding features, creating API endpoints,...
Task orchestration skill. Manages full workflow from analysis → implementation → verification → commit. Use for feature dev, bug fixes, and all code work.
API design conventions and patterns for backend development
Enforces offline-first architecture patterns: Sembast database, local-first data sources, sync strategies, offline indicator. Use when implementing features, designing data flow, or ensuring offline functionali...
Structured task planning with clear breakdowns, dependencies, and verification criteria. Use when implementing features, refactoring, or any multi-step work.
Create Architecture Decision Records (ADRs) and research spikes for technical decisions. Use when asked to "create an ADR", "architectural decision for", "research spike on", "evaluate options for", "document t...
Expert skill for page compositions, common UI patterns, navigation structures, and user flows. Use for full page designs, layout templates, navigation patterns, or form flows.
Modern Python development patterns and best practices
Agent orchestration protocol and coordination patterns
Use this skill when designing or reviewing CI/CD pipelines, deployment strategies, observability systems, incident response, or any system involving production operations and reliability. Applies operational th...
Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
Iteration 6 of Multiplicity Cascade - Documentation that modifies itself when read
Create complete Spring Boot services following best practices and layered architecture. Use when building REST APIs, creating Spring services, setting up controllers, implementing repositories, adding Spring Bo...
Keep multiple instances aligned while allowing productive variance
Analyze, explore, design, test, or develop QMNF/NINE65/MYSTIC innovations and related systems. Trigger whenever work enters advanced mathematical constructs or applied sciences (research, modeling, proofs, algo...
Multi-agent orchestration patterns. Use when multiple independent tasks can run with different domain expertise or when comprehensive analysis requires multiple perspectives.
Red team tactics principles based on MITRE ATT&CK. Attack phases, detection evasion, reporting.
Guide for ensuring system reliability through observability, incident response, and capacity planning. Use when designing monitoring, handling incidents, setting SLOs, or improving system resilience.
Validates Clean Architecture layer boundaries by checking that domain has no external imports, application doesn't import from interfaces, and infrastructure implements repository interfaces correctly. Use befo...
The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.