Discover databases architecture patterns skills, compare source repositories and read the instructions for each workflow.
Domain specialist for performance optimization, profiling, caching, and resource management. Scope: profiling tools, caching strategies, load testing, observability, N+1 query detection, algorithm complexity an...
Domain specialist for API design, development, and best practices. Scope: RESTful API design, GraphQL, API documentation, authentication, authorization, rate limiting, CORS, error handling, pagination, filterin...
Domain specialist for testing strategies, test frameworks, TDD/BDD methodologies, and quality assurance. Scope: unit testing, integration testing, end-to-end testing, test doubles, test pyramid, coverage strate...
Domain specialist for frontend architecture, state management, accessibility, and performance. Scope: component architecture, state management (Pinia, Vuex, Redux), accessibility (WCAG), responsive design, lazy...
Domain specialist for infrastructure, CI/CD, containers, observability, and DevOps operations. Scope: CI/CD pipelines, containerization, infrastructure as code, monitoring and observability, container security,...
Expert knowledge in modern web development best practices, patterns, and industry standards. Covers code quality, design patterns, version control, documentation, code review, CI/CD, error handling, and state m...
Guide for creating Firestore services with async operations, transactions, and proper error handling following this project's patterns.
Capture solutions as patterns for future use. Activate when you fix a bug, solve a non-trivial problem, get corrected by the user, discover something that works (or doesn't work), find a better approach, or com...
Chain Vibery commands, skills, and agents into repeatable automated workflows. Outputs: Executable workflow files, hook configurations, CI/CD integration. Use when user has repetitive multi-step processes to au...
Generate step-by-step migration guides between tools, frameworks, or workflows. Outputs: Phase-by-phase migration plan, compatibility mapping, rollback strategy. Use when switching tools, upgrading frameworks,...
Transform conversations and ideas into structured technical specifications. Outputs: User stories, acceptance criteria, technical requirements, edge cases. Use when user wants to document requirements before co...
Celery canvas patterns for workflow composition including chains, groups, chords, signatures, error handling, and nested workflows. Use when building complex task workflows, parallel execution patterns, task sy...
Redis pub/sub messaging patterns and implementations. Use when implementing real-time messaging, event-driven architectures, notification systems, or message broadcasting with Redis pub/sub.
Caching patterns, TTL management, eviction policies for Redis implementations. Use when implementing cache-aside, write-through, write-back patterns, TTL management, or cache invalidation strategies.
Message broker setup patterns (Redis, RabbitMQ, SQS) for Celery including connection strings, SSL configuration, high availability, and production best practices. Use when configuring message brokers, setting u...
Task routing and queue management patterns for Celery including priority queues, topic exchanges, worker-specific routing, and advanced queue configurations. Use when configuring task routing, managing queues,...
Result backend configuration patterns for Celery including Redis, Database, and RPC backends with serialization, expiration policies, and performance optimization. Use when configuring result storage, troublesh...
REST API design and implementation patterns for FastAPI endpoints including CRUD operations, pagination, filtering, error handling, and request/response models. Use when building FastAPI endpoints, creating RES...
Four-phase debugging framework that ensures root cause identification before fixes. Use when encountering bugs, test failures, unexpected behavior, or when previous fix attempts failed. Enforces investigate-fir...
Evidence citation and domain scope standards for Neo4j subagents. Prevents hallucination and ensures audit trail.
Goroutine ownership, errgroup patterns, worker pools, and graceful shutdown. Use when writing concurrent code or parallel request handling.
Clean/hexagonal architecture rules, folder structure, interface ownership, and dependency direction. Use when creating new packages, services, or understanding codebase structure.
Project patterns including functional options, must pattern, caching decorator, error handling, configuration, and HTTP clients. Use when implementing common patterns in the codebase.
Orchestration overview for the autonomous bug fixing system. References the component skills (dispatcher, handler) and per-project skills (bug-intake, qa-submission).
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.