tranhieutt

Fornece padrões PostgreSQL para otimização de consultas, design de esquema, estratégias de indexação, RLS e segurança. Use ao trabalhar com arquivos SQL PostgreSQL ou quando o usuário mencionar PostgreSQL, Postgres, pgvector, Supabase ou otimização de banco de dados.

Performs architectural and quality code review checking coding standards, SOLID principles, architectural compliance, and common software issues. Use when reviewing a file or directory before merge, or when the user mentions code review, PR review, or quality check.

Designs scalable backend architectures covering microservices, event-driven systems, API gateways, and data stores. Use when designing a backend system or when the user mentions backend architecture, scalability, or distributed systems.

Guidelines and procedures for creating comprehensive UI Specifications from PRDs and prototypes.

Reads production/traces/agent-metrics.jsonl and displays a per-agent performance summary table for the current or a specified session. Highlights agents with high error rates or OPEN circuit breaker state.

Converte falhas reais do agente, prompts repetidos, fluxos de trabalho específicos da equipe e lições duradouras de projetos em melhores habilidades SDD ou entradas de memória. Utilize quando o usuário solicitar criar/atualizar/refinar habilidades, extrair lições reutilizáveis, melhorar o roteamento de habilidades, codificar processos da equipe ou salvar padrões para sessões futuras.

Provides expert-level Django development patterns covering App Router (indirectly via REST/GraphQL), async views, DRF, Celery, signals, middleware, and performance optimization. Use when building complex Django 5.x applications or identifying N+1 query issues.

Fornece padrões NoSQL distribuídos para Cassandra e DynamoDB, cobrindo modelagem query-first, design de tabela única e estratégias de chave de partição. Use ao projetar esquemas NoSQL ou quando o usuário mencionar Cassandra, DynamoDB ou modelagem NoSQL.

Provides Laravel PHP patterns for Eloquent ORM, Artisan commands, queues, middleware, and API resources. Use when working with PHP Laravel files (*.php) or when the user mentions Laravel, Eloquent, or PHP framework.

Provides machine learning engineering patterns for model training pipelines, feature engineering, experiment tracking, and model serving. Use when working with ML code or when the user mentions ML engineering, model training, or feature pipelines.

Analyzes task dependencies, builds a wave execution plan, and runs specialist agents in parallel and sequential waves to complete a complex multi-agent task. Use when a task spans multiple domains and needs coordinated multi-agent execution.

Scans the codebase for technical debt indicators, categorizes and prioritizes findings, and maintains a debt register with repayment recommendations. Use when assessing codebase health, planning refactoring, or when the user mentions technical debt or code quality.