Design e Frontend

Design LLM applications using the LangChain framework with agents, memory, and tool integration patterns. Use when building LangChain applications, implementing AI agents, or creating complex LLM workflows.

Production patterns for embedded Shopify apps with React Router v7,

Route Spectral review requests to the correct Eagle specialist. Use when the user says spectral agents, spectral review, full spectrum review, run review specialists, review this PR with agents, choose the right review agents, or asks for code review without naming a specialist. Do not default to plan, investigate, or ship unless the user is planning, debugging, or shipping.

Esta skill de encadeamento de prompts em várias etapas utiliza a saída de cada passo como entrada para o próximo, com regras e restrições explícitas. Ela é ativada para construir pipelines complexos de chamadas Claude dependentes, garantindo que as etapas subsequentes sejam limitadas pelas saídas anteriores para evitar alucinações ou desvios.

Use when the user needs to install zilliz-cli, log in to Zilliz Cloud, configure credentials, or set the active cluster context. Also use when any other skill reports a missing prerequisite.

NGS Avançado: algoritmos de montagem de genomas (OLC, grafo de de Bruijn), teoria de k-mers, tabela de seleção de montadores e uso da CLI de SPAdes/Flye/hifiasm.

Database design and optimization skill covering ER diagrams, normalization, indexing, sharding, query optimization, and database best practices. Use this skill when designing database schemas, optimizing queries, planning data architecture, or need guidance on database scaling and performance tuning.

Aplica psicologia e economia comportamental ao design de produto e UX. É útil para designers, PMs e pesquisadores diagnosticarem problemas de comportamento do usuário, criarem intervenções, reduzirem atrito e auditarem designs quanto à sua efetividade psicológica.

Trigger with "remember this", "update memory", "what should we record from this session", "capture learnings", "write a session log", or when closing a session. Guides agents on managing memory hygiene across sessions, deciding what to write to dated memory logs, what to promote to long-term memory.md, and when to archive. <example> User: I'm done for the day, can you write up a session log? Agent

Use when setting latency budgets per request type, when tracking LLM cost per call type, when designing a caching strategy, when reviewing bundle size, when profiling a slow path, or when a service is approaching its latency or cost SLO.

Instruções para descobrir e usar servidores através do registro oficial do MCP, especialmente ao encontrar novas integrações. Para construir servidores personalizados, consulte mcp-reference-servers.

This skill should be used when moving from design to implementation. Triggers on "let's build", "implement this", "looks good let's code", "ready to implement". Presents options for parallel agent competition (cookoff), single subagent, or local implementation. Each agent creates own plan from shared design for genuine variation.