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When the user wants to edit, review, or improve existing marketing copy. Also use when the user mentions 'edit this copy,' 'review my copy,' 'copy feedback,' 'proofread,' 'polish this,' 'make this better,' 'copy sweep,' 'tighten this up,' 'this reads awkwardly,' 'clean up this text,' 'too wordy,' or 'sharpen the messaging.' Use this when the user already has copy and wants it improved rather than

Generate consumer-driven contract tests for APIs. Auto-detects framework (Express, Fastify, NestJS, Django, FastAPI, Go), selects Pact, OpenAPI validation, or schema snapshots, verifies backward compatibility, catches breaking changes before deploy, and configures CI verification. Use when you need to validate API schemas, prevent breaking changes, verify backward compatibility, or set up consumer

Activates APIIntegrator for API design, integration, and automation workflows. Use when you need OpenAPI 3.0 specification design, OAuth 2.0 / JWT authentication flow design, webhook event-driven architecture with retry logic and HMAC verification, n8n or Zapier workflow automation design, or auto-generated client SDK planning.

Safely analyze code impact before refactors, behavior changes, API changes, and cross-module edits.

Open-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple 4-function API. Scales from notebooks to production clusters. Use for semantic search, RAG applications, or document retrieval. Best for local development and open-source projects.

Fluxo de trabalho de prototipagem rápida. Ignora padrões normais para validar rapidamente um conceito ou mecânica de jogo. Produz código descartável e um relatório de protótipo estruturado.

Use when you need to stream LM output tokens to a frontend in real time — progressive responses, typing indicators, server-sent events, or WebSocket feeds. Common scenarios - streaming DSPy responses to a React UI, FastAPI SSE endpoint with DSPy, showing AI typing in a chat interface, streaming multi-field outputs, streaming ReAct agent loop progress, or handling duplicate fields with predict_name

Browser automation using Playwright MCP. Navigate websites, fill forms, click elements, take screenshots, and extract data. Use for web browsing, form submission, web scraping, or UI testing. NOT for static content (use curl/wget).

Guia de script C# para Unity 6, cobrindo scripts MonoBehaviour, eventos de ciclo de vida (Awake, Start, Update, FixedUpdate), corrotinas, async/await (Awaitable), ScriptableObjects, eventos, delegados e APIs essenciais como Vector3, Quaternion, Time, Debug. Baseado na documentação do Unity 6.3 LTS.

Análise aprofundada de Microsoft/Bing Ads cobrindo pesquisa, Performance Max, Audience Network e integração com Copilot. Avalia 20 verificações com foco na validação de importação do Google, recursos exclusivos da Microsoft e avaliação de vantagem de custo.

Use when you need to connect DSPy agents to external MCP tool servers — databases, file systems, APIs, or any MCP-compatible service. Common scenarios - wiring MCP tools into a ReAct or CodeAct agent, discovering tools from an MCP server at runtime, converting MCP tools to DSPy tools, or building agents that use tools hosted on remote servers. Related - dspy-tools, dspy-react, dspy-codeact, ai-tak

Guia do sistema de câmera Cinemachine do Unity 6 para câmeras virtuais, mistura, acompanhamento, FreeLook, tremores e câmeras controladas por estado. Abrange a API Cinemachine 3.x, baseado na documentação do Unity 6.3 LTS.