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Domain-specific verification beyond tests, closing the feedback loop for web, API, CLI, data

Apply idiomatic Python patterns: list comprehensions, generators, context managers, decorators, dataclasses, walrus operator, and unpacking. Use when the user writes Python code, asks for Pythonic idioms, refactors Python, or mentions any of these patterns. Trigger proactively when you see non-idiomatic Python.

Automate Anthropic Admin tasks via Rube MCP (Composio): API keys, usage, workspaces, and organization management. Always search tools first for current schemas.

Automate web scraping and data extraction with Apify -- run Actors, manage datasets, create reusable tasks, and retrieve crawl results through the Composio Apify integration.

Persistent spec management for AI coding workflows. Use this skill when the user explicitly mentions specs, forging, or structured planning: says "forge", "forge a spec", "write a spec for X", "create a spec", "plan X as a spec", "resume", "what was I working on", "spec list/status/pause/switch/activate", "implement the spec", "implement phase N", "implement all phases", "generate openapi", or exi

Lightweight agent registry and JIT router. Consult BEFORE performing specialized work such as code review, security audit, debugging, refactoring, performance optimization, infrastructure, data analysis, API design, testing, documentation, or any domain-specific engineering task. Maps tasks to specialized subagents, downloading them on demand if not installed locally.

Um assistente de inteligência de anúncios e análise de aplicativos. Permite pesquisar criativos de anúncios, analisar aplicativos, visualizar classificações, rastrear downloads/receita e obter insights de mercado. Obtenha sua chave de API em https://www.admapix.com.

Prevent OWASP Top 10 vulnerabilities in web applications. Activate whenever the user writes API endpoints, form handlers, database queries, authentication logic, file uploads, HTML rendering, or any code that handles user input or external data. Also activate when the user asks about security, hardening, or vulnerability prevention.

Automate Serpapi tasks via Rube MCP (Composio). Always search tools first for current schemas.

Guide for Docker multi-stage builds with builder patterns, distroless and alpine base images, cache mounts, and build args. Use when the user needs to optimize Docker image size, separate build from runtime dependencies, or improve build performance. Trigger when the user mentions multi-stage, distroless, slim images, or Docker build optimization.

Guide for Anthropic Python/TypeScript SDK usage including messages API, streaming, prompt caching, batches, token counting, and error handling. Use when the user is building with the Anthropic API, setting up Claude SDK, calling messages endpoints, implementing streaming, or troubleshooting API errors.

Automate Countdown API tasks via Rube MCP (Composio). Always search tools first for current schemas.