Design e Frontend

Um guia para projetar, construir e auditar ferramentas CLI para uso por agentes de IA. Ele fornece modelos iniciais, idiomatismos de implementação específicos da linguagem e um breve guia de introdução, complementando `anc` e `agentnative-spec`.

Machine learning in Python with scikit-learn. Use when working with supervised learning (classification, regression), unsupervised learning (clustering, dimensionality reduction), model evaluation, hyperparameter tuning, preprocessing, or building ML pipelines. Provides comprehensive reference documentation for algorithms, preprocessing techniques, pipelines, and best practices.

Designer-chefe de IA que critica cada decisão visual através do padrão Quartr via Claude Code.

Technology stack evaluation and comparison with TCO analysis, security assessment, and ecosystem health scoring. Use when comparing frameworks, evaluating technology stacks, calculating total cost of ownership, assessing migration paths, or analyzing ecosystem viability.

Test Prismstack by running a real domain through the full flow (plan → build → check). Records issues found for fixing. The ultimate integration test. Trigger: "dogfood", "test with real domain", "integration test", "try it for real" Do NOT use when: just want to run install tests (use `bash test/install-test.sh`)

Arquiteto de DAO e Comunidade para 0xagentprivacy, especializado em implantação de guildas, negociação de tratados, design de governança (votação por convicção, financiamento quadrático) e coordenação de infraestrutura comunitária para organizações que preservam a privacidade.

Use when diagnosing bugs, crashes, or unexpected behavior in iOS, React, Python, or Java Spring code. Triggered by error messages, stack traces, crash reports, or when user says "analyze this bug" or "why is this crashing". Performs root cause analysis, evidence gathering, and fix recommendations. Output in Chinese.

Wrap up and close out the Acme Corp website rebuild project, capture learnings, and archive

Atlassian Template and Files Creator/Modifier expert for creating, modifying, and managing Jira and Confluence templates, blueprints, custom layouts, reusable components, and standardized content structures. Use when building org-wide templates, custom blueprints, page layouts, and automated content generation.

Gera layouts XML Android de alta fidelidade a partir do Figma MCP, extraindo tokens/recursos, mapeando componentes e aplicando ConstraintLayout com correções de diferenças de capturas de tela.

Zoom out one abstraction layer in unfamiliar code — return a structural map (modules, callers, callees, ADR/decisions touching the area) in the project's vocabulary. Use when the user says "zoom out", "map this", "bigger picture", "I don't know this area", "what calls this". Not for implementing changes (read-only) or one-symbol lookups (use grep).

Conjunto de ferramentas para criar artefatos HTML elaborados e multicomponentes para claude.ai, utilizando tecnologias web frontend modernas (React, Tailwind CSS, shadcn/ui). Use para artefatos complexos que exigem gerenciamento de estado, roteamento ou componentes shadcn/ui, não para artefatos HTML/JSX simples de arquivo único.