自然語言處理

Generate comprehensive implementation guides for coding tasks instead of writing code directly. Use when the user requests detailed implementation documentation, step-by-step development guides, or when they want to implement features themselves using tools like Cursor. Creates exhaustive guides with background context, architecture decisions, milestones with verification points, and rationale for a "build-it-yourself" workflow.

This skill should be used when designing agent coordination, implementing context handoffs, reducing context overhead, creating multi-agent workflows, optimizing agent communication, implementing progressive disclosure, selecting architectural patterns (hierarchical vs swarm), or debugging agent context issues. Provides SOTA patterns for multi-agent systems achieving 78%+ context reduction while maintaining analysis quality.

Claude Code context window optimization strategies, JIT retrieval, progressive loading, memory file patterns, and cleanup practices. Use when optimizing context usage, managing large projects, or implementing efficient workflows.

Context persistence system for long-running multi-agent tasks. Saves research plans, findings, and checkpoints to prevent context loss at token limits.

Guide Claude to create domain modules following DDD principles and hexagonal architecture for Java + Spring Boot projects.Use when user requests:(1) "Create a new module" / "새 모듈 만들어줘" / "도메인 모듈 생성"(2) "Add {feature} module" (e.g., "Add order module", "Add product module")(3) "Build {domain} bounded context" / "{domain} 바운디드 컨텍스트 구현"(4) Any request to create a new domain module for Java + Spring Boot projects with DDD and hexagonal architecture.Applies Kent Beck's TDD workflow (Red → Green → Refactor).Adapts to any Java/Spring Boot project by reading CLAUDE.md at project root.Uses Java 17+ features including records, sealed classes, and pattern matching.

Debug jsgui3 client-side activation issues. Use when SSR renders but clicks don’t work, this.dom.el is null, or you see Missing context.map_Controls / activation failures.

MCP (Model Context Protocol) server selection and configuration skill usingDocker MCP Toolkit as the primary orchestration method. Guides dynamic serverdiscovery, installation via Docker gateway, and fallback to direct installation.Should be executed after /initialize-project to extend Claude Code's capabilities.

Use this skill when creating pull requests, drafting PR descriptions, or running `gh pr create`. Ensures proper PR formatting with active-voice titles and structured descriptions explaining why, how, and context links.

Kit de ferramentas abrangente para manipulação de PDFs, incluindo extração de texto e tabelas, criação de novos PDFs, mesclagem/divisão de documentos e manipulação de formulários. Quando Claude precisa preencher um formulário PDF ou processar, gerar ou analisar documentos PDF programaticamente em escala.

Synchronize task state and metadata across Claude, Cursor, and Factory Droid sessions. Use when handing off tasks between platforms, sharing plans, or updating external trackers like Linear or Jira.

Conduct comprehensive news research and generate professional newsletters. Use when user submits topics for news analysis, sentiment tracking, or competitive media coverage research.

Local speech-to-text with the Whisper CLI (no API key).

MCP (Model Context Protocol) server evaluation guide for creating comprehensive test suites with read-only, independent questions. Use when building MCP servers, creating evaluation frameworks, or testing LLM tool usage patterns.

React 19.3+ patterns. Use for forms, async data, pre-rendering, transitions, refs, context, metadata.

Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.

Unified memory search across cc-memory, cc-soul, and claude-mem. Use to find past decisions, wisdom, patterns, and context.

Update .brain/ context files after completing tasks. Templates for activeContext.md and systemPatterns.md updates.

Current best practices for Model Context Protocol server design, implementation, and integration. Updated patterns for 2025 MCP ecosystem including multi-server orchestration, security, and performance.

Extrai texto de documentos jurídicos escaneados em PDF usando OCR otimizado para linguagem jurídica brasileira. Use quando precisar converter PDFs escaneados (sentenças, petições, acórdãos) em texto editável com alta precisão. Suporta documentos de baixa qualidade, multi-colunas, tabelas e termos jurídicos específicos.

Expert PostgreSQL database development skill covering schema design, normalization, Alembic migrations, SQLAlchemy ORM patterns, query optimization, index strategies, JSONB for flexible data, and full-text search. Use when designing database schemas, creating migrations, optimizing queries, implementing full-text search, or working with PostgreSQL-specific features like JSONB.