數據與 AI
機器學習、數據科學和人工智慧開發技能
22656 skills in this category
hubspot-search-contacts
Search contacts in HubSpot CRM by email, name, or company. Load when user says 'search contacts', 'find contact', 'lookup contact', 'search for [name]'.
data-extraction
Use when extracting structured data from medical research PDFs, parsing study characteristics, patient demographics, outcomes, and results. Invoke for systematic review data collection from papers.
database-schema-validator
Validates database schemas, Kysely types, and migrations. Use when checking schema correctness or migration safety.
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.
search
Unified memory search across cc-memory, cc-soul, and claude-mem. Use to find past decisions, wisdom, patterns, and context.
structured-outputs-advisor
Use PROACTIVELY when users need guaranteed schema compliance or validated tool inputs from Anthropic's structured outputs feature. Expert advisor for choosing between JSON outputs (data extraction/formatting) and strict tool use (agentic workflows). Analyzes requirements, explains trade-offs, and delegates to specialized implementation skills. Not for simple text responses or unstructured outputs.
email-manager
Gestionnaire d'emails Gmail PERSONNELS en français pour scanner, trier et archiver automatiquement les emails de l'INBOX selon des règles prédéfinies. **Utiliser pour TOUS les emails personnels (envoyer, lire, trier).** Utiliser quand l'utilisateur demande de "scanner les emails", "trier mes emails", "gérer ma boîte mail", "envoyer un email", "envoyer un mail" (sans préciser "professionnel"), ou toute tâche de gestion d'emails. Scanne UNIQUEMENT l'INBOX et déplace les emails vers les labels appropriés (personal/ecole, personal/voyage, personal/commandes, personal/Maison, pro/L'Oréal). **Note: Pour les emails professionnels L'Oréal, utiliser o365-manager.**
brainstorming-ideas-into-designs
Interactive idea refinement using Socratic method to develop fully-formed designs
chaos-gremlin-v2
🍆👾 BIG DICK GLITCH GREMLIN SUPER COLLIDER. Unconventional problem-solving with chaotic good energy. Finds creative edge cases, challenges assumptions, explores weird solutions that technically work. For full gremlin brain stack, load: gremlin-boot → gremlin-core → gremlin-reasoning → gremlin-collider.
aethercorepromptfoundry
World-class prompt powerhouse that generates production-ready mega-prompts for any role, industry, and task through intelligent 7-question flow, 69 comprehensive presets across 15 professional domains (technical, business, creative, legal, finance, HR, design, customer, executive, manufacturing, R&D, regulatory, specialized-technical, research, creative-media), multiple output formats (XML/Claude/ChatGPT/Gemini), quality validation gates, and contextual best practices from OpenAI/Anthropic/Google. Supports both core and advanced modes with testing scenarios and prompt variations.
system-architecture-advisor
Technical architect assistant that helps design robust, scalable, and maintainable backend/frontend architectures. Provides visual diagrams, pattern recommendations, API design guidance, and stack selection advice. Use when designing system architecture, choosing tech stacks, planning scalability, designing APIs, or creating architectural documentation. Covers microservices, monoliths, serverless, event-driven patterns, and modern frameworks like Next.js and Supabase.
research
Comprehensive research combining web search and AI synthesis. Use for deep research on topics, comparing technologies, investigating libraries, and finding GitHub issues related to problems.
architecture-patterns
Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design. Use when architecting complex backend systems or refactoring existing applications for better maintainability.
python-programming
Master Python fundamentals, OOP, data structures, and scripting for data engineering
microsim-generator
Creates interactive educational MicroSims using the best-matched JavaScript library (p5.js, Chart.js, Plotly, Mermaid, vis-network, vis-timeline, Leaflet, Venn.js). Analyzes user requirements to route to the appropriate visualization type and generates complete MicroSim packages with HTML, JavaScript, CSS, documentation, and metadata.
frontend-design-standards
Use when generating React/TypeScript UI components, forms, layouts, or pages - prevents generic AI aesthetic, enforces accessibility, semantic HTML, theme compliance, minimum text sizes, proper states, and brand differentiation
access-skill-resources
Locate scripts, references, and assets bundled with skills. Use when a skill mentions bundled resources (scripts/, references/, assets/ subdirectories) but you cannot immediately find them. Teaches standard skill directory structure and symlink navigation.
brain-updater
Update .brain/ context files after completing tasks. Templates for activeContext.md and systemPatterns.md updates.
x-trend-architecture
Use when implementing X-Trend or attention-based trading models. Covers LSTM encoders, cross-attention, self-attention, sequence representations, entity embeddings, Variable Selection Networks, encoder-decoder patterns, Deep Momentum Networks, and interpretable predictions for trend-following strategies.
tdd-workflow
Test-driven development guidance for Tetris game logic. Use when writing tests, fixing test failures, improving test coverage, or implementing game mechanics. Auto-triggers on phrases like "write a test", "test this function", "improve coverage", "fix failing tests", or "add game logic". Emphasizes Result<T,E> pattern and property-based testing with fast-check.