Development

Automatically generate documentation when user mentions needing API docs, README files, user guides, developer guides, or changelogs. Analyzes code and generates appropriate documentation based on context. Invoke when user mentions "document", "docs", "README", "API documentation", "guide", "changelog", or "how to document".

Write maintainable CSS using consistent methodologies and design systems. Use this skill when styling components with Tailwind, BEM, CSS modules, or styled-components. When working on files like styles/, *.css, *.scss, or component files with inline styles. When establishing design tokens for colors, spacing, and typography. When optimizing CSS for production with purging or tree-shaking.

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

Intelligent session initialization combining Goldfish memory recall, Julie workspace re-indexing, and Sherpa workflow suggestion. MANDATORY at session start - automatically restores context, suggests next steps, and resumes work seamlessly. Activates at the beginning of every coding session.

Implements PlanetScale serverless MySQL with branching workflows, non-blocking schema changes, and Prisma integration. Use when building apps with PlanetScale, implementing database branching, or needing serverless MySQL.

Expert guidance for Prisma ORM v7 (7.0+). Use when working with Prisma schema files, migrations, Prisma Client queries, database setup, or when the user mentions Prisma, schema.prisma, @prisma/client, database models, or ORM. Covers ESM modules, driver adapters, prisma.config.ts, Rust-free client, and migration from v6.

Run and evaluate the Skillset smoke test (aliases, sets, and skill invocation) and interpret its JSON reports. Use this when validating $skill/$set behavior or checking Claude Code/Codex headless runs.

Strict file creation rules. Loaded FIRST by orchestrator and all agents before any action. Prevents pollution with .md, .json, scripts. Only allows code files and .build/ docs.

Generate pytest tests for Python modules with parametrization, shared fixtures in conftest.py, and minimal mocking. Use when creating unit tests, test suites, or improving test coverage. Follows 1-1 file correspondence and real object testing principles.

CRM and automation integration patterns for lead gen sites. Webhooks, Zapier, Make, HubSpot, Pipedrive. Use for connecting forms to business systems.

Defines project-wide code conventions for magic number elimination, constant usage, performance optimization, and coordinate system separation. Use when implementing, testing, or reviewing code to ensure consistency across the codebase.

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.**

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.

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.

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.

Master Python fundamentals, OOP, data structures, and scripting for data engineering

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.

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

Develop IRB/ethics protocols for human subjects research. Use when: (1) Planning studies involving humans, (2) Preparing IRB applications, (3) Ensuring ethical compliance, (4) Addressing informed consent.

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.