Development

Build and deploy Apify actors for web scraping and automation. Use for serverless scraping, data extraction, browser automation, and API integrations with Python.

Use fl_lib stores, widgets, utils, and extensions in Flutter apps. Use when requests mention fl_lib APIs or integration.

Analyze local codebase and scrape external documentation on demand

Generate architecture documentation, create codebase maps, document code structure. Create ARCHITECTURE.md, generate mermaid diagrams, label modules and processes, write READMEs describing the codebase. NOT for exploring code (use exploring-codebases) or planning changes (use change-planning).

Real-time web search and research with AI-powered result synthesis

Transfer conversation to human agent. Use when customer explicitly requests human support, issue is too complex, customer is frustrated, or situation requires human judgment.

Perform intensive mathematical analysis on code changes to ensure numerical stability and alignment with authoritative standards.

Conduct comprehensive learning needs analysis including stakeholder interviews, performance gap identification, job/task analysis, and competency mapping. Use when starting any learning project to identify what training is actually needed. Activates on "needs analysis", "training needs", "performance gaps", or "what should we teach".

Elixir 1.17+ development specialist covering Phoenix 1.7, LiveView, Ecto, and OTP patterns. Use when developing real-time applications, distributed systems, or Phoenix projects.

Commit changes in a git workspace using the Conventional Commits specification. Use when the user asks to commit, stage, or save changes to git, or mentions "conventional commits". Analyzes staged/unstaged changes, groups related modifications, generates properly formatted commit messages, and commits files separately or together as appropriate. Confirms with user when commit ordering is ambiguous.

Guide experienced developers through RED phase of TDD cycle - writing failing tests

Comprehensive context engineering and management system based on the framework C = A(c₁, c₂, c₃, c₄, c₅, c₆). Use this skill when users work with context files, ask about context engineering, need to create/update/analyze contexts, validate context quality, detect discrepancies between contexts, or manage their Context Engineering system. Triggers include: "create a context", "analyze context", "check for inconsistencies", "validate context quality", "update context", "context engineering", "manage contexts", "c1-c6 components", or when working with .claude/contexts/ directories.

Build truly responsive SPA, MPA, or landing pages that adapt gracefully from foldable phones (280px) to ultra-wide desktops (2560px+). Use when the user asks to create responsive websites, landing pages, mobile-first designs, or any web interface requiring broad device support. Generates semantic HTML5, mobile-first CSS with fluid typography, CSS Grid/Flexbox layouts, accessible navigation with hamburger menus, and responsive images with srcset/lazy loading.

Guide for implementing Next.js - a React framework for production with server-side rendering, static generation, and modern web features. Use when building Next.js applications, implementing App Router, working with server components, data fetching, routing, or optimizing performance.

Collaborative brainstorming partner for multi-session ideation projects. Use when the user wants to brainstorm, ideate, explore ideas, or think through problems—whether for SaaS products, software tools, book ideas, newsletter content, business strategies, or any creative/analytical challenge. Handles session continuity across days/weeks via versioned markdown documents. Includes brainstorming methods catalog and supports both connected (cross-project awareness) and clean-slate modes.

Comprehensive Ruby development skill covering language fundamentals, object-oriented design patterns, error handling strategies, performance optimization, modern Ruby 3.x features (pattern matching, ractors, typed Ruby), testing patterns, metaprogramming, concurrency, and Rails-specific best practices. Use when writing Ruby code, refactoring, implementing design patterns, handling exceptions, optimizing performance, writing tests, or applying Ruby idioms and conventions.

Automatically applies when creating data models for API responses and validation. Uses Pydantic BaseModel with validators, field definitions, and proper serialization.

Core development patterns and architecture for PepMetrics. Use when building features or understanding the codebase.

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.

Create components and pages following the Family Gifting Dashboard "Soft Modernity" design system. Use when building UI components, pages, or implementing design specifications. Includes Apple-inspired warmth, generous radii, diffused shadows, and token-optimized styling.