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Modern React patterns and best practices for production applications. \n \n Covers component design principles, hook extraction patterns, and state management selection across complexity levels from simple useState to global stores like Zustand and Redux Toolkit \n Includes React 19 patterns with new hooks (useActionState, useOptimistic, use) and compiler benefits for automatic memoization \n Provides composition patterns including compound components, render props vs hooks trade-offs, and highe

Fast lookup table for 30+ SaaS finance metrics, formulas, benchmarks, and red flags. \n \n Covers four metric families: Revenue & Growth, Unit Economics, Capital Efficiency, and Efficiency Ratios, each with formula, benchmark, and red flag \n Includes four decision frameworks for feature investment, channel scaling, pricing changes, and business health assessment by stage \n Organized for speed: scan the reference table, check red flags by category, apply the relevant framework to your deci

Design handoff bridges design and development, ensuring developers have all information needed to implement designs accurately and efficiently.

Build and deploy MCP servers in Python using FastMCP with tools, resources, and prompts. \n \n Scaffolds a working Python MCP server from a description; supports tools (callable functions), resources (readable data), and prompts (reusable templates) \n Includes local testing modes (direct run, dev mode with auto-reload, HTTP transport) and MCP Inspector integration \n Deploys to FastMCP Cloud, Docker, or Cloudflare Workers; pre-deploy checklist catches common issues like missing module-level ser

Add Auth0 authentication to Next.js apps with session management, protected routes, and middleware. \n \n Supports both App Router and Pages Router with automatic OAuth callback handling via /auth/login , /auth/logout , and /auth/callback endpoints \n Provides server-side session access through auth0.getSession() for Server Components and API routes, plus client-side useUser() hook for client components \n Requires middleware configuration ( middleware.ts for Next.js 15+, or proxy.ts for Next.js

Korean document style consistency checker that detects tone, terminology, numbering, list formatting, quotation, and date format inconsistencies. \n \n Analyzes seven style categories (tone, terminology, numbers/units, lists, quotation/emphasis, dates/times, links) with priority-based detection \n Applies majority-rule principle to unify repeated expressions within a document or project, with context-aware recommendations based on document type (business, academic, technical, marketing) \n Provi

React and Next.js patterns for component composition, state management, performance, and accessibility. \n \n Covers component patterns including composition, compound components, and render props, plus custom hooks for state, data fetching, and debouncing \n Includes performance optimization techniques: memoization, code splitting with lazy loading, and list virtualization for large datasets \n Provides form handling with validation, error boundaries, and animation patterns using Framer Motion

React chat interfaces with Vercel AI SDK v6, covering hooks, message parts, tool approval workflows, and 18 documented UI error solutions. \n \n Three core hooks: useChat for conversational AI, useCompletion for text generation, and useObject for structured output streaming \n Message content now accessed via .parts array (breaking change from v5) with support for text, tool invocations, files, reasoning, and source citations \n Tool approval workflows enable human-in-the-loop confirmation befor

Review, write, and fix SwiftUI gesture interactions. Apply modern gesture APIs with correct composition, state management, and conflict resolution using Swift 6.3 patterns.

Layout and component patterns for SwiftUI apps targeting iOS 26+ with Swift 6.3. Covers stack and grid layouts, list patterns, scroll views, forms, controls, search, and overlays. Patterns are backward-compatible to iOS 17 unless noted.