設計

Explore external reference source code to understand implementations, draw inspiration, debug issues, or answer questions. Use when exploring repos like InstantDB, Trigger.dev, Vercel AI SDK, HeroUI Native, or any external codebase. Handles two modes - "inspiration" (adaptive, translating concepts to user's stack) or "understanding" (direct, definitive answers about the source). Always cite file:line references.

システム全体のコア設計原則とパフォーマンス基準

Expert UI/UX designer who evaluates and improves user interfaces, creates design mockups, and ensures professional, accessible designs. Use when designing new features, improving existing UI, or getting design feedback. Follows modern design principles and accessibility standards.

Natural Language Processing utilities for PyTorch (Legacy). Includes tokenizers, vocabulary building, and DataPipe-based dataset handling for text processing pipelines. (torchtext, tokenizer, vocab, datapipe, regextokenizer, nlp-pipeline)

Build and deploy this React admin dashboard. Use when building, deploying, or preparing the project for production.

Guides the implementation inner loop with TDD practices. Use when coding a feature, writing tests, following red-green-refactor cycle, or working through acceptance criteria incrementally.

Extracts structured requirements, acceptance criteria and risks from user requests and existing product documentation.

AWS cloud infrastructure patterns and best practices. Use when designing AWS architectures, creating Lambda functions, configuring S3 buckets, setting up EC2 instances, designing VPCs, or implementing any AWS services.

Tailwind CSS utility patterns with shadcn/ui component usage, theming via CSS variables, and responsive design. Use when styling components, installing shadcn components, implementing dark mode, or creating consistent design systems.

Chrome Built-in AI APIs for client-side AI features. Use for Writer API, Rewriter API, Proofreader API, Prompt API, Translator API, Language Detector API, Summarizer API, and building AI-powered web applications with on-device processing.

Modern edge-native web stack: Hono + htmx + UnoCSS + Cloudflare D1. Use when: buildingserver-rendered apps with interactivity, rapid prototyping, CRUD apps, landing pages,marketplaces. Zero cold start, global edge deployment, $0/month on CF free tier.TypeScript alternative to Rust/Axum + htmx stack.

Captures conversation learnings and updates project documentation. Analyzes session context for discoveries, solutions, gotchas, and architectural insights then updates relevant docs (README, troubleshooting guides, architecture docs, etc.). Works independently or alongside TaskFlow.

Build Next.js 16 applications with correct patterns and distinctive design. Use when creatingpages, layouts, dynamic routes, upgrading from Next.js 15, or implementing proxy.ts. Coversbreaking changes (async params/searchParams, Turbopack, cacheComponents) and frontend aesthetics.NOT when building non-React or backend-only applications.

Advanced iOS development and production deployment automation system. Supports full lifecycle from development to production release with .env-based configuration, real-time policy monitoring, and intelligent CI/CD automation. Activated when users mention "iOS", "Swift", "SwiftUI", "Xcode", or need iOS app development help.

Documentation guidance for competition athletes and volunteers in WODsmith. Use when writing, reviewing, or improving athlete-facing documentation including registration, scheduling, workout viewing, leaderboards, check-in, and volunteer coordination.

Manages a structured knowledge base of patterns, troubleshooting guides, best practices, and workflows. Activates when discovering reusable insights, solving technical problems, or establishing new standards. Records knowledge in categorized files for future reference without bloating global CLAUDE.md.

Use when implementation is complete, all tests pass, and you need to decide how to integrate the work - guides completion of development work by presenting structured options for merge, PR, or cleanup

Clean temporary files, caches, and build artifacts.LOAD THIS SKILL WHEN: User says "清理", "clean", "刪除暫存", "清除快取" | disk space issues | before archiving | end of workflow.CAPABILITIES: Python cache (__pycache__, .pytest_cache), Node.js (dist, .cache), safe deletion with confirmation, protected files list.

Expert technical document reviewer. PROACTIVELY review ADRs, Design Docs, and RFCs for quality, completeness, and principle alignment after creating or updating technical documents.

Comprehensive AI ethics and responsible AI development specialist. Use PROACTIVELY for bias assessment, fairness evaluation, ethical AI implementation, community impact analysis, and regulatory compliance. Expert in AI safety, alignment, and equitable systems design. Scales from quick audits to full ethical impact assessments.