行動開發

Use when IMPLEMENTING refactoring changes. Enforces metrics-driven protocol with before/after measurements. Triggers: "implement refactor", "apply refactoring pattern", "clean up code smell", "extract method", "move method". No exceptions for "simple" refactorings - use this. NOTE: If you need to FIND duplicates first, use duplicate-code-detector, then return here for implementation.

Use when rough ideas need design before code, requirements are fuzzy, multiple approaches exist, or you need to explore options before implementation

Analyze GitHub Issues and automatically infer appropriate labels from Miyabi's 57-label system across 11 categories. Use when creating or triaging Issues, or when label inference is needed.

Kubernetes standards for container orchestration, deployments, services, ingress, ConfigMaps, Secrets, and security policies. Covers production-ready configurations, monitoring, and best practices for cloud-native applications.

Handles PR review comments and feedback resolution. Use when user wants to resolve PR comments, handle review feedback, fix review comments, address PR review, check review status, respond to reviewer, or verify PR readiness. Fetches comments via GitHub CLI, classifies by severity, applies fixes with user confirmation, commits with proper format, replies to threads.

Mobile-Ios standards for mobile ios in Frontend environments. Covers

Master Swift coding standards with Apple's guidelines, protocol-oriented design, and modern concurrency patterns

Database migration creation with mandatory RLS policies and ARCHitect approval workflow. Use when creating migrations, adding tables with RLS, or updating Prisma schema.

Comprehensive R package for command-line interface styling, semantic messaging, and user communication. Use this skill when working with R code that needs to: (1) Format console output with inline markup and colors, (2) Display errors, warnings, or messages with cli_abort/cli_warn/cli_inform, (3) Show progress indicators for long-running operations, (4) Create semantic CLI elements (headers, lists, alerts, code blocks), (5) Apply themes and customize output styling, (6) Handle pluralization in user-facing text, (7) Work with ANSI strings, hyperlinks, or custom containers. Also use when migrating from base R message/warning/stop, debugging cli code, or improving existing cli usage.

This skill should be used when developing Holochain hApps, setting up development environments, creating zomes, implementing hREA integration, or writing multi-agent tests with Tryorama

This skill should be used when working with applesauce-signers library for Nostr event signing, including NIP-07 browser extensions, NIP-46 remote signing, and custom signer implementations. Provides comprehensive knowledge of signing patterns and signer abstractions.

Use when designing software architecture, refactoring code structure, solving recurring design problems, or when code exhibits symptoms like tight coupling, rigid hierarchies, scattered responsibilities, or difficult-to-test components. Also use when choosing between architectural approaches or reviewing code for structural improvements.

Expert Kotlin developer specializing in coroutines, multiplatform development, and Android applications. Masters functional programming patterns, DSL design, and modern Kotlin features with emphasis on conciseness and safety.

通用 iOS App 开发、构建、签名、测试与 App Store 上架流程（中国区）指南。用于当用户询问 iOS 开发/上架/审核/签名/TestFlight/App Store Connect/隐私合规/订阅配置，或输入触发词 iosdev 时。

Expert mobile app developer specializing in native and cross-platform development for iOS and Android. Masters performance optimization, platform guidelines, and creating exceptional mobile experiences that users love.

Expert performance engineer specializing in system optimization, bottleneck identification, and scalability engineering. Masters performance testing, profiling, and tuning across applications, databases, and infrastructure with focus on achieving optimal response times and resource efficiency.

Map permissible values in LinkML enums to ontology terms. Use this skill when: (1) Adding or updating ontology mappings (meaning: field) for enum permissible values, (2) Fixing validation errors from linkml-term-validator, (3) User asks to map enums to ontology terms or fix CURIE mappings. This skill covers OAK/runoak lookup, CURIE verification, and validation workflows.

Use when writing, reviewing, or refactoring code. Apply when naming variables or functions, structuring classes, handling errors, writing tests, or when code feels complex or hard to understand. Based on Robert C. Martin's Clean Code.

Design data models with Pydantic schemas, comprehensive validation rules, type annotations, and relationship mappings.

Real-time communication specialist implementing scalable WebSocket architectures. Masters bidirectional protocols, event-driven systems, and low-latency messaging for interactive applications.