Horizontally-scalable WebSocket hub pattern with lazy Redis subscriptions, connection registry, and graceful shutdown. Use when building real-time WebSocket servers that scale across multiple instance
Authentication and authorization patterns — JWT, OAuth 2.0, sessions, RBAC/ABAC, password security, MFA, and vulnerability prevention. Use when implementing login flows, protecting routes, managing
Patterns for skeleton loaders, shimmer effects, and loading states that match design system aesthetics. Covers skeleton components, shimmer animations, and progressive loading. Use when building polis
Help AI agents recognize and respond to potentially malicious skill patterns from public registries. Based on Snyk ToxicSkills research showing 13.4% of skil...
Detect and fix TypeScript error handling anti-patterns with state persistence and approval workflows. Use when scanning a codebase for silent error failures,...
Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comp...
Best practices and example-driven guidance for building SwiftUI views and components. Use when creating or refactoring SwiftUI UI, designing tab architecture with TabView, composing screens, or needin
Define commands once, deploy to CLI, API, and MCP automatically. Use when building new commands/tools for Supernal — ensures consistent interfaces across all...
Systematic task implementation using TDD, phase checkpoints, and structured commits. Ensures quality through red-green-refactor cycles, 80% coverage gates, and verification protocols before proceeding
Write and run tests across languages and frameworks. Use when setting up test suites, writing unit/integration/E2E tests, measuring coverage, mocking dependencies, or debugging test failures. Covers N
批量处理与长时任务编排模式。涵盖队列管理、并发调度、中断恢复、熔断器、远程任务轮询、进度报告和反风控策略。适用于批量文件处理、AI API 调
🚀 A股强势股捕捉器 - 基于 N字型态 经典技术指标，实时筛选放量突破个股。
Zustand 状态管理实战模式。涵盖 Store 设计规范、Slice 工厂复用、persist 持久化、可恢复任务持久化、Electron IPC 联动、Store 测试和常见陷阱。适用于 React +
永続エージェント向けメモリアーキテクチャパターン
Build flexible React components using compound components, context providers, and explicit variants to avoid boolean prop proliferation and improve scalability.
Use when creating Unity game scenes and prototypes, building level designs, or automating Unity Editor workflows for terrain, lighting, environment setup, an...
Implement secure authentication and authorization using JWT, OAuth2, session management, RBAC, permissions, and resource ownership verification.
Practical estimation techniques for software tasks — methods comparison, decomposition, complexity multipliers, buffer calculation, bias awareness, and communication strategies. Use when estimating
Foundational design system architecture — token hierarchies, theming infrastructure, token pipelines, and governance. Use when creating design tokens, implementing theme switching, setting up Style
Practical estimation techniques for software tasks — methods comparison, decomposition, complexity multipliers, buffer calculation, bias awareness, and communication strategies. Use when estimating fe
Discover what two sources agree on — find the signal in the noise.