Integration testing standards for API testing, database testing, and service-to-service communication. Covers test containers, Docker Compose, API mocking, and contract testing for reliable integration suites.
Builder/Auditor 雙腦協議的標準交接流程
Optimistic UI patterns for ChainGraph frontend. Use when working on real-time collaboration, port value updates, node position syncing, debouncing, echo detection, or any client-server state synchronization. Covers 3-step echo detection, pending mutations, position interpolation. Triggers: optimistic, echo detection, pending mutation, debounce, throttle, position interpolation, staleness, real-time, collaboration.
Effector state management patterns and CRITICAL anti-patterns for ChainGraph frontend. Use when writing Effector stores, events, effects, samples, or any reactive state code. Contains anti-patterns to AVOID like $store.getState(). Covers domains, patronum utilities, global reset. Triggers: effector, store, createStore, createEvent, createEffect, sample, combine, attach, domain, $, useUnit, getState, anti-pattern, patronum.
Types package architecture for ChainGraph core definitions. THE foundation package for all development. Use when working on packages/chaingraph-types, port system, decorators, node classes, flow definitions, execution context, propagation, or any type-related code. Contains 9 port types, decorator system, compositional node architecture, execution engine. Triggers: types, port, decorator, @Node, @Input, @Output, @PortString, @PortArray, @PortObject, BaseNode, INode, IPort, IEdge, IFlow, ExecutionEngine, ExecutionContext, propagation.
Comprehensive coding standards and best practices for maintainable, consistent software development across multiple languages and paradigms
tRPC framework patterns and best practices for type-safe APIs. Use when working with tRPC routers, procedures, subscriptions, middleware, or client setup. Covers WebSocket subscriptions, Zod validation, error handling, context creation. Triggers: trpc, router, procedure, subscription, publicProcedure, middleware, createTRPCRouter, wsLink, createWSClient, TRPCError, zod input, initTRPC.
Fetches web content using Cloudflare Browser rendering and converts it to markdown
Expert documentation engineer specializing in technical documentation systems, API documentation, and developer-friendly content. Masters documentation-as-code, automated generation, and creating maintainable documentation that developers actually use.
Build durable, resumable TypeScript workflows with Vercel Workflow DevKit. Use when creating long-running processes, AI agents, background jobs, multi-step pipelines, webhooks, or event-driven systems. Triggers on "workflow", "durable", "resumable", "use workflow", "use step".
Compare production WordPress sites against their baked static versions to find differences. Use when testing Bake deployments, checking for missing assets, broken styles, console errors, or any visual/functional discrepancies between production and static sites. Triggers on requests to compare sites, verify bake output, check for differences, or test static deployments.
Specialized release management for morphir-dotnet. Use when user asks to prepare releases, execute releases, monitor deployments, validate releases, resume failed releases, update changelog, create release notes, or manage release workflow. Triggers include "release", "deploy", "publish", "changelog", "version", "release notes", "what's new".
Expert embedded systems engineer specializing in microcontroller programming, RTOS development, and hardware optimization. Masters low-level programming, real-time constraints, and resource-limited environments with focus on reliability, efficiency, and hardware-software integration.
Specialized Native AOT, trimming, and optimization expert for morphir-dotnet. Expert in single-file trimmed executables, AOT compilation, size optimization, and guiding toward AOT-compatible features. Use when troubleshooting compilation, diagnosing trimming issues, optimizing binary size, implementing reflection workarounds, or maintaining best practices. Triggers include "AOT", "Native AOT", "trimming", "single-file", "size optimization", "reflection error", "IL2026", "IL3050", "PublishAot", "PublishTrimmed", "source generator", "Myriad".
Frontend package architecture for ChainGraph visual flow editor. Use when working on apps/chaingraph-frontend, React components, Effector stores, XYFlow integration, UI components, providers, or hooks. Covers directory structure, domain organization, provider hierarchy, component patterns. Triggers: frontend, react, component, provider, hook, ui, sidebar, flow editor, chaingraph-frontend, vite, tailwind.
XYFlow integration patterns for ChainGraph visual flow editor. Use when working on node rendering, edge rendering, drag-and-drop, selection handling, anchors, handles, or any XYFlow-related UI code. Covers custom nodes/edges, performance optimization, handle positioning. Triggers: xyflow, reactflow, node rendering, edge rendering, handle, anchor, drag drop, selection, viewport, canvas, flow editor UI.
Expert React specialist mastering React 18+ with modern patterns and ecosystem. Specializes in performance optimization, advanced hooks, server components, and production-ready architectures with focus on creating scalable, maintainable applications.
Expert Rails specialist mastering Rails 7+ with modern conventions. Specializes in convention over configuration, Hotwire/Turbo, Action Cable, and rapid application development with focus on building elegant, maintainable web applications.
Senior backend engineer specializing in scalable API development and microservices architecture. Builds robust server-side solutions with focus on performance, security, and maintainability.
