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Assess error handling, isolation boundaries, and recovery mechanisms in agent frameworks. Use when (1) tracing error propagation paths, (2) evaluating sandboxing for code execution, (3) understanding retry and...
Analyze coordination patterns, handoff mechanisms, and state sharing in multi-agent systems. Use when (1) understanding how agents transfer control, (2) evaluating shared vs isolated state patterns, (3) mapping...
Generate a reference architecture specification from analyzed frameworks. Use when (1) designing a new agent framework based on prior art, (2) defining core primitives (Message, State, Tool types), (3) specifyi...
Analyze fundamental data primitives, type systems, and state management patterns in a codebase. Use when (1) evaluating typing strategies (Pydantic vs TypedDict vs loose dicts), (2) assessing immutability and m...
Clean Architecture audit for Go services. Use when reviewing layered architecture, dependency rules, or gRPC/usecase/repository patterns. Ensures proper separation of concerns and dependency inversion.
Frontend development guidelines for Next.js + React 19 + shadcn/ui applications. Modern patterns including App Router, Server Components, Client Components, Server Actions, shadcn/ui with Tailwind CSS, React Ho...
Laravel API development, REST endpoints, JSON responses, Sanctum/Passport authentication, Service-Repository pattern. ALWAYS activate when: working with routes/api.php, app/Http/Controllers/Api/, API endpoints,...
Review and write React/Next.js code following Page Driven Development principles. Use when organizing components, making file structure decisions, or asked to "review structure", "organize code", "refactor comp...
gpui-component library patterns for building reusable UI components. Use when creating buttons, inputs, dialogs, forms, or following Longbridge component library conventions in GPUI applications.
Laravel Blade views, Alpine.js, Vue.js integration, TailwindCSS styling, Vite assets. ALWAYS activate when: working with resources/views/, Blade components, frontend forms, UI elements, modals, dropdowns, forms...
Create and update Linear projects via CLI (write operations)
Create and update Linear issues via CLI (write operations)
GPUI UI framework best practices for building desktop applications. Use when writing GPUI code, creating UI components, handling state/events, async tasks, animations, lists, forms, testing, or working with Zed...
Creating algorithmic, generative art using p5.js with seeded randomness and interactive parameter exploration.
Use when building, refactoring, debugging, or testing iOS/macOS features using The Composable Architecture (TCA). Covers feature structure, effects, dependencies, navigation patterns, and testing with TestStore...
Use when creating releases for Claude Code plugin marketplaces. Supports independent plugin versioning - each plugin can be released separately. Triggered by "release", "bump version", "create release", "publis...
Automated PR code review with multi-agent analysis
Context tracking and decision logging patterns for intentional memory management in Claude Code Waypoint Plugin. Use when you need to remember user preferences, track decisions, capture context across sessions,...
Analyze the protocol layer between agent harness and LLM model. Use when (1) understanding message wire formats and API contracts, (2) examining tool call encoding/decoding mechanisms, (3) evaluating streaming...
Analyze context management, memory systems, and state continuity in agent frameworks. Use when (1) understanding how prompts are assembled, (2) evaluating eviction policies for context overflow, (3) mapping mem...
Master protocol for deconstructing agent frameworks to inform derivative system architecture. Use when (1) analyzing an agent framework's codebase comprehensively, (2) comparing multiple frameworks to select be...
Analyze tool registration, schema generation, and error feedback mechanisms in agent frameworks. Use when (1) understanding how tools are defined and registered, (2) evaluating schema generation approaches (int...
Extract and analyze agent reasoning loops, step functions, and termination conditions. Use when needing to (1) understand how an agent framework implements reasoning (ReAct, Plan-and-Solve, Reflection, etc.), (...
Multi-agent orchestration system that persists until all tasks are complete. Delegates to specialized subagents and coordinates parallel execution.
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