Orchestrate RED-GREEN-REFACTOR TDD phases. Use when starting TDD, managing phase transitions, or maintaining TDD discipline across a development session.
Convert PyTorch AT_DISPATCH macros to AT_DISPATCH_V2 format in ATen C++ code. Use when porting AT_DISPATCH_ALL_TYPES_AND*, AT_DISPATCH_FLOATING_TYPES*, or other dispatch macros to the new v2 API....
Enhance uxscii components from sketch to production fidelity. Use when working with .uxm files marked as "fidelity: sketch" or when user wants to add detail and polish to components.
Auto-detect code changes and draft Conventional Commit messages. Use when asked to generate, write, or suggest commit messages, or when the user wants to commit staged/unstaged changes.
Guide for building TypeScript CLIs with Bun. Use when creating command-line tools, adding subcommands to existing CLIs, or building developer tooling. Covers argument parsing, subcommand patterns,...
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Guidelines for building modern APIs with Koa.js and TypeScript, featuring the onion middleware model and async/await patterns
Build decentralized applications on Freenet using river as a template. Guides through designing contracts (shared state), delegates (private state), and UI. Use when user wants to create a new...
Provides Python patterns for type-first development with dataclasses, discriminated unions, NewType, and Protocol. Must use when reading or writing Python files.
React Three Fiber (R3F) and Poimandres ecosystem best practices. Use when writing, reviewing, or optimizing R3F code. Triggers on tasks involving @react-three/fiber, @react-three/drei, zustand,...
Google Agent Development Kit (ADK) for Python. Capabilities: AI agent building, multi-agent systems, workflow agents (sequential/parallel/loop), tool integration (Google Search, Code Execution),...
Complete guide for MagicBlock Ephemeral Rollups - high-performance Solana execution with sub-10ms latency, gasless transactions, and Solana Plugins. Use when building real-time games,...
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AI-first application patterns, LLM testing, prompt management
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Create and update ai-context.md files that document modules for AI assistants. Use when adding documentation for packages, apps, or external references that should be discoverable via /modules commands.
shadcn-vue for Vue/Nuxt with Reka UI components and Tailwind. Use for accessible UI, Auto Form, data tables, charts, dark mode, MCP server setup, or encountering component imports, Reka UI errors.
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