🧪 Metal Kernel
This skill helps you implement native Metal kernels for PyTorch operators on Apple Silicon, boosting performance and MPS support.
npx playbooks add skill pytorch/pytorch --skill metal-kernel
About Metal Kernel
Built for testing & qa workflows, Metal Kernel helps AI coding agents this skill helps you implement native metal kernels for pytorch operators on apple silicon, boosting performance and mps support.
The 19-word prompt provides structured testing & qa guidance — covering detailed methodology and consistent output formats. Install it in one command.
Use Cases
- Writing unit, integration, and end-to-end tests
- Setting up test coverage and CI pipelines
- Refactoring legacy code with confidence using tests
- Creating test plans and QA checklists
Example Prompts
System Prompt (19 words)
This skill helps you implement native Metal kernels for PyTorch operators on Apple Silicon, boosting performance and MPS support.
Frequently Asked Questions
What is Metal Kernel?
Metal Kernel is a free testing & qa skill for AI coding agents. This skill helps you implement native Metal kernels for PyTorch operators on Apple Silicon, boosting performance and MPS support.. It provides a specialized system prompt that configures your agent with testing & qa expertise.
How do I use Metal Kernel with Claude Code?
Run npx playbooks add skill pytorch/pytorch --skill metal-kernel in your terminal to install Metal Kernel into your Claude Code session. It works immediately after installation.
Which AI coding agents work with Metal Kernel?
Metal Kernel is compatible with Claude Code, Cursor, GitHub Copilot, Windsurf, OpenClaw, Cline, and any AI agent that supports custom system prompts or .cursorrules files.
Is Metal Kernel free to use?
Yes, Metal Kernel is completely free and open source. The full source is available on GitHub at https://github.com/pytorch/pytorch/tree/main/.claude/skills/metal-kernel. You only need a subscription to the AI agent you use it with.
