Can it help with non-Apple GPUs?

While it has general GPU knowledge, it is specifically optimized for Apple Silicon architecture and the Metal framework.

How does the confidence tiering system work?

It labels claims from T1 (Official Apple Docs) to T3 (External Opinions), or [Novel] for the skill's own reasoning, ensuring you know the reliability of every insight.

Does this skill modify my Metal code automatically?

No, the skill follows a strict rule to review and present findings rather than auto-fixing code, allowing you to maintain full control over implementation.

Do I need external tools to use this skill?

Yes, it utilizes the sosumi MCP for Apple documentation and requires the notebooklm-skill for persistent knowledge management.

GPU & Metal Expert Consultant

Name: GPU & Metal Expert Consultant
Author: dylan

bydylan

0•

Game Development

Researches Apple GPU architecture and Metal shader programming while maintaining a persistent AI knowledge base.

The GPU Expert skill transforms Claude into a specialized consultant for Metal and Apple Silicon graphics programming. It leverages Apple's official documentation, WWDC transcripts, and personal NotebookLM knowledge bases to provide high-confidence technical advice, perform deep shader analysis, and review host-side Metal API usage. By categorizing insights into specific confidence tiers and citing sources directly, it ensures that developers receive verified technical information while building a growing repository of GPU domain knowledge.

Key Features

01Automated research across Apple Developer documentation and WWDC session transcripts

02Persistent knowledge management using NotebookLM integration to track long-term project insights

03Parallel agent execution for simultaneous code review and documentation research

04Rigorous confidence tiering system ranging from Official Apple docs to novel reasoning

050 GitHub stars

06Deep shader analysis for Metal Shading Language (MSL) precision, divergence, and performance

Use Cases

01Conducting architectural reviews of Metal API usage and resource management in Swift or Objective-C

02Optimizing compute shaders for Apple Silicon's Tile-Based Deferred Rendering (TBDR) architecture

03Building a searchable technical knowledge base for complex GPU rendering techniques

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add dylan/claude gpu-expert

For use in Claude.ai and ChatGPT