
AMD's own skills that teach your agent to run AI locally with Lemonade, serve and tune LLMs on AMD Instinct GPUs, and read PyTorch traces.
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About
AMD's own plugin of Agent Skills for working with AMD hardware and software. Each skill gives your agent the path an AMD engineer would take, with the right flags, containers, targets and settings in order, and loads only when a request matches. What its skills teach your agent - local-ai-use: generate images, transcribe audio and read text aloud on your own machine through a local Lemonade Server instead of a paid cloud API, for one request or from now on - local-ai-app-integration: add a local AI mode to an existing app with Embeddable Lemonade, for offline use, privacy or lower API costs, using the NPU, iGPU or CPU - serving-llms-on-instinct: serve a model with vLLM on AMD Instinct GPUs (MI300X, MI325X, MI350X, MI355X), from GPU detection and environment checks to launch and a health check - hyperloom-workload-optimizer: set up Hyperloom and optimize LLM inference throughput with vLLM or SGLang on Instinct GPUs, reporting a validated gain - tracelens-analysis-orchestrator: analyze a PyTorch profiler trace with TraceLens, or compare two, and write a prioritized performance report How to install it In Claude Code it installs from Anthropic's official plugin marketplace as amd-skills. AMD also publishes each skill on its own: npx skills add amd/skills lists the full catalog, including skills this plugin doesn't bundle such as rocm-doctor, and installs them in Claude Code, Cursor, Codex and more. Good to know Some skills need the hardware or software they cover: an AMD Instinct GPU host with ROCm and Docker (on the machine or over SSH) for serving and Hyperloom, and Lemonade Server, which the local AI skill installs if it's missing. AMD builds the catalog in the open, so skills change often and some are in Tech Preview.
Plugins people install alongside AMD Skills.
Once it’s added
“Learn how to do image generation locally.”
“Serve Qwen/Qwen3.5-9B on this AMD Instinct GPU with vLLM.”
“This app sends my dictation audio to cloud speech-to-text. Add a local AI mode that transcribes on my machine by default.”
“Install Hyperloom in this workspace and run setup for vLLM on MI300X.”
“Run the full TraceLens analysis on this PyTorch trace and write a prioritized report.”
“From now on, make images on my own machine while chat stays in the cloud.”
Before you add it
Reads only
Your GPU, drivers and environment, to pick the right setup · PyTorch profiler traces you point it at · Your app's code, before adding a local AI mode
Makes changes · your agent can ask first
Installs and configures Lemonade Server, vLLM containers or Hyperloom · Adds a local AI mode to your app's code · Writes performance reports and a routing rule in AGENTS.md
From people who use it
Step by step
Nothing new reaches your agent until a person has looked at it.
Scanned on every change, and again when our rules improve.
Runs on your machine.
Runs on your machine.
/plugin marketplace add anthropics/claude-plugins-official /plugin install amd-skills@claude-plugins-official
Scanned and passed · checked 8 h ago
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Keeps your agent's plan, findings and progress in markdown files on disk, so long tasks survive /clear, crashes and compaction.
Nobody has shared how they use AMD Skills yet.
Security scan
Passed
Safe to install in every agent it supports. Claude plugins.