A collection of AMD-focused skills for local AI on Ryzen AI computers, language-model serving on AMD Instinct GPUs, workload optimization, and GPU or PyTorch trace analysis. A trace is a record used to inspect performance over time.

Use it to run image and audio AI locally, serve language models with vLLM, improve inference throughput with Hyperloom, and analyze GPU-kernel or PyTorch performance.

It helps developers adapt AI workloads to AMD hardware and investigate slow or inefficient inference and code.

amd-skills — Plugin by amd

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Claude Code

/plugin marketplace add amd/skills

agentmods

npx agentmods add plugins/amd/skills/marketplace

Clone the repo

git clone --depth 1 https://github.com/amd/skills

Made for: Claude Code.

Per session not measured What this adds to a session before it is invoked.

When invoked not measured Not applicable: nothing here is loaded into a session.

Security scan A 0 findings. Scan, not verified.

Origin original No closer match found in the catalogue.

Security

Grade A, and why

amd-skills scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.claude-plugin/marketplace.json · 27 lines

What it actually says

{
  "name": "amd-skills",
  "owner": {
    "name": "AMD"
  },
  "metadata": {
    "description": "Agent Skills for AMD-optimized workflows.",
    "version": "0.2.0"
  },
  "plugins": [
    {
      "name": "amd-skills",
      "source": "./",
      "version": "0.2.0",
      "strict": false,
      "skills": [
        "./skills/local-ai-use",
        "./skills/local-ai-app-integration",
        "./skills/serving-llms-on-instinct",
        "./skills/tracelens-analysis-orchestrator",
        "./skills/hyperloom-workload-optimizer"
      ],
      "description": "AMD's verified Agent Skills in one plugin: route image/audio through local AI on Ryzen AI, serve LLMs on AMD Instinct GPUs with vLLM, optimize inference throughput with Hyperloom, and analyze GPU kernel and PyTorch trace performance."
    }
  ]
}

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

2d ago First seen · 27 lines scan A 7f832b8a3c48

Subscribe to this mod's changes

amd-skills is a plugin published in the GitHub repository amd/skills (306 stars, last pushed 3d ago), licensed MIT. Its token cost is not measured: this kind of file is read by the harness, not the model. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Creative and media Data and AI

amd-skills

Getting it into your agent

Grade A, and why

Nothing flagged

What it actually says

What this file has done since we first saw it

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