amd-skills vs GPU MCP Server
amd-skills is a plugin bundle for AI coding tools published by amd. Marketplaces we read that list it: 1 (Community GitHub marketplaces). GPU MCP Server is an MCP server published by pmady. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-12. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.
Where each is published
| Marketplace |  GPU MCP Server | |
|---|---|---|
| Community marketplace amd/skills | Listed Version: 0.2.0 Forks (GitHub): 41 Stars (GitHub): 415 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 0.1.0 Forks (GitHub): 12 Stars (GitHub): 15 Not marked · First seen |
Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.
The facts side by side
| Fact | amd-skills | GPU MCP Server |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 415 (better) | 15 (worse) |
| Forks (GitHub) (differs) | 41 (better) | 12 (worse) |
| Last release | Not published | Not published |
| Where it runs (differs) | Installs as a plugin bundle | On your machine (ghcr.io/pmady/gpu-mcp-server:v0.1.0) |
| Transport (differs) | Not stated | stdio |
| Tools it declares | Not published | Not published |
| Environment variables it asks for | Not published | Not published |
| Parts of the bundle (differs) | 5 | Not a bundle |
| Licence | Not stated | Not stated |
| Repository (differs) | github.com/amd/skills | github.com/pmady/gpu-mcp-server |
| Changes in the last 7 days | 0 | 0 |
| First seen | 2026-10-11 | 2026-10-11 |
Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.
What each says it does
amd-skills
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.
GPU MCP Server
NVIDIA GPU metrics as MCP tools — utilization, memory, temperature, power. Supports MIG.
How to run each
amd-skills
No data for an automatic command: what its marketplaces declare does not say unambiguously how to connect it.
GPU MCP Server As a local MCP server: Docker image
claude mcp add --transport stdio gpu-mcp-server -- docker run -i --rm ghcr.io/pmady/gpu-mcp-server:v0.1.0Commands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
Neither one's marketplaces publish a list of tools, so there is nothing to compare.
Settings each asks for
Neither one's marketplaces publish the settings it asks for.
What it can do: amd-skills · What it can do: GPU MCP Server · Compare two other plugins
Data comes from public marketplace files in GitHub repositories of their authors. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.