openvino-gpu-run SKILL.md skillA
openvino-gpu-run from intel/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add intel/skills/openvino-gpu-run@git:20261101.933b9e9Pins git:20261101.933b9e9 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- intel/skills
- Path
skills/openvino-gpu-run/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261101.933b9e9, committed Nov 1, 2026
- Size
- 6,746 bytes
- Repository stars
- 29
- License
- Apache-2.0
Serve an LLM on an Intel GPU with OpenVINO Model Server (OVMS) behind an OpenAI-compatible API — /v1/chat/completions and /v1/models. The default serving path for Intel integrated graphics (Core Ultra laptop GPUs that share system RAM), and the one runtime in this catalog with a native Windows build; it also runs on discrete Intel GPUs. Covers picking a model source (pre-converted OpenVINO models, GGUF, or a Hugging Face model that needs conversion), the container launch, pinning the GPU so it…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# openvino-gpu-run Serve a model with OpenVINO Model Server on an Intel GPU, then prove it ran on the GPU. ## 1. Inspect - The GPU: run `query_gpus.py` from **ai-inference-deploy** for name, memory and class. If only this skill is installed, use `clinfo` (Linux) or Task Manager → Performance → GPU (Windows), or ask the user. An integrated GPU shares system RAM, so size against the free RAM, not the total. If no memory figure is available, ask; do not assume one. - The model: is there a pre-converted copy in the `OpenVINO` organization on Hugging Face (`OpenVINO/<model>-int4-ov` and similar)? That is the simplest source — no conversion. ## 2. Decide the model source | Source | Image | Extra arguments | |---|---|---| | `OpenVINO/...` model (pre-converted) | `openvino/model_server:latest-gpu` | none | | GGUF repository | `openvino/model_server:latest-gpu` | `--gguf_filename <file>.gguf --task text_generation` | | Plain Hugging Face model (PyTorch weights) | Convert with `openvino/model_server:latest-py`, then serve with `latest-gpu` | see below | `latest-py` is the image that ships `optimum-cli`; `latest-gpu` does not convert. Convert once …
Read the whole file at its exact version.
How to install
mdr add intel/skills/openvino-gpu-run@sha256:9425cd0dec10f328The line at the top of this page pins the label git:20261101.933b9e9, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_zx55z54znpo66ej2)
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Versions
The registry has recorded 1 version of this file, committed on Nov 1, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (6746 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
intel/skills · 29 stars · license Apache-2.0 · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_zx55z54znpo66ej2 GET https://markdownregistry.com/api/v1/resolve?ref=intel/skills/openvino-gpu-run GET https://markdownregistry.com/api/v1/blob/9425cd0dec10f3282a6b4f2beb00761d30ae0c39f412b5378fa13a0aa10dfbd6
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.