vllm-nvidia-hardware SKILL.md skillA

vllm-nvidia-hardware from air-gapped/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add air-gapped/skills/vllm-nvidia-hardware@git:20261018.62c3321

Pins git:20261018.62c3321 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
air-gapped/skills
Path
.claude/skills/vllm-nvidia-hardware/SKILL.md
Versions recorded
10
Latest version
git:20261018.62c3321, committed Oct 18, 2026
First version recorded
Apr 19, 2026
Size
9,559 bytes
Repository stars
6
License
MIT

NVIDIA AI-hardware + vLLM-platform reference covering Hopper (H100/H200), Blackwell (B100/B200/B300) and Blackwell Ultra, Grace-Blackwell superchips and NVL72 racks (GB200, GB300), Vera Rubin (R100/R300) with VR200 NVL144 and Kyber NVL576, Dell PowerEdge XE family and IR5000/IR7000/IR9048 racks. Per-SKU HBM, FP4/FP8/FP16 TFLOPs, NVLink5, TDP, rack power/cooling (135 kW GB300, 180-220 kW NVL144, 600 kW Kyber), DLC vs RDHx, 800 VDC HVDC. Memory-wall roofline, HBM3E→HBM4 supply 2026. vLLM…

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

# vLLM on NVIDIA hardware — Hopper through Rubin

Answer from the shortcuts below; for full tables, read the one reference file the router names for the question.

## The one thing to know before anything else

LLM inference has two phases with radically different bottlenecks:

- **Prefill** is compute-bound (GEMMs, AI ≫ ridge point) — more FLOPs help.
- **Decode** is memory-bandwidth-bound (AI ≈ 1, 100× below the ridge) — more HBM bandwidth helps, more FLOPs don't.

Every hardware decision — FP4 vs FP8, B300's higher FLOPs with the same 8 TB/s, NVL72's domain collapse, Rubin's HBM4 jump to ~20 TB/s — is about relieving the memory wall on decode while keeping prefill healthy. Read `references/fundamentals.md` for the roofline math and the HBM roadmap context that makes the rest of the tables meaningful.

## Quick-answer router

**Hardware specs** ("what's the HBM on X?", "TDP of Y?")
- NVIDIA GPU SKUs (Hopper, Blackwell, Blackwell Ultra) → `references/gpu-specs.md`
- Vera Rubin roadmap (R100, Rubin Ultra, NVL144, Kyber NVL576) → `references/rubin-roadmap.md`
- Dell PowerEdge XE servers → `references/dell-xe.md`
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add air-gapped/skills/vllm-nvidia-hardware@sha256:c9c117b765e7d96c

The line at the top of this page pins the label git:20261018.62c3321, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_hug6vmcchvtf3m2g.svg)](https://markdownregistry.com/a/art_hug6vmcchvtf3m2g)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 10 versions of this file, between Apr 19, 2026 and Oct 18, 2026, about one every 20 days.

versioncommittedcommitsizeaudit
git:20261018.62c3321 latest2026-10-18 62c3321 9,559 BA view · diff
git:20261018.bb4560b2026-10-18 bb4560b 9,510 BA view · diff
git:20261018.6e494682026-10-18 6e49468 9,495 BA view · diff
git:20261018.b9d519e2026-10-18 b9d519e 10,260 BA view · diff
git:20261018.fa3e7b22026-10-18 fa3e7b2 11,500 BA view · diff
git:20260811.6e4da752026-08-11 6e4da75 11,838 BA view · diff
git:20260721.b4036242026-07-21 b403624 10,072 BA view · diff
git:20260529.401d93d2026-05-29 401d93d 8,277 BA view · diff
git:20260424.4dca59c2026-04-24 4dca59c 8,362 BA view · diff
git:20260419.ef90b922026-04-19 ef90b92 8,293 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (9559 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

GitHub

air-gapped/skills · 6 stars · license MIT · pushed 2026-11-04 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_hug6vmcchvtf3m2g
GET https://markdownregistry.com/api/v1/resolve?ref=air-gapped/skills/vllm-nvidia-hardware
GET https://markdownregistry.com/api/v1/blob/c9c117b765e7d96c6b392729a53e8169d66d6c4a070cc1e330cbb2bf91423477

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.

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