gpu-capacity-quota-plan SKILL.md skillA
gpu-capacity-quota-plan from nebius/nebius-physical-ai is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nebius/nebius-physical-ai/gpu-capacity-quota-plan@git:20261010.5d07180Pins git:20261010.5d07180 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nebius/nebius-physical-ai
- Path
skills/atomic/gpu-capacity-quota-plan/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261010.5d07180, committed Oct 10, 2026
- Size
- 4,628 bytes
- Repository stars
- 106
- License
- Apache-2.0
Use before choosing a Nebius region, preset, or allocation type for a GPU VM, requesting a quota change, retrying a GPU launch across regions, classifying QuotaFailure versus NotEnoughResources, or cleaning up VMs, disks, and IP allocations left by failed launches.
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
# GPU Capacity and Quota Planning The commands, `jq` filters, and observed API behavior are in the human guide: [Plan GPU quota and capacity](../../../docs/workbench/gpu-capacity-quota-plan.md). Follow its sections in this order. ## When To Use - Before creating or starting a GPU VM directly with the `nebius` CLI, or when a launch needs quotas or capacity advice beyond what `npa cluster up` checks. - When a launch fails and you need to decide between raising quota, waiting, moving region, or changing preset. - When planning a retry loop across regions, and after it, to clean up. ## Procedure 1. **Size the demand** across every quota a GPU VM uses (guide: "Size the demand"), including `vpc.allocation.count` and the public IPv4 quota. 2. **Check headroom** in the tenant rows and in any project row with a limit. Additional demand must fit both. For a start, do not count the stopped VM's existing instance, disks, or retained allocations again; check compute resources acquired on start and any new resources. Stopped VMs keep their instance and disk quota until deleted. 3. **Read capacity advice** for the exact platform and preset. `available` …
Read the whole file at its exact version.
How to install
mdr add nebius/nebius-physical-ai/gpu-capacity-quota-plan@sha256:857e2c0a522bd03dThe line at the top of this page pins the label git:20261010.5d07180, 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_f3l6gum24xbrfvcx)
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Versions
The registry has recorded 1 version of this file, committed on Oct 10, 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 (4628 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
nebius/nebius-physical-ai · 106 stars · license Apache-2.0 · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_f3l6gum24xbrfvcx GET https://markdownregistry.com/api/v1/resolve?ref=nebius/nebius-physical-ai/gpu-capacity-quota-plan GET https://markdownregistry.com/api/v1/blob/857e2c0a522bd03d7c56d6f46070cb10a17af987bda5bc9d1f1da49d3fcad354
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.