fleet SKILL.md skillA
fleet 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/fleet@git:20261010.67ef167Pins git:20261010.67ef167 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/tools/fleet/SKILL.md- Versions recorded
- 9
- Latest version
- git:20261010.67ef167, committed Oct 10, 2026
- First version recorded
- Aug 15, 2026
- Size
- 40,814 bytes
- Repository stars
- 45
- License
- Apache-2.0
Use to deploy or operate a fleet of Nebius Managed Kubernetes (k8s-training) clusters across one or many projects in a tenant from an npa.fleet/v0.0.1 spec — including strict capacity-block-backed GPU pools, identical and/or custom clusters, create-on-demand projects, and a k8s-training recipe source that can consume the latest upstream changes.
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
# Fleet (multi-cluster, multi-project Kubernetes)
## When To Use
Use when a customer wants **more than one** Managed Kubernetes cluster stood up
across **one or many projects** in a single Nebius tenant — e.g. per-team or
per-tenant training clusters — and wants npa to drive it from one declarative
file. `npa fleet` wraps the public `nebius/nebius-solutions-library`
`k8s-training` recipe (the same recipe `npa cluster up` uses) once per cluster,
and can create the target projects on demand.
For a single cluster, prefer `npa cluster up`. For Slurm-on-Kubernetes, use
`npa soperator`.
Three-tier contract:
- **CLI**: `npa fleet plan|deploy|destroy|status|verify-storage|verify-graphics
--spec <fleet.yaml>`.
- **SDK**: `npa.sdk.fleet.deploy(spec)` / `destroy` / `plan` / `status` with
`FleetSpec` / `ProjectSpec` / `ClusterSpec` / `NodePoolSpec`.
- **YAML / agent**: `apiVersion: npa.fleet/v0.0.1` spec; workflow
`toolRef: infra.fleet.deploy` (config key `fleet_spec`).
### Opt-in CPU RayCluster
Use `kuberay: {enabled: true, worker_replicas: 2, worker_cpus: 2,
worker_memory_gib: 4}` in a cluster/default profile for a fixed CPU worker group.
…Read the whole file at its exact version.
How to install
mdr add nebius/nebius-physical-ai/fleet@sha256:7af2f4da43f94e21The line at the top of this page pins the label git:20261010.67ef167, 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_le2c5pii3iryllrw)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 9 versions of this file, between Aug 15, 2026 and Oct 10, 2026, about one every 7 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261010.67ef167 latest | 2026-10-10 | 67ef167 | 40,814 B | A | view · diff |
| git:20260909.806f4b7 | 2026-09-09 | 806f4b7 | 40,261 B | A | view · diff |
| git:20260907.1af3c98 | 2026-09-07 | 1af3c98 | 40,062 B | A | view · diff |
| git:20260907.122d863 | 2026-09-07 | 122d863 | 38,124 B | A | view · diff |
| git:20260903.28985b2 | 2026-09-03 | 28985b2 | 23,283 B | A | view · diff |
| git:20260824.4405fe7 | 2026-08-24 | 4405fe7 | 22,814 B | A | view · diff |
| git:20260818.a2bc8f9 | 2026-08-18 | a2bc8f9 | 22,439 B | A | view · diff |
| git:20260816.05b3b8c | 2026-08-16 | 05b3b8c | 21,933 B | A | view · diff |
| git:20260815.a9d41f7 | 2026-08-15 | a9d41f7 | 20,074 B | A | view |
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 (40814 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 · 45 stars · license Apache-2.0 · pushed 2026-10-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_le2c5pii3iryllrw GET https://markdownregistry.com/api/v1/resolve?ref=nebius/nebius-physical-ai/fleet GET https://markdownregistry.com/api/v1/blob/7af2f4da43f94e216bb1e12048cc79926a305f7b31dcd0d5de37a32148cc0d8d
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.
More from nebius/nebius-physical-ai
Every file in nebius/nebius-physical-ai