fiftyone SKILL.md skillA

fiftyone from nebius/nebius-physical-ai is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add nebius/nebius-physical-ai/fiftyone@git:20260918.a74609c

Pins git:20260918.a74609c 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/fiftyone/SKILL.md
Versions recorded
7
Latest version
git:20260918.a74609c, committed Sep 18, 2026
First version recorded
Jul 3, 2026
Size
6,955 bytes
Repository stars
106
License
Apache-2.0

Use when deploying, launching, loading data into, or reviewing the FiftyOne workbench dataset curation and visualization tool.

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

# FiftyOne

The PAIDF worker image remains contract-attested and non-root for SkyPilot
0.12.2, with passwordless sudo, SSH/rsync/service prerequisites, writable paths,
and a forwarding entrypoint. Submit the verified immutable digest; never use a
`runAsUser: 0` workflow override.
Verify the actual bootstrap behavior for each replacement digest; the OCI label
alone does not prove that setup, SSH and command forwarding work.

FiftyOne is the dataset curation and visualization tool. It is CPU-only and does not require a GPU.

## Interfaces

API:

- `POST /load-dataset`
- `GET /status`
- `GET /system-info`

CLI:

```bash
npa workbench fiftyone deploy
npa workbench fiftyone launch
npa workbench fiftyone load-dataset
npa workbench fiftyone export-lerobot-subtasks
npa workbench fiftyone curate-augmented   # real FiftyOne Brain curation of a paidf run
npa workbench fiftyone status
npa workbench fiftyone system-info
npa workbench fiftyone list
```

`npa workbench fiftyone open` maintains a verified SSH tunnel for a VM or
`kubectl port-forward` for Kubernetes; callers should not need raw tunnel commands.

## Deployment And Access
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add nebius/nebius-physical-ai/fiftyone@sha256:467b1b9c68ec6e8f

The line at the top of this page pins the label git:20260918.a74609c, 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_gqhkte3pqo7dk2kd.svg)](https://markdownregistry.com/a/art_gqhkte3pqo7dk2kd)

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

Versions

The registry has recorded 7 versions of this file, between Jul 3, 2026 and Sep 18, 2026, about one every 13 days.

versioncommittedcommitsizeaudit
git:20260918.a74609c latest2026-09-18 a74609c 6,955 BA view · diff
git:20260917.a8b1c332026-09-17 a8b1c33 5,801 BA view · diff
git:20260907.402138a2026-09-07 402138a 4,706 BA view · diff
git:20260818.c836fa32026-08-18 c836fa3 3,938 BA view · diff
git:20260812.d36a8f92026-08-12 d36a8f9 3,844 BA view · diff
git:20260726.d129ee92026-07-26 d129ee9 3,311 BA view · diff
git:20260703.774344b2026-07-03 774344b 1,748 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 (6955 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

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_gqhkte3pqo7dk2kd
GET https://markdownregistry.com/api/v1/resolve?ref=nebius/nebius-physical-ai/fiftyone
GET https://markdownregistry.com/api/v1/blob/467b1b9c68ec6e8f451e05cb45fbe08c2039e5d4472d77106809b8d8ec975cd0

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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