dataset SKILL.md skillA
dataset 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/dataset@git:20260906.525ee24Pins git:20260906.525ee24 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/dataset/SKILL.md- Versions recorded
- 4
- Latest version
- git:20260906.525ee24, committed Sep 6, 2026
- First version recorded
- Jul 24, 2026
- Size
- 4,430 bytes
- Repository stars
- 106
- License
- Apache-2.0
Use when ingesting, validating, curating, or querying production sensor data as a versioned dataset-of-record, or wiring the dataset-ingest-curate workflow.
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
# Dataset (Dataset-of-Record) A unified ingestion / validation / curation layer that turns raw production sensor data into a queryable, versioned **dataset-of-record**, filterable by event, location, and quality. It composes existing primitives (FiftyOne for curation/visualization, LanceDB for the vector/metadata query index, S3 as the bus) behind one tool instead of leaving them disconnected. ## Three-access pattern Source of truth is the FastAPI service (`npa/src/npa/workbench/dataset/service.py`). The CLI (`npa/src/npa/cli/workbench/dataset.py`) and SDK (`npa/src/npa/sdk/workbench/dataset.py`) are thin clients. Do not duplicate logic across layers. ## Interfaces CLI: ```bash npa workbench dataset ingest --input-path <s3> --output-path <s3> --dataset-id <id> npa workbench dataset validate --input-path <s3-manifest> --output-path <s3> npa workbench dataset curate --input-path <s3-manifest> --output-path <s3> --event <e> --location <l> npa workbench dataset query --input-path <s3-manifest> --event <e> --location <l> npa workbench dataset status --dataset-id <id> --version <v> npa workbench dataset system-info npa workbench dataset list ``` …
Read the whole file at its exact version.
How to install
mdr add nebius/nebius-physical-ai/dataset@sha256:a01ebdcfb09794afThe line at the top of this page pins the label git:20260906.525ee24, 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_5bjxji5hnxv47sho)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Jul 24, 2026 and Sep 6, 2026, about one every 15 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260906.525ee24 latest | 2026-09-06 | 525ee24 | 4,430 B | A | view · diff |
| git:20260828.108c3fb | 2026-08-28 | 108c3fb | 4,450 B | A | view · diff |
| git:20260802.5fa1771 | 2026-08-02 | 5fa1771 | 4,006 B | A | view · diff |
| git:20260724.f298287 | 2026-07-24 | f298287 | 3,919 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 (4430 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_5bjxji5hnxv47sho GET https://markdownregistry.com/api/v1/resolve?ref=nebius/nebius-physical-ai/dataset GET https://markdownregistry.com/api/v1/blob/a01ebdcfb09794af4062247d9a855ec2e6b8ca853060ca61620cb08634b9f330
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