lancedb SKILL.md skillA

lancedb 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/lancedb@git:20260924.97bcd03

Pins git:20260924.97bcd03 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/lancedb/SKILL.md
Versions recorded
4
Latest version
git:20260924.97bcd03, committed Sep 24, 2026
First version recorded
Jul 3, 2026
Size
4,117 bytes
Repository stars
106
License
Apache-2.0

Use when working on LanceDB vector storage, table creation/querying, LeRobot/BDD100K imports, UDF backfills, materialized views, CLIP embeddings, or AV/perception data flows.

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

# LanceDB

## When To Use

Use this skill for vector-search workbench changes, perception dataset imports,
BDD100K failure-mode slices, materialized views, CLIP embedding backfills, and
LanceDB CLI/API/SDK parity reviews.

## Procedure

1. Pick the data shape first. LanceDB is best for frame-aligned records such as
   image paths, annotations, metadata, and vectors. It is not the right store for
   raw multi-rate sensor streams.
2. Create or inspect tables before ingestion:

   ```bash
   npa workbench lancedb create-table --help
   npa workbench lancedb query --help
   ```

   `create-table` accepts rows from local Parquet, JSON, JSONL, or directory
   inputs. Server-side `s3://` import is not implemented. For a zero-row table,
   pass `--schema`; never seed a placeholder row. The schema is a JSON object
   containing only a non-empty `fields` list. Each field has `name`, `type`, and
   optional boolean `nullable` (default `true`). Primitive types use PyArrow
   aliases. List types use `{"name": "list", "item_type": "string"}`; fixed
   vectors use `{"name": "fixed_size_list", "item_type": "float32",
   "list_size": 512}`. Supplied field order, Arrow types, and nullability are
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add nebius/nebius-physical-ai/lancedb@sha256:f443cebb3b42eeca

The line at the top of this page pins the label git:20260924.97bcd03, 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_mpsq7b7lqiz7xwl6.svg)](https://markdownregistry.com/a/art_mpsq7b7lqiz7xwl6)

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

Versions

The registry has recorded 4 versions of this file, between Jul 3, 2026 and Sep 24, 2026, about one every 28 days.

versioncommittedcommitsizeaudit
git:20260924.97bcd03 latest2026-09-24 97bcd03 4,117 BA view · diff
git:20260921.f9fafce2026-09-21 f9fafce 3,426 BA view · diff
git:20260803.38398ce2026-08-03 38398ce 3,105 BA view · diff
git:20260703.774344b2026-07-03 774344b 2,584 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 (4117 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_mpsq7b7lqiz7xwl6
GET https://markdownregistry.com/api/v1/resolve?ref=nebius/nebius-physical-ai/lancedb
GET https://markdownregistry.com/api/v1/blob/f443cebb3b42eecad5d3e5c37cca20c44d426f39e85ea726359b5936ed2431d0

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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