luxar-data-loading SKILL.md skillA

luxar-data-loading from royerlab/luxar is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add royerlab/luxar/luxar-data-loading@git:20261019.0bf60cc

Pins git:20261019.0bf60cc in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
royerlab/luxar
Path
.agents/skills/luxar-data-loading/SKILL.md
Versions recorded
5
Latest version
git:20261019.0bf60cc, committed Oct 19, 2026
First version recorded
Jul 1, 2026
Size
10,248 bytes
Repository stars
75
License
BSD-3-Clause

Load an nD image / volume into Luxar and select the right slice. Use when a user needs to feed a .zarr / .zarr.zip / OME-Zarr / .tiff / .npy / .npz into a gsplat fit/cal, pick a channel or timepoint, choose a nested array key, or fix axis-order detection (TCZYX/CZYX/ZYX) with explicit --axes labels. Covers supported formats, the load_volume API, OME-Zarr multiscale/voxel-size discovery, and the common "wrong axes / huge movie loaded into RAM" pitfalls.

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

# Load nD images & volumes into Luxar

The fitting commands (`luxar gsplat fit` / `cal` / `compare`, and `denoise`) load a
volume through one loader. Getting the **format, slice selection, and axis order**
right up front avoids fitting the wrong data or blowing up RAM.

## Supported formats

| Format | Notes |
| --- | --- |
| `.npy` | NumPy array (base dependency) |
| `.npz` | NumPy archive — first array, or pick with `--array-key` |
| `.zarr` / `.zarr.zip` | Zarr array or group, incl. OME-Zarr 5D (base dependency) |
| `.tiff` / `.tif` | needs `pip install "luxar[io]"` (tifffile + imagecodecs; compressed LZW/JPEG/zstd TIFF and OME-TIFF need imagecodecs) |
| other | imageio fallback, needs `pip install "luxar[io]"` |

A missing optional dependency raises an actionable error naming the `pip install`
to run — including a compressed TIFF read without imagecodecs (`pip install
'luxar[io]'` or `pip install imagecodecs`).

**Physical voxel size is opt-in.** By default `fit`/`cal` work in voxel index
space: an anisotropic stack fits as if its voxels were cubes (the fit prints a
hint to pass `--physical` when the file records an anisotropic spacing).
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add royerlab/luxar/luxar-data-loading@sha256:a6fa34ecaa33051a

The line at the top of this page pins the label git:20261019.0bf60cc, 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_u2h6bzykjbibcg3b.svg)](https://markdownregistry.com/a/art_u2h6bzykjbibcg3b)

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

Versions

The registry has recorded 5 versions of this file, between Jul 1, 2026 and Oct 19, 2026, about one every 28 days.

versioncommittedcommitsizeaudit
git:20261019.0bf60cc latest2026-10-19 0bf60cc 10,248 BA view · diff
git:20261018.1c542572026-10-18 1c54257 9,587 BA view · diff
git:20261017.50d5f672026-10-17 50d5f67 6,569 BA view · diff
git:20260818.4f63c342026-08-18 4f63c34 6,556 BA view · diff
git:20260701.1fea71e2026-07-01 1fea71e 4,621 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 (10248 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

royerlab/luxar · 75 stars · license BSD-3-Clause · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_u2h6bzykjbibcg3b
GET https://markdownregistry.com/api/v1/resolve?ref=royerlab/luxar/luxar-data-loading
GET https://markdownregistry.com/api/v1/blob/a6fa34ecaa33051af2b5a3664deafb8e23cbf278b4860a09683f6ed237845793

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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AGENTS.md AGENTS.md file
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