anymove-reader SKILL.md skillA
anymove-reader from patch-gg/anymove is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add patch-gg/anymove/anymove-reader@git:20261027.1281201Pins git:20261027.1281201 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- patch-gg/anymove
- Path
skills/anymove-reader/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261027.1281201, committed Oct 27, 2026
- Size
- 4,366 bytes
- Repository stars
- 543
- License
- Apache-2.0
Train the joint reader for one anymove creature - render about 2,200 random poses from both layout cameras with every joint's true position, fine-tune DINOv2 (ViT-B/14 with registers) plus a heatmap head on them, check the held-out error, and optionally run the exam (a made-up motion with known joints, read back and scored in centimetres). Use after anymove-rig and before anymove-capture, when a reader misses or swaps joints on real clips, or when planning GPU time for dataset rendering and…
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
# anymove-reader: teach DINOv2 one creature
The reader is trained on the creature itself, so it knows every joint name and every limb colour. Data is free:
Blender poses the rig at random inside its joint limits and records where each joint lands in both views.
## 1. Render the dataset (about 25 min for 2,200 poses on one RTX 4090)
```bash
tools/dataset.sh <c> 2200 3 # 3 Blender processes -> runs/<c>/dataset/{00000_front.png, _side.png, _meta.json}
```
Half the poses spread uniformly over the limits, half stay near rest; the pelvis sometimes rears; half carry motion
blur from a random velocity (video models smear fast limbs); lights, turn (±30°, sometimes ±70°), position and
airtime are random. Open `runs/<c>/dataset_samples.jpg`: dots must sit on the joints. Interrupted renders resume:
samples that exist are skipped.
GPU budget on a 24 GB card under WSL: a reader training (about 12 GB) plus more than two Blender Cycles renders fills
the card and everything stalls. Render first, or train beside at most two renders. Blender uses CUDA (OptiX is
unreliable under WSL).
## 2. Train (17-20 min, 20 epochs)
```bash
…Read the whole file at its exact version.
How to install
mdr add patch-gg/anymove/anymove-reader@sha256:944212062bf30b5cThe line at the top of this page pins the label git:20261027.1281201, 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_3th3npo6irfykeuk)
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Versions
The registry has recorded 1 version of this file, committed on Oct 27, 2026.
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 (4366 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
patch-gg/anymove · 543 stars · license Apache-2.0 · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_3th3npo6irfykeuk GET https://markdownregistry.com/api/v1/resolve?ref=patch-gg/anymove/anymove-reader GET https://markdownregistry.com/api/v1/blob/944212062bf30b5c71cab92e7f7d602927aa786172ca5506c3e26f278c8b9456
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.