agent-visual-feedback SKILL.md skillA
agent-visual-feedback 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/agent-visual-feedback@git:20260906.4539e93Pins git:20260906.4539e93 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/atomic/agent-visual-feedback/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260906.4539e93, committed Sep 6, 2026
- First version recorded
- Jul 21, 2026
- Size
- 4,242 bytes
- Repository stars
- 45
- License
- Apache-2.0
Use when the NPA agent should describe or critique the current viewer (Rerun, video, image, or data) via the Describe this control or multimodal chat.
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
# Agent Visual Feedback (Describe this) Use this skill when the operator wants the agent to **look at the current viewer** and give actionable feedback — not a generic caption. ## When To Use - UI **Describe this** button (stays on the Rerun/viewer tab; chat opens as a drawer) - Chat turns containing `[npa-visual-feedback]` or “describe this viewer/visual” - Interpreting held-out Rerun frames, Isaac/GR00T-style sim views, rollout video, images, or Data-pane JSON - For Sim2Real recordings, inspect `summary/stage_progress` and `summary/policy_access` alongside `rollouts/outer_*/iter_*`: camera and action entities share the same frame timeline; policy access is a link/download action and must never be described as policy execution inside Rerun. - Metadata-only feedback when a frame cannot be captured ## Model 1. Prefer a **quality-captured frame** (vision tier → `MiniMaxAI/MiniMax-M3`). …
Read the whole file at its exact version.
How to install
mdr add nebius/nebius-physical-ai/agent-visual-feedback@sha256:3533e40cd496052dThe line at the top of this page pins the label git:20260906.4539e93, 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_qbalh7qumiff2zus)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Jul 21, 2026 and Sep 6, 2026, about one every 24 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260906.4539e93 latest | 2026-09-06 | 4539e93 | 4,242 B | A | view · diff |
| git:20260813.a1cc4ea | 2026-08-13 | a1cc4ea | 4,250 B | A | view · diff |
| git:20260721.68244c0 | 2026-07-21 | 68244c0 | 3,959 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 (4242 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 · 45 stars · license Apache-2.0 · pushed 2026-10-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_qbalh7qumiff2zus GET https://markdownregistry.com/api/v1/resolve?ref=nebius/nebius-physical-ai/agent-visual-feedback GET https://markdownregistry.com/api/v1/blob/3533e40cd496052dfa632e229b420d3fabaa12f29437ee643324c02737ce709f
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.