blender-design-loop SKILL.md skillA

blender-design-loop from full-aigc-plugins/blender-design-plugin is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add full-aigc-plugins/blender-design-plugin/blender-design-loop@git:20260923.137b4c7

Pins git:20260923.137b4c7 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
full-aigc-plugins/blender-design-plugin
Path
skills/blender-design-loop/SKILL.md
Versions recorded
1
Latest version
git:20260923.137b4c7, committed Sep 23, 2026
Size
15,300 bytes
Repository stars
4
License
Apache-2.0

Build a Blender scene that matches a target image via a closed dream → build → screenshot → critique → iterate loop. Use when the user says "dream loop", "iterate until it matches", "match this screenshot", "visual quality loop", or asks to refine a Blender scene against an in-engine target render. Combines scene.screenshot for capture, blender-harness JSON commands for build, and a fresh-context vision-rubric judge subagent for critique. Sourced from achimala/dream-loop…

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

# blender-design-loop

This skill is the **orchestrator** for a closed-loop visual-quality
workflow against a Blender scene. The pattern is taken from
[achimala/dream-loop](https://github.com/achimala/dream-loop) (MIT,
© 2026 Anshu Chimala) — the loop itself, the rubric, and the
discipline rules. **No code is copied from dream-loop**; only the
orchestration pattern, which is implemented by referring to sibling
skills already shipped with this plugin.

## When to use

Use this skill when the user wants a Blender scene that matches a
visual target and is willing to wait while a loop refines it:

- "Build a Blender scene that matches this reference image."
- "Dream-loop this: iterate on the scene until it looks right."
- "Use vision critique to refine my current scene."
- "Close the gap between my live screenshot and the target."

Do **not** use this skill when:

- The user wants a one-shot render and is happy with it as-is (use
  `blender-design` or `blender-harness` directly).
- The target is not a single in-engine screenshot (e.g. "make it
  look like a photo of the Eiffel Tower" — too abstract; first
  produce the target render, then run this skill).
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add full-aigc-plugins/blender-design-plugin/blender-design-loop@sha256:fadc65cb6f05ffaa

The line at the top of this page pins the label git:20260923.137b4c7, 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_cgajgxlr5zpvfbmx.svg)](https://markdownregistry.com/a/art_cgajgxlr5zpvfbmx)

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

Versions

The registry has recorded 1 version of this file, committed on Sep 23, 2026.

versioncommittedcommitsizeaudit
git:20260923.137b4c7 latest2026-09-23 137b4c7 15,300 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 (15300 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

full-aigc-plugins/blender-design-plugin · 4 stars · license Apache-2.0 · pushed 2026-10-31 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_cgajgxlr5zpvfbmx
GET https://markdownregistry.com/api/v1/resolve?ref=full-aigc-plugins/blender-design-plugin/blender-design-loop
GET https://markdownregistry.com/api/v1/blob/fadc65cb6f05ffaa4411c39328239aded9381c046b997de2585e1f351d5379ae

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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