quality-refinement-autoloop SKILL.md skillA
quality-refinement-autoloop from max-786/claude-3d-harness is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add max-786/claude-3d-harness/quality-refinement-autoloop@git:20260921.8093f5dPins git:20260921.8093f5d in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- max-786/claude-3d-harness
- Path
library/cc/quality-refinement-autoloop/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260921.8093f5d, committed Sep 21, 2026
- First version recorded
- Sep 21, 2026
- Size
- 3,523 bytes
- Repository stars
- 9
- License
- MIT
Run a refinement loop when a Blender result is subpar, user expectations are not met, validation fails, or repeated issues reveal a missing method. The loop freezes the work, captures evidence, diagnoses the failing dimension, decides which existing skill repairs it, records the lesson, and repairs the artifact from the correct baseline.
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
# Quality Refinement Autoloop > Adapted for claude-3d-harness. The original went on to patch skill files, bump versions and prepare commits. > Those phases were removed: a job never edits the skill library. See `docs/security-review.md`. Use this when the user says the result is wrong, ugly, not aligned, not textured, not animated, not exportable, or otherwise below expectation. The goal is not to keep tweaking blindly. The goal is to name the failure, pick the method that addresses it, and only then try again. ## Autoloop phases ### 0. Freeze and preserve - Stop making product changes immediately. - Preserve the last accepted baseline and the failed artifact. - Name the failed branch/version honestly; do not overwrite accepted outputs. ### 1. Evidence capture Collect the smallest evidence set that proves the failure: - user feedback quote or summary; - source/reference files used; - current output path/version; - relevant render/contact sheet/overlay/audit report; - scene/material/object inventory if the failure is inside Blender. ### 2. Diagnose failure dimension Classify the primary gap: - geometry / silhouette / landmarks; - multiview/depth consistency; …
Read the whole file at its exact version.
How to install
mdr add max-786/claude-3d-harness/quality-refinement-autoloop@sha256:d0dedd1259d8c4e2The line at the top of this page pins the label git:20260921.8093f5d, 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_ejcziyl5gekzyqvw)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, all committed on Sep 21, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260921.8093f5d latest | 2026-09-21 | 8093f5d | 3,523 B | A | view · diff |
| git:20260921.d4bf893 | 2026-09-21 | d4bf893 | 4,949 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 (3523 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
max-786/claude-3d-harness · 9 stars · license MIT · pushed 2026-09-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ejcziyl5gekzyqvw GET https://markdownregistry.com/api/v1/resolve?ref=max-786/claude-3d-harness/quality-refinement-autoloop GET https://markdownregistry.com/api/v1/blob/d0dedd1259d8c4e2a073feb854808582900a33ec04637459d4fae85bbca197c2
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.