Home / max-786 / claude-3d-harness · library/cc/fit-repair-optimizer/SKILL.md · GitHub

fit-repair-optimizer skillA

fit-repair-optimizer is agent-read markdown (skill) from max-786/claude-3d-harness: Turn multiview fit reports into a sequential or parallel repair queue for aligning Blender products to source-of-truth templates. Use after validation shows disalignment, when the agent must iteratively fix wireframe, texture, lighting, or projection mismatches, and when skill gaps should trigger self-refinement before another rebuild..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# Fit Repair Optimizer

This skill converts validation failures into an executable repair queue. The source templates are the contract; the current model is disposable.

## Decision: sequential or parallel?

Use **sequential repair** when failures are coupled:

1. Canonical view / source conflict unresolved.
2. Front silhouette or part count fails.
3. Geometry dimensions fail before UVs can be trusted.
4. Texture region boundaries depend on geometry changes.
5. Lighting/look depends on final material placement.

Use **parallel repair** only for independent tracks with disjoint write scopes:

- geometry recipe/placement tuning;
- atlas-region classification;
- material/look calibration;
- validation tooling improvements.

Do not parallelize two tasks that both edit the same Blender recipe, object transforms, or UV assignment file.

## Mandatory repair order

```
0 source-conflict / multiview-rigidity gate
1 structural part count
2 front silhouette and landmarks
3 side/back/top depth and projection
4 UV/texture region fit
5 material/light/look calibration
6 export and final validation
```

If an earlier stage fails, later stages may be analyzed but must not be finalized.
…

Read the whole file at its exact version.

How to install

Latest version
mdr add max-786/claude-3d-harness/fit-repair-optimizer@git:20260921.d4bf893
Exact content
mdr add max-786/claude-3d-harness/fit-repair-optimizer@sha256:57f8d12a48895c61

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

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Versions

versioncommittedcommitsizeaudit
git:20260921.d4bf893 latest2026-09-21 d4bf893 3,347 BA view · diff
git:20260921.8093f5d2026-09-21 8093f5d 3,265 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (3347 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

max-786/claude-3d-harness · 6 stars · license MIT · pushed 2026-09-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_3ztsu4lqbj4u36e2
GET https://markdownregistry.com/api/v1/resolve?ref=max-786/claude-3d-harness/fit-repair-optimizer
GET https://markdownregistry.com/api/v1/blob/57f8d12a48895c6126949a28f334619e139683947fc2e0707c5d0f8f9b4788c0

Your agent 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.

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