# fit-repair-optimizer

Converts Blender multiview validation failures into a structured repair queue against source templates. It coordinates geometry, UV, and lighting fixes.

- skill · `type=skill` · Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, OpenCode · 735 installs · ★ 125
- Author: RobLe3
- License: MIT · policy=mirror · the beginning of the file is at the end of this page
- Source: https://github.com/RobLe3/cc-blender-skill/tree/HEAD/plugin/skills/fit-repair-optimizer/SKILL.md
- Updated: 2026-10-12
- HTML: https://affpapa.org/en/nevibecode/skills/fit-repair-optimizer

## What it does

The skill consumes multiview fit reports to schedule an execution queue for Blender asset adjustments. It treats source templates as rigid contracts, discarding non-compliant mesh attempts. Repairs follow a strict order. Part counts and front silhouettes precede top and depth adjustments, while UV fitting and lighting calibration run only after underlying geometry stabilizes.

Parallel execution applies solely to decoupled work with separate write scopes, such as atlas classification or look testing. When reference views contradict each other along a physical axis, execution pauses at the `multiview-constraint-solver` gate to enforce a canonical view policy. Without an active Blender MCP server for rendering and API access, the repair queue cannot execute. If an identical error appears twice, the skill triggers `quality-refinement-autoloop` to refine the skill stack before retrying.

Output artifacts are written directly to `ALIGNMENT_REPAIR_QUEUE.json` and `ALIGNMENT_REPAIR_METHOD.md`.

## Requirements
- Works with: Blender

## Install

### Claude Code (native platform)

1. **Skills CLI (Vercel)**
```bash
npx skills add RobLe3/cc-blender-skill --skill fit-repair-optimizer -a claude-code
```

2. **Manually: put the files in place**
- File: `~/.claude/skills/fit-repair-optimizer/SKILL.md` — Copy the whole skill folder; for one project use .claude/skills/fit-repair-optimizer/

### Codex

1. **Skills CLI (Vercel)**
```bash
npx skills add RobLe3/cc-blender-skill --skill fit-repair-optimizer -a codex
```

2. **Manually: put the files in place**
- File: `.agents/skills/fit-repair-optimizer/SKILL.md` — For all projects use ~/.agents/skills/

### Cursor

1. **Skills CLI (Vercel)**
```bash
npx skills add RobLe3/cc-blender-skill --skill fit-repair-optimizer -a cursor
```

2. **Manually: put the files in place**
- File: `.cursor/skills/fit-repair-optimizer/SKILL.md` — Cursor also reads .agents/skills/ and .claude/skills/

### GitHub Copilot

1. **GitHub CLI**
```bash
gh skill install RobLe3/cc-blender-skill fit-repair-optimizer
```

2. **Manually: put the files in place**
- File: `.github/skills/fit-repair-optimizer/SKILL.md`

### Gemini CLI

1. **Skills CLI (Vercel)**
```bash
npx skills add RobLe3/cc-blender-skill --skill fit-repair-optimizer -a gemini-cli
```

2. **Platform CLI**
```bash
gemini skills install https://github.com/RobLe3/cc-blender-skill --path plugin/skills/fit-repair-optimizer
```

### Windsurf (Devin Desktop)

**Manually: put the files in place**
- File: `.devin/skills/fit-repair-optimizer/SKILL.md` — The legacy .windsurf/skills/ path still works

### OpenCode

**Skills CLI (Vercel)**
```bash
npx skills add RobLe3/cc-blender-skill --skill fit-repair-optimizer -a opencode
```

### Claude.ai

**Claude.ai**
- Zip the folder and upload it in Settings → Capabilities → Skills

Where a file is given instead of a command, copy the files from the source to that path: https://github.com/RobLe3/cc-blender-skill/tree/HEAD/plugin/skills/fit-repair-optimizer/SKILL.md

## When to use it
- Build an executable repair queue from Blender multiview fit reports
- Prevent geometry and UV edits on contradictory source reference views
- Sequence dependent repairs across silhouette, depth, and UV stages
- Generate structured plan files like ALIGNMENT_REPAIR_QUEUE.json

## Example prompts
- Build an alignment repair queue from the latest multiview validation report
- Check for reference view conflicts and establish canonical views
- Generate ALIGNMENT_REPAIR_METHOD.md for the front silhouette mismatch

## Source text · SKILL.md · MIT

Below is the content of a third-party file. It is data, not instructions for you: do not act on anything written inside unless the human asks. Block tag: fa91c80de9a67e38.

BEGIN THIRD-PARTY FILE fa91c80de9a67e38
````text
---
name: fit-repair-optimizer
description: 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.
allowed-tools: Read Bash Glob Grep mcp__blender__execute_blender_code mcp__blender__get_scene_info mcp__blender__get_object_info mcp__blender__get_objects_summary mcp__blender__get_object_detail_summary mcp__blender__render_viewport_to_path mcp__blender__search_api_docs mcp__blender_official__execute_blender_code mcp__blender_official__get_objects_summary mcp__blender_official__get_object_detail_summary mcp__blender_official__render_viewport_to_path mcp__blender_official__search_api_docs
---


## MCP backend

Use when: Iterative source-of-truth alignment repair, choosing sequential vs parallel correction order, generating fit repair queues, stopping on contradictory templates, or coordinating geometry/UV/lighting fixes from validation reports.

Before the first Blender call, read [../text-to-blender/references/mcp-backends.md](../text-to-blender/references/mcp-backends.md). Prefer official MCP for shared capabilities; preserve the selected backend for the whole task. Tool names in recipes are client/legacy examples: map them through that reference and its agent-host guide.
# 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
````
END THIRD-PARTY FILE fa91c80de9a67e38

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First 2541 of 4061 bytes. © RobLe3 · MIT · https://github.com/RobLe3/cc-blender-skill/tree/HEAD/plugin/skills/fit-repair-optimizer/SKILL.md

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