MCPInstall

fit-repair-optimizer

by roble3

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.

Installs
773
Last 24h
+21
Trending rank
#5697
Security
Not audited

Install

Works with every agent the skills CLI supports.

npx skills add https://github.com/roble3/cc-blender-skill --skill fit-repair-optimizer
  1. 01

    Install

    Run the command in your project. The CLI asks which agents to install for.

  2. 02

    Describe the task

    Ask your agent for something this skill covers. It loads fit-repair-optimizer automatically when relevant.

  3. 03

    Review the result

    The agent follows the SKILL.md steps, scripts and references bundled with the skill.

SKILL.md

The instructions your agent reads when the skill is triggered.

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. 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
6 export and final validation

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

Source-conflict gate

Before repair, use multiview-constraint-solver to check whether templates are mutually satisfiable. If the same physical axis receives incompatible ratios across views, write a conflict report and require a canonical policy:

  • front+side canonical;
  • front+top canonical;
  • corrected template sheet;
  • view-specific cheat renders only, not a rigid 3D model.

Repair queue schema

Each repair item must include:

  • id
  • stage
  • view_scope
  • failure
  • measured_delta
  • proposed_action
  • write_scope
  • parallel_group
  • blocked_by
  • acceptance_gate

Skill-gap rule

If the same failure recurs twice, stop and invoke quality-refinement-autoloop before another rebuild. The autoloop must capture evidence, diagnose the missing method, sanitize the lesson into generic publishable guidance, patch the relevant skill(s), validate the skill stack, then return here with a new repair queue. Common routing:

  • geometry mismatch → contour-to-mesh, orthographic-registration, or this skill;
  • UV/texture mismatch → atlas-uv-fitting;
  • lighting mismatch → add/look-calibrate guidance to blender-lighting or a look-calibration skill;
  • validation mismatch → multiview-fit-loop / reference-analysis-validator.

Output

Write a project repair plan such as ALIGNMENT_REPAIR_QUEUE.json and a human-readable ALIGNMENT_REPAIR_METHOD.md.

FAQ

What does the fit-repair-optimizer skill do?

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.

How do I install fit-repair-optimizer?

Run npx skills add https://github.com/roble3/cc-blender-skill --skill fit-repair-optimizer in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/fit-repair-optimizer/ (personal) or .claude/skills/fit-repair-optimizer/ (project).

Which AI agents can use fit-repair-optimizer?

Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.

Is fit-repair-optimizer safe to install?

No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.

Who maintains fit-repair-optimizer?

It is published by roble3 in roble3/cc-blender-skill. It has 773 recorded installs.

More from roble3/cc-blender-skill

View all →

blender-modeling

roble3/cc-blender-skill

Create and edit 3D meshes in Blender — primitives, hard-surface modeling, mesh operators, modifier stacks (Bevel, Subdivision, Boolean, Mirror, Array, Solidify), bmesh-level edits, retopology basics. Use whenever the user asks to "make/model/create/build a 3D object", "shape/sculpt this", "add a cube/sphere/cylinder/etc.", "extrude/inset/bevel this face", "add a modifier", or any geometry-creation request that isn't a wireframe trace. Make sure to use this skill even if the user does not say "model" — also covers "make a sword", "build a chair", "add a door", "carve out a hole". Pairs with blender-materials for look-dev and blender-pro-workflow for full pipelines.

Media & Creative2.3K installs

blender-materials

roble3/cc-blender-skill

Create and assign PBR materials in Blender via Principled BSDF — metals, glass, plastic, fabric, skin, organics. Covers physically-based material recipes with real-world values, Coat layer (varnish/car paint), Sheen (cloth), Subsurface scattering (skin/wax), Transmission (glass), and procedural patterns (wood grain, marble, fabric weave). Use whenever the user asks to "make it look like X material", "give it a metallic finish", "apply a wood texture", "make this glass / plastic / brushed steel / leather / skin", or any look-development request. Make sure to use this skill even if the user does not say "material" — also covers "make it shiny", "matte finish", "looks like copper", "rough surface". Works with any geometry; pairs with blender-lighting (materials only look right under proper lighting).

1.7K installs

blender-export

roble3/cc-blender-skill

Export Blender scenes to glTF/GLB (web/AR), FBX (game engines), OBJ (universal), USD (VFX pipelines), STL (3D printing). Includes Unreal collision hulls and Multires normal-map baking for low-poly export, per-format settings, embed/unpack textures, axis conversion, polygon optimization (Decimate), and target-platform validation. Use whenever the user asks to "export this", "save as glTF / FBX / OBJ / STL / USD", "package for Unity / Unreal / Three.js / web / AR / 3D print", or any output format conversion. Make sure to use this skill even if the user does not say "export" — also covers "package this for the web", "make it work in Unity", "send to Unreal", "save for 3D printing".

Media & Creative1.4K installs

blender-rendering

roble3/cc-blender-skill

Render Blender scenes with the right engine and settings — Cycles for photoreal, EEVEE for speed/stylized, sample counts, denoising (OptiX/OIDN), light path tuning, color management (AgX/Filmic), file output (PNG/EXR/MP4), animation rendering. Use whenever the user asks to "render this", "produce an image", "render a frame / animation", "make a final image", "save the render", or any output-generation request. Make sure to use this skill even if the user does not say "render" — also covers "make a picture", "save the result", "produce a final image", "export as image".

Media & Creative1.4K installs

blender-animation

roble3/cc-blender-skill

Animate objects, cameras, lights, and properties in Blender — keyframes, F-curves, easing (Bezier, Linear, Sine, Bounce, Elastic), shape keys (morph targets / blendshapes / visemes), drivers (Python expressions on properties), NLA actions for reuse and layering. Use whenever the user asks to "animate this", "make it move / rotate / scale over time", "add keyframes", "loop / oscillate", "shape key / morph / blendshape", "visemes for lip sync", or any time-based property change. Make sure to use this skill even if the user does not say "animate" — also covers "spin it slowly", "make it wave", "fade in / out", "pulse", "facial expression".

Frontend & Design1.3K installs

blender-pro-workflow

roble3/cc-blender-skill

End-to-end production workflow guidance for Blender — the order to assemble scenes (block-out → camera → light → forms → materials → detail → render → composite → export), critique protocols, time budgets, and recovery patterns. Use whenever the user asks to "make a complete scene / hero shot / production-quality render", "what's the right order to do this", "set up a full pipeline", or has a multi-step request crossing modeling + lighting + materials + rendering. Make sure to use this skill for any request that spans multiple phases of 3D work, even if the user does not say "workflow" — also covers "make a final image of X", "produce a hero render", "professional-looking result".

Productivity & Automation1.3K installs

Popular other skills

View category →

hyperframes-cli

heygen-com/hyperframes

The HyperFrames CLI by job - scaffold, check, look at frames, edit the timeline, preview, render locally or in the cloud, publish, project history - plus reading its JSON and recovering from build or render failures.

1.3M installs

triage

mattpocock/skills

Move issues and external PRs through a state machine of triage roles, categorise, verify, grill if needed, and write agent-ready briefs.

1M installs

ask-matt

mattpocock/skills

Ask which skill or flow fits your situation. A router over the skills in this repo.

778.4K installs

to-questionnaire

mattpocock/skills

Turn a decision you can't fully answer into a questionnaire for someone else to fill in.

508.9K installs

wait-what

mattpocock/skills

Stop. That last message did not land: re-pitch it.

459.7K installs

loop-me

mattpocock/skills

Grill me about specs for the workflows I want to build, within this workspace.

447.9K installs