AI-Orchestrated 3D Asset Pipeline: From JPEG to Game-Ready GLB Without Touching Blender
TL;DR: I built a pipeline where an AI agent operates Blender through MCP (Model Context Protocol), while a vision model validates every step by looking at screenshots. I never opened Blender's GUI for modeling. Here's what worked, what broke, and the patterns that emerged after rigging 6+ animated models for a Godot 4 project.
The Setup
I needed animated 3D fish for a virtual aquarium in Godot 4. I don't know Blender. Instead of learning it, I built a pipeline where AI does the work and I supervise.
The stack:
