Game Artist MCP

An AI-native deterministic game-art workstation for agent hosts.

Game Artist is not another general MCP control plane and does not use a generative image model as its core art engine.

Its job is to give an LLM explicit game-art operations:

LLM
 ↓
Game Artist MCP
 ↓
Art IR / explicit geometry
 ↓
render
 ↓
visual inspection
 ↓
targeted edit
 ↓
game-ready asset

Relationship to FolderForge

FolderForge is the preferred production host/control plane:

ChatGPT / MCP host
        ↓
    FolderForge
        ↓
   Game Artist
        ↓
 deterministic art core

FolderForge owns generic infrastructure such as transport, authentication, policy, audit, sandboxing, plugin lifecycle and broad Godot control.

Game Artist owns art-domain capabilities such as vector/cutout representation, pivots, animation recipes, style constraints and art QA.

The core remains usable directly through MCP without FolderForge.

See:

• ADR-0001

• Roadmap

• POC-001

• POC-002

Related MCP server: frameforge-mcp

Current state

POC-001 already proves:

structured art document
→ typed deterministic operations
→ SVG render
→ PNG rasterization
→ validation
→ reproducible output

POC-002 adds a real MCP server and FolderForge child-plugin package with a compact art-specific tool surface.

This is still a proof of mechanism, not proof of production artistic quality.

Local development

Requirements:

• Node.js 22+

• rsvg-convert from librsvg for PNG previews

Run the raw MCP server:

node src/mcp/server.mjs --workspace ./.game-artist

Run the direct protocol smoke:

npm run smoke:mcp

To verify the FolderForge integration before the compatible package is published, build the exact source revision used by CI:

git clone https://github.com/roronoazoroshao369/FolderForge.git ../FolderForge
git -C ../FolderForge checkout 59c1096167a81bef24a07fa88453f5c50e0fe64a
npm --prefix ../FolderForge ci --ignore-scripts
npm --prefix ../FolderForge run build
node ../FolderForge/dist/main.js plugin validate .
node ../FolderForge/dist/main.js plugin test . --call health --args-json '{}'

Do not infer npm availability from FolderForge's source package.json; POC-002 pins source evidence until a compatible public package is actually published.

The next falsification gate is POC-003: a real vision-capable agent must construct an asset, inspect the returned PNG, critique it and improve it through MCP edits.