ComfyUI-VULCA

Cultural art evaluation and Brief-driven creation nodes for ComfyUI. Score any generated image on L1-L5 dimensions across 13 traditions.

Use Cases

  • Evaluate generated images — drop any image into VULCA Evaluate, get L1-L5 cultural scores + actionable suggestions
  • Brief-driven creation — define creative intent, generate concepts, select and refine with cultural feedback
  • Layer decomposition — split artwork into semantic layers, evaluate each independently
  • Evolution tracking — see how tradition weights evolve across sessions

Nodes (11)

Node Inputs Outputs Description
VULCA Brief text intent Brief (JSON) Create creative brief from natural language
VULCA Concept Brief images (4) Generate concept variations
VULCA Generate Brief image Full artwork generation
VULCA Evaluate image, tradition scores (JSON) L1-L5 cultural evaluation
VULCA Update Brief, instruction Brief (updated) Natural language Brief modification
VULCA Inpaint image, region, instruction image Region-based repaint
VULCA Layers Analyze image layers (JSON) Decompose into semantic layers
VULCA Layers Composite layers directory image Composite layers back
VULCA Layers Export layers directory PNG directory Export with manifest
VULCA Evolution tradition weights (JSON) Current evolved L1-L5 weights
VULCA Traditions — list Available cultural traditions

Installation

# Option 1: Clone into custom_nodes
cd ComfyUI/custom_nodes/
git clone https://github.com/vulca-org/vulca-comfyui-visual-nodes

# Option 2: ComfyUI Manager (search "VULCA")

Install dependency:

pip install "vulca>=0.12.0"

Restart ComfyUI.

Workflow Examples

Simple: Evaluate Any Image

[Load Image] → [VULCA Evaluate] → [Preview Text]
                 tradition: "chinese_xieyi"

Full: Brief-Driven Creation with Feedback

[VULCA Brief]
  intent: "Zen garden at dawn, watercolor style"
       ↓
[VULCA Concept] → select best → [VULCA Generate]
                                       ↓
                                 [VULCA Evaluate]
                                       ↓
                              score < threshold?
                             yes ↓           no ↓
                        [VULCA Update]    [Save Image]
                     "add more warmth"
                             ↓
                        back to Generate

Layer Analysis

[Load Image] → [VULCA Layers Analyze] → [VULCA Layers Export]
                                              ↓
                                    PNG directory + manifest.json

Requirements

  • Python 3.10+
  • vulca>=0.12.0 (PyPI)
  • ComfyUI (tested with latest stable)

For real VLM evaluation: export GOOGLE_API_KEY=your-key. Mock mode works without API keys.

Versioning

The ComfyUI custom node and the Vulca SDK use independent SemVer release lines:

  • project.version in pyproject.toml versions changes to this custom node.
  • The vulca>=... dependency is the oldest SDK version verified by compatibility CI.

An SDK release does not by itself require a matching custom-node version. Raise the SDK minimum only when node code requires a newer SDK API; choose the custom-node version from the impact of the node change. See RELEASING.md for the release gate.

Citation

@inproceedings{yu2025vulca,
  title={VULCA: A Framework for Culturally-Aware Visual Understanding},
  author={Yu, Haorui},
  booktitle={Findings of EMNLP 2025},
  year={2025}
}

License

Apache License 2.0

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