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ComfyUI Variationator

Advanced Multi-Dimensional Prompt Variation System for ComfyUI

Version License

Transform your prompts across 12 variation dimensions with 240 pre-defined modifiers and 19 custom ComfyUI nodes.


🎯 What is Variationator?

Variationator is a comprehensive prompt orchestration system for ComfyUI that enables you to create controlled, diverse variations of your prompts across multiple dimensions:

  • 🎨 240 Pre-defined Modifiers - Expertly crafted variations across 12 dimensions
  • 🔧 19 Custom Nodes - From single modifiers to batch generation
  • 🚀 Zero Dependencies - Works immediately after installation
  • 📚 Fully Documented - Complete reference for all modifiers and nodes

✨ Key Features

12 Variation Dimensions

Each dimension contains 20 carefully designed modifiers (20 × 12 = 240 total):

Dimension Description Modifiers
Lighting Time of day, lighting conditions Sunrise, Golden Hour, Blue Hour, Night (DRY/WET)
Seasonal Four seasons with atmospheric variations Spring bloom, Summer heat, Autumn colors, Winter frost
Location Environmental settings Urban, Rural, Interior, Coastal, Desert, Mountain
Weather Atmospheric conditions Clear, Cloudy, Rain, Snow, Fog, Storm
Mood Emotional and atmospheric tone Energetic, Calm, Mysterious, Luxurious, Epic
Camera Photography techniques Lens types, Angles, Shot types, Depth of field
Color Grading Color palettes and tonal adjustments Warm, Cool, Desaturated, Vibrant, Cinematic
Action Dynamic states and contexts Motion, Scenarios, Interactions, Presentations
Era Time periods and historical contexts 1920s-1990s, Modern, Futuristic, Steampunk
Detail Detail levels and focus control Ultra-detailed, Soft, Minimalist, Photorealistic
Composition Framing and compositional techniques Rule of thirds, Symmetry, Negative space
Distance Spatial relationships and proximity Macro, Portrait distance, Aerial view, Vertical positions

19 ComfyUI Nodes

Single Modifier Nodes (11) - One for each dimension

  • Apply precise modifiers with ID control (1-20)
  • Append or replace mode
  • Mix and match across dimensions

Style Nodes (2)

  • Style Transform - 10+ built-in styles + custom
  • Multi-Style Layer - Stack up to 3 styles

Batch Nodes (2)

  • Batch Variation Generator - Up to 10 variations
  • Preset Collection - Optimized sets (commercial, artistic, etc.)

Utility Nodes (4)

  • Modifier Info - Look up modifier details
  • Prompt Combiner - Join text segments
  • Random Modifier - Seed-controlled randomization
  • Smart Variation (NLP) - Natural language control

📦 Installation

Method 1: ComfyUI Manager (Recommended)

  1. Open ComfyUI Manager
  2. Search for "Variationator"
  3. Click Install
  4. Restart ComfyUI

Method 2: Manual Installation

cd ComfyUI/custom_nodes
git clone https://github.com/MushroomFleet/ComfyUI-Variationator.git

Restart ComfyUI. All nodes will appear under "Prompt Orchestration" category.


🚀 Quick Start

Your First Variation

  1. Add a text node with your base prompt: "Sports car on highway"
  2. Add Lighting Modifier (Single) node from Prompt Orchestration
  3. Set modifier_id to 7 (Golden Hour)
  4. Connect and run

Result: "Sports car on highway, golden hour, warm low-angle side-light, clear sky"

Common Use Cases

Day/Night Cycle

Use: Batch Variation Generator
Input: "Modern building"
Custom IDs: "1,7,11,18" (Sunrise, Golden Hour, Night, Blue Hour Wet)
Output: 4 time-of-day variations

Style Exploration

Use: Style Transform
Input: "Vintage motorcycle"
Styles: cyberpunk, noir, impressionist
Output: Same subject in different artistic styles

Multi-Dimensional Scene

Stack: Lighting #7 → Location #14 → Mood #13 → Camera #12
Creates: Complex, layered scene with professional look

Random Discovery

Use: Random Modifier
Input: "City street"
Seed: 12345
Output: Reproducible random lighting variation

📖 Documentation

Comprehensive Guides

Quick References

Most Popular Modifiers:

  • Lighting #7 - Golden Hour (warm, dramatic)
  • Lighting #18 - Blue Hour Wet (moody, reflections)
  • Seasonal #12 - Mid Autumn (rich colors)
  • Weather #10 - Steady Rain (atmospheric)
  • Mood #13 - Luxurious Elegance (premium)

Preset Collections:

  • key_moments - Portfolio-ready dramatic shots
  • commercial - Professional product photography
  • artistic - Creative exploration with styles
  • full_day_cycle - Complete 24-hour progression
  • wet_night - Dramatic low-light scenes

🎨 Examples

Example 1: Product Photography

Base: "Luxury watch on pedestal"
Nodes: Preset Collection (preset="commercial")

Outputs:
→ Late morning, high-sun hard light
→ Midday, crisp hard sunlight  
→ Golden hour, warm low-angle
→ Night, clean highlights

Example 2: Artistic Variations

Base: "Mountain landscape"
Pipeline: Lighting #7 → Seasonal #12 → Style "cyberpunk"

Output: Mountain landscape with golden hour lighting,
        autumn colors, transformed to cyberpunk aesthetic
        with neon and high-tech elements

Example 3: Batch Testing

Base: "Portrait subject"
Batch: All lighting modifiers (category="all")

Outputs 20 variations: Sunrise through Night,
                        perfect for A/B testing

Example 4: Smart Natural Language

Base: "Street scene"
Smart Variation: "make it golden hour wet road cyberpunk style"

Output: Automatically applies multiple appropriate modifiers
        based on natural language intent

🔧 Technical Details

Architecture

ComfyUI-Variationator/
├── __init__.py              # Main loader
├── nodes/                   # 18 custom nodes
│   ├── lighting_node.py
│   ├── seasonal_node.py
│   ├── [9 more modifier nodes]
│   ├── style_node.py
│   ├── batch_node.py
│   └── utility_nodes.py
├── modifiers/              # 220 modifier definitions
│   ├── lighting_modifiers.py
│   ├── seasonal_modifiers.py
│   └── [9 more modifier types]
└── core/                   # Orchestration engine
    ├── orchestrator.py
    ├── modifiers.py
    └── singleton.py

Node Categories

All 18 nodes appear in ComfyUI under "Prompt Orchestration":

Single Modifiers:

  • Lighting Modifier (Single)
  • Seasonal Modifier (Single)
  • Location Modifier (Single)
  • Weather Modifier (Single)
  • Mood Modifier (Single)
  • Camera Modifier (Single)
  • Color Grading (Single)
  • Action Modifier (Single)
  • Era Modifier (Single)
  • Detail Modifier (Single)
  • Composition (Single)

Style & Effects:

  • Style Transform
  • Multi-Style Layer

Batch Generation:

  • Batch Variation Generator
  • Preset Collection

Utilities:

  • Modifier Info
  • Prompt Combiner
  • Random Modifier
  • Smart Variation (NLP)

Modifier System

DRY/WET Categorization (Lighting, Seasonal, Weather):

  • DRY: Clear conditions, universal use, bright
  • WET: Low-light, wet surfaces, reflections, dramatic

Tags System: Every modifier has searchable tags for filtering and discovery.


💡 Tips & Best Practices

✅ Do's

  • Start Simple: Use 1-2 modifiers initially
  • Stack Wisely: Combine 2-4 modifiers for coherent results
  • Use Presets: Try preset collections for proven combinations
  • Preserve Base: Keep preserve_base=True in most cases
  • Explore Dimensions: Try modifiers from different dimensions together

❌ Don'ts

  • Over-Modify: Don't stack 10+ modifiers (prompts become chaotic)
  • Ignore DRY/WET: These categories create contrast - use both!
  • Skip Documentation: Check Modifier Info node or references
  • Forget Seeds: Use Random Modifier seed for reproducible results

🔬 Advanced Usage

Combining Dimensions

Create rich, complex scenes by stacking modifiers from different dimensions:

Lighting + Seasonal + Weather + Mood + Camera
    =
Professional, atmospheric, technically precise prompts

Custom Workflows

  1. Parallel Variations - One base, multiple dimension paths
  2. Sequential Refinement - Progressive enhancement through nodes
  3. A/B Testing - Batch generator for comparison sets
  4. Random Exploration - Seed-based discovery workflows

Node Chaining

All nodes output STRING type, making them fully compatible with:

  • Standard ComfyUI text/prompt nodes
  • Other custom prompt manipulation nodes
  • Save/load text operations
  • Any STRING input in your workflow

📊 Use Case Matrix

Use Case Recommended Nodes Typical Output Count
Product Photography Preset Collection ("commercial") 4-6 variations
Artistic Portfolio Batch + Style Transform 10+ variations
Time-of-Day Study Batch ("all" or "custom") 4-20 variations
Style Exploration Multi-Style Layer 1-3 variations
Quick Experimentation Smart Variation (NLP) 1 variation
Random Discovery Random Modifier 1 variation (repeatable)
Professional Workflow Single Modifiers (stacked) 1 precise variation

🐛 Troubleshooting

Q: Prompts too long?

  • Use preserve_base=False on some modifiers
  • Apply fewer modifiers
  • Focus on essential dimensions only

Q: Variations look similar?

  • Mix DRY and WET categories
  • Combine modifiers from different dimensions
  • Add Era or Style transforms for uniqueness

Q: Can't find right modifier?

  • Use Modifier Info node to browse
  • Check MODIFIER_REFERENCE.md
  • Try Smart Variation with natural language

Q: Random node gives same result?

  • Change the seed value
  • Verify category selection (all/dry/wet)

Q: Smart Variation not working?

  • Use specific keywords from modifier descriptions
  • Try simpler, more direct language
  • Combine multiple recognized terms

🗺️ Roadmap

Current Version: 2.0.0

Implemented:

  • ✅ 11 variation dimensions
  • ✅ 220 pre-defined modifiers
  • ✅ 18 custom ComfyUI nodes
  • ✅ Batch processing capabilities
  • ✅ Style transformation system
  • ✅ Natural language support
  • ✅ Comprehensive documentation

Future Considerations

  • Additional modifier dimensions
  • User-defined custom modifiers
  • Workflow templates
  • Enhanced NLP capabilities
  • Community modifier sharing

🤝 Contributing

We welcome contributions! Areas where you can help:

  • New Modifiers: Propose additions to any dimension
  • Documentation: Improve guides and examples
  • Bug Reports: File issues with details
  • Workflow Examples: Share your creative workflows
  • Feature Requests: Suggest new capabilities

Please file issues or pull requests on GitHub.


📄 License

MIT License - Free for commercial and personal use.

See LICENSE file for full details.


🙏 Support

If you find Variationator helpful:

  • ⭐ Star the repository
  • 🐛 Report bugs via GitHub Issues
  • 💡 Share your workflows and creations
  • 📢 Spread the word in the ComfyUI community

Donations:

Ko-Fi


📚 Citation

Academic Citation

If you use this in research or projects, please cite:

@software{comfyui_variationator,
  title = {ComfyUI Variationator: Multi-Dimensional Prompt Variation System},
  author = {Drift Johnson},
  year = {2025},
  url = {https://github.com/MushroomFleet/ComfyUI-Variationator},
  version = {2.0.0}
}

🔗 Links


📈 Version History

Version 2.0.0 (Current)

  • Complete system redesign with 11 dimensions
  • 220 modifiers (up from 20)
  • 18 nodes (up from 9)
  • Added: Seasonal, Location, Weather, Mood, Camera, Color Grading, Action, Era, Detail, Composition dimensions
  • Enhanced: Style system with multi-style layering
  • Added: Smart Variation (NLP) for natural language
  • Added: Random Modifier with seed control
  • Comprehensive documentation overhaul

Version 1.0.0

  • Initial release
  • 20 lighting modifiers
  • 9 basic nodes
  • Style transformation system

Ready to transform your prompts? Install Variationator and start creating!

For detailed guides, see:


Created with ❤️ by Drift Johnson for the ComfyUI community

About

Variation Nodes for ComfyUI automation workflows | https://www.scuffedepoch.com | https://www.oragenai.com |ORAGEN TEAM

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