AI Image Generation

ComfyUI Flux WAN Automation

Programmatic automation layer for ComfyUI delivering reproducible workflows and scalable batch generation

Production
Status
Python
Language
100%
Reproducible

From Manual UI to Production Pipeline

Generative image workflows are often fragile, manual, and difficult to scale. This project provides a programmatic automation layer over ComfyUI, delivering reproducible workflows, batch generation, and LoRA management that turns a UI-driven system into a scalable production pipeline.

Business Value

By automating ComfyUI with programmatic controls, we transform creative image generation from a manual, time-intensive process into a scalable production system. Marketing teams, creative agencies, and content factories can generate consistent, high-quality assets at scale without sacrificing creative control or quality.

🎯

Reproducible Workflows

Save and replay exact generation workflows for consistent results every time

📦

Batch Generation

Generate hundreds or thousands of branded assets with a single command

🔧

API-First Control

Programmatic workflow generation eliminates manual UI interaction bottlenecks

🎨

LoRA Management

Automated model and LoRA handling for consistent style application

Complete Automation Suite

🤖

ComfyUI API Manager

Programmatic control layer for ComfyUI with status checks, prompt queueing, and workflow orchestration.

  • API status monitoring
  • Queue management
  • Workflow submission
  • Result retrieval

Flux Workflow Builder

Config-driven workflow generator with customizable model, sampler, and LoRA settings for consistent output.

  • Model configuration
  • Sampler presets
  • LoRA integration
  • Workflow templates
📦

Model Management

Automated handling of Flux models, VAE, CLIP assets, and LoRA downloads with version control.

  • Model versioning
  • Automatic downloads
  • Asset organization
  • Cache management
🎨

Batch Generators

Campaign-ready batch generation for branded content and multi-variant asset production at scale.

  • Branded content batches
  • Multi-variant generation
  • Prompt templating
  • Output organization
🔧

Operational Scripts

Complete service lifecycle management with startup, shutdown, and health check automation.

  • Service control (start/stop)
  • Health monitoring
  • LoRA downloads
  • Environment setup
💾

Workflow Artifacts

Saved workflow JSON artifacts enable reproducibility and version-controlled generation templates.

  • Workflow versioning
  • JSON serialization
  • Template library
  • Replay capability

Modern Python Automation

Core Runtime

Python 3.10+ requests aiohttp

Image Processing

Pillow ComfyUI Flux Models

Configuration

PyYAML JSON

Integrations

fal-client replicate gradio-client

Production-Ready Implementation

Architecture

📁 Core Automation Modules

Complete automation system in src/core/ with ComfyUI and Flux handlers demonstrating production maturity.

src/core/ ComfyUI API Flux Builder
Configuration

⚙️ Config-Driven Workflows

Declarative configuration in configs/config.yaml enables reproducible workflows without code changes.

config.yaml Model configs Server settings
Automation

🔧 Production Scripts

Comprehensive operational scripts in scripts/ for service control and LoRA management.

comfy-ctl.sh LoRA manager Health checks
Reproducibility

💾 Workflow Artifacts

Saved workflow JSONs in workflows/ directory enable exact reproduction of generation results.

workflows/ JSON exports Templates

Real-World Use Cases

🎨

Marketing Asset Generation

Marketing and creative teams generating scalable, on-brand assets for campaigns without manual intervention.

🏢

Agency Production

Creative agencies producing batch creative output at consistent quality for multiple client campaigns.

🤖

Content Factories

Internal tooling for AI-assisted content factories requiring high-volume, consistent asset generation.

🎯

Brand Consistency

Organizations maintaining brand consistency across large-scale visual asset production.

Why This Solution Wins

Programmatic Control

API-first design eliminates manual UI interaction, enabling true automation and integration with existing workflows.

Reproducible Workflows

Saved workflow artifacts ensure exact reproduction of results, critical for brand consistency and quality control.

Multi-Model Support

Built-in support for Flux variants, LoRA, and multiple model configurations without manual setup.

Ready to Scale Your Creative Production?

Discover how our ComfyUI automation can transform your manual image generation process into a scalable production pipeline with reproducible results.