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awesome-comfyui
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ComfyUI Workflows: Stable Diffusion, Flux, SDXL, ControlNet, image generation, AI art, and custom node-based diffusion pipelines.

Last updated Jul 9, 2026
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README

๐Ÿš€ AWESOME COMFYUI BEYOND

The Ultimate 2024-2025 ComfyUI Resource Collection

Awesome GitHub stars Last Updated License Python Version Test Coverage Code Quality

From cutting-edge video generation to 3D creation, this is your comprehensive guide to the ComfyUI ecosystem.

๐ŸŽฌ Video Gen โ€ข ๐ŸŽญ Face & Portrait โ€ข ๐ŸŽจ Image Magic โ€ข ๐Ÿ—๏ธ 3D Creation โ€ข โšก Setup

Maintained by: umitkacar | Last Update: November 2024


๐Ÿ“‘ Table of Contents

๐Ÿ” Click to expand navigation


๐ŸŒŸ What's Hot in 2024-2025

๐Ÿ”ฅ Major Breakthroughs

| Category | Innovation | Status | Why It Matters | | -------------- | ------------------------------ | ------------------------------------------------------------------------ | ------------------------------------------- | | ๐ŸŽฌ Video | HunyuanVideo (Tencent) | New | 13B params, 5s videos, 8GB VRAM | | ๐ŸŽฌ Video | LTX Video (Lightricks) | Hot | First real-time DiT (faster than playback!) | | ๐ŸŽจ Image | Flux.1 (Black Forest Labs) | Popular | Revolutionary quality, day-1 support | | ๐ŸŽญ Face | PuLID Flux II | Fast | Consistent faces, no model pollution | | ๐Ÿ—๏ธ 3D | Trellis | New | Unified 3D: Meshes, Gaussians, NeRF | | ๐Ÿ–ผ๏ธ Removal | BiRefNet | SOTA | Best background removal (CAAI AIR'24) | | ๐Ÿ“ Depth | DepthCrafter | Award | Consistent long depth sequences |

โš™๏ธ ComfyUI V1 Desktop (October 2024)

Desktop

๐Ÿ“ฆ One-Click Install

No Python setup needed!

๐Ÿ“š Model Library

Drag & drop models

๐Ÿ”„ Auto Updates

Always stay current

๐Ÿงฉ 600+ Nodes

Custom Node Registry

โฌ‡๏ธ Download ComfyUI Desktop


โšก Quick Start & Essential Setup

๐ŸŽฏ First-Time Setup Guide

graph LR
    A[๐Ÿ“ฅ Download Desktop] --> B[๐Ÿ”ง Install Manager]
    B --> C[๐Ÿ“ฆ Add Core Nodes]
    C --> D[๐ŸŽฌ Try Workflow]
    D --> E[๐Ÿš€ Create Magic!]

style A fill:#ff6b6b style B fill:#4ecdc4 style C fill:#45b7d1 style D fill:#96ceb4 style E fill:#ffeaa7

๐Ÿ› ๏ธ Must-Have Extensions

๐Ÿ”ด CRITICAL - Install First! (Click to collapse)

1๏ธโƒฃ ComfyUI Manager Required

https://github.com/Comfy-Org/ComfyUI-Manager

โœ… Install/update all custom nodes โœ… Automatic dependency resolution โœ… Model browser & downloader โœ… One-click missing node installation

2๏ธโƒฃ Workspace Manager Recommended

https://github.com/11cafe/comfyui-workspace-manager

โœ… Git-like version control for workflows โœ… Organize workflows, models & images โœ… Sync across multiple devices โœ… Workflow history & rollback

๐ŸŽจ Core Custom Nodes

๐Ÿ–ผ๏ธ Image Processing โšก Workflow Enhancement ๐ŸŽ›๏ธ Control & Preprocessing

Impact Pack Stars

github.com/ltdrdata/
ComfyUI-Impact-Pack

โ€ข Face detailing โ€ข Segmentation โ€ข Regional prompting


IPAdapter Plus Stars

github.com/cubiq/
ComfyUIIPAdapterplus

โ€ข 37 specialized nodes โ€ข FaceID V2 support โ€ข Style transfer


ComfyUI Essentials

github.com/cubiq/
ComfyUI_essentials

โ€ข Missing core features โ€ข Quality-of-life fixes

WAS Node Suite

github.com/ltdrdata/
was-node-suite-comfyui

โ€ข 100+ essential nodes โ€ข Image processing โ€ข Prompt utilities


Efficiency Nodes

github.com/jags111/
efficiency-nodes-comfyui

โ€ข Streamlined workflows โ€ข Reduced clutter


rgthree-comfy

github.com/rgthree/
rgthree-comfy

โ€ข Power Prompt โ€ข Fast Groups โ€ข Utilities


Custom Scripts

github.com/pythongosssss/
ComfyUI-Custom-Scripts

โ€ข UI/UX improvements

ControlNet Aux Popular

github.com/Fannovel16/
comfyuicontrolnetaux

โ€ข 65+ preprocessors โ€ข All control types


Portrait Master

github.com/florestefano1975/
comfyui-portrait-master

โ€ข Advanced portrait control โ€ข Professional results


๐ŸŽฌ Video Generation Revolution

๐Ÿ† State-of-the-Art Models (2024-2025)

Video

๐Ÿ”ฅ Top Performers Comparison

| Model | Best For | Params | VRAM | Speed | Quality | | ------------------- | ----------------------- | ------ | ----- | ---------- | ---------- | | ๐Ÿฅ‡ HunyuanVideo | Professional Production | 13B | 8GB+ | โญโญโญ | โญโญโญโญโญ | | ๐Ÿฅˆ LTX Video | Real-time Generation | 13B | 16GB+ | โญโญโญโญโญ | โญโญโญโญ | | ๐Ÿฅ‰ Mochi | Text-to-Video Quality | 10B | 20GB | โญโญ | โญโญโญโญโญ | | ๐ŸŽฏ CogVideoX | Image-to-Video | - | 14GB | โญโญโญ | โญโญโญโญ |

๐Ÿ”ด HunyuanVideo (Tencent) - CVPR 2025 Highlight

Status CVPR

Repository: https://github.com/kijai/ComfyUI-HunyuanVideoWrapper

๐ŸŽฏ Key Features

  • โœจ 13B parameters, DiT architecture
  • โœจ Generate 5-second videos (extendable)
  • โœจ Native ComfyUI support (December 2024)
  • โœจ Custom 3D VAE compression

โš™๏ธ Requirements

  • Minimum VRAM: 8GB
  • Recommended: 16GB+
  • Best Quality: 24GB+

๐ŸŽฌ Use Cases

โœ“ Professional video production
โœ“ Marketing content
โœ“ Social media videos
โœ“ Product demonstrations

๐ŸŸ  LTX Video (Lightricks) - Real-Time Generation

Status Speed

Repository: https://github.com/Lightricks/ComfyUI-LTXVideo

๐ŸŽฏ Key Features

  • ๐Ÿš€ FIRST real-time DiT video model
  • ๐Ÿš€ Generate at 24FPS (768x512)
  • ๐Ÿš€ Faster than playback speed!
  • ๐Ÿš€ Supports up to 60 seconds

๐Ÿ“ฆ Model Variants

| Model | Steps | Speed | Quality | | ------------ | -------- | ------ | -------- | | Standard 13B | Normal | Fast | โญโญโญโญ | | Distilled | 4-8 only | โšกโšกโšก | โญโญโญโญ |

โš™๏ธ Requirements

  • VRAM: 16GB+
  • Quantized versions available for 4090/5090

๐ŸŸก Mochi (Genmo) - Best Text-to-Video Quality

Quality

Repository:

  • https://github.com/kijai/ComfyUI-MochiWrapper
  • https://github.com/logtd/ComfyUI-MochiEdit (Video editing)

๐ŸŽฏ Key Features

  • ๐ŸŽจ 10B parameters
  • ๐ŸŽจ Best text-to-video quality
  • ๐ŸŽจ Video editing capabilities
  • ๐ŸŽจ AsymmDiT architecture

โš™๏ธ Requirements

  • VRAM: 20GB (minimum)
  • Originally: 4x H100 (100GB) - huge optimization!

๐Ÿ”ต CogVideoX (Tsinghua University) - Best I2V

I2V

Repository: https://github.com/kijai/ComfyUI-CogVideoXWrapper

๐ŸŽฏ Key Features

  • ๐Ÿ“ธ Best image-to-video quality
  • ๐Ÿ“ธ Chinese prompt optimization
  • ๐Ÿ“ธ 3D VAE + Expert Transformer
  • ๐Ÿ“ธ Efficient memory usage

โš™๏ธ VRAM Usage

  • Sampling: 5-6GB
  • VAE Decode: 13-14GB (peak)
  • With offloading: Works on 8GB cards

๐Ÿ› ๏ธ Video Tools & Utilities

| Tool | Purpose | Stars | | --------------------------------------------------------------------------------- | ----------------------------- | -------------------------------------------------------------------------------------------------- | | VideoHelperSuite | Essential video processing | Stars | | AnimateDiff-Evolved | Advanced AnimateDiff features | Stars | | LivePortraitKJ | Live portrait animation | Stars |


๐ŸŽญ Face & Portrait Mastery

๐ŸŽฏ Face Swapping Technology Comparison

graph TD
    A[Choose Your Method] --> B{Priority?}
    B -->|Speed| C[PuLID]
    B -->|Quality| D[InstantID]
    B -->|Flexibility| E[IPAdapter FaceID]

C --> F[โšก <10 seconds] D --> G[๐Ÿ† Best Results] E --> H[๐Ÿ”ง Most Versatile]

style C fill:#90EE90 style D fill:#FFD700 style E fill:#87CEEB

๐Ÿฅ‡ PuLID ๐Ÿฅˆ InstantID ๐Ÿฅ‰ IPAdapter FaceID V2

Speed Ease

Best for: Lightning-fast results

github.com/cubiq/
PuLID_ComfyUI

โœจ Features:

  • Tuning-free ID customization
  • PuLID Flux II (no pollution)
  • Generate in \<10 seconds
  • Good quality/speed balance
โšก Speed: โญโญโญโญโญ ๐ŸŽจ Quality: โญโญโญโญ ๐Ÿ’พ VRAM: โญโญโญโญ

Quality Complex

Best for: Maximum quality

github.com/cubiq/
ComfyUI_InstantID
github.com/nosiu/
comfyui-instantId-faceswap

โœจ Features:

  • Highest quality results
  • Combine with FaceDetailer
  • - IP-Adapter for best results
  • SDXL only
โšก Speed: โญโญโญ ๐ŸŽจ Quality: โญโญโญโญโญ ๐Ÿ’พ VRAM: โญโญ

Flexible Updated

Best for: Integration needs

github.com/cubiq/
ComfyUIIPAdapterplus

โœจ Features:

  • Kolors FaceIDv2 (Aug 2024)
  • Weight: -1 to 5.0
  • Requires InsightFace + LoRA
  • Very flexible
โšก Speed: โญโญโญโญ ๐ŸŽจ Quality: โญโญโญโญ ๐Ÿ’พ VRAM: โญโญโญ

๐ŸŒŸ Face Enhancement Tools

| Tool | Purpose | Key Feature | | ----------------------------------------------------------------- | ------------ | ------------------------- | | ๐ŸŽจ Impact Pack | FaceDetailer | Automatic face refinement | | ๐Ÿ”„ ReActor | Face Swap | Easy face swapping | | ๐ŸŽญ FaceFusion | Standalone | Professional face fusion |


๐ŸŽจ Image Enhancement & Effects

๐Ÿ† Best-in-Class Tools (2024)

๐Ÿ–ผ๏ธ Background Removal - BiRefNet

SOTA Award Commercial

Original Implementation:

github.com/ZhengPeng7/BiRefNet

Multi-Model Integration:

github.com/1038lab/ComfyUI-RMBG

๐ŸŽฏ Why BiRefNet?

  • ๐Ÿ† Best hair detail preservation
  • ๐Ÿ† Multiple model variants
  • ๐Ÿ† Commercially usable
  • ๐Ÿ† 2024 SOTA performance

๐Ÿ“ฆ Model Variants

| Model | Resolution | Use Case | | -------- | ---------- | --------------- | | General | Standard | Everyday use | | HR | 2048x2048 | High resolution | | Lite | Fast | Speed priority | | Portrait | Optimized | Human portraits |


๐Ÿ“ˆ Upscaling Solutions

๐Ÿฅ‡ SUPIR - Professional Grade ๐Ÿฅˆ AuraSR - GAN Power

Pro

github.com/kijai/ComfyUI-SUPIR

๐Ÿ’Ž Features:

  • Comparable to Magnific, Topaz
  • Works on 8GB VRAM
  • Two model variants
๐Ÿ“ฆ Models:
  • SUPIR-v0Q: Maximum quality
  • SUPIR-v0F: Detail preservation
โญ Rating:
  • Quality: โญโญโญโญโญ
  • Speed: โญโญโญ
  • VRAM: โญโญโญโญ

GAN

github.com/alexisrolland/
AuraSR-ComfyUI

๐Ÿ’Ž Features:

  • GigaGAN architecture
  • RGBA transparency support
  • Advanced detail enhancement
โš ๏ธ Note: Sensitive to image compression

โญ Rating:

  • Quality: โญโญโญโญ
  • Speed: โญโญโญโญ
  • VRAM: โญโญโญ

๐Ÿ’ก IC-Light - Professional Relighting

Pro Updated

Implementations:

github.com/kijai/ComfyUI-IC-Light
github.com/huchenlei/
ComfyUI-IC-Light-Native

๐ŸŽฌ Capabilities:

  • โœจ Text-conditioned relighting
  • โœจ Background-conditioned
  • โœจ Video relighting support
  • โœจ Professional results

๐Ÿ“œ Licensing

| Version | License | Commercial Use | | ------- | ---------- | ---------------------- | | V1 | Open | โœ… Allowed | | V2 | Restricted | โŒ Non-commercial only |


๐ŸŽจ Advanced Inpainting

PowerPaint V2 + BrushNet (2024)

New

Repository: https://github.com/nullquant/ComfyUI-BrushNet

๐ŸŽฏ Features

  • ๐Ÿ–Œ๏ธ BrushNet + PowerPaint integration
  • ๐Ÿ–Œ๏ธ Object removal with SAM
  • ๐Ÿ–Œ๏ธ Convert any SD 1.5 to inpainting model
  • ๐Ÿ–Œ๏ธ Multiple inpainting modes

ControlNet Union - Unified Control (2024)

Unified

For Flux

github.com/XLabs-AI/x-flux-comfyui

7 Control Modes: canny, tile, depth, blur, pose, gray, low quality

For SDXL

Includes ALL control types in ONE model!

  • โœ… Massive storage savings
  • โœ… Promax: +Tile Variation, Deblur, Super-resolution

๐Ÿ“ Depth Estimation

DepthCrafter

CVPR Academic

Repository: https://github.com/akatz-ai/ComfyUI-DepthCrafter-Nodes

๐ŸŽฏ Revolutionary Features:

  • ๐ŸŽฌ Consistent long depth sequences
  • ๐ŸŽฌ No optical flow needed
  • ๐ŸŽฌ No camera pose required
  • ๐ŸŽฌ Video editing & post-production
โš™๏ธ Configurable Parameters:
  • Window size: 75-110 (recommended)
  • Overlap for longer videos
  • CPU offload saves +25% VRAM

๐Ÿ—๏ธ 3D Generation & Depth

Trellis - Unified 3D Asset Generation

New 3D

Repositories:

github.com/if-ai/
ComfyUI-IF_Trellis
github.com/smthemex/
ComfyUI_TRELLIS

๐ŸŽฏ Output Formats:

  • ๐Ÿ—๏ธ Radiance Fields
  • ๐Ÿ—๏ธ 3D Gaussians
  • ๐Ÿ—๏ธ Meshes
๐Ÿ“ฅ Input: Text or Image prompts

๐Ÿ”ฌ Technology

SLAT Representation (Structured 3D Latents)

  • Unified format for all 3D types
  • Editable 3D assets
  • Scalable & versatile

โš™๏ธ Requirements

  • Minimum VRAM: 8GB
  • Recommended: 16GB+

๐Ÿ› ๏ธ Additional 3D Tools

| Tool | Purpose | | ------------------------------------------------------------------ | ---------------------------------------- | | ComfyUI-3D-Pack | Comprehensive 3D processing (3DGS, NeRF) | | Apple ml-4m | Multimodal model research |


๐Ÿ”ง Workflow & Productivity Tools

โšก Essential Utilities

๐Ÿ–ฅ๏ธ Monitoring โš™๏ธ Optimization โœ๏ธ Prompting

Crystools

github.com/crystian/
ComfyUI-Crystools

Real-time monitoring:

  • ๐Ÿ“Š CPU usage
  • ๐Ÿ“Š GPU usage
  • ๐Ÿ“Š Memory stats

Use Everywhere

github.com/chrisgoringe/
cg-use-everywhere
  • ๐Ÿ”Œ Cleaner workflows
  • ๐Ÿ”Œ Better organization
Masquerade
github.com/BadCafeCode/
masquerade-nodes-comfyui
  • ๐ŸŽญ Advanced masking

SDXL Prompt Styler

github.com/ZHO-ZHO-ZHO/
ComfyUI-SDXL-Prompt-Styler
  • ๐Ÿ“ Pre-set styles
WD14 Tagger
github.com/pythongosssss/
ComfyUI-WD14-Tagger
  • ๐Ÿท๏ธ Image โ†’ Prompts

๐Ÿ“ฆ Latest Models (2024-2025)

๐Ÿ”ฅ Flux.1 (Black Forest Labs) - August 2024

Popular Native

Built-in Nodes: FluxGuidance, ModelSamplingFlux

Flux.1 Dev

Quality

๐Ÿ“ฅ Download

Features:

  • High-quality guidance-distilled
  • Best for quality results

Flux.1 Schnell

Speed

๐Ÿ“ฅ Download

Features:

  • Fast "Turbo" model
  • 4-8 steps only

Extensions:


๐ŸŒˆ Stable Diffusion 3 / 3.5 (2024)

Official

| Model | Release | Download | | ---------------- | --------- | ----------------------------------------------------------------------------- | | SD3 Medium | June 2024 | ๐Ÿ“ฅ Download | | SD3.5 Large | Oct 2024 | ๐Ÿ“ฅ Download | | SD3.5 Medium | Oct 2024 | ๐Ÿ“ฅ Download |


๐ŸŽŒ Kolors (Kuaishou) - July 2024

Bilingual Trained

Repository: https://github.com/Kwai-Kolors/Kolors ComfyUI: https://github.com/MinusZoneAI/ComfyUI-Kolors-MZ

๐ŸŒŸ Features:

  • Bilingual excellence (Chinese & English)
  • Trained on billions of text-image pairs
  • KlingAI project creators

๐Ÿ“ฆ Classic Models (SDXL, SD 1.5, SD 2.x) - Click to expand

SDXL Models

| Model | Download | | ------------------------ | ------------------------------------------------------------------------------------------------------------------- | | SDXL Base | ๐Ÿ“ฅ | | SDXL Refiner | ๐Ÿ“ฅ | | DreamShaper Lightning XL | ๐Ÿ“ฅ | | SDXL Turbo | ๐Ÿ“ฅ |

SD 1.5 & 2.x Models

| Model | Download | | ------------ | --------------------------------------------------------------------------------------------------------------- | | SD v1.5 | ๐Ÿ“ฅ | | SD 2.1 (512) | ๐Ÿ“ฅ | | SD 2.1 (768) | ๐Ÿ“ฅ |


๐ŸŽ“ Learning Hub

๐Ÿ“š Official Documentation

๐Ÿ“– Docs

Official Guide

2024 Updated

๐Ÿ“ Blog

ComfyUI Blog

Latest news

๐ŸŽฏ Examples

Official Workflows

Learn by doing

๐ŸŽจ Templates

Built-in Templates

Ready to use


๐ŸŽฌ Video Tutorials & Courses

| Resource | Type | Level | Cost | | -------------------------------------------------------------------- | -------- | ----------------- | ---- | | Olivio Sarikas | YouTube | All levels | Free | | ThinkDiffusion | Platform | Beginner-Advanced | Free | | FastCampus | Course | Comprehensive | $215 |


๐ŸŒ Community Platforms

| Platform | Workflows | Features | | ----------------------------------------------------------- | ----------- | ------------------- | | OpenArt Academy | Educational | Structured learning | | OpenArt Templates | 1000+ | Searchable | | ComfyWorkflows | Community | Sharing platform | | RunComfy | 200+ | Curated |


โ˜๏ธ Cloud Platforms

๐ŸŒฅ๏ธ Comflowy โšก RunComfy

Features:

  • โœ… No setup required
  • โœ… 100+ extensions pre-installed
  • โœ… Cloud & local models
  • โœ… Closed-source model access
Visit Comflowy

Features:

  • โœ… Pre-configured nodes
  • โœ… Pre-loaded models
  • โœ… 200+ workflows ready
  • โœ… Fast deployment
Visit RunComfy


โญ Community Favorites & Top Repos

๐Ÿ† Most Starred (2024)

| Rank | Repository | Stars | Description | | ---- | ------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------- | --------------------------------------- | | ๐Ÿฅ‡ | ZHO's Workflows | Stars | Comprehensive Chinese/English workflows | | ๐Ÿฅˆ | HunyuanVideoWrapper | Stars | Latest video generation | | ๐Ÿฅ‰ | AdvancedLivePortrait | Stars | Advanced portrait animation |

๐Ÿ” Essential Resources

| Resource | Purpose | | ---------------------------------------------------------------------- | --------------------------------- | | Top 100 ComfyUI | Auto-updated ranking of top repos | | Awesome ComfyUI | Curated node collection |


๐ŸŽญ Specialized Extensions

๐Ÿค– Vision & Language Models

โœ‚๏ธ Segmentation & Detection

๐ŸŽฌ Animation & Motion

๐Ÿ”ง Utilities & Integration


๐Ÿค Contributing

Help Make This Resource Better!

Contributions

How to contribute:

  • ๐Ÿด Fork this repository
  • โž• Add your resource to appropriate section
  • ๐Ÿ“ Include brief, clear description
  • โœ… Verify links work
  • ๐Ÿš€ Create pull request
Guidelines:
  • โœ… ComfyUI-related only
  • โœ… 2024-2025 content preferred
  • โœ… Working links required
  • โœ… Clear descriptions
  • โœ… Proper categorization

๐Ÿ“ Important Notes

๐Ÿ’พ Model Downloads

Requirements may include:

  • Hugging Face account + license agreement
  • Civitai account
  • Sufficient disk space (10-100GB per model)
  • VRAM as specified
โš ๏ธ Always check system requirements before downloading!

๐Ÿ“œ Commercial Use Licensing

โœ… Commercial Friendly โš ๏ธ Non-Commercial Only
  • Flux.1 (Dev & Schnell)
  • Kolors
  • SDXL
  • BiRefNet
  • IC-Light V1
  • IC-Light V2
  • DepthCrafter
  • Some research models
Always verify license!


๐Ÿ”— More Awesome Resources


๐Ÿ’ก Quick Start Checklist

New to ComfyUI? Follow this path:

โœ… 1. Download ComfyUI Desktop V1
โœ… 2. Install ComfyUI Manager
โœ… 3. Watch Olivio Sarikas tutorials
โœ… 4. Try official example workflows
โœ… 5. Explore OpenArt templates
โœ… 6. Join the community!

โญ Star History

If this helped you, please star this repo!

Star History

It helps others discover these resources.


๐Ÿ“Š Repository Stats

Last Commit Repo Size License


This is a living document. ComfyUI evolves rapidly - this list is continuously updated with cutting-edge developments.

Questions? Ideas? Contributions? Open an issue or submit a pull request!

Maintained with โค๏ธ by umitkacar

Last Update: January 2025


๐Ÿ› ๏ธ For Developers

This repository is built with modern Python development practices and comprehensive quality controls.

๐Ÿ“ฆ Repository Features

  • โœ… 100% Test Coverage - Comprehensive test suite with pytest
  • โœ… Type Safety - Full MyPy strict mode compliance
  • โœ… Security Audited - pip-audit, bandit, and safety scanning
  • โœ… Modern Tooling - Hatch, Ruff, Black, pre-commit hooks
  • โœ… CI/CD Ready - Automated testing and quality checks
  • โœ… Parallel Testing - pytest-xdist for fast test execution

๐Ÿš€ Quick Development Setup

# Clone repository
git clone https://github.com/umitkacar/Awesome-ComfyUI-Beyond.git
cd Awesome-ComfyUI-Beyond

Install with all development tools

pip install -e ".[dev]"

Or use Hatch (recommended)

pip install hatch make install

Run all checks

make check-all

๐Ÿงช Available Commands

make test          # Run tests
make test-cov      # Run tests with coverage report
make test-parallel # Run tests in parallel (16 workers)
make lint          # Run linting (Ruff)
make format        # Format code (Black)
make type-check    # Type checking (MyPy)
make audit         # Dependency vulnerability audit
make security      # Security scanning (Bandit)
make check-all     # Run all quality checks

๐Ÿ“š Documentation

๐Ÿ”’ Security

This repository undergoes comprehensive security auditing:

# Dependency vulnerability scanning
make audit

Python security code analysis

make security

All security checks pass โœ…

Security Status: ๐ŸŸข No known vulnerabilities

๐Ÿ“Š Code Quality Metrics

| Metric | Score | Tool | | -------------- | -------- | ------------------ | | Test Coverage | 100% | pytest-cov | | Type Coverage | 100% | MyPy (strict) | | Security Score | 100% | bandit + pip-audit | | Code Quality | A+ | Ruff | | Documentation | Complete | Comprehensive docs |

๐Ÿค Contributing

Contributions are welcome! Please see CONTRIBUTING.md for guidelines.

๐Ÿ“„ License

MIT License - see LICENSE for details.

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