Summary

This ComfyUI custom node simplifies complex workflows by introducing a structured "Loader ---- Controller ----- Sampler" framework. It targets ComfyUI users seeking improved clarity, consistency, and ease of operation, reducing errors and the need to relearn intricate node connections.

How It Works

The core design standardizes workflows into a Universal Loader, modular Controller Stacks for specialized functions (ControlNet, Animatediff, QwenEdit), and advanced Samplers. This approach centralizes control concepts and streamlines data flow, making intricate workflows more manageable and reproducible.

Quick Start & Requirements

• Install: Clone to ComfyUI custom_nodes (git clone https://github.com/cardenluo/ComfyUI-Apt_Preset.git) and run install.bat.
• Prerequisites: Requires ComfyUI, ComfyUI-Advanced-ControlNet, ComfyUI-GGUF, and ComfyUI-nunchaku. Ollama models must be downloaded to ...comfyui\models\ollama. The Apt_file resource pack needs placement in ComfyUI/models/Apt_file.
• Links: GitHub repo (via clone URL), Bilibili: https://space.bilibili.com/2008798642?spm_id_from=333.33.0.0.

Highlighted Details

• Universal Loader (Sum_load_adv): Supports GGUF models with detailed configurations for various architectures (XL, SD, wan, Flux, Kontex, SD3.5, Hi-dream). Features override modes (over_model, over_clip) and a preset saving mechanism.
• Modular Controller Stacks: Centralizes control tools for General Control (SD, XL, Flux), wan (video), AD (Animatediff, scheduling), Kontext (multi-image), and QwenEdit (multi-image, union_controlnet).
• Advanced Samplers: Combine basic samplers with special functions for multi-step operations like secondary sampling repair.
• Utility Nodes: Tools for image, mask, and data processing.
• Recent Features: API calls for Qwen/Ollama, Coordinate series nodes, and caching for sum_load_adv.

Maintenance & Community

Active development is evident from frequent updates (Nov 2025 - Jan 2026). Community engagement is primarily via Bilibili.

Licensing & Compatibility

No specific open-source license is mentioned. Commercial use compatibility is not detailed.

Limitations & Caveats

Setup requires installing multiple external custom nodes and manually downloading resource packs/models. Preset saving requires a ComfyUI restart. The project is provided "AS IS" without warranties; users are responsible for legal compliance.