kijai/ComfyUI-WanVideoWrapper

Health v2 · maintenance only

Flags: no_releases

Adoption not part of the score

6678 stars · 688 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

ComfyUI custom nodes wrapping WanVideo (Wan2.1) and related video generation models. It provides a standalone sandbox for quickly implementing new models and VRAM-efficiency features like block swapping and LoRA offloading.

Use cases

• generate videos with WanVideo models in ComfyUI
• run Wan2.1 video diffusion models with lower VRAM usage
• apply LoRAs to WanVideo models efficiently
• try new video model features before native ComfyUI support
• use block swapping and async offloading for large video models

When to choose

• you need a WanVideo model or feature not yet available natively in ComfyUI
• you want faster access to experimental video model features
• you need fine-grained VRAM offloading controls for video generation

When to avoid

• you only use models and features already supported natively in ComfyUI
• you want a polished, stable video generation service rather than a work-in-progress wrapper
• you cannot run models locally on a GPU

Facets

plugin · maturity active

video-processing machine-learning llm-inference artificial-intelligence deep-learning python cross-platform comfyui custom-nodes wanvideo video-generation diffusion-models vram-optimization lora video gpu

Member repositories

For agents

markdown · JSON · MCP: product_card(name="kijai/ComfyUI-WanVideoWrapper")