beer-sakthai/sak-family-agent/sakthai-hf-diffusers-wan-video-generation

Claude Code and agent skill by beer-sakthai/sak-family-agent

Trust tier 3
  • community
Source check pending

Checking that the SKILL.md file is still in the repository.

Comprehensive knowledge of the Wan2.1/Wan2.2 video generation model family and its integration into Hugging Face Diffusers — covering all pipelines, architecture, scheduler options, memory optimization, LoRA support, and usage patterns.

Install

npx vskill@latest install beer-sakthai/sak-family-agent/sakthai-hf-diffusers-wan-video-generation

SKILL.md

hf-diffusers-wan-video-generation

Author: SakThai License: MIT

Description

Comprehensive knowledge of the Wan2.1 / Wan2.2 video generation model family and its integration into Hugging Face Diffusers. Covers all pipelines (T2V, I2V, FLF2V, VACE, Animate, Video2Video), model architecture (WanTransformer3D, AutoencoderKLWan), scheduler options (FlowMatchEuler, UniPCMultistep), memory optimization, LoRA support, and usage patterns.

Key Commands

python
# Text-to-Video (1.3B — consumer GPU friendly)
from diffusers import AutoModel, WanPipeline
pipe = WanPipeline.from_pretrained("Wan-AI/Wan2.1-T2V-1.3B-Diffusers", torch_dtype=torch.bfloat16)
pipe.to("cuda")
output = pipe(prompt="A cat baking a cake", num_frames=81, guidance_scale=5.0).frames[0]
# Image-to-Video
from diffusers import WanImageToVideoPipeline
pipe = WanImageToVideoPipeline.from_pretrained("Wan-AI/Wan2.1-I2V-14B-480P-Diffusers", ...)
output = pipe(image=image, prompt=prompt, height=480, width=832).frames[0]
# LoRA loading
pipe.load_lora_weights("benjamin-paine/steamboat-willie-1.3b", adapter_name="steamboat-willie")
pipe.set_adapters("steamboat-willie")
# Single-file loading (ComfyUI repackaged)
transformer = WanTransformer3DModel.from_single_file("https://...wan2.1_t2v_1.3B_bf16.safetensors")
vae = AutoencoderKLWan.from_single_file("https://...wan_2.1_vae.safetensors")
pipe = WanPipeline.from_pretrained("Wan-AI/Wan2.1-T2V-1.3B-Diffusers", transformer=transformer, vae=vae)

Related Skills

  • hf-diffusers-cogvideo — CogVideoX pipeline (alternative video generation)
  • hf-diffusers-video-generation-pipeline — generic video pipeline patterns
  • hf-diffusers-flux — Flux image pipeline (same codebase family)

Security

  • Security scanPassed, 95 of 100Pattern checks on the skill's files.
  • Model reviewPassed

See the full security report

Quality evaluation

  • Task evaluationNot runNo evaluation yet. Run one in Skill Studio.

See evaluation results

Source

Popularity

Repository stars
1
Repository forks
1
7-day trend score
8

Stars and forks are for the whole GitHub repository, not this skill alone. Not refreshed yet.

Works with

Any agent vskill installs to: 56 targets in all. These 39 have a page on this site.

  • Claude Code
  • Cursor
  • GitHub Copilot
  • Windsurf
  • Codex
  • Gemini CLI
  • Cline
  • Amp
  • Roo Code
  • Goose
  • Continue
  • Kilo Code
  • Junie
  • Trae
  • OpenHands
  • Qwen Code
  • AI Agent
  • Tabnine Chat
  • Sourcegraph Cody
  • Amazon Q
  • Firebase Genkit
  • Sweep
  • Devin
  • Phind
  • Mentat
  • Claude Desktop
  • Aider
  • GPT Pilot
  • Plandex
  • bolt.new
  • v0
  • Replit Agent
  • Anse
  • TypingMind
  • BetterChatGPT
  • LibreChat
  • Warp AI
  • Pieces
  • Fig AI
Embed badge
vskill VERIFIED badge
[![vskill VERIFIED](https://verified-skill.com/api/v1/skills/beer-sakthai/sak-family-agent/sakthai-hf-diffusers-wan-video-generation/badge)](https://verified-skill.com/skills/beer-sakthai/sak-family-agent/sakthai-hf-diffusers-wan-video-generation)

Something wrong with this skill or its page? Tell us.