RRepoGEO

REPOGEO REPORT · LITE

lucidrains/video-diffusion-pytorch

Default branch main · commit 2b0b75ff · scanned 6/1/2026, 10:12:06 AM

GitHub: 1,383 stars · 140 forks

AI VISIBILITY SCORE
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface lucidrains/video-diffusion-pytorch, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README opening to clarify it's a PyTorch implementation

    Why:

    CURRENT
    Text to video, it is happening! Official Project Page Implementation of Video Diffusion Models, Jonathan Ho's new paper extending DDPMs to Video Generation - in Pytorch. It uses a special space-time factored U-net, extending generation from 2d images to 3d videos
    COPY-PASTE FIX
    This repository provides a PyTorch implementation of Video Diffusion Models, Jonathan Ho's new paper extending DDPMs to Video Generation. It features a space-time factored U-net for 3D video generation, designed for researchers and developers.
  • mediumhomepage#2
    Add the official project page to the repository homepage field

    Why:

    COPY-PASTE FIX
    https://video-diffusion.github.io/
  • mediumtopics#3
    Add more specific topics to clarify library type and core subject

    Why:

    CURRENT
    artificial-intelligence, ddpm, deep-learning, text-to-video, video-generation
    COPY-PASTE FIX
    artificial-intelligence, ddpm, deep-learning, text-to-video, video-generation, pytorch-implementation, video-diffusion-models

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface lucidrains/video-diffusion-pytorch
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
RunwayML Gen-1
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. RunwayML Gen-1 · recommended 1×
  2. Gen-2 · recommended 1×
  3. Pika Labs · recommended 1×
  4. Meta Make-A-Video · recommended 1×
  5. Google Imagen Video · recommended 1×
  • CATEGORY QUERY
    How can I generate video content from text prompts using deep learning models?
    you: not recommended
    AI recommended (in order):
    1. RunwayML Gen-1
    2. Gen-2
    3. Pika Labs
    4. Meta Make-A-Video
    5. Google Imagen Video
    6. Stable Diffusion
    7. Deforum Stable Diffusion
    8. OpenAI Sora
    9. DeepMotion

    AI recommended 9 alternatives but never named lucidrains/video-diffusion-pytorch. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are some Pytorch libraries for implementing diffusion models for video synthesis?
    you: not recommended
    AI recommended (in order):
    1. Diffusers (huggingface/diffusers)
    2. Kandinsky
    3. Open-Sora
    4. Stable Diffusion (stability-ai/stable-diffusion)

    AI recommended 4 alternatives but never named lucidrains/video-diffusion-pytorch. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of lucidrains/video-diffusion-pytorch?
    pass
    AI named lucidrains/video-diffusion-pytorch explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts lucidrains/video-diffusion-pytorch in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lucidrains/video-diffusion-pytorch explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo lucidrains/video-diffusion-pytorch solve, and who is the primary audience?
    pass
    AI did not name lucidrains/video-diffusion-pytorch — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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  • Brand-free category queries5 vs 2 in Lite
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