RRepoGEO

REPOGEO REPORT · LITE

crowsonkb/v-diffusion-pytorch

Default branch master · commit 439ed4ca · scanned 6/12/2026, 8:56:55 PM

GitHub: 719 stars · 105 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 crowsonkb/v-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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    pytorch, diffusion-models, generative-ai, image-generation, deep-learning, v-objective, clip-guided-diffusion, classifier-free-guidance, ddpm, ddim
  • highreadme#2
    Reposition the README's opening sentence to clarify its unique value

    Why:

    CURRENT
    # v-diffusion-pytorch

v objective diffusion inference code for PyTorch, by Katherine Crowson (@RiversHaveWings) and Chainbreakers AI (@jd_pressman).
    COPY-PASTE FIX
    # v-diffusion-pytorch

**v-diffusion-pytorch** provides foundational PyTorch inference code for advanced denoising diffusion probabilistic models, specifically implementing the 'v' objective for high-quality image generation with features like CLIP-guided and classifier-free guidance.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add a link to a relevant project page, demo, or the primary research paper (e.g., 'Progressive Distillation for Fast Sampling of Diffusion Models' or 'Guided Diffusion Sampling Scripts') in the repository's homepage field.

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 crowsonkb/v-diffusion-pytorch
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Diffusers
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Diffusers · recommended 1×
  2. KerasCV · recommended 1×
  3. lucidrains/pytorch-ddpm · recommended 1×
  4. OpenAI's Diffusion · recommended 1×
  5. lucidrains/denoising-diffusion-pytorch · recommended 1×
  • CATEGORY QUERY
    What are good PyTorch libraries for implementing denoising diffusion probabilistic models for image generation?
    you: not recommended
    AI recommended (in order):
    1. Diffusers
    2. KerasCV
    3. PyTorch-DDPM (lucidrains/pytorch-ddpm)
    4. OpenAI's Diffusion
    5. denoising-diffusion-pytorch (lucidrains/denoising-diffusion-pytorch)

    AI recommended 5 alternatives but never named crowsonkb/v-diffusion-pytorch. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a PyTorch framework for fast, high-quality image synthesis using guided diffusion techniques?
    you: not recommended
    AI recommended (in order):
    1. Diffusers (huggingface/diffusers)
    2. KerasCV (keras-team/keras-cv)
    3. PyTorch-Lightning (Lightning-AI/pytorch-lightning)
    4. MMGeneration (open-mmlab/mmgeneration)
    5. latent-diffusion (CompVis/latent-diffusion)

    AI recommended 5 alternatives but never named crowsonkb/v-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 crowsonkb/v-diffusion-pytorch?
    pass
    AI named crowsonkb/v-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 crowsonkb/v-diffusion-pytorch in production, what risks or prerequisites should they evaluate first?
    pass
    AI named crowsonkb/v-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 crowsonkb/v-diffusion-pytorch solve, and who is the primary audience?
    pass
    AI did not name crowsonkb/v-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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