RRepoGEO

REPOGEO REPORT · LITE

alembics/disco-diffusion

Default branch main · commit 37eb39bf · scanned 5/17/2026, 4:21:48 PM

GitHub: 7,418 stars · 1,099 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 alembics/disco-diffusion, 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

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

OVERALL DIRECTION
  • highabout#1
    Add a concise project description

    Why:

    COPY-PASTE FIX
    Generate high-quality, stylized AI art and animations from text prompts using the Disco Diffusion model, simplifying complex generative AI for artists and enthusiasts.
  • highreadme#2
    Reposition the README's opening paragraph

    Why:

    CURRENT
    A frankensteinian amalgamation of notebooks, models and techniques for the generation of AI Art and Animations.
    COPY-PASTE FIX
    Disco Diffusion is a powerful, open-source framework for generating high-quality AI art and animations from text prompts, primarily via Google Colab notebooks. It combines various diffusion models and techniques to offer deep creative control for artists and enthusiasts.

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 alembics/disco-diffusion
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Midjourney
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Midjourney · recommended 1×
  2. Stable Diffusion · recommended 1×
  3. Automatic1111's Stable Diffusion web UI · recommended 1×
  4. DreamStudio · recommended 1×
  5. Fooocus · recommended 1×
  • CATEGORY QUERY
    What tools can I use to generate AI art and animations from text prompts?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. Stable Diffusion
    3. Automatic1111's Stable Diffusion web UI
    4. DreamStudio
    5. Fooocus
    6. RunwayML Gen-2
    7. Pika Labs
    8. DALL-E 3
    9. Leonardo.Ai
    10. Adobe Firefly

    AI recommended 10 alternatives but never named alembics/disco-diffusion. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to create AI-generated images and videos using machine learning models in Colab?
    you: not recommended
    AI recommended (in order):
    1. Diffusers (huggingface/diffusers)
    2. DeepFaceLab (iperov/DeepFaceLab)
    3. StyleGAN (NVlabs/stylegan2)
    4. First Order Motion Model for Image Animation (FOMM) (AliaksandrSiarohin/first-order-model)
    5. RunwayML
    6. Kandinsky 2.1
    7. Deforum Stable Diffusion (deforum-art/deforum-stable-diffusion)

    AI recommended 7 alternatives but never named alembics/disco-diffusion. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 alembics/disco-diffusion?
    pass
    AI did not name alembics/disco-diffusion — 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?

  • If a team adopts alembics/disco-diffusion in production, what risks or prerequisites should they evaluate first?
    pass
    AI named alembics/disco-diffusion 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 alembics/disco-diffusion solve, and who is the primary audience?
    pass
    AI named alembics/disco-diffusion explicitly

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

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  • Brand-free category queries5 vs 2 in Lite
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