RRepoGEO

REPOGEO REPORT · LITE

rbbrdckybk/ai-art-generator

Default branch main · commit c61adc25 · scanned 6/14/2026, 6:02:34 AM

GitHub: 622 stars · 121 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 rbbrdckybk/ai-art-generator, 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 core value proposition and unique model support in README

    Why:

    CURRENT
    The README starts with the '2022-09-28 Update' about Dream Factory.
    COPY-PASTE FIX
    # AI Art Generator
For automating the creation of large batches of AI-generated artwork locally. Put your GPU(s) to work cranking out AI-generated artwork 24/7 with the ability to automate large prompt queues combining user-selected subjects, styles/artists, and more! This project uniquely supports Stable Diffusion, CLIP-guided Diffusion (via Disco Diffusion), and VQGAN+CLIP for diverse generative art workflows.

Note that I did not create or train the models used in this project, nor was I involved in the original coding. I've simply modified the original colab versions so they'll run locally and added some support for automation.

# 2022-09-28 Update:
Just a note that I've launched Dream Factory, a significant upgrade to this. It's got an (optional) GUI, true simultaneous multi-GPU support, an integrated gallery with full EXIF metadata support, and many other new features. I dropped VQGAN and Disco Diffusion support to focus on Stable Diffusion, so if you want VQGAN and/or Disco Diffusion you should stick with this for now. Otherwise I encourage everyone to migrate to Dream Factory! I'll continue to patch bug fixes on this repo but I likely won't be adding new features going foward.
  • highabout#2
    Add homepage URL to repository About section

    Why:

    COPY-PASTE FIX
    Add a relevant URL (e.g., a project page, demo, or the repository URL itself) to the 'Homepage' field in the repository's 'About' section.
  • mediumreadme#3
    Clarify existing license(s) in README

    Why:

    COPY-PASTE FIX
    Add a section to the README, for example: `## License
This project is licensed under the terms specified in the [LICENSE](LICENSE) file. Please refer to that file for full details.`

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 rbbrdckybk/ai-art-generator
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AUTOMATIC1111/stable-diffusion-webui
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AUTOMATIC1111/stable-diffusion-webui · recommended 2×
  2. comfyanonymous/ComfyUI · recommended 2×
  3. invoke-ai/InvokeAI · recommended 2×
  4. huggingface/diffusers · recommended 2×
  5. vladmandic/automatic · recommended 1×
  • CATEGORY QUERY
    How can I automate generating large batches of AI artwork on my local machine?
    you: not recommended
    AI recommended (in order):
    1. Automatic1111's Stable Diffusion Web UI (AUTOMATIC1111/stable-diffusion-webui)
    2. ComfyUI (comfyanonymous/ComfyUI)
    3. InvokeAI (invoke-ai/InvokeAI)
    4. Diffusers (huggingface/diffusers)
    5. SD.Next (vladmandic/automatic)

    AI recommended 5 alternatives but never named rbbrdckybk/ai-art-generator. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best tools for local Stable Diffusion image generation and prompt queueing?
    you: not recommended
    AI recommended (in order):
    1. Automatic1111's Stable Diffusion WebUI (AUTOMATIC1111/stable-diffusion-webui)
    2. ComfyUI (comfyanonymous/ComfyUI)
    3. InvokeAI (invoke-ai/InvokeAI)
    4. Fooocus (lllyasviel/Fooocus)
    5. Diffusers (huggingface/diffusers)

    AI recommended 5 alternatives but never named rbbrdckybk/ai-art-generator. 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 rbbrdckybk/ai-art-generator?
    pass
    AI did not name rbbrdckybk/ai-art-generator — 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 rbbrdckybk/ai-art-generator in production, what risks or prerequisites should they evaluate first?
    pass
    AI named rbbrdckybk/ai-art-generator 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 rbbrdckybk/ai-art-generator solve, and who is the primary audience?
    pass
    AI named rbbrdckybk/ai-art-generator explicitly

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

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rbbrdckybk/ai-art-generator — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite