RRepoGEO

REPOGEO REPORT · LITE

vibertthio/awesome-machine-learning-art

Default branch master · commit 58f8a98f · scanned 6/6/2026, 12:53:00 PM

GitHub: 715 stars · 58 forks

AI VISIBILITY SCORE
22 /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
1 / 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 vibertthio/awesome-machine-learning-art, 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 emphasize 'discovery hub'

    Why:

    CURRENT
    > :robot: :art: :guitar: A curated list of awesome projects, works, people, articles, and resource for creating art (including music) with machine learning.
    COPY-PASTE FIX
    > :robot: :art: :guitar: This awesome list is your comprehensive guide and discovery hub for the world of machine learning art, curating projects, works, people, articles, and learning resources for creating art (including music) with machine learning.
  • highlicense#2
    Add a LICENSE file

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with your chosen open-source license (e.g., `MIT License`).
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    Add a relevant URL to the repository's homepage field in the About section (e.g., a project website, a related blog post, or even the repo URL itself if no other specific page exists).

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 vibertthio/awesome-machine-learning-art
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 Web UI · recommended 1×
  4. DreamStudio · recommended 1×
  5. Civitai · recommended 1×
  • CATEGORY QUERY
    What tools and resources are available for generating creative art using machine learning?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. Stable Diffusion
    3. Automatic1111's Web UI
    4. DreamStudio
    5. Civitai
    6. DALL-E 3
    7. ChatGPT Plus
    8. Microsoft Copilot Pro
    9. Adobe Firefly
    10. RunwayML
    11. Artbreeder
    12. Deep Dream Generator

    AI recommended 12 alternatives but never named vibertthio/awesome-machine-learning-art. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find awesome projects and resources for machine learning applied to music generation?
    you: not recommended
    AI recommended (in order):
    1. Magenta
    2. Hugging Face Transformers
    3. OpenAI Jukebox
    4. DADABOTS
    5. MuseNet
    6. Teachable Machine
    7. Awesome Music Generation (margaretmz/awesome-music-generation)

    AI recommended 7 alternatives but never named vibertthio/awesome-machine-learning-art. 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 vibertthio/awesome-machine-learning-art?
    pass
    AI did not name vibertthio/awesome-machine-learning-art — 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 vibertthio/awesome-machine-learning-art in production, what risks or prerequisites should they evaluate first?
    pass
    AI named vibertthio/awesome-machine-learning-art 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 vibertthio/awesome-machine-learning-art solve, and who is the primary audience?
    pass
    AI did not name vibertthio/awesome-machine-learning-art — 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

Drop this badge into the README of vibertthio/awesome-machine-learning-art. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite