RRepoGEO

REPOGEO REPORT · LITE

multimodal-art-projection/YuE

Default branch main · commit 9f1394ba · scanned 5/28/2026, 10:07:40 AM

GitHub: 6,247 stars · 741 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 multimodal-art-projection/YuE, 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
    Add a direct, bold mission statement to the top of the README

    Why:

    COPY-PASTE FIX
    **YuE is an open-source foundation model for full-song music generation, similar to Suno.ai.**
  • mediumtopics#2
    Add more specific music generation topics

    Why:

    CURRENT
    ai, audio-generation, deep-learning, foundation-models, gpt, huggingface, llama, llms, music-generation, style-transfers, voice-cloning
    COPY-PASTE FIX
    ai, audio-generation, deep-learning, foundation-models, gpt, huggingface, llama, llms, music-generation, style-transfers, voice-cloning, full-song-generation, suno-ai-alternative, open-source-music-ai
  • mediumreadme#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison with Alternatives

Unlike models such as MusicGen or Riffusion, YuE is designed as an open-source foundation model for **full-song music generation**, offering capabilities similar to Suno.ai. Our focus is on generating complete, high-quality musical pieces from text prompts, providing an accessible and extensible platform for researchers and creators.

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 multimodal-art-projection/YuE
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MusicGen
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. MusicGen · recommended 2×
  2. Riffusion · recommended 2×
  3. Magenta Studio · recommended 2×
  4. AudioLDM 2 · recommended 1×
  5. Hugging Face Diffusers Library · recommended 1×
  • CATEGORY QUERY
    What open-source AI models can generate full-length music compositions from text prompts?
    you: not recommended
    AI recommended (in order):
    1. MusicGen
    2. AudioLDM 2
    3. Riffusion
    4. Magenta Studio
    5. Hugging Face Diffusers Library

    AI recommended 5 alternatives but never named multimodal-art-projection/YuE. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I create AI-generated music tracks using an open foundation model?
    you: not recommended
    AI recommended (in order):
    1. MusicGen
    2. AudioGen
    3. Riffusion
    4. Jukebox
    5. DDSP
    6. Magenta Studio

    AI recommended 6 alternatives but never named multimodal-art-projection/YuE. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 multimodal-art-projection/YuE?
    pass
    AI named multimodal-art-projection/YuE explicitly

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

  • If a team adopts multimodal-art-projection/YuE in production, what risks or prerequisites should they evaluate first?
    pass
    AI named multimodal-art-projection/YuE 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 multimodal-art-projection/YuE solve, and who is the primary audience?
    pass
    AI did not name multimodal-art-projection/YuE — 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 multimodal-art-projection/YuE. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/multimodal-art-projection/YuE.svg)](https://repogeo.com/en/r/multimodal-art-projection/YuE)
HTML
<a href="https://repogeo.com/en/r/multimodal-art-projection/YuE"><img src="https://repogeo.com/badge/multimodal-art-projection/YuE.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

multimodal-art-projection/YuE — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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