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REPOGEO REPORT · LITE

PlayVoice/whisper-vits-svc

Default branch bigvgan-mix-v2 · commit b95a8495 · scanned 6/21/2026, 6:26:56 PM

GitHub: 2,858 stars · 912 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
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 PlayVoice/whisper-vits-svc, 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 the README's opening to clearly state its purpose and audience

    Why:

    CURRENT
    <h1> Variational Inference with adversarial learning for end-to-end Singing Voice Conversion based on VITS </h1>
        
    [](https://huggingface.co/spaces/maxmax20160403/sovits5.0)
    
    [中文文档](./README_ZH.md)
    
    The tree bigvgan-mix-v2 has good audio quality
    
    The tree RoFormer-HiFTNet has fast infer speed
    
    No More Upgrade
    
    </div>
    
    - This project targets deep learning beginners, basic knowledge of Python and PyTorch are the prerequisites for this project;
    - This project aims to help deep learning beginners get rid of boring pure theoretical learning, and master the basic knowledge of deep learning by combining it with practices;
    - This project does not support real-time voice converting; (need to replace whisper if real-time voice converting is what you are looking for)
    - This project will not develop one-click packages for other purposes;
    COPY-PASTE FIX
    # PlayVoice/whisper-vits-svc: End-to-End Singing Voice Conversion for Deep Learning Beginners
    
    This project provides a core engine for end-to-end Singing Voice Conversion (SVC) and Singing Voice Clone (SVC) based on VITS, specifically designed to help deep learning beginners master practical skills. It enables users to transform spoken audio into a singing voice, create unique voices by mixing speakers, and even convert voices with light accompaniment.
  • mediumtopics#2
    Expand topics to include specific use cases and target audience

    Why:

    CURRENT
    ["change", "diff-svc", "diffusion", "diffusion-svc", "singing-voice-conversion", "sovits", "svc", "vits", "vits2", "voice"]
    COPY-PASTE FIX
    ["change", "diff-svc", "diffusion", "diffusion-svc", "singing-voice-conversion", "sovits", "svc", "vits", "vits2", "voice", "singing-voice-synthesis", "deep-learning-for-beginners", "speaker-mixing", "voice-cloning-for-beginners", "audio-synthesis"]
  • lowreadme#3
    Add a dedicated section highlighting key differentiators

    Why:

    COPY-PASTE FIX
    ## Key Differentiators
    
    PlayVoice/whisper-vits-svc stands out by:
    - **Empowering Beginners:** Designed for deep learning novices, offering a practical approach to mastering voice conversion.
    - **Flexible Speaker Creation:** Supports multiple speakers and allows creating unique voices through speaker mixing.
    - **Accompaniment Handling:** Capable of converting voices even with light background accompaniment.
    - **F0 Editing:** Provides the unique ability to edit F0 using Excel for fine-grained control.

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 PlayVoice/whisper-vits-svc
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
DiffSinger
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. DiffSinger · recommended 1×
  2. OpenVPI · recommended 1×
  3. Tacotron 2 · recommended 1×
  4. FastSpeech 2 · recommended 1×
  5. WaveNet · recommended 1×
  • CATEGORY QUERY
    Looking for a deep learning model to transform spoken audio into a singing voice.
    you: not recommended
    AI recommended (in order):
    1. DiffSinger
    2. OpenVPI
    3. Tacotron 2
    4. FastSpeech 2
    5. WaveNet
    6. WaveGlow
    7. Hifi-GAN
    8. RVC
    9. ESPnet
    10. NVIDIA NeMo
    11. DDSP

    AI recommended 11 alternatives but never named PlayVoice/whisper-vits-svc. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I generate unique singing voices by mixing different speaker characteristics for beginners?
    you: not recommended
    AI recommended (in order):
    1. Vocaloid
    2. Synthesizer V
    3. UTAU
    4. Vocaloid 6
    5. Synthesizer V Studio Pro
    6. FL Studio
    7. Newtone
    8. Pitcher
    9. iZotope Nectar
    10. Antares Auto-Tune Pro
    11. MAutoPitch
    12. FL Studio 21
    13. iZotope Nectar 4
    14. Antares Auto-Tune Pro X
    15. Adobe Audition
    16. Audacity
    17. Waves Vocal Bender
    18. Little AlterBoy
    19. Voicemod
    20. MorphVOX Pro
    21. Clownfish Voice Changer
    22. ElevenLabs
    23. Google Cloud Text-to-Speech
    24. Descript

    AI recommended 24 alternatives but never named PlayVoice/whisper-vits-svc. 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 PlayVoice/whisper-vits-svc?
    pass
    AI did not name PlayVoice/whisper-vits-svc — 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 PlayVoice/whisper-vits-svc in production, what risks or prerequisites should they evaluate first?
    pass
    AI named PlayVoice/whisper-vits-svc 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 PlayVoice/whisper-vits-svc solve, and who is the primary audience?
    pass
    AI named PlayVoice/whisper-vits-svc explicitly

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

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PlayVoice/whisper-vits-svc — 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