RRepoGEO

REPOGEO REPORT · LITE

lucidrains/voicebox-pytorch

Default branch main · commit d115a997 · scanned 6/2/2026, 7:11:55 AM

GitHub: 691 stars · 57 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 lucidrains/voicebox-pytorch, 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
    Remove the discouraging recommendation for E2 TTS

    Why:

    CURRENT
    Update: Recommend you just use <a href="https://github.com/lucidrains/e2-tts-pytorch">E2 TTS</a> instead of this work
    COPY-PASTE FIX
    (Remove the entire line)
  • mediumtopics#2
    Add specific topics to improve categorization

    Why:

    CURRENT
    artificial-intelligence, deep-learning, text-to-speech
    COPY-PASTE FIX
    artificial-intelligence, deep-learning, text-to-speech, voicebox, meta-ai, generative-ai, speech-synthesis
  • lowhomepage#3
    Add a homepage URL to the About section

    Why:

    COPY-PASTE FIX
    https://about.fb.com/news/2023/06/introducing-voicebox-ai-for-speech-generation/

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 lucidrains/voicebox-pytorch
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Tacotron 2
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Tacotron 2 · recommended 2×
  2. FastSpeech 2 · recommended 2×
  3. WaveGlow · recommended 1×
  4. Hifi-GAN · recommended 1×
  5. VITS · recommended 1×
  • CATEGORY QUERY
    Need a high-fidelity text-to-speech model for PyTorch deep learning projects.
    you: not recommended
    AI recommended (in order):
    1. Tacotron 2
    2. WaveGlow
    3. Hifi-GAN
    4. VITS
    5. FastSpeech 2
    6. MelGAN
    7. Glow-TTS
    8. YourTTS

    AI recommended 8 alternatives but never named lucidrains/voicebox-pytorch. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Exploring advanced neural text-to-speech architectures for realistic voice generation.
    you: not recommended
    AI recommended (in order):
    1. Tacotron 2
    2. WaveGlow (NVIDIA/waveglow)
    3. Hifi-GAN (jik876/hifi-gan)
    4. VITS (jaywalnut310/vits)
    5. Diff-TTS
    6. Grad-TTS (huawei-noah/Speech-Backbones/tree/main/Grad-TTS)
    7. StyleTTS 2 (ylhz/StyleTTS2)
    8. FastSpeech 2
    9. FastSpeech 2s
    10. YourTTS (Edresson/YourTTS)

    AI recommended 10 alternatives but never named lucidrains/voicebox-pytorch. 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 lucidrains/voicebox-pytorch?
    pass
    AI did not name lucidrains/voicebox-pytorch — 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 lucidrains/voicebox-pytorch in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lucidrains/voicebox-pytorch 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 lucidrains/voicebox-pytorch solve, and who is the primary audience?
    pass
    AI did not name lucidrains/voicebox-pytorch — 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?

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  • Brand-free category queries5 vs 2 in Lite
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