RRepoGEO

REPOGEO REPORT · LITE

myshell-ai/MeloTTS

Default branch main · commit 20914537 · scanned 5/16/2026, 6:56:57 AM

GitHub: 7,421 stars · 1,037 forks

AI VISIBILITY SCORE
35 /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
3 / 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 myshell-ai/MeloTTS, 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 concise, benefit-driven opening sentence to the README

    Why:

    CURRENT
    MeloTTS is a **high-quality multi-lingual** text-to-speech library by MIT and MyShell.ai.
    COPY-PASTE FIX
    MeloTTS is a high-quality, multi-lingual **Python library** for text-to-speech, optimized for **real-time CPU inference** across English, Spanish, French, Chinese, Japanese, and Korean.
  • hightopics#2
    Expand repository topics to include key technical aspects

    Why:

    CURRENT
    chinese, english, french, japanese, korean, multilingual, spanish, text-to-speech, tts
    COPY-PASTE FIX
    chinese, english, french, japanese, korean, multilingual, spanish, text-to-speech, tts, python, real-time, inference, speech-synthesis
  • mediumabout#3
    Refine the repository description for clearer positioning

    Why:

    CURRENT
    High-quality multi-lingual text-to-speech library by MyShell.ai. Support English, Spanish, French, Chinese, Japanese and Korean.
    COPY-PASTE FIX
    High-quality multi-lingual text-to-speech Python library by MyShell.ai, optimized for real-time CPU inference. Supports English, Spanish, French, Chinese, Japanese, and Korean.

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 myshell-ai/MeloTTS
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
coqui-ai/TTS
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. coqui-ai/TTS · recommended 2×
  2. googleapis/python-texttospeech · recommended 1×
  3. Azure/azure-sdk-for-python · recommended 1×
  4. boto/boto3 · recommended 1×
  5. elevenlabs/elevenlabs-python · recommended 1×
  • CATEGORY QUERY
    What are good multi-language text-to-speech libraries suitable for Python projects?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Text-to-Speech (googleapis/python-texttospeech)
    2. Microsoft Azure Text to Speech (Azure/azure-sdk-for-python)
    3. Amazon Polly (boto/boto3)
    4. Eleven Labs (elevenlabs/elevenlabs-python)
    5. Coqui TTS (coqui-ai/TTS)
    6. gTTS (pndurette/gTTS)
    7. Mozilla TTS (mozilla/TTS)

    AI recommended 7 alternatives but never named myshell-ai/MeloTTS. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Which text-to-speech engine offers real-time CPU inference for multiple languages?
    you: not recommended
    AI recommended (in order):
    1. Mozilla TTS (coqui-ai/TTS)
    2. ESPnet (espnet/espnet)
    3. MaryTTS (marytts/marytts)
    4. eSpeak NG (espeak-ng/espeak-ng)
    5. Rhasspy TTS (rhasspy/rhasspy)
    6. PicoTTS
    7. OpenVocalizer

    AI recommended 7 alternatives but never named myshell-ai/MeloTTS. 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 myshell-ai/MeloTTS?
    pass
    AI named myshell-ai/MeloTTS explicitly

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

  • If a team adopts myshell-ai/MeloTTS in production, what risks or prerequisites should they evaluate first?
    pass
    AI named myshell-ai/MeloTTS 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 myshell-ai/MeloTTS solve, and who is the primary audience?
    pass
    AI named myshell-ai/MeloTTS explicitly

    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 myshell-ai/MeloTTS. 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