RRepoGEO

REPOGEO REPORT · LITE

myshell-ai/MeloTTS

Default branch main · commit 20914537 · scanned 6/27/2026, 2:26:56 AM

GitHub: 7,518 stars · 1,052 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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
    Reposition README introduction to emphasize open-source library for developers

    Why:

    CURRENT
    MeloTTS is a **high-quality multi-lingual** text-to-speech library by MIT and MyShell.ai.
    COPY-PASTE FIX
    MeloTTS is an **open-source, high-quality multi-lingual text-to-speech library** for developers and researchers, developed by MIT and MyShell.ai.
  • highhomepage#2
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    https://myshell.ai/
  • mediumtopics#3
    Add 'real-time', 'inference', and 'cpu-inference' to repository topics

    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, real-time, inference, cpu-inference

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
Google Cloud Text-to-Speech
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud Text-to-Speech · recommended 2×
  2. Amazon Polly · recommended 1×
  3. Microsoft Azure Cognitive Services Speech · recommended 1×
  4. ElevenLabs · recommended 1×
  5. Baidu AI Cloud Speech · recommended 1×
  • CATEGORY QUERY
    What are some high-quality text-to-speech libraries supporting multiple languages like Chinese and English?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Text-to-Speech
    2. Amazon Polly
    3. Microsoft Azure Cognitive Services Speech
    4. ElevenLabs
    5. Baidu AI Cloud Speech
    6. IBM Watson Text to Speech
    7. Coqui TTS

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

    Show full AI answer
  • CATEGORY QUERY
    Looking for a fast text-to-speech solution for real-time CPU inference with Japanese support.
    you: not recommended
    AI recommended (in order):
    1. OpenVINO
    2. ESPnet (espnet/espnet)
    3. Coqui TTS (coqui-ai/TTS)
    4. MaryTTS (marytts/marytts-project)
    5. Google Cloud Text-to-Speech

    AI recommended 5 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?

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myshell-ai/MeloTTS — 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