RRepoGEO

REPOGEO REPORT · LITE

liou666/polyglot

Default branch main · commit ffaeeeea · scanned 5/21/2026, 4:47:04 AM

GitHub: 2,589 stars · 271 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
40 /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
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 liou666/polyglot, 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 clear English repositioning statement to the top of README.md

    Why:

    CURRENT
    The current README starts with a Chinese title and description, with an English link.
    COPY-PASTE FIX
    Polyglot is a cross-platform desktop and web application for AI-powered language practice and tutoring.
  • hightopics#2
    Expand topics with user-facing category keywords

    Why:

    CURRENT
    azure, chatgpt, electron, openai, polyglot, tts
    COPY-PASTE FIX
    azure, chatgpt, electron, openai, polyglot, tts, language-learning, ai-tutor, speech-practice, foreign-language, desktop-app, web-app, language-exchange
  • mediumreadme#3
    Add a 'Project Status' or 'Latest Updates' section to the README

    Why:

    COPY-PASTE FIX
    ## Project Status
Polyglot is under active development with regular updates. Check our [releases page](https://github.com/liou666/polyglot/releases) for the latest versions and features.

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 liou666/polyglot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Speechling
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Speechling · recommended 1×
  2. Replika · recommended 1×
  3. ChatGPT · recommended 1×
  4. ELSA Speak · recommended 1×
  5. Tandem · recommended 1×
  • CATEGORY QUERY
    What are the best AI-powered tools for practicing spoken foreign languages interactively?
    you: not recommended
    AI recommended (in order):
    1. Speechling
    2. Replika
    3. ChatGPT
    4. ELSA Speak
    5. Tandem
    6. HelloTalk
    7. Duolingo

    AI recommended 7 alternatives but never named liou666/polyglot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build a cross-platform desktop application for AI language tutoring with voice?
    you: not recommended
    AI recommended (in order):
    1. Electron
    2. React
    3. Vue.js
    4. Angular
    5. Python
    6. Hugging Face Transformers
    7. spaCy
    8. NLTK
    9. DeepSpeech
    10. Whisper
    11. Google Cloud Speech-to-Text
    12. Amazon Polly
    13. Eleven Labs
    14. Flask
    15. FastAPI
    16. Flutter
    17. Dart
    18. Qt
    19. C++
    20. PySide6
    21. PyQt6
    22. Tauri
    23. Rust
    24. C#
    25. WPF
    26. .NET MAUI
    27. ML.NET
    28. Azure Cognitive Services
    29. Google Cloud AI
    30. AWS AI

    AI recommended 30 alternatives but never named liou666/polyglot. 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 liou666/polyglot?
    pass
    AI named liou666/polyglot explicitly

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

  • If a team adopts liou666/polyglot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named liou666/polyglot 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 liou666/polyglot solve, and who is the primary audience?
    pass
    AI named liou666/polyglot explicitly

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

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liou666/polyglot — 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