RRepoGEO

REPOGEO REPORT · LITE

morettt/my-neuro

Default branch main · commit 45e90a0a · scanned 5/27/2026, 2:33:00 PM

GitHub: 1,238 stars · 148 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 morettt/my-neuro, 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 with a clear English summary highlighting core features

    Why:

    CURRENT
    The current README starts with a Chinese H1 and then Chinese text explaining the project goal.
    COPY-PASTE FIX
    Add a clear, concise English summary at the very top of the `README.md` (before any language links or Chinese text): "My-neuro is an open-source framework for creating your own AI desktop companion with customizable characters and voice conversations. It acts as a comprehensive workbench, featuring ultra-low latency (under 1 second with full local inference), long-term memory, visual recognition, voice cloning, and local LLM training and fine-tuning. It supports various Live2D customizations to build your ideal AI partner."
  • mediumhomepage#2
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    Set the repository's 'Homepage' field to `https://deepwiki.com/morettt/my-neuro` (or another relevant project website).
  • mediumreadme#3
    Add an English 'Getting Started' or 'Quick Start' section to the README

    Why:

    CURRENT
    The README currently directs users to an external Chinese website for deployment instructions.
    COPY-PASTE FIX
    Add a new section titled 'Quick Start' or 'Getting Started' in English within the `README.md`, providing a brief, high-level overview of how to begin using the framework to create an AI companion, including key steps or commands.

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 morettt/my-neuro
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Python
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Python · recommended 1×
  2. SpeechRecognition · recommended 1×
  3. vosk · recommended 1×
  4. gTTS · recommended 1×
  5. pyttsx3 · recommended 1×
  • CATEGORY QUERY
    How to build a personalized AI desktop assistant with custom voice and visual avatars?
    you: not recommended
    AI recommended (in order):
    1. Python
    2. SpeechRecognition
    3. vosk
    4. gTTS
    5. pyttsx3
    6. Google Cloud Text-to-Speech
    7. Amazon Polly
    8. Microsoft Azure Cognitive Services Speech
    9. PyAudio
    10. Pillow
    11. PyQt
    12. Kivy
    13. OpenCV
    14. OpenAI API
    15. Unity
    16. Ready Player Me
    17. VRoid Studio
    18. OBS Studio
    19. Rhino Speech-to-Intent
    20. Picovoice Porcupine

    AI recommended 20 alternatives but never named morettt/my-neuro. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a framework to develop a low-latency AI chatbot with local LLM and voice cloning.
    you: not recommended
    AI recommended (in order):
    1. NVIDIA Riva
    2. OpenVINO
    3. Coqui TTS
    4. Llama.cpp
    5. ONNX Runtime
    6. ESPnet
    7. TensorRT
    8. PyTorch
    9. TensorFlow
    10. Mozilla DeepSpeech
    11. Tacotron 2
    12. WaveGlow

    AI recommended 12 alternatives but never named morettt/my-neuro. 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 morettt/my-neuro?
    pass
    AI named morettt/my-neuro explicitly

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

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

    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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