RRepoGEO

REPOGEO REPORT · LITE

MewCo-AI/mewco_ai_assistant_comm

Default branch main · commit 3fc3108f · scanned 6/14/2026, 5:44:03 AM

GitHub: 734 stars · 116 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 MewCo-AI/mewco_ai_assistant_comm, 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 opening to clarify core purpose as a desktop AI companion framework

    Why:

    CURRENT
    # 枫云AI助手社区版 v4.2

**枫云AI助手社区版 v4.2** 是由 **MewCo-AI** 开源的高自由度二次元AI助手框架。支持声纹识别语音交互、文本对话、语音合成、图像识别、桌宠模式、Live2D/MMD/VRM 3D角色展示、多智能体助手、自主操控电脑、龙虾接口等丰富功能。用户可通过Web界面、桌宠或悬浮球与助手进行互动，助手能够根据用户输入进行智能回复，并支持多种语言模型和语音合成引擎。
    COPY-PASTE FIX
    # 枫云AI助手社区版 v4.2

**枫云AI助手社区版 v4.2** 是由 **MewCo-AI** 开源的**高自由度AI助手框架，专为构建可定制的二次元桌面AI伴侣而设计**。它支持声纹识别语音交互、文本对话、语音合成、图像识别、**独特的桌宠模式、Live2D/MMD/VRM 3D角色展示**、多智能体助手、自主操控电脑、龙虾接口等丰富功能。用户可通过Web界面、桌宠或悬浮球与助手进行互动，助手能够根据用户输入进行智能回复，并支持多种语言模型和语音合成引擎。
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-assistant, desktop-companion, live2d, mmd, vrm, multi-modal-ai, voice-ai, image-recognition, agent-framework, open-source-framework
  • mediumreadme#3
    Add a 'Core Differentiator' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, perhaps after '功能特性' (Features), titled '核心优势' (Core Advantages) or '与众不同' (What Makes Us Different), with content like:

**核心优势：** 与通用AI框架或API不同，枫云AI助手社区版专注于提供一个**高度自由、可定制的二次元桌面AI伴侣构建框架**。我们集成了从声纹识别、多模态交互到Live2D/MMD/VRM 3D角色展示、自主操控电脑等全栈功能，旨在让开发者能够轻松打造个性化、沉浸式的AI桌面助手体验，而非仅仅提供AI能力接口。

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 MewCo-AI/mewco_ai_assistant_comm
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 2×
  2. Unity · recommended 1×
  3. Ready Player Me · recommended 1×
  4. Unreal Engine · recommended 1×
  5. MetaHuman Creator · recommended 1×
  • CATEGORY QUERY
    Open source framework for building an interactive AI desktop companion with customizable 2D/3D characters?
    you: not recommended
    AI recommended (in order):
    1. Unity
    2. OpenAI API
    3. Ready Player Me
    4. Unreal Engine
    5. MetaHuman Creator
    6. Godot Engine (godotengine/godot)
    7. Electron (electron/electron)
    8. Three.js (mrdoob/three.js)
    9. React Three Fiber (pmndrs/react-three-fiber)
    10. Pygame (pygame/pygame)
    11. Panda3D (panda3d/panda3d)

    AI recommended 11 alternatives but never named MewCo-AI/mewco_ai_assistant_comm. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to create a multi-modal AI assistant with voice, image recognition, and autonomous agent features?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. GPT-4o
    3. GPT-4
    4. DALL-E 3
    5. Whisper
    6. Assistants API
    7. LangChain
    8. LlamaIndex
    9. Google Cloud Speech-to-Text
    10. Azure Speech
    11. Coqui TTS
    12. Google Cloud Vision API
    13. Azure AI Vision
    14. CLIP
    15. YOLO
    16. Google Cloud Vertex AI
    17. Gemini Pro Vision
    18. Agent Builder
    19. Dialogflow CX
    20. Vertex AI Conversation
    21. Hugging Face Transformers
    22. Diffusers
    23. Wav2Vec2
    24. Bark
    25. VITS
    26. Tacotron 2
    27. Vision Transformers (ViT)
    28. Microsoft Azure AI Services
    29. Azure OpenAI Service
    30. Azure AI Speech
    31. Azure Bot Service

    AI recommended 31 alternatives but never named MewCo-AI/mewco_ai_assistant_comm. 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 MewCo-AI/mewco_ai_assistant_comm?
    pass
    AI did not name MewCo-AI/mewco_ai_assistant_comm — 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 MewCo-AI/mewco_ai_assistant_comm in production, what risks or prerequisites should they evaluate first?
    pass
    AI named MewCo-AI/mewco_ai_assistant_comm 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 MewCo-AI/mewco_ai_assistant_comm solve, and who is the primary audience?
    pass
    AI did not name MewCo-AI/mewco_ai_assistant_comm — 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
  • Prioritized action items8 vs 3 in Lite