RRepoGEO

REPOGEO REPORT · LITE

Moemu/Muice-Chatbot

Default branch main · commit 41a8fd01 · scanned 6/6/2026, 9:47:21 AM

GitHub: 535 stars · 45 forks

AI VISIBILITY SCORE
28 /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
2 / 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 Moemu/Muice-Chatbot, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the core identity statement to the top of the README

    Why:

    CURRENT
    The README currently starts with a deprecation notice, followed by language links, then '介绍✨ 沐雪，一只会**主动**找你聊天的 AI 女孩子'.
    COPY-PASTE FIX
    # Muice-Chatbot: 沐雪，一只会主动找你聊天的 AI 女孩子

Muice-Chatbot is an open-source AI companion project featuring Muice, a proactive AI girl character. Her dialogue model is fine-tuned on Qwen with 3k+ training data, embodying a tsundere anime girl personality who enjoys sharing daily life and offers unique greetings each day.

简体中文 | [繁體中文](./docs/Readme_tc.md) | [English](./docs/Readme_en.md) | [日本語](./docs/Readme_jp.md)

> [!CAUTION]
> Muice-Chatbot 已于 2025.02.19 正式停止更新，并将于 2025.07.16 进入归档状态.
> ...
  • mediumabout#2
    Enhance the 'About' description for clarity and detail

    Why:

    CURRENT
    沐雪，一个会自动找你聊天的AI女孩子
    COPY-PASTE FIX
    Muice-Chatbot (沐雪) is an open-source AI companion project featuring a proactive AI girl character with a unique tsundere anime personality, designed for engaging and personalized conversations, including image recognition and voice synthesis.

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 Moemu/Muice-Chatbot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Hugging Face Transformers
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Hugging Face Transformers · recommended 2×
  2. Rasa · recommended 2×
  3. OpenAI API · recommended 1×
  4. LangChain · recommended 1×
  5. Pinecone · recommended 1×
  • CATEGORY QUERY
    How to build a personalized AI companion that proactively engages in conversations and remembers context?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. LangChain
    3. Hugging Face Transformers
    4. Pinecone
    5. Weaviate
    6. Google Cloud Dialogflow
    7. Amazon Lex
    8. Rasa

    AI recommended 8 alternatives but never named Moemu/Muice-Chatbot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source framework for building a conversational AI with image recognition and voice synthesis.
    you: not recommended
    AI recommended (in order):
    1. Rasa
    2. Rasa X
    3. OpenCV
    4. Mozilla TTS
    5. Mycroft Mimic 3
    6. DeepPavlov
    7. Hugging Face Transformers
    8. PyTorch
    9. TensorFlow
    10. Mycroft AI (Core)
    11. OpenVoiceOS (OVOS)
    12. OVOS TTS

    AI recommended 12 alternatives but never named Moemu/Muice-Chatbot. 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 Moemu/Muice-Chatbot?
    pass
    AI did not name Moemu/Muice-Chatbot — 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 Moemu/Muice-Chatbot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Moemu/Muice-Chatbot 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 Moemu/Muice-Chatbot solve, and who is the primary audience?
    pass
    AI named Moemu/Muice-Chatbot 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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