RRepoGEO

REPOGEO REPORT · LITE

yincongcyincong/MuseBot

Default branch main · commit f80199d8 · scanned 6/24/2026, 10:31:56 AM

GitHub: 1,602 stars · 232 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
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 yincongcyincong/MuseBot, 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's opening to clearly state "multi-platform AI chatbot"

    Why:

    CURRENT
    This repository provides a **Chat bot** (Telegram, Discord, Slack, Lark（飞书），钉钉, 企业微信, QQ, 微信) that integrates with **LLM API** to provide AI-powered responses.
    COPY-PASTE FIX
    MuseBot is a versatile **multi-platform AI chatbot** that seamlessly integrates various Large Language Models (LLMs) like OpenAI, Gemini, DeepSeek, and OpenRouter with popular messaging apps including Telegram, Discord, Slack, Lark (飞书), DingTalk, WeChat Work, QQ, and WeChat.
  • hightopics#2
    Add more specific and comprehensive topics

    Why:

    CURRENT
    ai-bot, deepseek, discord, feishu, gemini, openai, openrouter, slack, telegram, wechat
    COPY-PASTE FIX
    ai-chatbot, multi-platform, llm-integration, telegram-bot, discord-bot, slack-bot, wechat-bot, lark-bot, openai, gemini, deepseek, openrouter, ai-assistant, chatbot-framework
  • mediumabout#3
    Clarify the repository description for explicit categorization

    Why:

    CURRENT
    supports Telegram, Discord, Slack, Lark（飞书），钉钉, 企业微信, QQ, 微信, compatible with various LLMs including OpenAI, Gemini, DeepSeek, Doubao, and OpenRouter. It offers intelligent conversation, image generation, video creation, and more. Works seamlessly in both private chats and group settings.
    COPY-PASTE FIX
    MuseBot: A multi-platform AI chatbot supporting Telegram, Discord, Slack, Lark（飞书），钉钉, 企业微信, QQ, 微信. Compatible with various LLMs including OpenAI, Gemini, DeepSeek, Doubao, and OpenRouter, it offers intelligent conversation, image generation, video creation, and more, working seamlessly in both private chats and group settings.

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 yincongcyincong/MuseBot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Botpress
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Botpress · recommended 2×
  2. Rasa · recommended 1×
  3. Google Dialogflow ES/CX · recommended 1×
  4. Microsoft Bot Framework · recommended 1×
  5. Twilio Autopilot · recommended 1×
  • CATEGORY QUERY
    What are the best tools for building an AI chatbot across multiple messaging platforms?
    you: not recommended
    AI recommended (in order):
    1. Botpress
    2. Rasa
    3. Google Dialogflow ES/CX
    4. Microsoft Bot Framework
    5. Twilio Autopilot
    6. ManyChat

    AI recommended 6 alternatives but never named yincongcyincong/MuseBot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to integrate multiple large language models into popular chat applications for automated responses?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI API
    4. Hugging Face Transformers & Inference Endpoints
    5. Microsoft Azure OpenAI Service
    6. Google Cloud Vertex AI
    7. AWS Lambda
    8. Google Cloud Functions
    9. Azure Functions
    10. Botpress
    11. Voiceflow

    AI recommended 11 alternatives but never named yincongcyincong/MuseBot. 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 yincongcyincong/MuseBot?
    pass
    AI named yincongcyincong/MuseBot explicitly

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

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

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

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yincongcyincong/MuseBot — 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