RRepoGEO

REPOGEO REPORT · LITE

yincongcyincong/MuseBot

Default branch main · commit f80199d8 · scanned 5/13/2026, 11:27:06 PM

GitHub: 1,589 stars · 234 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
33 /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
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 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
    Clarify the README's opening statement to explicitly define MuseBot's purpose

    Why:

    CURRENT
    Connect your communication app to AI in just one minute

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. The bot supports openaideepseekgeminiopenrouter LLMs, making interactions feel more natural and dynamic.
    COPY-PASTE FIX
    MuseBot is a ready-to-deploy, self-hostable AI chatbot that seamlessly integrates multiple large language models (OpenAI, Gemini, DeepSeek, OpenRouter, etc.) with popular communication platforms like Telegram, Discord, Slack, WeChat, and more. It offers intelligent conversation, image generation, and video creation, designed for both private chats and group settings.
  • mediumtopics#2
    Expand repository topics to include key features and project type

    Why:

    CURRENT
    ai-bot, deepseek, discord, feishu, gemini, openai, openrouter, slack, telegram, wechat
    COPY-PASTE FIX
    ai-bot, chatbot, messaging-bot, multi-platform, self-hosted, llm-integration, image-generation, video-creation, deepseek, discord, feishu, gemini, openai, openrouter, slack, telegram, wechat
  • lowcomparison#3
    Add a 'Why MuseBot?' section to differentiate from alternatives

    Why:

    COPY-PASTE FIX
    ## Why MuseBot?
Unlike general-purpose integration platforms (e.g., Zapier, Make) or LLM frameworks (e.g., LangChain, LlamaIndex), MuseBot is a complete, ready-to-deploy AI chatbot application. It provides out-of-the-box support for multiple messaging apps and LLMs, focusing on direct user interaction and advanced media generation without requiring extensive development or complex orchestration.

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
Zapier
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Zapier · recommended 2×
  2. Microsoft Bot Framework · recommended 2×
  3. Make · recommended 1×
  4. LangChain · recommended 1×
  5. LlamaIndex · recommended 1×
  • CATEGORY QUERY
    How to integrate multiple large language models with popular team communication platforms?
    you: not recommended
    AI recommended (in order):
    1. Zapier
    2. Make
    3. LangChain
    4. LlamaIndex
    5. Microsoft Power Automate
    6. Bolt
    7. Microsoft Bot Framework
    8. Pipedream

    AI recommended 8 alternatives but never named yincongcyincong/MuseBot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI bot solution for diverse messaging apps that supports advanced media generation.
    you: not recommended
    AI recommended (in order):
    1. ManyChat
    2. Zapier
    3. DALL-E 3
    4. Midjourney
    5. Stable Diffusion
    6. Botpress
    7. Rasa
    8. Google Dialogflow CX
    9. Google Cloud Functions
    10. Microsoft Bot Framework
    11. Azure Cognitive Services
    12. Azure OpenAI Service
    13. Azure Functions

    AI recommended 13 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 did not name yincongcyincong/MuseBot — 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 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