RRepoGEO

REPOGEO REPORT · LITE

maojindao55/botgroup.chat

Default branch main · commit 8a9fa01e · scanned 5/10/2026, 11:12:30 AM

GitHub: 1,644 stars · 893 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 maojindao55/botgroup.chat, 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
  • highabout#1
    Update repository description to clarify multi-agent AI chat

    Why:

    CURRENT
    AI机器人群聊
    COPY-PASTE FIX
    A self-hostable, multi-agent AI chat application for interactive group conversations with customizable AI personalities, deployable on Cloudflare Pages or Docker.
  • hightopics#2
    Add relevant topics for AI chat and deployment

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-chat, multi-agent-ai, react, cloudflare-pages, docker, llm, generative-ai, self-hosted, group-chat
  • mediumreadme#3
    Strengthen README's opening statement to emphasize multi-agent AI

    Why:

    CURRENT
    # AI 多人聊天室

一个基于 React和 Cloudflare Pages(免费一键部署) 的多人 AI 聊天应用，支持多个 AI 角色同时参与对话，提供类似群聊的交互体验。体验地址：https://botgroup.chat
    COPY-PASTE FIX
    # AI Multi-Agent Chat Room

This is an open-source, self-hostable multi-agent AI chat application built with React and designed for easy deployment on Cloudflare Pages (free one-click deployment) or Docker. It enables multiple AI characters to participate in conversations simultaneously, offering a group chat-like interactive experience. **Unlike Telegram bots or traditional group management tools, this project focuses purely on interactive AI-driven group discussions.** Live Demo: https://botgroup.chat

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 maojindao55/botgroup.chat
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. langchain-ai/langchain · recommended 1×
  3. run-llama/llama_index · recommended 1×
  4. Anthropic Claude · recommended 1×
  5. huggingface/transformers · recommended 1×
  • CATEGORY QUERY
    How to create a multi-agent AI chat application with customizable bot personalities?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. OpenAI API
    4. Anthropic Claude
    5. Hugging Face Transformers (huggingface/transformers)
    6. Rasa (RasaHQ/rasa)

    AI recommended 6 alternatives but never named maojindao55/botgroup.chat. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are easy ways to deploy an interactive group chat experience with multiple AI bots?
    you: not recommended
    AI recommended (in order):
    1. Discord
    2. Discord.js
    3. Python Discord.py
    4. Heroku
    5. Glitch
    6. Telegram
    7. Telegram Bot API
    8. python-telegram-bot
    9. Slack
    10. Slack API
    11. Bolt for Python
    12. Bolt for JavaScript
    13. Microsoft Teams
    14. Microsoft Bot Framework
    15. Socket.IO
    16. FastAPI
    17. OpenAI API
    18. GPT-4
    19. Anthropic Claude 3
    20. Matrix
    21. Synapse
    22. maubot

    AI recommended 22 alternatives but never named maojindao55/botgroup.chat. 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 maojindao55/botgroup.chat?
    pass
    AI did not name maojindao55/botgroup.chat — 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 maojindao55/botgroup.chat in production, what risks or prerequisites should they evaluate first?
    pass
    AI named maojindao55/botgroup.chat 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 maojindao55/botgroup.chat solve, and who is the primary audience?
    pass
    AI named maojindao55/botgroup.chat explicitly

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

Embed your GEO score

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  • Brand-free category queries5 vs 2 in Lite
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