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

Of all named tools, what % are you?

Top rival

OpenAI API

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

OpenAI API · recommended 2×
langchain-ai/langchain · recommended 1×
run-llama/llama_index · recommended 1×
Anthropic Claude · recommended 1×
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

Drop this badge into the README of maojindao55/botgroup.chat. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/maojindao55/botgroup.chat.svg)](https://repogeo.com/en/r/maojindao55/botgroup.chat)

HTML

<a href="https://repogeo.com/en/r/maojindao55/botgroup.chat"><img src="https://repogeo.com/badge/maojindao55/botgroup.chat.svg" alt="RepoGEO" /></a>

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite