RRepoGEO

REPOGEO REPORT · LITE

xcatliu/chatgpt-next

Default branch main · commit 1325eb11 · scanned 6/3/2026, 2:48:13 AM

GitHub: 779 stars · 259 forks

AI VISIBILITY SCORE
27 /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
1 / 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 xcatliu/chatgpt-next, 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 the README H3 to specify its category as an AI chat interface

    Why:

    CURRENT
    <h3 align="center">
  微信风格的 ChatGPT，基于 Next.js 构建，私有化部署的最佳选择！
</h3>
    COPY-PASTE FIX
    <h3 align="center">
  一个微信风格的、基于 Next.js 构建的开源 AI 聊天界面，专为私有化部署设计。
</h3>
  • mediumtopics#2
    Enhance repository topics with more specific keywords

    Why:

    CURRENT
    chatgpt, nextjs, wechat
    COPY-PASTE FIX
    chatgpt, nextjs, wechat, self-hosted, ai-chatbot, openai-api, web-ui, private-deployment
  • mediumreadme#3
    Add a 'What is ChatGPT Next?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## 什么是 ChatGPT Next？

ChatGPT Next 是一个开源的、微信风格的 AI 聊天界面，基于 Next.js 构建，旨在提供极致的移动/PC 端交互体验，并支持私有化部署。与市面上常见的 AI SDK（如 Vercel AI SDK, LangChain.js）或商业 AI 服务（如 ChatGPT, Google Bard）不同，ChatGPT Next 提供的是一个完整的、可直接部署的 Web 应用前端，让您无需暴露 API Key 即可与朋友分享，是个人或团队快速搭建专属 AI 助手的理想选择。

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 xcatliu/chatgpt-next
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Vercel AI SDK
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Vercel AI SDK · recommended 1×
  2. LangChain.js · recommended 1×
  3. LobeChat · recommended 1×
  4. Chatbot UI · recommended 1×
  5. Chakra UI · recommended 1×
  • CATEGORY QUERY
    How can I self-host a customizable AI chatbot interface using Next.js?
    you: not recommended
    AI recommended (in order):
    1. Vercel AI SDK
    2. LangChain.js
    3. LobeChat
    4. Chatbot UI
    5. Chakra UI
    6. Material UI
    7. Tailwind CSS

    AI recommended 7 alternatives but never named xcatliu/chatgpt-next. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI assistant web application with a familiar, mobile-friendly chat interface.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Google Bard
    3. Microsoft Copilot
    4. Perplexity AI
    5. Poe
    6. Claude

    AI recommended 6 alternatives but never named xcatliu/chatgpt-next. 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 xcatliu/chatgpt-next?
    pass
    AI did not name xcatliu/chatgpt-next — 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 xcatliu/chatgpt-next in production, what risks or prerequisites should they evaluate first?
    pass
    AI named xcatliu/chatgpt-next 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 xcatliu/chatgpt-next solve, and who is the primary audience?
    pass
    AI did not name xcatliu/chatgpt-next — 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?

Embed your GEO score

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