RRepoGEO

REPOGEO REPORT · LITE

vual/ChatGPT-Next-Web-Pro

Default branch main · commit d7c38ba7 · scanned 6/11/2026, 7:52:28 PM

GitHub: 803 stars · 172 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 vual/ChatGPT-Next-Web-Pro, 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 'not open source' and clarify commercial nature in README H1/intro

    Why:

    CURRENT
    # ChatGPT-Next-Web-Pro

基于 ChatGPT-Next-Web 的增强版本，覆盖多模态、绘图、音乐、视频等扩展，提供「无后台」与「有后台」两种形态。

## 声明
- 本项目代码未开源...
    COPY-PASTE FIX
    # ChatGPT-Next-Web-Pro: 增强版多模态AI平台 (非开源，含后台管理与用户系统)

本项目代码未开源。这是一个基于 ChatGPT-Next-Web 的增强版本，覆盖多模态、绘图、音乐、视频等扩展，提供「无后台」与「有后台」两种形态，特别强化了用户管理、套餐订阅等后台功能。
  • highlicense#2
    Add a clear license statement to the repository's README

    Why:

    COPY-PASTE FIX
    ## License
本项目代码未开源，为专有软件。所有权利均由作者保留。未经授权，禁止使用、分发或修改。如需商业授权或其他合作，请联系作者。
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://nextweb.annyun.cn

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 vual/ChatGPT-Next-Web-Pro
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
open-webui/open-webui
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. open-webui/open-webui · recommended 1×
  2. go-skynet/LocalAI · recommended 1×
  3. mckaywrigley/chatbot-ui · recommended 1×
  4. FlowiseAI/Flowise · recommended 1×
  5. PrivateGPT/PrivateGPT · recommended 1×
  • CATEGORY QUERY
    I need a self-hostable AI chat interface with integrated multi-modal capabilities and user management.
    you: not recommended
    AI recommended (in order):
    1. Open WebUI (open-webui/open-webui)
    2. LocalAI (go-skynet/LocalAI)
    3. Chatbot UI (mckaywrigley/chatbot-ui)
    4. FlowiseAI (FlowiseAI/Flowise)
    5. PrivateGPT (PrivateGPT/PrivateGPT)
    6. LobeChat (lobehub/lobe-chat)

    AI recommended 6 alternatives but never named vual/ChatGPT-Next-Web-Pro. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI chat application with advanced image generation, face swapping, and knowledge base integration.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT Plus
    2. DALL-E 3
    3. Custom GPTs
    4. Microsoft Copilot
    5. Midjourney
    6. Claude 3
    7. GPT-4
    8. DeepFaceLab
    9. FaceFusion
    10. Swapface.ai
    11. Reface
    12. Claude 3 Opus
    13. Stable Diffusion
    14. Automatic1111 web UI
    15. Roop
    16. FaceFusion for SD
    17. Perplexity AI

    AI recommended 17 alternatives but never named vual/ChatGPT-Next-Web-Pro. 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 vual/ChatGPT-Next-Web-Pro?
    pass
    AI did not name vual/ChatGPT-Next-Web-Pro — 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 vual/ChatGPT-Next-Web-Pro in production, what risks or prerequisites should they evaluate first?
    pass
    AI named vual/ChatGPT-Next-Web-Pro 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 vual/ChatGPT-Next-Web-Pro solve, and who is the primary audience?
    pass
    AI named vual/ChatGPT-Next-Web-Pro explicitly

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

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vual/ChatGPT-Next-Web-Pro — 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