RRepoGEO

REPOGEO REPORT · LITE

WongSaang/chatgpt-ui

Default branch main · commit 1b925c2b · scanned 5/11/2026, 3:17:02 PM

GitHub: 1,630 stars · 353 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 WongSaang/chatgpt-ui, 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's opening statement to clarify project type

    Why:

    CURRENT
    A ChatGPT web client that supports multiple users, multiple languages, and multiple database connections for persistent data storage.
    COPY-PASTE FIX
    WongSaang/chatgpt-ui is a **production-ready, self-hosted application** providing a **multi-user, multi-language ChatGPT web client**. It offers **persistent data storage** via multiple database connections and **easy deployment with Docker images and scripts**.
  • mediumreadme#2
    Add a 'Key Features' section to the README

    Why:

    COPY-PASTE FIX
    ## Key Features

-   **Production-Ready:** Designed for reliable operation in team and production environments.
-   **Multi-User Support:** Securely manage access for multiple users.
-   **Multi-Language Interface:** Supports various languages for a global audience.
-   **Persistent Data Storage:** Connects to multiple database types for reliable data persistence.
-   **Docker Deployment:** Quick and easy setup with provided Docker images and scripts.
-   **ChatGPT Web Client:** A complete, ready-to-use interface for the ChatGPT API.
  • lowabout#3
    Refine the repository description for conciseness and clarity

    Why:

    CURRENT
    A ChatGPT web client that supports multiple users, multiple languages, and multiple database connections for persistent data storage. Provides Docker images and quick deployment scripts.
    COPY-PASTE FIX
    A **production-ready, self-hosted application** providing a **multi-user, multi-language ChatGPT web client** with **persistent data storage** and **easy Docker deployment**.

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 WongSaang/chatgpt-ui
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Gradio
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Gradio · recommended 2×
  2. Streamlit · recommended 1×
  3. Flask · recommended 1×
  4. Jinja2 · recommended 1×
  5. FastAPI · recommended 1×
  • CATEGORY QUERY
    How to deploy a self-hosted multi-user web interface for an AI chatbot?
    you: not recommended
    AI recommended (in order):
    1. Gradio
    2. Streamlit
    3. Flask
    4. Jinja2
    5. FastAPI
    6. React
    7. Vue
    8. Angular
    9. Django

    AI recommended 9 alternatives but never named WongSaang/chatgpt-ui. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source AI chatbot UI supporting multiple languages and Docker deployment.
    you: not recommended
    AI recommended (in order):
    1. Botpress
    2. Rasa X
    3. Chatwoot
    4. Open Web Chat
    5. Gradio

    AI recommended 5 alternatives but never named WongSaang/chatgpt-ui. 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 WongSaang/chatgpt-ui?
    pass
    AI did not name WongSaang/chatgpt-ui — 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 WongSaang/chatgpt-ui in production, what risks or prerequisites should they evaluate first?
    pass
    AI named WongSaang/chatgpt-ui 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 WongSaang/chatgpt-ui solve, and who is the primary audience?
    pass
    AI did not name WongSaang/chatgpt-ui — 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

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

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MARKDOWN (README)
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HTML
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WongSaang/chatgpt-ui — 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