RRepoGEO

REPOGEO REPORT · LITE

WongSaang/chatgpt-ui

Default branch main · commit 1b925c2b · scanned 6/21/2026, 8:12:05 PM

GitHub: 1,629 stars · 350 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
33 /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
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 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • mediumtopics#1
    Refine repository topics to emphasize core features and self-hosting

    Why:

    CURRENT
    chatgpt, chatgpt-client, chatgpt-web, django, docker, docker-chatgpt, node-chatgpt, nuxt-chatgpt, openai, vue, vue-chatgpt
    COPY-PASTE FIX
    chatgpt, chatgpt-client, chatgpt-web, docker, docker-chatgpt, openai, self-hosted, multi-user, data-persistence, web-frontend, chat-interface, ai-assistant
  • lowreadme#2
    Add a concise "Key Features" section to the README

    Why:

    COPY-PASTE FIX
    ## Key Features

-   **Multi-User Support:** Designed for teams or multiple individuals.
-   **Multi-Language Interface:** Supports various languages for broader accessibility.
-   **Persistent Data Storage:** Connects to multiple databases for reliable data persistence.
-   **Easy Deployment:** Provides Docker images and quick deployment scripts.

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
ChatGPT-Next-Web
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT-Next-Web · recommended 2×
  2. LobeChat · recommended 2×
  3. Chatbot UI · recommended 2×
  4. FastChat · recommended 2×
  5. Open WebUI · recommended 1×
  • CATEGORY QUERY
    How to deploy a self-hosted ChatGPT web client with multi-user support and data persistence?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT-Next-Web
    2. LobeChat
    3. Chatbot UI
    4. Open WebUI
    5. FastChat
    6. LocalAI

    AI recommended 6 alternatives but never named WongSaang/chatgpt-ui. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source ChatGPT frontend with Docker deployment and multiple language options.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT-Next-Web
    2. LobeChat
    3. Chatbot UI
    4. Open-Assistant
    5. FastChat

    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 named WongSaang/chatgpt-ui explicitly

    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.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/WongSaang/chatgpt-ui.svg)](https://repogeo.com/en/r/WongSaang/chatgpt-ui)
HTML
<a href="https://repogeo.com/en/r/WongSaang/chatgpt-ui"><img src="https://repogeo.com/badge/WongSaang/chatgpt-ui.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

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