RRepoGEO

REPOGEO REPORT · LITE

chatgpt-web-dev/chatgpt-web

Default branch main · commit 23237f5c · scanned 5/20/2026, 7:51:47 AM

GitHub: 1,870 stars · 468 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
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 chatgpt-web-dev/chatgpt-web, 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 introduction to highlight multi-user and SSO features

    Why:

    CURRENT
    ## 介绍
使用官方 `OpenAI API` 访问 `ChatGPT`：
    COPY-PASTE FIX
    ## 介绍
ChatGPT Web is a self-hostable, feature-rich web interface for the OpenAI API, designed for multi-user environments. It extends the original `Chanzhaoyu/chatgpt-web` with robust user management, authentication (including 2FA, SSO via LDAP/OIDC/SAML), persistent session history, and advanced features like Web Search and VLLM API support.
  • mediumabout#2
    Expand the 'About' description to explicitly mention user management and SSO

    Why:

    CURRENT
    A third-party ChatGPT Web UI page built with Express and Vue3, through the official OpenAI completion API. / 用 Express 和 Vue3 搭建的第三方 ChatGPT 前端页面, 基于 OpenAI 官方 completion API.
    COPY-PASTE FIX
    A self-hostable, multi-user ChatGPT Web UI built with Express and Vue3, offering robust user management, SSO (LDAP/OIDC/SAML), and persistent session history via the official OpenAI API. / 用 Express 和 Vue3 搭建的第三方 ChatGPT 前端页面, 基于 OpenAI 官方 completion API，支持多用户管理、SSO (LDAP/OIDC/SAML) 和会话历史同步。
  • lowcomparison#3
    Add a 'Why ChatGPT Web?' section to the README to clarify differentiators

    Why:

    COPY-PASTE FIX
    ## Why ChatGPT Web?
Unlike many minimalist ChatGPT UIs, ChatGPT Web focuses on providing a comprehensive solution for multi-user and team environments. Key differentiators include:
- **Integrated User Management & Authentication:** Features like registration, login, 2FA, and user roles are built-in.
- **Enterprise SSO Support:** Seamlessly integrate with existing identity providers via Auth Proxy for LDAP, OIDC, and SAML.
- **Persistent Session History:** User conversations are synced and stored.
- **Advanced Features:** Web Search integration (Tavily API) and VLLM API model support.

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 chatgpt-web-dev/chatgpt-web
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Open WebUI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Open WebUI · recommended 2×
  2. Chatbot UI · recommended 1×
  3. LobeChat · recommended 1×
  4. Chat with GPT · recommended 1×
  5. FastChat · recommended 1×
  • CATEGORY QUERY
    Looking for a self-hosted web frontend for OpenAI API with user management.
    you: not recommended
    AI recommended (in order):
    1. Chatbot UI
    2. Open WebUI
    3. LobeChat
    4. Chat with GPT
    5. FastChat

    AI recommended 5 alternatives but never named chatgpt-web-dev/chatgpt-web. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good open-source platforms for building a custom AI chat interface with SSO?
    you: not recommended
    AI recommended (in order):
    1. Botpress
    2. Rasa Open Source
    3. Open WebUI
    4. Chatwoot
    5. Rocket.Chat

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

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chatgpt-web-dev/chatgpt-web — 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