RRepoGEO

REPOGEO REPORT · LITE

Niek/chatgpt-web

Default branch main · commit a210f1ef · scanned 6/18/2026, 6:03:02 PM

GitHub: 1,990 stars · 464 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
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 Niek/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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    chatgpt, openai, web-interface, self-hosted, local-storage, privacy, gpt-api, ai-chat, llm
  • highreadme#2
    Strengthen the README's opening paragraph to emphasize core differentiators

    Why:

    CURRENT
    ChatGPT-web is a simple one-page web interface to the OpenAI ChatGPT API. To use it, you need to register for an OpenAI API key first. All messages are stored in your browser's local storage, so everything is **private**. You can also close the browser tab and come back later to continue the conversation.
    COPY-PASTE FIX
    ChatGPT-web is a private, self-hostable web interface for the OpenAI ChatGPT API, designed for users who want full control over their AI chat experience. It offers a customizable, single-page application that stores all messages locally in your browser, ensuring privacy and affordability compared to subscription services.
  • mediumreadme#3
    Add a 'Why ChatGPT-web?' section to the README

    Why:

    COPY-PASTE FIX
    ## Why ChatGPT-web?
While many web interfaces exist for the OpenAI API, ChatGPT-web stands out by prioritizing a truly private, self-hosted experience with all data stored locally in your browser. It's designed for simplicity and speed as a single-page app, offering voice input, markdown export, and full customization of model settings, all while being a more affordable alternative to commercial subscriptions.

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 Niek/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/open-webui
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. open-webui/open-webui · recommended 2×
  2. mckaywrigley/chatbot-ui · recommended 2×
  3. go-skynet/LocalAI · recommended 1×
  4. lobehub/lobe-chat · recommended 1×
  5. lm-sys/FastChat · recommended 1×
  • CATEGORY QUERY
    Looking for a self-hostable web interface to interact with OpenAI models privately and affordably.
    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. LobeChat (lobehub/lobe-chat)
    5. FastChat (lm-sys/FastChat)

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

    Show full AI answer
  • CATEGORY QUERY
    What are web-based chat clients for OpenAI API with local storage and custom model settings?
    you: not recommended
    AI recommended (in order):
    1. Chatbot UI (mckaywrigley/chatbot-ui)
    2. Open WebUI (open-webui/open-webui)
    3. LobeChat (lobehub/lobechat)
    4. NextChat (Yidadaa/ChatGPT-Next-Web)
    5. Chat with GPT

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

    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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Niek/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