RRepoGEO

REPOGEO REPORT · LITE

Niek/chatgpt-web

Default branch main · commit 9c7e4d97 · scanned 5/8/2026, 11:18:00 PM

GitHub: 1,987 stars · 469 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 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
  • highreadme#1
    Reposition README opening to clarify scope and differentiate from local LLMs/multi-user platforms

    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 simple, private, and self-hostable one-page web interface designed exclusively for the **OpenAI API**. Unlike multi-user platforms or tools for running local LLMs, ChatGPT-web focuses on providing a personal, secure frontend where all messages are stored privately in your browser's local storage. To use it, you need an OpenAI API key.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    openai, chatgpt, api, web-interface, frontend, single-page-app, voice-input, personal-ai, private-chat
  • mediumreadme#3
    Add a dedicated 'Why ChatGPT-web?' section to highlight key differentiators

    Why:

    COPY-PASTE FIX
    ## Why ChatGPT-web?

*   **Cost-Effective:** Leverage the commercial OpenAI API directly, often significantly cheaper than a ChatGPT Plus subscription for comparable usage.
*   **Privacy-First:** All conversations are stored locally in your browser, ensuring your data remains private and under your control.
*   **Customizable & Open:** Full control over prompts, model settings, and the ability to self-host and modify the open-source code.

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
LocalAI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LocalAI · recommended 1×
  2. Ollama · recommended 1×
  3. oobabooga/text-generation-webui · recommended 1×
  4. LM Studio · recommended 1×
  5. PrivateGPT · recommended 1×
  • CATEGORY QUERY
    Need a self-hostable web interface for securely chatting with large language models privately.
    you: not recommended
    AI recommended (in order):
    1. LocalAI
    2. Ollama
    3. text-generation-webui (oobabooga/text-generation-webui)
    4. LM Studio
    5. PrivateGPT
    6. Jan

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

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source, customizable web app for creating personal AI assistant interfaces with voice.
    you: not recommended
    AI recommended (in order):
    1. Home Assistant
    2. Mycroft AI
    3. Rhasspy
    4. Open Assistant
    5. Jarvis
    6. Node-RED
    7. Rasa

    AI recommended 7 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?

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite