RRepoGEO

REPOGEO REPORT · LITE

xtekky/chatgpt-clone

Default branch main · commit 63b242c2 · scanned 5/26/2026, 8:38:34 AM

GitHub: 3,509 stars · 1,017 forks

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 xtekky/chatgpt-clone, 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 to clearly state its purpose as a self-hostable LLM web UI

    Why:

    CURRENT
    Development of this repository is currently in a halt, due to lack of time. Updates are comming end of June. working again ; ) I am very busy at the moment so I would be very thankful for contributions and PR's
    COPY-PASTE FIX
    This repository offers a self-hostable web interface that replicates the ChatGPT user experience, designed for connecting to various large language model (LLM) APIs. It provides a private and customizable alternative to public chatbot services, focusing on a clean UI and easy deployment.
  • mediumtopics#2
    Add more specific topics to clarify its role as a self-hostable LLM web UI

    Why:

    CURRENT
    chatgpt, chatgpt-api, chatgpt-app, chatgpt-clone, gpt-4, gpt-4-api, gpt-interface, gpt3, gpt4, gpt4-api, gpt4all, interface, language, language-model, site, ui
    COPY-PASTE FIX
    chatgpt, chatgpt-api, chatgpt-app, chatgpt-clone, gpt-4, gpt-4-api, gpt-interface, gpt3, gpt4, gpt4-api, gpt4all, interface, language, language-model, site, ui, self-hosted, web-ui, llm-interface, chatbot-ui, openai-frontend
  • lowreadme#3
    Add a 'Why choose this?' or 'Features' section to highlight core differentiators

    Why:

    COPY-PASTE FIX
    ## Why Choose This ChatGPT Clone?
    - **Self-Hostable:** Run your own private ChatGPT-like interface.
    - **Clean UI:** Replicates the familiar ChatGPT user experience.
    - **API Agnostic:** Designed to connect with various LLM APIs (e.g., OpenAI, GPT-4).
    - **Customizable:** Tailor the interface to your preferences.

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 xtekky/chatgpt-clone
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Streamlit
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Streamlit · recommended 1×
  2. Gradio · recommended 1×
  3. Next.js · recommended 1×
  4. React · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    How can I build a custom web interface for GPT-4 or similar language models?
    you: not recommended
    AI recommended (in order):
    1. Streamlit
    2. Gradio
    3. Next.js
    4. React
    5. OpenAI API
    6. Flask
    7. Django
    8. Vue.js
    9. Angular
    10. Bubble
    11. Retool

    AI recommended 11 alternatives but never named xtekky/chatgpt-clone. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source projects offer a self-hosted web UI for large language models?
    you: not recommended
    AI recommended (in order):
    1. Text Generation WebUI (oobabooga/text-generation-webui)
    2. LM Studio
    3. LocalAI
    4. Jan
    5. KoboldAI Lite / KoboldAI United
    6. PrivateGPT
    7. Auto-GPT
    8. AgentGPT
    9. SuperAGI

    AI recommended 9 alternatives but never named xtekky/chatgpt-clone. 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 xtekky/chatgpt-clone?
    pass
    AI did not name xtekky/chatgpt-clone — 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 xtekky/chatgpt-clone in production, what risks or prerequisites should they evaluate first?
    pass
    AI named xtekky/chatgpt-clone 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 xtekky/chatgpt-clone solve, and who is the primary audience?
    pass
    AI named xtekky/chatgpt-clone explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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  • Brand-free category queries5 vs 2 in Lite
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