RRepoGEO

REPOGEO REPORT · LITE

GPTGenius/chatgpt-vercel

Default branch main · commit 1e216741 · scanned 6/2/2026, 8:48:16 AM

GitHub: 557 stars · 384 forks

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 GPTGenius/chatgpt-vercel, 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
    Add a descriptive tagline immediately after the main README heading

    Why:

    COPY-PASTE FIX
    <p align="center">A self-hostable, one-click deployable web application template for private AI chat and image generation.</p>
  • mediumtopics#2
    Expand topics to include 'web app template' and 'self-hosted AI'

    Why:

    CURRENT
    chatgpt, chatgpt-app, chatgpt3, chatgpt4, midjourney, openai, vercel, vercel-deployment
    COPY-PASTE FIX
    chatgpt, chatgpt-app, chatgpt3, chatgpt4, midjourney, openai, vercel, vercel-deployment, web-app-template, ai-chat-app, self-hosted-ai, dall-e
  • lowabout#3
    Refine the repository description to explicitly mention 'template'

    Why:

    CURRENT
    Create a private chatgpt website via vercel
    COPY-PASTE FIX
    A self-hostable, one-click deployable web application template for private AI chat and image generation via Vercel.

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 GPTGenius/chatgpt-vercel
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Flask
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Flask · recommended 2×
  2. Node.js · recommended 2×
  3. LM Studio · recommended 1×
  4. Oobabooga's Text Generation WebUI · recommended 1×
  5. Automatic1111 Stable Diffusion WebUI · recommended 1×
  • CATEGORY QUERY
    How to self-host a personal AI assistant with text and image generation features?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Oobabooga's Text Generation WebUI
    3. Automatic1111 Stable Diffusion WebUI
    4. Home Assistant
    5. Jan
    6. LocalAI
    7. Flask
    8. FastAPI
    9. Node.js
    10. Express
    11. PrivateGPT
    12. InvokeAI

    AI recommended 12 alternatives but never named GPTGenius/chatgpt-vercel. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are quick deployment options for a full-featured AI chat and image generation web app?
    you: not recommended
    AI recommended (in order):
    1. Vercel
    2. Next.js
    3. React
    4. OpenAI
    5. Stability AI
    6. GPT-3.5
    7. GPT-4
    8. DALL-E 3
    9. Stable Diffusion
    10. Streamlit Community Cloud
    11. Streamlit
    12. diffusers
    13. Hugging Face Spaces
    14. Gradio
    15. Gradio Blocks
    16. Llama 2
    17. Mistral
    18. Stable Diffusion XL
    19. Render
    20. Flask
    21. Django
    22. Node.js
    23. Vue
    24. Google Cloud Run
    25. Docker
    26. Google Container Registry
    27. Artifact Registry
    28. Netlify

    AI recommended 28 alternatives but never named GPTGenius/chatgpt-vercel. 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 GPTGenius/chatgpt-vercel?
    pass
    AI did not name GPTGenius/chatgpt-vercel — 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 GPTGenius/chatgpt-vercel in production, what risks or prerequisites should they evaluate first?
    pass
    AI named GPTGenius/chatgpt-vercel 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 GPTGenius/chatgpt-vercel solve, and who is the primary audience?
    pass
    AI did not name GPTGenius/chatgpt-vercel — 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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