RRepoGEO

REPOGEO REPORT · LITE

futantan/OpenGpt

Default branch main · commit 20b1a334 · scanned 5/29/2026, 7:52:40 PM

GitHub: 3,909 stars · 379 forks

AI VISIBILITY SCORE
40 /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
3 / 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 futantan/OpenGpt, 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 clearly state 'AI application platform'

    Why:

    CURRENT
    Recently, I have seen many projects based on #OpenAI. Each of us should have the ability to create these projects to solve our own problems. I am preparing to create an AI platform that allows all users to use and create #ChatGPT applications. It's open source!
    COPY-PASTE FIX
    OpenGpt is an open-source AI platform that empowers users to quickly create, deploy, and manage their own custom ChatGPT applications. It provides a user-friendly environment to build and host AI-powered tools, making advanced AI accessible to everyone.
  • mediumtopics#2
    Add more specific topics to reflect 'AI application platform'

    Why:

    CURRENT
    application, chatgpt, openai
    COPY-PASTE FIX
    ai-platform, chatgpt-apps, no-code-ai, low-code-ai, custom-ai, openai, application-builder
  • lowreadme#3
    Add a 'What is OpenGpt?' section to clarify its purpose

    Why:

    COPY-PASTE FIX
    ## What is OpenGpt?

OpenGpt is an open-source platform designed to simplify the creation and deployment of custom ChatGPT applications. Instead of just providing an API wrapper, OpenGpt offers a complete environment where users can build, host, and manage their own AI-powered tools, making it easy to share and utilize specialized AI assistants.

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 futantan/OpenGpt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Vercel
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. Vercel · recommended 3×
  2. OpenAI API · recommended 2×
  3. Hugging Face Transformers · recommended 2×
  4. Hugging Face Spaces · recommended 2×
  5. Google Cloud Run · recommended 2×
  • CATEGORY QUERY
    How can I quickly build and deploy custom AI applications using large language models?
    you: not recommended
    AI recommended (in order):
    1. Streamlit
    2. OpenAI API
    3. Anthropic API
    4. Hugging Face Transformers
    5. Streamlit Community Cloud
    6. Hugging Face Spaces
    7. Gradio
    8. Hugging Face Transformers
    9. OpenAI API
    10. Hugging Face Spaces
    11. LangChain
    12. LlamaIndex
    13. FastAPI
    14. Flask
    15. Google Cloud Run
    16. AWS Lambda
    17. Vercel
    18. Vercel AI SDK
    19. Next.js
    20. Vercel
    21. Google Cloud Vertex AI Platform
    22. Generative AI Studio
    23. Vertex AI SDK
    24. AWS SageMaker JumpStart
    25. SageMaker Endpoints
    26. AWS Bedrock

    AI recommended 26 alternatives but never named futantan/OpenGpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a platform to host and manage multiple custom ChatGPT-powered tools easily.
    you: not recommended
    AI recommended (in order):
    1. Vercel
    2. Netlify
    3. Google Cloud Run
    4. AWS Lambda
    5. API Gateway
    6. Azure Functions
    7. Azure API Management
    8. Railway
    9. Render

    AI recommended 9 alternatives but never named futantan/OpenGpt. 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 futantan/OpenGpt?
    pass
    AI named futantan/OpenGpt explicitly

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

  • If a team adopts futantan/OpenGpt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named futantan/OpenGpt 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 futantan/OpenGpt solve, and who is the primary audience?
    pass
    AI named futantan/OpenGpt 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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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
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