RRepoGEO

REPOGEO REPORT · LITE

anse-app/chatgpt-demo

Default branch main · commit 03b47a79 · scanned 5/28/2026, 10:13:00 PM

GitHub: 7,960 stars · 3,596 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 anse-app/chatgpt-demo, 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's opening to emphasize "minimal web UI demo"

    Why:

    CURRENT
    # ChatGPT-API Demo

English | [简体中文](./README.zh-CN.md)

A demo repo based on OpenAI GPT-3.5 Turbo API.

**🍿 Live preview**: https://chatgpt.ddiu.me

> ⚠️ Notice: Our API Key limit has been exhausted. So the demo site is not available now.

## Introducing `Anse`
    COPY-PASTE FIX
    # Minimal ChatGPT Web UI Demo

English | [简体中文](./README.zh-CN.md)

This repository provides a **minimalist web user interface (UI) for interacting with OpenAI's GPT-3.5 Turbo API**, designed for quick local setup and demonstration. It focuses on a straightforward, self-hostable solution for developers.

**🍿 Live preview**: https://chatgpt.ddiu.me

> ⚠️ Notice: Our API Key limit has been exhausted. So the demo site is not available now.

## Introducing `Anse`
  • mediumtopics#2
    Add specific topics for "web UI" and "demo application"

    Why:

    CURRENT
    astro, chatgpt, chatgpt4, gpt-3, gpt-35, gpt-35-turbo, openai, openai-api
    COPY-PASTE FIX
    astro, chatgpt, chatgpt4, gpt-3, gpt-35, gpt-35-turbo, openai, openai-api, web-ui, demo-app, frontend, nextjs-app
  • lowreadme#3
    Rephrase "Introducing Anse" to clearly distinguish it from this demo

    Why:

    CURRENT
    ## Introducing `Anse`

Looking for multi-chat, image-generation, and more powerful features? Take a look at our newly launched Anse.

More info on https://github.com/ddiu8081/chatgpt-demo/discussions/247.

[](https://github.com/anse-app/anse)
    COPY-PASTE FIX
    ## Looking for more features? Check out Anse

If you're looking for a more comprehensive solution with multi-chat, image-generation, and other advanced features, please explore our newly launched project, Anse. This `chatgpt-demo` repository remains a minimal example, while Anse offers a full-fledged experience.

More info on https://github.com/ddiu8081/chatgpt-demo/discussions/247.

[](https://github.com/anse-app/anse)

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 anse-app/chatgpt-demo
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
vercel/ai
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. vercel/ai · recommended 1×
  2. gradio-app/gradio · recommended 1×
  3. streamlit/streamlit · recommended 1×
  4. langchain-ai/langchainjs · recommended 1×
  5. langchain-ai/langchain · recommended 1×
  • CATEGORY QUERY
    How can I quickly set up a local web interface for OpenAI's GPT models?
    you: not recommended
    AI recommended (in order):
    1. Next.js AI Chatbot (vercel/ai)
    2. Gradio (gradio-app/gradio)
    3. Streamlit (streamlit/streamlit)
    4. LangChain.js (langchain-ai/langchainjs)
    5. LangChain.py (langchain-ai/langchain)
    6. Flask (pallets/flask)
    7. FastAPI (tiangolo/fastapi)
    8. OpenAI Cookbook (openai/openai-cookbook)

    AI recommended 8 alternatives but never named anse-app/chatgpt-demo. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a straightforward Node.js web demo for the OpenAI GPT-3.5 API.
    you: not recommended
    AI recommended (in order):
    1. OpenAI Node.js Library
    2. Next.js
    3. Express.js
    4. transformers.js
    5. NestJS

    AI recommended 5 alternatives but never named anse-app/chatgpt-demo. 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 anse-app/chatgpt-demo?
    pass
    AI named anse-app/chatgpt-demo explicitly

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

  • If a team adopts anse-app/chatgpt-demo in production, what risks or prerequisites should they evaluate first?
    pass
    AI named anse-app/chatgpt-demo 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 anse-app/chatgpt-demo solve, and who is the primary audience?
    pass
    AI named anse-app/chatgpt-demo explicitly

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

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