RRepoGEO

REPOGEO REPORT · LITE

mic1on/chatGPT-web

Default branch main · commit 432cccdd · scanned 5/30/2026, 3:49:41 PM

GitHub: 695 stars · 248 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 mic1on/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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highlicense#1
    Add a LICENSE file to the repository root.

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root. Choose a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that aligns with your project's intentions and add its full text to this file.
  • mediumtopics#2
    Expand repository topics with more specific keywords.

    Why:

    CURRENT
    chatgpt, chatgpt-api, fastapi, python, vue3
    COPY-PASTE FIX
    chatgpt, chatgpt-api, fastapi, python, vue3, self-hosted, llm-frontend, private-deployment, web-interface

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 mic1on/chatGPT-web
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Gradio
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Gradio · recommended 1×
  2. Hugging Face Spaces · recommended 1×
  3. Streamlit · recommended 1×
  4. Streamlit Community Cloud · recommended 1×
  5. Heroku · recommended 1×
  • CATEGORY QUERY
    How can I deploy a private AI chatbot interface using my own API key?
    you: not recommended
    AI recommended (in order):
    1. Gradio
    2. Hugging Face Spaces
    3. Streamlit
    4. Streamlit Community Cloud
    5. Heroku
    6. Next.js
    7. Vercel
    8. Netlify
    9. Flask
    10. Django
    11. Gunicorn
    12. Nginx
    13. Docker
    14. DigitalOcean
    15. AWS EC2
    16. Google Cloud Compute Engine
    17. LangChain
    18. LlamaIndex
    19. FastAPI

    AI recommended 19 alternatives but never named mic1on/chatGPT-web. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source Python FastAPI and Vue3 project for an LLM frontend.
    you: not recommended
    AI recommended (in order):
    1. FastAPI-Vue-LLM-Chatbot
    2. LangChain-UI
    3. Chatbot UI
    4. Vue-FastAPI-Starter
    5. Ollama Web UI

    AI recommended 5 alternatives but never named mic1on/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 mic1on/chatGPT-web?
    pass
    AI named mic1on/chatGPT-web explicitly

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

  • If a team adopts mic1on/chatGPT-web in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mic1on/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 mic1on/chatGPT-web solve, and who is the primary audience?
    pass
    AI did not name mic1on/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?

Embed your GEO score

Drop this badge into the README of mic1on/chatGPT-web. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
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mic1on/chatGPT-web — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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