RRepoGEO

REPOGEO REPORT · LITE

PawanOsman/ChatGPT

Default branch main · commit e02bc493 · scanned 5/25/2026, 2:22:44 AM

GitHub: 5,891 stars · 1,008 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 PawanOsman/ChatGPT, 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
    Clarify the README's opening to consistently reflect project status

    Why:

    CURRENT
    # This project is a bit outdated and isn’t working right now. We’ll update it, but we’re tied up with another project at the moment. In the meantime, you’re welcome to use [our hosted models for free](#accessing-our-hosted-api).

## ChatGPT `gpt-3.5-turbo` API for Free (as a Reverse Proxy)
    COPY-PASTE FIX
    This project provides a reverse proxy for OpenAI's ChatGPT API. Please note: the self-hosting option is currently outdated and not working. We are focused on other projects, but in the meantime, you can access our hosted models for free. This project's goal is to offer free API access to ChatGPT (`gpt-3.5-turbo`) with OpenAI's familiar structure, requiring no code changes.
  • highabout#2
    Update the 'about' description for more specific categorization

    Why:

    CURRENT
    OpenAI API Free Reverse Proxy
    COPY-PASTE FIX
    A self-hostable reverse proxy for free API access to OpenAI's ChatGPT (gpt-3.5-turbo), designed for seamless integration with existing OpenAI libraries.
  • mediumreadme#3
    Add a 'Why use this?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## Why use this reverse proxy? (Compared to alternatives)
Unlike generic reverse proxies like Nginx or Caddy, this project is specifically tailored for free access to OpenAI's ChatGPT API, ensuring full compatibility with existing OpenAI libraries. It offers a free alternative to direct OpenAI API usage, focusing on ease of integration rather than providing a new LLM model like Llama 2 or Mistral 7B.

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 PawanOsman/ChatGPT
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. Google Cloud AI Platform · recommended 1×
  3. Hugging Face Transformers · recommended 1×
  4. Llama 2 · recommended 1×
  5. Mistral 7B · recommended 1×
  • CATEGORY QUERY
    How can I get free access to a large language model API for my projects?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Google Cloud AI Platform
    3. Hugging Face Transformers
    4. Llama 2
    5. Mistral 7B
    6. Falcon 7B/40B
    7. Meta Llama 2
    8. Perplexity AI
    9. Cohere
    10. Microsoft Azure AI

    AI recommended 10 alternatives but never named PawanOsman/ChatGPT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a self-hostable reverse proxy to access popular AI chatbot services.
    you: not recommended
    AI recommended (in order):
    1. Nginx Proxy Manager
    2. Caddy
    3. Traefik
    4. Nginx
    5. HAProxy

    AI recommended 5 alternatives but never named PawanOsman/ChatGPT. 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 PawanOsman/ChatGPT?
    pass
    AI named PawanOsman/ChatGPT explicitly

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

  • If a team adopts PawanOsman/ChatGPT in production, what risks or prerequisites should they evaluate first?
    pass
    AI named PawanOsman/ChatGPT 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 PawanOsman/ChatGPT solve, and who is the primary audience?
    pass
    AI named PawanOsman/ChatGPT 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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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite