RRepoGEO

REPOGEO REPORT · LITE

acheong08/ChatGPT-to-API

Default branch master · commit 1df9d25d · scanned 5/14/2026, 1:47:20 AM

GitHub: 1,135 stars · 381 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 acheong08/ChatGPT-to-API, 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
  • highreadme#1
    Reposition README H1 and opening paragraph to clarify purpose

    Why:

    CURRENT
    # ChatGPT-to-API
Create a fake API using ChatGPT's website

> ## IMPORTANT
> You will not get free support for this repository. This was made for my own personal use and documentation will continue to be limited as I don't really need documentation. You will find more detailed documentation in the Chinese docs by a contributor.
    COPY-PASTE FIX
    # ChatGPT-to-API: Scalable Unofficial API for ChatGPT's Web Interface

This project provides a scalable, unofficial API endpoint that converts ChatGPT's web interface into a production-ready API, enabling programmatic access to the model for custom applications.

> ## IMPORTANT
> You will not get free support for this repository. This was made for my own personal use and documentation will continue to be limited as I don't really need documentation. You will find more detailed documentation in the Chinese docs by a contributor.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Add a `LICENSE` file to the repository root, choosing a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that aligns with your intentions for the project.

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 acheong08/ChatGPT-to-API
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 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 2×
  2. openai · recommended 1×
  3. Google Cloud Dialogflow API · recommended 1×
  4. Microsoft Bot Framework Direct Line API · recommended 1×
  5. Rasa Open Source · recommended 1×
  • CATEGORY QUERY
    How to create an API endpoint from a web-based AI chatbot for custom applications?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. openai
    3. Google Cloud Dialogflow API
    4. Microsoft Bot Framework Direct Line API
    5. Rasa Open Source
    6. Flask
    7. Django
    8. Node.js
    9. Express.js
    10. AWS Lambda
    11. Google Cloud Function
    12. Azure Function

    AI recommended 12 alternatives but never named acheong08/ChatGPT-to-API. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a solution to integrate unofficial AI chat models into a scalable production API.
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Hugging Face Inference Endpoints
    3. AWS SageMaker
    4. Google Cloud Vertex AI
    5. Azure Machine Learning
    6. Replicate
    7. Baseten

    AI recommended 7 alternatives but never named acheong08/ChatGPT-to-API. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 acheong08/ChatGPT-to-API?
    pass
    AI did not name acheong08/ChatGPT-to-API — 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 acheong08/ChatGPT-to-API in production, what risks or prerequisites should they evaluate first?
    pass
    AI named acheong08/ChatGPT-to-API 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 acheong08/ChatGPT-to-API solve, and who is the primary audience?
    pass
    AI named acheong08/ChatGPT-to-API explicitly

    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 acheong08/ChatGPT-to-API. 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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acheong08/ChatGPT-to-API — 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