RRepoGEO

REPOGEO REPORT · LITE

acheong08/ChatGPT-to-API

Default branch master · commit 1df9d25d · scanned 6/24/2026, 12:56:49 PM

GitHub: 1,135 stars · 382 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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

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

OVERALL DIRECTION
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    chatgpt-api, unofficial-api, reverse-engineering, ai-chatbot, api-wrapper, openai
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that reflects the project's intended usage and contribution model.
  • mediumreadme#3
    Clarify the README's opening sentence to emphasize 'unofficial' and 'production' aspects

    Why:

    CURRENT
    Create a fake API using ChatGPT's website
    COPY-PASTE FIX
    This project provides a scalable, unofficial API endpoint that emulates OpenAI's chat completions API, allowing programmatic access to the ChatGPT web interface for production use cases.

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
Flask
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Flask · recommended 1×
  2. FastAPI · recommended 1×
  3. Express.js · recommended 1×
  4. Django REST Framework · recommended 1×
  5. Ktor · recommended 1×
  • CATEGORY QUERY
    How to create a local API endpoint for a browser-based AI chatbot?
    you: not recommended
    AI recommended (in order):
    1. Flask
    2. FastAPI
    3. Express.js
    4. Django REST Framework
    5. Ktor
    6. Go
    7. net/http
    8. Gorilla Mux

    AI recommended 8 alternatives but never named acheong08/ChatGPT-to-API. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a solution to programmatically access a web-based conversational AI model.
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Google Cloud Vertex AI
    3. Anthropic Claude API
    4. Hugging Face Inference API
    5. Cohere API
    6. Microsoft Azure OpenAI Service

    AI recommended 6 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 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?

  • 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 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?

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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