REPOGEO REPORT · LITE

taranjeet/unofficial-chatgpt-api

Default branch main · commit 371abb7e · scanned 6/10/2026, 4:03:19 PM

GitHub: 702 stars · 137 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)

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

AI VISIBILITY SCORE

27 /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

1 / 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 taranjeet/unofficial-chatgpt-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

highreadme#1

Reposition the README's opening to emphasize browser automation

Why:

CURRENT

# ChatGPT api

* It uses playwright and chromium to open browser and parse html.
* It is an unoffical api for development purpose only.

COPY-PASTE FIX

# Unofficial ChatGPT API (Browser Automation)

This project provides an unofficial Python API to programmatically interact with ChatGPT by automating a web browser using Playwright and Chromium. It's designed for developers who need to automate browser-based AI chat services for development purposes.

hightopics#2
Add specific topics to clarify the repo's functionality
Why:
CURRENT
```
chatgpt, gpt-3
```
COPY-PASTE FIX
```
chatgpt, gpt-3, browser-automation, playwright, web-scraping, unofficial-api, python-api
```
highhomepage#3
Remove the misleading homepage link
Why:
CURRENT
```
https://embedchain.ai
```
COPY-PASTE FIX
```
(none)
```

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 taranjeet/unofficial-chatgpt-api

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

openai/openai-python

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

openai/openai-python · recommended 2×
google/generative-ai-python · recommended 1×
anthropics/anthropic-sdk-python · recommended 1×
huggingface/huggingface_hub · recommended 1×
cohere-ai/cohere-python · recommended 1×

CATEGORY QUERY
How to programmatically access a popular web-based conversational AI from Python?
you: not recommended
AI recommended (in order):
1. OpenAI API (openai/openai-python)
2. Google Gemini API (google/generative-ai-python)
3. Anthropic Claude API (anthropics/anthropic-sdk-python)
4. Hugging Face Transformers (huggingface/huggingface_hub)
5. Cohere API (cohere-ai/cohere-python)
6. Microsoft Azure OpenAI Service (openai/openai-python)
AI recommended 6 alternatives but never named taranjeet/unofficial-chatgpt-api. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a Python library to automate interactions with browser-based AI chat services.
you: not recommended
AI recommended (in order):
1. Selenium WebDriver
AI recommended 1 alternative but never named taranjeet/unofficial-chatgpt-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
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 taranjeet/unofficial-chatgpt-api?
pass
AI did not name taranjeet/unofficial-chatgpt-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 taranjeet/unofficial-chatgpt-api in production, what risks or prerequisites should they evaluate first?
pass
AI named taranjeet/unofficial-chatgpt-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 taranjeet/unofficial-chatgpt-api solve, and who is the primary audience?
pass
AI did not name taranjeet/unofficial-chatgpt-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?

Embed your GEO score

Drop this badge into the README of taranjeet/unofficial-chatgpt-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.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/taranjeet/unofficial-chatgpt-api.svg)](https://repogeo.com/en/r/taranjeet/unofficial-chatgpt-api)

HTML

<a href="https://repogeo.com/en/r/taranjeet/unofficial-chatgpt-api"><img src="https://repogeo.com/badge/taranjeet/unofficial-chatgpt-api.svg" alt="RepoGEO" /></a>

Pro

Subscribe to Pro for deep diagnoses

taranjeet/unofficial-chatgpt-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