REPOGEO REPORT · LITE

ramon-victor/freegpt-webui

Default branch main · commit 098db3df · scanned 6/18/2026, 5:37:48 PM

GitHub: 5,624 stars · 1,203 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

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 ramon-victor/freegpt-webui, 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 README opening to clarify project type and archived reference status

Why:

CURRENT

# FreeGPT WebUI
## GPT 3.5/4
This project features a WebUI utilizing the G4F API. <br> Experience the power of ChatGPT with a user-friendly interface, enhanced jailbreaks, and completely free.

COPY-PASTE FIX

# FreeGPT WebUI: An Archived Reference for Self-Hostable GPT 3.5/4 Web UIs
This project, while archived, serves as a valuable guide and reference for building a self-hostable web UI that leverages the G4F API. It demonstrates how to create a user-friendly interface for GPT 3.5/4, enabling free interaction without requiring an API key, and includes enhanced jailbreaks for educational and development purposes.

mediumreadme#2

Add a section to the README differentiating from hosted services

Why:

COPY-PASTE FIX

## Why FreeGPT WebUI (as a reference)?
Unlike hosted services such as ChatGPT or Google Bard, FreeGPT WebUI is an open-source project designed for self-hosting, providing a framework to integrate G4F with a web interface without requiring an API key. It is intended as a guide for developers and enthusiasts looking to understand or implement similar solutions.

lowabout#3

Refine the repository description to emphasize 'self-hostable' and 'reference'

Why:

CURRENT

GPT 3.5/4 with a Chat Web UI. No API key required.

COPY-PASTE FIX

A self-hostable open-source web UI for GPT 3.5/4, leveraging the G4F API to enable free interaction without an API key. This archived project serves as a reference for integrating LLMs.

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 ramon-victor/freegpt-webui

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

ChatGPT

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

ChatGPT · recommended 2×
Google Bard · recommended 2×
Microsoft Copilot · recommended 2×
Perplexity AI · recommended 2×
Hugging Face Chat · recommended 2×

CATEGORY QUERY
What are the best free web interfaces for interacting with powerful AI models?
you: not recommended
AI recommended (in order):
1. ChatGPT
2. Google Bard
3. Microsoft Copilot
4. Perplexity AI
5. Hugging Face Chat
6. Poe
AI recommended 6 alternatives but never named ramon-victor/freegpt-webui. This is the gap to close.
Show full AI answer
CATEGORY QUERY
How can I chat with advanced language models through a browser without an API key?
you: not recommended
AI recommended (in order):
1. ChatGPT
2. Google Bard
3. Microsoft Copilot
4. Perplexity AI
5. Poe
6. Hugging Face Chat
AI recommended 6 alternatives but never named ramon-victor/freegpt-webui. 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 ramon-victor/freegpt-webui?
pass
AI named ramon-victor/freegpt-webui explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts ramon-victor/freegpt-webui in production, what risks or prerequisites should they evaluate first?
pass
AI named ramon-victor/freegpt-webui 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 ramon-victor/freegpt-webui solve, and who is the primary audience?
pass
AI named ramon-victor/freegpt-webui 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 ramon-victor/freegpt-webui. 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)

[![RepoGEO](https://repogeo.com/badge/ramon-victor/freegpt-webui.svg)](https://repogeo.com/en/r/ramon-victor/freegpt-webui)

HTML

<a href="https://repogeo.com/en/r/ramon-victor/freegpt-webui"><img src="https://repogeo.com/badge/ramon-victor/freegpt-webui.svg" alt="RepoGEO" /></a>

Pro

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ramon-victor/freegpt-webui — 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