RRepoGEO

REPOGEO REPORT · LITE

ramon-victor/freegpt-webui

Default branch main · commit 098db3df · scanned 5/8/2026, 10:57:52 PM

GitHub: 5,645 stars · 1,215 forks

AI VISIBILITY SCORE
33 /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
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 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
    Move the archiving warning to the top of the README

    Why:

    COPY-PASTE FIX
    Move the entire `[!WARNING]` block to be the first content after the main title/description, before any other sections like 'Project Hosting and Demonstration'.
  • highreadme#2
    Emphasize 'open-source' and 'alternative' in the README's opening

    Why:

    CURRENT
    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
    This open-source project provides a free web UI utilizing the G4F API, offering an alternative to commercial chatbot services. Experience the power of ChatGPT with a user-friendly interface, enhanced jailbreaks, and completely free.
  • mediumabout#3
    Update the repository description to include 'open-source' and 'archived' status

    Why:

    CURRENT
    GPT 3.5/4 with a Chat Web UI. No API key required.
    COPY-PASTE FIX
    Archived: An open-source web UI for GPT 3.5/4, offering free chat without an API key, leveraging the G4F API.

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
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 1×
  2. Google Bard · recommended 1×
  3. Microsoft Copilot · recommended 1×
  4. Perplexity AI · recommended 1×
  5. Hugging Face Chat · recommended 1×
  • CATEGORY QUERY
    How to get a free web interface for powerful AI chatbots without needing an API key?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Google Bard
    3. Microsoft Copilot
    4. Perplexity AI
    5. Hugging Face Chat
    6. Poe by Quora

    AI recommended 6 alternatives but never named ramon-victor/freegpt-webui. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source web UI to interact with large language models, offering advanced features.
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Oobabooga's text-generation-webui
    3. Jan
    4. LocalAI
    5. FlowiseAI
    6. LangChain Playground

    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 did not name ramon-victor/freegpt-webui — 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 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)
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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