RRepoGEO

REPOGEO REPORT · LITE

billmei/every-chatgpt-gui

Default branch main · commit d77a9c73 · scanned 5/14/2026, 5:53:13 PM

GitHub: 3,980 stars · 276 forks

AI VISIBILITY SCORE
22 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 billmei/every-chatgpt-gui, 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 H1 and opening sentence to clarify it's a list

    Why:

    CURRENT
    # Every front-end GUI client for ChatGPT API

Similar to Every Proximity Chat App, I made this list to keep track of every graphical user interface alternative to access the API for ChatGPT, Claude, and other LLMs.
    COPY-PASTE FIX
    # Every Front-End GUI Client for ChatGPT, Claude, and other LLMs (A Curated List)

This is a curated list of every graphical user interface (GUI) alternative for accessing the APIs of ChatGPT, Claude, and other large language models (LLMs).
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/billmei/every-chatgpt-gui
  • lowtopics#3
    Add topics that describe the repository's nature as a list or collection

    Why:

    CURRENT
    anthropic, chatgpt, claude, gpt-3, gpt-4, large-language-models, openai
    COPY-PASTE FIX
    anthropic, chatgpt, claude, gpt-3, gpt-4, large-language-models, openai, awesome-list, gui-clients, llm-clients, collection, directory

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 billmei/every-chatgpt-gui
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatALL
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatALL · recommended 1×
  2. OpenRouter · recommended 1×
  3. LlamaIndex · recommended 1×
  4. LangChain · recommended 1×
  5. SuperAGI · recommended 1×
  • CATEGORY QUERY
    What are good open-source web interfaces for interacting with large language models?
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    Looking for a unified client application to manage multiple AI chatbot APIs.
    you: not recommended
    AI recommended (in order):
    1. ChatALL
    2. OpenRouter
    3. LlamaIndex
    4. LangChain
    5. SuperAGI
    6. Poe
    7. Multi-GPT

    AI recommended 7 alternatives but never named billmei/every-chatgpt-gui. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    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 billmei/every-chatgpt-gui?
    pass
    AI did not name billmei/every-chatgpt-gui — 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 billmei/every-chatgpt-gui in production, what risks or prerequisites should they evaluate first?
    pass
    AI named billmei/every-chatgpt-gui 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 billmei/every-chatgpt-gui solve, and who is the primary audience?
    pass
    AI did not name billmei/every-chatgpt-gui — 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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billmei/every-chatgpt-gui — 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