RRepoGEO

REPOGEO REPORT · LITE

billmei/every-chatgpt-gui

Default branch main · commit d77a9c73 · scanned 6/25/2026, 7:35:30 AM

GitHub: 3,986 stars · 274 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
28 /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
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 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 README H1 to clarify it's a list

    Why:

    CURRENT
    # Every front-end GUI client for ChatGPT API
    COPY-PASTE FIX
    # A Curated List of Every Front-End GUI Client for ChatGPT, Claude, and Other LLMs
  • highabout#2
    Update repository description to explicitly state it's a list

    Why:

    CURRENT
    Every front-end GUI client for ChatGPT, Claude, and other LLMs
    COPY-PASTE FIX
    A comprehensive, curated list of front-end GUI clients for ChatGPT, Claude, and other LLMs.
  • hightopics#3
    Add topics that clarify the repo's nature as a list

    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-list, llm-gui-list

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
Gradio
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Gradio · recommended 2×
  2. Streamlit · recommended 2×
  3. LangChain UI · recommended 1×
  4. Chatbot UI · recommended 1×
  5. Open WebUI · recommended 1×
  • CATEGORY QUERY
    What are some open-source front-end interfaces for various large language models?
    you: not recommended
    AI recommended (in order):
    1. Gradio
    2. Streamlit
    3. LangChain UI
    4. Chatbot UI
    5. Open WebUI
    6. LobeChat
    7. Next.js AI Chatbot (Vercel AI SDK example)

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

    Show full AI answer
  • CATEGORY QUERY
    I need a custom web interface for interacting with different AI chat APIs.
    you: not recommended
    AI recommended (in order):
    1. Next.js
    2. React
    3. Vue.js
    4. Nuxt.js
    5. Svelte
    6. SvelteKit
    7. Streamlit
    8. Gradio

    AI recommended 8 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 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?

  • 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?

Embed your GEO score

Drop this badge into the README of billmei/every-chatgpt-gui. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/billmei/every-chatgpt-gui.svg)](https://repogeo.com/en/r/billmei/every-chatgpt-gui)
HTML
<a href="https://repogeo.com/en/r/billmei/every-chatgpt-gui"><img src="https://repogeo.com/badge/billmei/every-chatgpt-gui.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

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