RRepoGEO

REPOGEO REPORT · LITE

Taewan-P/gpt_mobile

Default branch main · commit 5869c703 · scanned 5/8/2026, 4:02:52 PM

GitHub: 1,105 stars · 124 forks

AI VISIBILITY SCORE
35 /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
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 Taewan-P/gpt_mobile, 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
  • highabout#1
    Update the About section description to clarify repo type

    Why:

    CURRENT
    Chat app for Android that supports answers from multiple LLMs at once. Bring your own API key AI client. Supports OpenAI, Anthropic, Google, and Ollama. Designed with Material3 & Compose.
    COPY-PASTE FIX
    Open-source Android client for multi-LLM chat. Bring your own API keys for OpenAI, Anthropic, Google, and Ollama. Designed with Material3 & Compose.
  • highhomepage#2
    Add a homepage URL to the About section

    Why:

    COPY-PASTE FIX
    https://github.com/Taewan-P/gpt_mobile
  • mediumreadme#3
    Reinforce 'open-source client' and 'bring your own key' in the README's introduction

    Why:

    CURRENT
    ### Chat Assistant for Android that supports chatting with multiple models at once.
    COPY-PASTE FIX
    ### Chat Assistant for Android that supports chatting with multiple models at once.

This is an open-source Android client designed for users to chat with multiple large language models simultaneously using their own API keys.

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 Taewan-P/gpt_mobile
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 Gemini · recommended 1×
  3. Microsoft Copilot · recommended 1×
  4. Perplexity AI · recommended 1×
  5. Claude · recommended 1×
  • CATEGORY QUERY
    What Android chat application allows me to use various large language models simultaneously?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Google Gemini
    3. Microsoft Copilot
    4. Perplexity AI
    5. Claude
    6. Hugging Face Chat
    7. Poe
    8. Forefront AI
    9. LangChain
    10. LlamaIndex
    11. Oobabooga's text-generation-webui

    AI recommended 11 alternatives but never named Taewan-P/gpt_mobile. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source Android client to interact with different AI models using my own keys.
    you: not recommended
    AI recommended (in order):
    1. AI Chat
    2. OpenAI Android Client
    3. Chatbot UI
    4. AI Chatbot
    5. GPT-3 Android

    AI recommended 5 alternatives but never named Taewan-P/gpt_mobile. 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 Taewan-P/gpt_mobile?
    pass
    AI named Taewan-P/gpt_mobile explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts Taewan-P/gpt_mobile in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Taewan-P/gpt_mobile 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 Taewan-P/gpt_mobile solve, and who is the primary audience?
    pass
    AI named Taewan-P/gpt_mobile explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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Taewan-P/gpt_mobile — 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