RRepoGEO

REPOGEO REPORT · LITE

memochou1993/gpt-ai-assistant

Default branch main · commit 92637704 · scanned 5/15/2026, 9:37:12 PM

GitHub: 7,737 stars · 9,666 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 memochou1993/gpt-ai-assistant, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening paragraph to clearly state its purpose and platform

    Why:

    CURRENT
    GPT AI Assistant is an application that is implemented using the OpenAI API and LINE Messaging API. Through the installation process, you can start chatting with your own AI assistant using the LINE mobile app.
    COPY-PASTE FIX
    GPT AI Assistant is a personal AI chatbot application designed for the LINE messaging platform, leveraging the OpenAI API for powerful conversational capabilities. Easily deployable with Vercel, it allows users to chat with their own AI assistant directly from the LINE mobile app.
  • mediumreadme#2
    Explicitly highlight voice capabilities in the README's main description or a features section

    Why:

    COPY-PASTE FIX
    Consider adding a 'Features' section or integrating into the main description: 'It supports advanced features like voice input via OpenAI's Whisper model, allowing for natural spoken interactions.'

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 memochou1993/gpt-ai-assistant
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Telegram Bot API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Telegram Bot API · recommended 1×
  2. python-telegram-bot · recommended 1×
  3. Discord.py · recommended 1×
  4. WhatsApp Business API · recommended 1×
  5. Twilio · recommended 1×
  • CATEGORY QUERY
    How to deploy a personal AI assistant on a popular social messaging app?
    you: not recommended
    AI recommended (in order):
    1. Telegram Bot API
    2. python-telegram-bot
    3. Discord.py
    4. WhatsApp Business API
    5. Twilio
    6. MessageBird
    7. Facebook Messenger Platform
    8. Slack API
    9. Bolt

    AI recommended 9 alternatives but never named memochou1993/gpt-ai-assistant. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source solution to create a voice-enabled AI assistant for chat.
    you: not recommended
    AI recommended (in order):
    1. Rasa Open Source (RasaHQ/rasa)
    2. Mozilla DeepSpeech (mozilla/DeepSpeech)
    3. Coqui STT (coqui-ai/STT)
    4. Google Text-to-Speech
    5. Tacotron 2 (NVIDIA/tacotron2)
    6. Mozilla TTS (mozilla/TTS)
    7. Mycroft AI (MycroftAI/mycroft-core)
    8. Open Assistant (LAION-AI/Open-Assistant)
    9. ParlAI (facebookresearch/ParlAI)
    10. Hugging Face Transformers (huggingface/transformers)

    AI recommended 10 alternatives but never named memochou1993/gpt-ai-assistant. 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 memochou1993/gpt-ai-assistant?
    pass
    AI did not name memochou1993/gpt-ai-assistant — 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 memochou1993/gpt-ai-assistant in production, what risks or prerequisites should they evaluate first?
    pass
    AI named memochou1993/gpt-ai-assistant 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 memochou1993/gpt-ai-assistant solve, and who is the primary audience?
    pass
    AI did not name memochou1993/gpt-ai-assistant — 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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memochou1993/gpt-ai-assistant — 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