RRepoGEO

REPOGEO REPORT · LITE

memochou1993/gpt-ai-assistant

Default branch main · commit d84c806b · scanned 6/26/2026, 4:56:45 PM

GitHub: 7,747 stars · 9,616 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 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

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

OVERALL DIRECTION
  • hightopics#1
    Add specific topics to the repository

    Why:

    COPY-PASTE FIX
    openai, line-messaging-api, gpt, ai-assistant, chatbot, vercel, serverless, line-bot
  • highreadme#2
    Reposition the README's opening paragraph to emphasize LINE integration and self-hosting

    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 self-hostable application that integrates the OpenAI API with the LINE Messaging API, allowing users to chat with their own AI assistant directly through the LINE mobile app. It provides a straightforward way to deploy a personal AI chatbot on platforms like Vercel.
  • mediumreadme#3
    Move the 'fermi' note to a dedicated 'Related Projects' section

    Why:

    CURRENT
    > [!NOTE]
> **Looking for a newer take?fermi** is the spiritual successor to this project — a self-hostable, chat-based LINE assistant built on Supabase and OpenRouter, where the agent connects and manages itself right from the conversation. It's a reference implementation you run on your own keys.
    COPY-PASTE FIX
    Remove the existing note block and add a new section at the end of the README:

```
## Related Projects

**fermi** is considered a spiritual successor to this project, offering a self-hostable, chat-based LINE assistant built on Supabase and OpenRouter. It provides a different approach where the agent connects and manages itself directly from the conversation, serving as a reference implementation for running on your own 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 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
Rasa Open Source
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Rasa Open Source · recommended 2×
  2. Botpress · recommended 2×
  3. DeepPavlov · recommended 1×
  4. Open Assistant · recommended 1×
  5. ParlAI · recommended 1×
  • CATEGORY QUERY
    Seeking open source solutions for building a conversational AI agent for chat platforms.
    you: not recommended
    AI recommended (in order):
    1. Rasa Open Source
    2. DeepPavlov
    3. Open Assistant
    4. Botpress
    5. ParlAI

    AI recommended 5 alternatives but never named memochou1993/gpt-ai-assistant. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I self-host a custom AI chatbot and connect it to a messaging service?
    you: not recommended
    AI recommended (in order):
    1. Rasa Open Source
    2. Rasa X
    3. Docker
    4. Kubernetes
    5. Ngrok
    6. Facebook Messenger
    7. Slack
    8. Telegram
    9. Twilio
    10. LangChain
    11. FastAPI
    12. Llama 2
    13. Mistral
    14. Ollama
    15. vLLM
    16. Text Generation WebUI
    17. Flask
    18. Botpress
    19. Microsoft Bot Framework
    20. Azure App Service
    21. Container Instances
    22. spaCy
    23. NLTK
    24. Express.js
    25. Gin

    AI recommended 25 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 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?

  • 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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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite