RRepoGEO

REPOGEO REPORT · LITE

Mai-with-u/MaiBot

Default branch main · commit 39266b1c · scanned 5/12/2026, 5:32:04 PM

GitHub: 4,901 stars · 521 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 Mai-with-u/MaiBot, 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
    Explicitly state MaiBot is an LLM agent, not a generic chat platform bot

    Why:

    COPY-PASTE FIX
    This is an LLM-based personal interaction agent, not a general-purpose chat platform or server management bot.
  • mediumreadme#2
    Strengthen the README's introduction to highlight unique LLM agent personality

    Why:

    CURRENT
    MaiSaka is more than just a bot, and more than a "helpful assistant" that completes tasks. She is a digital life form that tries to understand you and interact in a genuinely human style. She does not pursue perfection or efficiency above all else. She pursues warmth and authenticity.
    COPY-PASTE FIX
    MaiSaka is more than just a bot or a 'helpful assistant' that completes tasks. She is a unique digital life form, an LLM agent specifically designed to understand you and interact in a genuinely human style, prioritizing warmth, authenticity, and genuine connection over perfection or efficiency.
  • lowtopics#3
    Add 'conversational-ai' topic to reinforce AI type

    Why:

    CURRENT
    agent, chat, chatbot, llm, llm-agent, llms, python, qq-bot, qqbot
    COPY-PASTE FIX
    agent, chat, chatbot, conversational-ai, llm, llm-agent, llms, python, qq-bot, qqbot

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 Mai-with-u/MaiBot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Character.AI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Character.AI · recommended 1×
  2. Inworld AI · recommended 1×
  3. Replika · recommended 1×
  4. OpenAI's GPT-4 · recommended 1×
  5. Anthropic's Claude 3 · recommended 1×
  • CATEGORY QUERY
    Looking for an LLM agent that prioritizes authentic, human-like conversations over efficiency.
    you: not recommended
    AI recommended (in order):
    1. Character.AI
    2. Inworld AI
    3. Replika
    4. OpenAI's GPT-4
    5. Anthropic's Claude 3
    6. Hugging Face Transformers
    7. Llama 3
    8. Mistral

    AI recommended 8 alternatives but never named Mai-with-u/MaiBot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I develop an AI chatbot with a unique, warm personality, avoiding generic assistant responses?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4
    2. Hugging Face Transformers (huggingface/transformers)
    3. Google Dialogflow CX
    4. Rasa (RasaHQ/rasa)
    5. Cohere Command
    6. Character.ai
    7. LangChain (langchain-ai/langchain)

    AI recommended 7 alternatives but never named Mai-with-u/MaiBot. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 Mai-with-u/MaiBot?
    pass
    AI named Mai-with-u/MaiBot explicitly

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

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

    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 Mai-with-u/MaiBot. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
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Mai-with-u/MaiBot — RepoGEO report