REPOGEO REPORT · LITE

Mai-with-u/MaiBot

Default branch main · commit ca4b0720 · scanned 6/23/2026, 2:12:35 AM

GitHub: 5,185 stars · 557 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)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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

Reposition the README's H1 subtitle to highlight human-like interaction

Why:

CURRENT

<sub><sup>An interactive agent based on large language models.</sup></sub>

COPY-PASTE FIX

<sub><sup>A human-like interactive agent that prioritizes warmth, authenticity, and genuine connection over efficiency, designed to avoid generic 'GPT-style' dialogue.</sup></sub>

hightopics#2

Add specific topics emphasizing human-like conversation and non-GPT style

Why:

CURRENT

agent, chat, chatbot, llm, llm-agent, llms, python, qq-bot, qqbot

COPY-PASTE FIX

agent, chat, chatbot, llm, llm-agent, llms, python, qq-bot, qqbot, human-like-ai, conversational-ai, authentic-interaction, non-gpt-style

mediumabout#3

Refine the repository description to explicitly state the unique interaction style

Why:

CURRENT

MaiSaka, an LLM-based intelligent agent, is a digital lifeform devoted to understanding you and interacting in the style of a real human. She does not pursue perfection, nor does she seek efficiency; instead, she values warmth, authenticity, and genuine connection.

COPY-PASTE FIX

MaiSaka is an LLM-based intelligent agent and digital lifeform designed for genuine, human-like conversation, prioritizing warmth and authenticity over efficiency. She actively avoids generic 'GPT-style' dialogue, offering a truly interactive and personal experience.

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

Of all named tools, what % are you?

Top rival

LangChain

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

LangChain · recommended 2×
OpenAI GPT-4 · recommended 1×
GPT-3.5 Turbo · recommended 1×
Anthropic Claude 3 · recommended 1×
Claude 3 Opus · recommended 1×

CATEGORY QUERY
How to create an LLM-powered chatbot that prioritizes genuine, human-like conversation over efficiency?
you: not recommended
AI recommended (in order):
1. OpenAI GPT-4
2. GPT-3.5 Turbo
3. Anthropic Claude 3
4. Claude 3 Opus
5. Claude 3 Sonnet
6. Google Gemini
7. Gemini Advanced
8. Gemini Ultra
9. Hugging Face Transformers
10. Llama 3
11. Mistral
12. Falcon
13. LangChain
14. LlamaIndex
AI recommended 14 alternatives but never named Mai-with-u/MaiBot. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Python frameworks for building interactive AI agents that avoid generic, 'GPT-style' dialogue?
you: not recommended
AI recommended (in order):
1. Rasa
2. Haystack
3. LangChain
4. OpenAI Assistants API
5. Pydantic
6. Guardrails AI
AI recommended 6 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?

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/Mai-with-u/MaiBot.svg)](https://repogeo.com/en/r/Mai-with-u/MaiBot)

HTML

<a href="https://repogeo.com/en/r/Mai-with-u/MaiBot"><img src="https://repogeo.com/badge/Mai-with-u/MaiBot.svg" alt="RepoGEO" /></a>

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Mai-with-u/MaiBot — 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