RRepoGEO

REPOGEO REPORT · LITE

idootop/migpt-next

Default branch main · commit c4766d20 · scanned 5/22/2026, 2:03:48 PM

GitHub: 1,391 stars · 189 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
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 idootop/migpt-next, 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
    Refine README's opening paragraph to clarify project type

    Why:

    CURRENT
    `MiGPT-Next` 是基于 MiGPT 的升级版本，支持**​ 自定义消息回复 ​**。让人人都可以轻松定制自己的小爱音箱回复，让小爱音箱「听你的」。
    COPY-PASTE FIX
    `MiGPT-Next` 是一个强大的集成工具，它将大型语言模型（LLM）的智能与小爱音箱的语音交互能力相结合，支持**​ 自定义消息回复 ​**。让人人都可以轻松定制自己的小爱音箱回复，让小爱音箱「听你的」。
  • mediumreadme#2
    Reposition the 'unmaintained' warning in the README

    Why:

    CURRENT
    > [!WARNING]
> 本项目已停止维护，不再提供更新与支持，感谢大家的使用。

# MiGPT-Next
    COPY-PASTE FIX
    # MiGPT-Next

`MiGPT-Next` 是基于 MiGPT 的升级版本，支持**​ 自定义消息回复 ​**。让人人都可以轻松定制自己的小爱音箱回复，让小爱音箱「听你的」。

> [!WARNING]
> 本项目已停止维护，不再提供更新与支持，感谢大家的使用。

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 idootop/migpt-next
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
home-assistant/core
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. home-assistant/core · recommended 1×
  2. OpenAI GPT-4 · recommended 1×
  3. OpenAI GPT-3.5 Turbo · recommended 1×
  4. OpenAI Assistants API · recommended 1×
  5. langchain-ai/langchain · recommended 1×
  • CATEGORY QUERY
    How to customize responses for a smart home voice assistant with a large language model?
    you: not recommended
    AI recommended (in order):
    1. Home Assistant (home-assistant/core)
    2. OpenAI GPT-4
    3. OpenAI GPT-3.5 Turbo
    4. OpenAI Assistants API
    5. LangChain (langchain-ai/langchain)
    6. Anthropic Claude
    7. Google Gemini
    8. Amazon Alexa Custom Skills
    9. AWS Lambda
    10. Google Assistant Custom Device Actions
    11. Google Assistant Conversational Actions
    12. Google Cloud Functions
    13. Mycroft AI (MycroftAI/mycroft-core)
    14. Llama 3

    AI recommended 14 alternatives but never named idootop/migpt-next. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a Node.js framework to integrate custom AI conversational logic with my smart speaker.
    you: not recommended
    AI recommended (in order):
    1. Express.js
    2. NestJS
    3. Fastify
    4. Koa.js
    5. Hapi

    AI recommended 5 alternatives but never named idootop/migpt-next. 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 idootop/migpt-next?
    pass
    AI named idootop/migpt-next explicitly

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

  • If a team adopts idootop/migpt-next in production, what risks or prerequisites should they evaluate first?
    pass
    AI named idootop/migpt-next 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 idootop/migpt-next solve, and who is the primary audience?
    pass
    AI named idootop/migpt-next 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)
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HTML
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idootop/migpt-next — 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