RRepoGEO

REPOGEO REPORT · LITE

idootop/open-xiaoai

Default branch main · commit bc3396c6 · scanned 6/20/2026, 8:02:05 AM

GitHub: 2,531 stars · 346 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
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 idootop/open-xiaoai, 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
  • highabout#1
    Update the 'About' description for clarity

    Why:

    CURRENT
    🔊 让小爱音箱「听见你的声音」，解锁无限可能。
    COPY-PASTE FIX
    Custom firmware and AI agent integration for Xiaomi XiaoAI speakers, enabling advanced features like custom wake words and large language model (LLM) access.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    xiaomi, xiaoai, smart-speaker, ai-agent, llm, custom-firmware, voice-assistant, home-automation, iot
  • mediumhomepage#3
    Add a homepage URL to improve metadata completeness

    Why:

    COPY-PASTE FIX
    https://www.bilibili.com/video/BV1TxJhzvEhz

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/open-xiaoai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Mycroft AI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Mycroft AI · recommended 2×
  2. Home Assistant · recommended 2×
  3. Rhasspy · recommended 2×
  4. OpenHAB · recommended 2×
  5. Picovoice · recommended 2×
  • CATEGORY QUERY
    What tools allow custom AI assistant integration into smart speaker devices?
    you: not recommended
    AI recommended (in order):
    1. Amazon Alexa Skills Kit (ASK)
    2. Google Actions on Google
    3. Mycroft AI
    4. Home Assistant
    5. Rhasspy
    6. OpenHAB
    7. Snips
    8. Picovoice
    9. Vosk

    AI recommended 9 alternatives but never named idootop/open-xiaoai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to unlock custom wake words and advanced features on smart home devices?
    you: not recommended
    AI recommended (in order):
    1. Home Assistant
    2. ESPHome
    3. Picovoice
    4. Rhasspy
    5. Mycroft Mark II
    6. Mycroft AI
    7. Amazon Alexa
    8. Alexa Voice Service (AVS)
    9. Google Assistant
    10. Google Assistant SDK
    11. Actions on Google
    12. OpenHAB
    13. Node-RED

    AI recommended 13 alternatives but never named idootop/open-xiaoai. 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/open-xiaoai?
    pass
    AI named idootop/open-xiaoai 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/open-xiaoai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named idootop/open-xiaoai 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/open-xiaoai solve, and who is the primary audience?
    pass
    AI did not name idootop/open-xiaoai — 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?

Embed your GEO score

Drop this badge into the README of idootop/open-xiaoai. 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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idootop/open-xiaoai — 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
idootop/open-xiaoai — RepoGEO report