RRepoGEO

REPOGEO REPORT · LITE

idootop/open-xiaoai

Default branch main · commit bc3396c6 · scanned 5/10/2026, 9:27:38 AM

GitHub: 2,452 stars · 315 forks

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/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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    xiaoai-speaker, smart-speaker, llm-integration, ai-agent, voice-assistant, custom-wake-word, firmware-modding, home-automation, chatgpt, gemini, xiaomi
  • highreadme#2
    Clarify the README's opening statement to emphasize its core function for AI categorization

    Why:

    CURRENT
    # Open-XiaoAI

让小爱音箱「听见你的声音」，解锁无限可能。
    COPY-PASTE FIX
    # Open-XiaoAI

让小爱音箱「听见你的声音」，解锁无限可能。

本项目旨在通过固件修改和AI Agent技术，将小米小爱音箱与多模态大模型（如ChatGPT、Gemini）深度集成，实现自定义唤醒词和高级智能交互。
  • mediumhomepage#3
    Add the repository URL as the project's homepage

    Why:

    COPY-PASTE FIX
    https://github.com/idootop/open-xiaoai

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
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. Google Cloud AI · recommended 1×
  3. Anthropic Claude API · recommended 1×
  4. huggingface/transformers · recommended 1×
  5. tensorflow/tensorflow · recommended 1×
  • CATEGORY QUERY
    How to integrate large language models for more intelligent interactions on smart home speakers?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Google Cloud AI
    3. Anthropic Claude API
    4. Hugging Face Transformers Library (huggingface/transformers)
    5. TensorFlow Lite (tensorflow/tensorflow)
    6. PyTorch Mobile (pytorch/pytorch)
    7. LangChain (langchain-ai/langchain)
    8. LlamaIndex (run-llama/llama_index)

    AI recommended 8 alternatives but never named idootop/open-xiaoai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking open-source projects to customize voice assistant wake words and expand functionality.
    you: not recommended
    AI recommended (in order):
    1. Mycroft AI (mycroftai/mycroft-core)
    2. Rhasspy (rhasspy/rhasspy)
    3. Porcupine (Picovoice/porcupine)
    4. Cheetah (Picovoice/cheetah)
    5. Mozilla DeepSpeech (mozilla/DeepSpeech)
    6. Coqui STT (coqui-ai/STT)
    7. Home Assistant (home-assistant/core)
    8. OpenWakeWord (home-assistant-libs/openwakeword)
    9. Vosk (alphacep/vosk-api)

    AI recommended 9 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 named idootop/open-xiaoai explicitly

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

Embed your GEO score

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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