RRepoGEO

REPOGEO REPORT · LITE

wzpan/wukong-robot

Default branch master · commit 3fd73e07 · scanned 5/15/2026, 3:09:26 AM

GitHub: 7,115 stars · 1,414 forks

AI VISIBILITY SCORE
33 /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
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 wzpan/wukong-robot, 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 README H1 description to clearly state project category and unique features

    Why:

    CURRENT
    wukong-robot 是一个简单、灵活、优雅的中文语音对话机器人/智能音箱项目，目的是让中国的 Maker 和 Haker 们也能快速打造个性化的智能音箱。wukong-robot 还可能是第一个开源的脑机唤醒智能音箱。
    COPY-PASTE FIX
    wukong-robot 是一个简单、灵活、优雅的**开源中文智能音箱/语音助手项目**，旨在帮助中国的 Maker 和 Haker 们快速打造个性化的智能音箱。它不仅支持ChatGPT多轮对话，**更是首个支持脑机交互的开源智能音箱项目**，提供完整的DIY解决方案，而非仅仅是组件。
  • hightopics#2
    Add specific, high-impact topics for better categorization

    Why:

    CURRENT
    ai, alexa, amazon-echo, anyq, asr, bci, chatgpt, google-home, gpt3, homeassistant, muse, openai, raspeberry-pi, snowboy, speaker, tts, unit
    COPY-PASTE FIX
    ai, alexa, amazon-echo, anyq, asr, bci, chatgpt, google-home, gpt3, homeassistant, muse, openai, raspberry-pi, snowboy, speaker, tts, unit, smart-speaker, voice-assistant, diy, brain-computer-interface
  • mediumreadme#3
    Add a dedicated section to explicitly state core differentiators

    Why:

    COPY-PASTE FIX
    Add a new section to the README, for example, titled 'Why Wukong-Robot? (为什么选择悟空机器人?)' or 'Comparison with Alternatives (与其他项目的对比)', with content like: 'Unlike general voice assistant frameworks or hardware components (e.g., Vosk, Raspberry Pi), Wukong-Robot provides a complete, open-source smart speaker project. Its core differentiators include deep optimization for Chinese language, advanced ChatGPT multi-turn dialogue, and pioneering integration with brain-computer interfaces (BCI) for unique wake-up methods, offering a full DIY solution for makers.'

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 wzpan/wukong-robot
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. Vosk · recommended 2×
  3. Mozilla DeepSpeech · recommended 2×
  4. Raspberry Pi · recommended 1×
  5. Raspberry Pi 4 Model B · recommended 1×
  • CATEGORY QUERY
    How to build a DIY smart speaker with advanced conversational AI for Chinese users?
    you: not recommended
    AI recommended (in order):
    1. Raspberry Pi
    2. Raspberry Pi 4 Model B
    3. ReSpeaker 2-Mics Pi HAT
    4. ReSpeaker 4-Mic Array for Raspberry Pi
    5. Baidu AI Cloud
    6. Tencent Cloud AI
    7. Mycroft AI
    8. Python
    9. Home Assistant

    AI recommended 9 alternatives but never named wzpan/wukong-robot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Open source projects for voice control with brain-computer interface integration?
    you: not recommended
    AI recommended (in order):
    1. OpenBCI GUI
    2. BrainFlow
    3. Vosk
    4. Mozilla DeepSpeech
    5. BCI2000
    6. Kaldi
    7. CMU Sphinx
    8. Muse Monitor
    9. Vosk
    10. Mozilla DeepSpeech
    11. NeuroPype (Community Edition)
    12. Mycroft AI
    13. Rhasspy
    14. MNE-Python
    15. SpeechRecognition library (Python)

    AI recommended 15 alternatives but never named wzpan/wukong-robot. 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 wzpan/wukong-robot?
    pass
    AI did not name wzpan/wukong-robot — 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?

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

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite