RRepoGEO

REPOGEO REPORT · LITE

XiaoMi/xiaomi-miloco

Default branch main · commit 94704ab2 · scanned 5/27/2026, 4:02:32 PM

GitHub: 2,592 stars · 195 forks

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 XiaoMi/xiaomi-miloco, 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
    Strengthen README's opening to emphasize smart home AI framework

    Why:

    CURRENT
    # Xiaomi Miloco

**Xiaomi Local Copilot** is a future exploration solution for smart homes. Using Xiaomi Home cameras as the source of visual information and a self-developed LLM as its core, it connects all IoT devices throughout the house.
    COPY-PASTE FIX
    # Xiaomi Miloco: Local Copilot for Smart Homes

**Xiaomi Miloco** is an open-source framework for building advanced smart home systems with natural language control, leveraging on-device AI and Xiaomi Home cameras. It acts as a **Xiaomi Local Copilot**, connecting all IoT devices through a self-developed LLM to enable users to define needs and rules in natural language, achieving broader and more creative smart device integration.
  • hightopics#2
    Add specific topics for smart home AI and local LLMs

    Why:

    COPY-PASTE FIX
    smart-home, local-ai, llm, on-device-ai, home-automation, natural-language-processing, computer-vision, iot, xiaomi
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    [Insert official project homepage URL here, e.g., a dedicated project page or a relevant section on Xiaomi's developer site]

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 XiaoMi/xiaomi-miloco
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Home Assistant
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Home Assistant · recommended 2×
  2. ESPHome · recommended 1×
  3. Tasmota · recommended 1×
  4. Rhasspy · recommended 1×
  5. Mycroft AI · recommended 1×
  • CATEGORY QUERY
    How to build a smart home system with natural language control using on-device AI?
    you: not recommended
    AI recommended (in order):
    1. Home Assistant
    2. ESPHome
    3. Tasmota
    4. Rhasspy
    5. Mycroft AI
    6. OpenHAB
    7. Snips.ai
    8. Node-RED
    9. spaCy
    10. NLTK
    11. Mozilla DeepSpeech
    12. Vosk
    13. Mozilla TTS
    14. eSpeak NG
    15. NVIDIA Jetson Nano
    16. Raspberry Pi 4
    17. TensorFlow Lite
    18. PyTorch Mobile

    AI recommended 18 alternatives but never named XiaoMi/xiaomi-miloco. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking framework for local smart home AI assistant leveraging camera feeds for event detection.
    you: not recommended
    AI recommended (in order):
    1. Home Assistant
    2. Frigate
    3. DeepStack AI
    4. OpenCV
    5. imutils
    6. TensorFlow
    7. PyTorch
    8. Shinobi Community Edition
    9. MotionEyeOS

    AI recommended 9 alternatives but never named XiaoMi/xiaomi-miloco. 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 XiaoMi/xiaomi-miloco?
    pass
    AI named XiaoMi/xiaomi-miloco explicitly

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

  • If a team adopts XiaoMi/xiaomi-miloco in production, what risks or prerequisites should they evaluate first?
    pass
    AI named XiaoMi/xiaomi-miloco 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 XiaoMi/xiaomi-miloco solve, and who is the primary audience?
    pass
    AI did not name XiaoMi/xiaomi-miloco — 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?

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XiaoMi/xiaomi-miloco — 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