RRepoGEO

REPOGEO REPORT · LITE

death34018-hue/AionsHome

Default branch main · commit 90fd2d30 · scanned 6/27/2026, 10:59:09 PM

GitHub: 519 stars · 110 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 death34018-hue/AionsHome, 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 to clearly state the project's core function

    Why:

    CURRENT
    # Aion Chat 项目档案
    COPY-PASTE FIX
    # AionHome: Your Self-Hosted AI Companion with Long-Term Memory, Voice, and Camera Vision
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-companion, self-hosted, voice-assistant, smart-home, long-term-memory, camera-vision, python, fastapi, pwa
  • mediumhomepage#3
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/death34018-hue/AionsHome

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 death34018-hue/AionsHome
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. esphome/esphome · recommended 1×
  3. blakeblackshear/frigate · recommended 1×
  4. MycroftAI/mycroft-core · recommended 1×
  5. Picroft · recommended 1×
  • CATEGORY QUERY
    Looking for a self-hosted AI companion with long-term memory, voice, and camera vision.
    you: not recommended
    AI recommended (in order):
    1. Home Assistant (home-assistant/core)
    2. ESPHome (esphome/esphome)
    3. Frigate (blakeblackshear/frigate)
    4. Mycroft AI (MycroftAI/mycroft-core)
    5. Picroft
    6. OpenCV (opencv/opencv)
    7. Rhasspy (rhasspy/rhasspy)
    8. OpenHAB (openhab/openhab-core)
    9. Deepstack (deepstackai/deepstack)
    10. CodeProject.AI Server (CodeProjectAI/CodeProject.AI-Server)
    11. Jasper (jasperproject/jasper-client)
    12. Ollama (ollama/ollama)
    13. Llama 3
    14. Mixtral
    15. LM Studio

    AI recommended 15 alternatives but never named death34018-hue/AionsHome. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build a private AI assistant using Python for web and mobile access?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. FastAPI (tiangolo/fastapi)
    3. React Native (facebook/react-native)
    4. Flutter (flutter/flutter)
    5. React (facebook/react)
    6. Vue.js (vuejs/core)
    7. Angular (angular/angular)
    8. Hugging Face Transformers (huggingface/transformers)
    9. Llama 2
    10. Mistral
    11. Falcon
    12. LangChain (langchain-ai/langchain)
    13. Rasa (RasaHQ/rasa)
    14. Streamlit (streamlit/streamlit)
    15. Kivy (kivy/kivy)
    16. BeeWare

    AI recommended 16 alternatives but never named death34018-hue/AionsHome. 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 death34018-hue/AionsHome?
    pass
    AI named death34018-hue/AionsHome explicitly

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

  • If a team adopts death34018-hue/AionsHome in production, what risks or prerequisites should they evaluate first?
    pass
    AI named death34018-hue/AionsHome 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 death34018-hue/AionsHome solve, and who is the primary audience?
    pass
    AI named death34018-hue/AionsHome explicitly

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

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