RRepoGEO

REPOGEO REPORT · LITE

judahpaul16/gpt-home

Default branch main · commit 26138839 · scanned 6/1/2026, 12:17:12 AM

GitHub: 644 stars · 65 forks

AI VISIBILITY SCORE
40 /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
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 judahpaul16/gpt-home, 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 the README's opening to explicitly state its core function

    Why:

    CURRENT
    # 🏠 GPT Home 🤖💬
ChatGPT at home! Basically a better Google Nest Hub or Amazon Alexa home assistant. Built on the Raspberry P iusing LiteLLM and LangGraph.
    COPY-PASTE FIX
    # 🏠 GPT Home 🤖💬
Your self-hosted, LLM-powered smart home assistant and custom voice assistant for Raspberry Pi. A better, privacy-focused alternative to commercial smart home hubs like Google Nest or Amazon Alexa, built using LiteLLM and LangGraph.
  • mediumtopics#2
    Add specific topics for 'voice assistant' and 'smart speaker'

    Why:

    CURRENT
    ai, automation, docker, fastapi, home-assistant, home-automation, iot, langchain, langgraph, langmem, llm, nginx, nodejs, openai, python, raspberry-pi, react, speech-recognition, spotify, typescript
    COPY-PASTE FIX
    ai, automation, docker, fastapi, home-assistant, home-automation, iot, langchain, langgraph, langmem, llm, nginx, nodejs, openai, python, raspberry-pi, react, speech-recognition, spotify, typescript, voice-assistant, smart-speaker, open-source-ai
  • lowreadme#3
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## 🆚 Comparison

GPT Home differentiates itself from traditional smart home platforms like Home Assistant or commercial assistants (Google Nest, Amazon Alexa) by focusing on a fully self-hosted, open-source, and privacy-centric approach powered by modern Large Language Models (LLMs). Unlike general automation frameworks, GPT Home is purpose-built for natural language interaction and deep integration with LLM capabilities for intelligent home control.

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 judahpaul16/gpt-home
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Rhasspy
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Rhasspy · recommended 2×
  2. Home Assistant · recommended 2×
  3. Mycroft AI · recommended 1×
  4. OpenVoiceOS (OVOS) · recommended 1×
  5. Picovoice · recommended 1×
  • CATEGORY QUERY
    How to build a custom voice assistant on Raspberry Pi with LLM capabilities?
    you: not recommended
    AI recommended (in order):
    1. Mycroft AI
    2. Rhasspy
    3. OpenVoiceOS (OVOS)
    4. Picovoice
    5. OpenAI GPT-4
    6. Anthropic Claude
    7. Google Gemini
    8. Google Text-to-Speech
    9. Mozilla TTS
    10. Vosk
    11. OpenAI GPT-3.5
    12. Llama 2
    13. Replicate
    14. gTTS
    15. Piper
    16. Llama.cpp
    17. Ollama
    18. Mistral
    19. Gemma
    20. Home Assistant

    AI recommended 20 alternatives but never named judahpaul16/gpt-home. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Open-source LLM-powered home automation framework with calendar and media integration?
    you: not recommended
    AI recommended (in order):
    1. Home Assistant
    2. Node-RED
    3. OpenHAB
    4. AppDaemon
    5. Rhasspy

    AI recommended 5 alternatives but never named judahpaul16/gpt-home. 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 judahpaul16/gpt-home?
    pass
    AI named judahpaul16/gpt-home explicitly

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

  • If a team adopts judahpaul16/gpt-home in production, what risks or prerequisites should they evaluate first?
    pass
    AI named judahpaul16/gpt-home 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 judahpaul16/gpt-home solve, and who is the primary audience?
    pass
    AI named judahpaul16/gpt-home explicitly

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

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judahpaul16/gpt-home — 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