RRepoGEO

REPOGEO REPORT · LITE

justLV/onju-voice

Default branch master · commit 0dbcb106 · scanned 5/23/2026, 10:38:18 AM

GitHub: 1,668 stars · 91 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 justLV/onju-voice, 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 specific topics for AI home assistant and hardware

    Why:

    COPY-PASTE FIX
    ai-assistant, home-assistant, esp32, llm, voice-assistant, open-source-hardware, speech-to-text, text-to-speech, hardware, firmware, server
  • highreadme#2
    Clarify README H1 to state original purpose and archival status

    Why:

    CURRENT
    # Onju Voice 🍐🔈
    COPY-PASTE FIX
    # Onju Voice 🍐🔈: A Hackable AI Home Assistant Platform (Legacy/Archived)
  • mediumhomepage#3
    Add homepage URL pointing to the updated version

    Why:

    COPY-PASTE FIX
    https://github.com/justLV/onju-v2

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 justLV/onju-voice
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MaryTTS
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. MaryTTS · recommended 2×
  2. Mycroft AI · recommended 1×
  3. Rhasspy · recommended 1×
  4. Rasa · recommended 1×
  5. Mozilla DeepSpeech · recommended 1×
  • CATEGORY QUERY
    Looking for an open source platform to build a custom AI voice assistant.
    you: not recommended
    AI recommended (in order):
    1. Mycroft AI
    2. Rhasspy
    3. Rasa
    4. Mozilla DeepSpeech
    5. Coqui TTS
    6. Home Assistant
    7. Vosk
    8. MaryTTS

    AI recommended 8 alternatives but never named justLV/onju-voice. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to create a local voice assistant with ESP32 and self-hosted LLM inference?
    you: not recommended
    AI recommended (in order):
    1. ESP-SR (espressif/esp-sr)
    2. TensorFlow Lite Micro
    3. Whisper.cpp (ggerganov/whisper.cpp)
    4. Ollama (ollama/ollama)
    5. LM Studio
    6. llama.cpp (ggerganov/llama.cpp)
    7. Text Generation WebUI (oobabooga/text-generation-webui)
    8. Piper (rhasspy/piper)
    9. Coqui TTS (coqui-ai/TTS)
    10. Rhasspy (rhasspy/rhasspy)
    11. MaryTTS
    12. MQTT
    13. Mosquitto (eclipse/mosquitto)
    14. Home Assistant (home-assistant/core)
    15. ESPHome (esphome/esphome)
    16. Python
    17. Flask (pallets/flask)
    18. FastAPI (tiangolo/fastapi)

    AI recommended 18 alternatives but never named justLV/onju-voice. 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 justLV/onju-voice?
    pass
    AI did not name justLV/onju-voice — 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 justLV/onju-voice in production, what risks or prerequisites should they evaluate first?
    pass
    AI named justLV/onju-voice 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 justLV/onju-voice solve, and who is the primary audience?
    pass
    AI named justLV/onju-voice explicitly

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

Embed your GEO score

Drop this badge into the README of justLV/onju-voice. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/justLV/onju-voice.svg)](https://repogeo.com/en/r/justLV/onju-voice)
HTML
<a href="https://repogeo.com/en/r/justLV/onju-voice"><img src="https://repogeo.com/badge/justLV/onju-voice.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

justLV/onju-voice — 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