RRepoGEO

REPOGEO REPORT · LITE

janvarev/Irene-Voice-Assistant

Default branch master · commit 41d914ac · scanned 5/25/2026, 9:37:14 AM

GitHub: 1,134 stars · 149 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 janvarev/Irene-Voice-Assistant, 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 opening to highlight key differentiators

    Why:

    CURRENT
    Ирина - русский голосовой ассистент для работы оффлайн. Требует Python 3.5+ (зависимость может быть меньше, но в любом случае Python 3) Поддерживает плагины (скиллы).
    COPY-PASTE FIX
    Ирина - полноценный русский голосовой ассистент, разработанный для работы полностью оффлайн. Он поддерживает расширение функционала через плагины (скиллы) и предлагает интеграцию с современными LLM, предоставляя приватную и мощную альтернативу облачным решениям.
  • mediumlicense#2
    Clarify project license in README

    Why:

    COPY-PASTE FIX
    Этот проект распространяется под лицензией, описанной в файле LICENSE. Пожалуйста, ознакомьтесь с файлом LICENSE для получения полной информации о правах и ограничениях.
  • mediumhomepage#3
    Add a project homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/janvarev/Irene-Voice-Assistant

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 janvarev/Irene-Voice-Assistant
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. Kaldi · recommended 2×
  3. Vosk · recommended 2×
  4. Mycroft AI · recommended 2×
  5. Picovoice · recommended 2×
  • CATEGORY QUERY
    How to build a custom voice assistant that works completely offline?
    you: not recommended
    AI recommended (in order):
    1. Rhasspy
    2. Kaldi
    3. Vosk
    4. OpenFST
    5. FuzzyWuzzy
    6. MaryTTS
    7. eSpeak
    8. RASA Open Source
    9. eSpeak NG
    10. spaCy
    11. NLTK
    12. scikit-learn
    13. Mycroft AI
    14. Mycroft Core
    15. Mimic 3
    16. Coqui TTS
    17. Picovoice
    18. Porcupine
    19. Rhino
    20. Leopard

    AI recommended 20 alternatives but never named janvarev/Irene-Voice-Assistant. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the options for a Python-based voice assistant with Russian language support and LLM integration?
    you: not recommended
    AI recommended (in order):
    1. Rhasspy
    2. Mycroft AI
    3. OpenAI GPT-4/GPT-3.5 Turbo
    4. Kaldi
    5. Vosk
    6. Anthropic Claude
    7. Google Gemini
    8. Hugging Face Transformers
    9. LangChain
    10. Picovoice
    11. Porcupine
    12. Rhino
    13. Leopard
    14. Mozilla DeepSpeech
    15. Coqui STT
    16. RASA
    17. Yandex SpeechKit

    AI recommended 17 alternatives but never named janvarev/Irene-Voice-Assistant. 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 janvarev/Irene-Voice-Assistant?
    pass
    AI did not name janvarev/Irene-Voice-Assistant — 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 janvarev/Irene-Voice-Assistant in production, what risks or prerequisites should they evaluate first?
    pass
    AI named janvarev/Irene-Voice-Assistant 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 janvarev/Irene-Voice-Assistant solve, and who is the primary audience?
    pass
    AI named janvarev/Irene-Voice-Assistant explicitly

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

Embed your GEO score

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janvarev/Irene-Voice-Assistant — 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