RRepoGEO

REPOGEO REPORT · LITE

PromtEngineer/Verbi

Default branch main · commit 916c2427 · scanned 5/8/2026, 10:52:39 PM

GitHub: 1,120 stars · 217 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 PromtEngineer/Verbi, 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 to improve categorization and visibility

    Why:

    COPY-PASTE FIX
    voice-assistant, speech-to-text, text-to-speech, llm, ai-models, modular-ai, python, openai, groq, deepgram, elevenlabs, cartesiaai, ollama
  • highreadme#2
    Add a concise tagline immediately after the H1 in the README

    Why:

    CURRENT
    # VERBI - Voice Assistant 🎙️
<p align="center">
<a href="https://trendshift.io/repositories/11584" target="_blank"></a>
</p>
    COPY-PASTE FIX
    # VERBI - Voice Assistant 🎙️
A modular voice assistant application for experimenting with state-of-the-art transcription, response generation, and text-to-speech models.
<p align="center">
<a href="https://trendshift.io/repositories/11584" target="_blank"></a>
</p>
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://promtengineer.github.io/Verbi (or a link to a dedicated project page/demo)

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 PromtEngineer/Verbi
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Coqui TTS
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Coqui TTS · recommended 2×
  2. Mycroft AI · recommended 1×
  3. Rhino Speech-to-Intent · recommended 1×
  4. Porcupine Wake Word · recommended 1×
  5. Rasa · recommended 1×
  • CATEGORY QUERY
    How to build a customizable voice assistant for experimenting with different AI models?
    you: not recommended
    AI recommended (in order):
    1. Mycroft AI
    2. Rhino Speech-to-Intent
    3. Porcupine Wake Word
    4. Coqui TTS
    5. Rasa
    6. Open Assistant
    7. Mozilla DeepSpeech
    8. Tacotron 2
    9. WaveNet
    10. Google Cloud Speech-to-Text
    11. AWS Transcribe
    12. Azure Speech-to-Text
    13. Google Cloud Text-to-Speech
    14. AWS Polly
    15. Azure Text-to-Speech
    16. Flask
    17. Django
    18. transformers
    19. spaCy
    20. NLTK
    21. scikit-learn
    22. PyTorch
    23. TensorFlow

    AI recommended 23 alternatives but never named PromtEngineer/Verbi. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for comparing various transcription, generation, and text-to-speech models in a voice app?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers
    2. Hugging Face Datasets
    3. OpenAI API
    4. Whisper
    5. GPT-3.5
    6. GPT-4
    7. TTS
    8. Google Cloud AI Platform
    9. Speech-to-Text
    10. Text-to-Speech
    11. PaLM
    12. Gemini
    13. AssemblyAI
    14. Mozilla Common Voice
    15. DeepSpeech
    16. Coqui TTS

    AI recommended 16 alternatives but never named PromtEngineer/Verbi. 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 PromtEngineer/Verbi?
    pass
    AI named PromtEngineer/Verbi explicitly

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

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

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

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PromtEngineer/Verbi — 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