RRepoGEO

REPOGEO REPORT · LITE

dsa/fast-voice-assistant

Default branch main · commit 5fbf75ea · scanned 6/6/2026, 4:37:47 PM

GitHub: 592 stars · 89 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 dsa/fast-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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-voice-assistant, real-time-ai, low-latency, conversational-ai, speech-to-text, text-to-speech, llm, livekit, deepgram, cerebras, cartesia
  • highhomepage#2
    Add the homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://cerebras.vercel.app
  • mediumreadme#3
    Refine the README's opening sentence to emphasize its role as a solution/template

    Why:

    CURRENT
    This repo contains everything you need to run your own AI voice assistant that responds to you in less than 500ms.
    COPY-PASTE FIX
    This repository provides a complete, ready-to-run solution and template for building your own AI voice assistant that responds in less than 500ms.

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 dsa/fast-voice-assistant
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Amazon Polly
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Amazon Polly · recommended 2×
  2. Rasa · recommended 2×
  3. NVIDIA Riva · recommended 2×
  4. OpenAI Whisper · recommended 2×
  5. Google Cloud Dialogflow CX · recommended 1×
  • CATEGORY QUERY
    How can I build a real-time conversational AI assistant with very low latency?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Dialogflow CX
    2. Google Cloud Speech-to-Text
    3. Google Cloud Text-to-Speech
    4. AWS Lex V2
    5. Amazon Transcribe
    6. Amazon Polly
    7. Microsoft Azure Bot Service
    8. Azure Cognitive Services Speech
    9. Rasa
    10. NVIDIA Riva
    11. Mozilla DeepSpeech
    12. MaryTTS
    13. Mozilla TTS
    14. OpenAI API
    15. GPT-4
    16. GPT-3.5 Turbo
    17. AssemblyAI
    18. Deepgram
    19. ElevenLabs
    20. Hugging Face Transformers
    21. OpenAI Whisper
    22. Bark
    23. VITS

    AI recommended 23 alternatives but never named dsa/fast-voice-assistant. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Which frameworks enable building an AI-powered voice assistant with minimal response delay?
    you: not recommended
    AI recommended (in order):
    1. NVIDIA Riva
    2. DeepSpeech (Mozilla)
    3. Coqui TTS
    4. Rasa
    5. Google Cloud Speech-to-Text API
    6. Dialogflow
    7. Google Cloud Text-to-Speech API
    8. Amazon Transcribe Streaming
    9. Amazon Polly
    10. Amazon Lex
    11. OpenAI Whisper
    12. Eleven Labs
    13. spaCy
    14. Picovoice Rhino Speech-to-Intent
    15. Porcupine Wake Word
    16. Leopard Speech-to-Text
    17. Orca Text-to-Speech

    AI recommended 17 alternatives but never named dsa/fast-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 dsa/fast-voice-assistant?
    pass
    AI named dsa/fast-voice-assistant explicitly

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

  • If a team adopts dsa/fast-voice-assistant in production, what risks or prerequisites should they evaluate first?
    pass
    AI named dsa/fast-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 dsa/fast-voice-assistant solve, and who is the primary audience?
    pass
    AI named dsa/fast-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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  • Brand-free category queries5 vs 2 in Lite
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