RRepoGEO

REPOGEO REPORT · LITE

fluxions-ai/vui

Default branch main · commit 0006ff5a · scanned 6/8/2026, 8:57:29 PM

GitHub: 697 stars · 71 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 fluxions-ai/vui, 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 sentence to emphasize 'framework'

    Why:

    CURRENT
    Vui is a real-time voice assistant: speak into your mic, the model transcribes, runs a local LLM, and streams a TTS reply back — all from a single Python server.
    COPY-PASTE FIX
    Vui is a complete, real-time voice assistant framework for building conversational AI applications: speak into your mic, the model transcribes, runs a local LLM, and streams a TTS reply back — all from a single Python server.
  • mediumlicense#2
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    Add a line to your README, for example: "Vui is licensed under Apache 2.0. Please see the `LICENSE` file for full details."
  • lowtopics#3
    Add more specific topics to improve category matching

    Why:

    CURRENT
    audio-generation, conversational-ai, edge-ai, lightweight, llama, multi-speaker, on-device, openai-realtime, pytorch, qwen, realtime-api, speech-synthesis, streaming, text-to-speech, tts, voice-ai, voice-assistant, voice-cloning, webrtc, whisper
    COPY-PASTE FIX
    Add `local-llm`, `voice-assistant-framework`, `conversational-ai-framework` to the existing topics.

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 fluxions-ai/vui
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
openai/whisper
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. openai/whisper · recommended 1×
  2. ggerganov/llama.cpp · recommended 1×
  3. rhasspy/piper · recommended 1×
  4. PyAudio/PyAudio · recommended 1×
  5. spatialaudio/python-sounddevice · recommended 1×
  • CATEGORY QUERY
    How to build a real-time voice assistant with local LLM and streaming speech synthesis?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Whisper (openai/whisper)
    2. llama.cpp (ggerganov/llama.cpp)
    3. Piper (rhasspy/piper)
    4. PyAudio (PyAudio/PyAudio)
    5. SoundDevice (spatialaudio/python-sounddevice)
    6. FastAPI (tiangolo/fastapi)
    7. Flask (pallets/flask)
    8. Vosk (alphacep/vosk-api)
    9. Coqui TTS (coqui-ai/TTS)

    AI recommended 9 alternatives but never named fluxions-ai/vui. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an on-device conversational AI framework supporting voice cloning and barge-in.
    you: not recommended
    AI recommended (in order):
    1. NVIDIA Riva
    2. Picovoice
    3. Rhino Speech-to-Intent
    4. Porcupine Wake Word
    5. Leopard Speech-to-Text
    6. Orca Text-to-Speech
    7. Coqui TTS
    8. Vosk
    9. Kaldi
    10. Mozilla DeepSpeech
    11. Tacotron 2
    12. WaveNet
    13. Edge Impulse

    AI recommended 13 alternatives but never named fluxions-ai/vui. 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 fluxions-ai/vui?
    pass
    AI named fluxions-ai/vui explicitly

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

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

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

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fluxions-ai/vui — 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