RRepoGEO

REPOGEO REPORT · LITE

fixie-ai/ultravox

Default branch main · commit 69ddc63b · scanned 5/20/2026, 5:12:03 PM

GitHub: 4,425 stars · 374 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
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 fixie-ai/ultravox, 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
    Integrate the core differentiator into the README's opening statement.

    Why:

    CURRENT
    <h3 align="center">
A fast multimodal LLM designed for real-time voice interactions
</h3>
    COPY-PASTE FIX
    # Ultravox: A Fast Multimodal LLM for Real-Time Voice Interactions
Ultravox is a new kind of multimodal LLM that can understand text as well as human speech, without the need for a separate Audio Speech Recognition (ASR) stage. It extends any open-weight LLM with a multimodal projector that converts audio directly into the high-dimensional space used by LLM.
  • mediumtopics#2
    Add more specific topics to improve categorization.

    Why:

    CURRENT
    ai, llm, slm, speech
    COPY-PASTE FIX
    ai, llm, slm, speech, multimodal-llm, real-time-voice, audio-to-llm, asr-free, voice-ai-agents
  • mediumreadme#3
    Add a clear 'Benefits for Developers' section emphasizing real-time integration.

    Why:

    COPY-PASTE FIX
    ### Benefits for Developers
Ultravox is designed for building real-time Voice AI agents. Its direct audio-to-LLM processing enables ultra-low latency, making it ideal for interactive applications where immediate responses are critical. Developers can integrate Ultravox to create highly responsive voice assistants, conversational AI, and other real-time speech-enabled experiences.

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 fixie-ai/ultravox
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Whisper
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Whisper · recommended 2×
  2. OpenAI GPT-4o · recommended 1×
  3. Google Gemini · recommended 1×
  4. Google Cloud Speech-to-Text · recommended 1×
  5. Google Cloud Text-to-Speech · recommended 1×
  • CATEGORY QUERY
    How can I integrate a fast multimodal LLM for real-time voice interactions in my application?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4o
    2. Google Gemini
    3. Google Cloud Speech-to-Text
    4. Google Cloud Text-to-Speech
    5. Anthropic Claude 3
    6. AssemblyAI
    7. Deepgram
    8. ElevenLabs
    9. Meta Llama 3
    10. Whisper
    11. Coqui TTS
    12. Perplexity AI

    AI recommended 12 alternatives but never named fixie-ai/ultravox. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are options for a speech-to-text LLM that processes audio directly without a separate ASR stage?
    you: not recommended
    AI recommended (in order):
    1. Whisper
    2. SeamlessM4T
    3. AudioPaLM
    4. Chirp

    AI recommended 4 alternatives but never named fixie-ai/ultravox. 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 fixie-ai/ultravox?
    pass
    AI named fixie-ai/ultravox explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite