RRepoGEO

REPOGEO REPORT · LITE

mbailey/voicemode

Default branch master · commit 94ea39d7 · scanned 6/27/2026, 2:06:30 AM

GitHub: 1,242 stars · 174 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
33 /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
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 mbailey/voicemode, 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
    Clarify the primary use case and target AI in the README's opening

    Why:

    CURRENT
    # VoiceMode

> Natural voice conversations with Claude Code (and other MCP capable agents)
    COPY-PASTE FIX
    # VoiceMode: Natural Voice Interface for AI Assistants (like Claude Code)

> VoiceMode enables natural, hands-free conversations with AI agents such as Claude Code, transforming how you interact with your digital assistant.
  • mediumtopics#2
    Add topics that emphasize AI assistant interaction and conversational AI

    Why:

    CURRENT
    anthropic, asr, claude, claudecode, kokoro, livekit, mcp, mcp-server, tts, voice, voicemode, whisper
    COPY-PASTE FIX
    anthropic, asr, claude, claudecode, kokoro, livekit, mcp, mcp-server, tts, voice, voicemode, whisper, conversational-ai, ai-assistant, llm-interface, voice-interaction
  • lowreadme#3
    Add a 'What VoiceMode Is (and Isn't)' section to the README

    Why:

    COPY-PASTE FIX
    ## What VoiceMode Is (and Isn't)

VoiceMode is a specialized voice interface for interacting with AI agents like Claude Code, designed for natural, hands-free conversations. It is not a general-purpose smart assistant like Alexa or Google Assistant, nor is it a low-level speech-to-text or text-to-speech API. Instead, it provides a complete, integrated experience for verbal interaction with your AI.

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 mbailey/voicemode
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Cloud Text-to-Speech
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud Text-to-Speech · recommended 3×
  2. Amazon Polly · recommended 2×
  3. ElevenLabs · recommended 2×
  4. Amazon Echo · recommended 1×
  5. Alexa · recommended 1×
  • CATEGORY QUERY
    How can I verbally interact with an AI assistant while my hands are occupied?
    you: not recommended
    AI recommended (in order):
    1. Amazon Echo
    2. Alexa
    3. Google Nest Hub
    4. Google Nest Mini
    5. Google Assistant
    6. Apple HomePod mini
    7. Siri
    8. Samsung Galaxy phones
    9. Bixby

    AI recommended 9 alternatives but never named mbailey/voicemode. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools enable real-time voice input and output for conversational AI applications?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Speech-to-Text
    2. Google Cloud Text-to-Speech
    3. Amazon Transcribe
    4. Amazon Polly
    5. Microsoft Azure Cognitive Services Speech
    6. OpenAI Whisper
    7. ElevenLabs
    8. Deepgram
    9. Google Cloud Text-to-Speech
    10. Amazon Polly
    11. AssemblyAI
    12. ElevenLabs
    13. Google Cloud Text-to-Speech

    AI recommended 13 alternatives but never named mbailey/voicemode. 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 mbailey/voicemode?
    pass
    AI did not name mbailey/voicemode — 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 mbailey/voicemode in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mbailey/voicemode 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 mbailey/voicemode solve, and who is the primary audience?
    pass
    AI named mbailey/voicemode explicitly

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

Embed your GEO score

Drop this badge into the README of mbailey/voicemode. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
<a href="https://repogeo.com/en/r/mbailey/voicemode"><img src="https://repogeo.com/badge/mbailey/voicemode.svg" alt="RepoGEO" /></a>
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mbailey/voicemode — 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