REPOGEO REPORT · LITE

mbailey/voicemode

Default branch master · commit 733a95df · scanned 5/16/2026, 6:42:39 AM

GitHub: 1,179 stars · 164 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 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

Reposition README H1 and opening paragraph to explicitly state purpose for AI coding assistants

Why:

CURRENT

# VoiceMode > Natural voice conversations with Claude Code (and other MCP capable agents)

COPY-PASTE FIX

# VoiceMode: Natural Voice Conversations for AI Coding Assistants (e.g., Claude Code)

VoiceMode enables natural, hands-free voice conversations with AI coding assistants like Claude Code. It's designed for developers who want to interact with their AI agent using their voice, especially when typing isn't convenient.

mediumreadme#2

Add a 'What VoiceMode is NOT' section to the README

Why:

COPY-PASTE FIX

## What VoiceMode is NOT

- **Not a general operating system voice control or dictation tool:** VoiceMode is specifically for interacting with AI conversational agents, not for controlling your entire OS or general text input.
- **Not a voice changer or audio effects tool:** Its purpose is natural language interaction, not modifying your voice.
- **Not a standalone AI coding assistant:** VoiceMode enhances existing AI coding assistants like Claude Code with a voice interface.

mediumtopics#3

Add more explicit 'AI coding assistant' related topics

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, ai-coding-assistant, conversational-ai, hands-free-coding

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

Of all named tools, what % are you?

Top rival

Cursor

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Cursor · recommended 2×
Dragon NaturallySpeaking · recommended 2×
macOS Accessibility Voice Control · recommended 1×
Windows Speech Recognition · recommended 1×
GitHub Copilot Chat · recommended 1×

CATEGORY QUERY
How can I interact with an AI coding assistant using only my voice?
you: not recommended
AI recommended (in order):
1. Cursor
2. macOS Accessibility Voice Control
3. Windows Speech Recognition
4. GitHub Copilot Chat
5. Google Chrome's Live Caption/Dictation
6. Dragon NaturallySpeaking
7. VS Code
8. GitHub Copilot
9. "Voice Code" extension
10. "Code with Voice" extension
11. ChatGPT
12. Claude
13. Gemini
14. Microsoft Edge's voice typing
15. Talon Voice
AI recommended 15 alternatives but never named mbailey/voicemode. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking a tool for hands-free coding and debugging with an AI conversational agent.
you: not recommended
AI recommended (in order):
1. Cursor
2. VS Code (microsoft/vscode)
3. GitHub Copilot Chat (github/copilot.vscode)
4. JetBrains IDEs
5. JetBrains AI Assistant
6. Continue (continue-team/continue)
7. Talon Voice (talonvoice/talon)
8. Dragon NaturallySpeaking
AI recommended 8 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 named mbailey/voicemode explicitly
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

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Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/mbailey/voicemode.svg)](https://repogeo.com/en/r/mbailey/voicemode)

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