RRepoGEO

REPOGEO REPORT · LITE

Beingpax/VoiceInk

Default branch main · commit a2d23baa · scanned 5/20/2026, 11:22:01 AM

GitHub: 5,005 stars · 691 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 Beingpax/VoiceInk, 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
    Explicitly state the license in the README

    Why:

    COPY-PASTE FIX
    Add 'VoiceInk is licensed under GPL-3.0.' prominently near the top of the README, for example, right after the main title or description.
  • hightopics#2
    Add specific topics for voice-to-text, AI, and privacy

    Why:

    CURRENT
    macos, macos-app, swift
    COPY-PASTE FIX
    macos, macos-app, swift, voice-to-text, speech-to-text, dictation, whisper-ai, offline-ai, privacy, transcription
  • mediumreadme#3
    Rewrite the README's opening paragraph to emphasize native macOS, local AI, and privacy

    Why:

    CURRENT
    VoiceInk is a native macOS application that transcribes what you say to text almost instantly. You can find all the information and download the app from here.
    COPY-PASTE FIX
    VoiceInk is a powerful, privacy-focused native macOS application that leverages local AI models to transcribe your voice to text almost instantly. Designed as the most efficient and privacy-focused voice-to-text solution for macOS, it offers a superior alternative to cloud-based services.

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 Beingpax/VoiceInk
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ggerganov/whisper.cpp
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ggerganov/whisper.cpp · recommended 1×
  2. alphacep/vosk-api · recommended 1×
  3. mozilla/DeepSpeech · recommended 1×
  4. MacWhisper · recommended 1×
  5. openai/whisper · recommended 1×
  • CATEGORY QUERY
    Seeking an open-source voice-to-text application for macOS with no recurring fees.
    you: not recommended
    AI recommended (in order):
    1. Whisper.cpp (ggerganov/whisper.cpp)
    2. Vosk (alphacep/vosk-api)
    3. Mozilla DeepSpeech (mozilla/DeepSpeech)
    4. MacWhisper
    5. OpenAI Whisper (openai/whisper)

    AI recommended 5 alternatives but never named Beingpax/VoiceInk. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Which macOS dictation software uses local AI models for privacy and speed?
    you: not recommended
    AI recommended (in order):
    1. Apple Dictation (Enhanced Dictation)

    AI recommended 1 alternative but never named Beingpax/VoiceInk. 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 Beingpax/VoiceInk?
    pass
    AI named Beingpax/VoiceInk explicitly

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

  • If a team adopts Beingpax/VoiceInk in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Beingpax/VoiceInk 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 Beingpax/VoiceInk solve, and who is the primary audience?
    pass
    AI named Beingpax/VoiceInk 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 Beingpax/VoiceInk. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/Beingpax/VoiceInk.svg)](https://repogeo.com/en/r/Beingpax/VoiceInk)
HTML
<a href="https://repogeo.com/en/r/Beingpax/VoiceInk"><img src="https://repogeo.com/badge/Beingpax/VoiceInk.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

Beingpax/VoiceInk — 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