RRepoGEO

REPOGEO REPORT · LITE

amicalhq/amical

Default branch main · commit 0c846cf0 · scanned 5/15/2026, 10:37:09 AM

GitHub: 1,222 stars · 101 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 amicalhq/amical, 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 statement to clarify it's an end-user app

    Why:

    CURRENT
    The README starts with images, links, and a Table of Contents before the 'Overview' section, delaying the core product description.
    COPY-PASTE FIX
    Insert the following sentence immediately after the initial header images/badges in the README: 'Amical is a local-first, open-source AI dictation and note-taking application for desktop productivity.'
  • mediumcomparison#2
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README titled 'Why Amical?' or 'Amical vs. Others' that explicitly highlights its local-first, open-source, and privacy-focused nature compared to common cloud-based or proprietary dictation tools like Dragon Professional, Otter.ai, or built-in OS dictation.
  • lowtopics#3
    Add specific topics to reinforce 'desktop app' and 'privacy'

    Why:

    CURRENT
    ai, ai-note-taking-app, asr, dictate, dictation, dictation-tool, electron, expo, local-ai, macos, mcp, meeting-notes, nextjs, ollama, productivity, self-hosted, speech-to-text, transcription, whisper, windows
    COPY-PASTE FIX
    Add `desktop-app` and `privacy-focused` to the existing topics list.

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 amicalhq/amical
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Whisper Desktop
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Whisper Desktop · recommended 1×
  2. Vosk · recommended 1×
  3. Mozilla DeepSpeech · recommended 1×
  4. Kaldi · recommended 1×
  5. Coqui STT · recommended 1×
  • CATEGORY QUERY
    I need an offline, open-source speech-to-text application for desktop productivity.
    you: not recommended
    AI recommended (in order):
    1. Whisper Desktop
    2. Vosk
    3. Mozilla DeepSpeech
    4. Kaldi
    5. Coqui STT

    AI recommended 5 alternatives but never named amicalhq/amical. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best AI-powered dictation tools for hands-free text input and note-taking?
    you: not recommended
    AI recommended (in order):
    1. Dragon Professional Individual
    2. Google Chrome's Live Caption / Voice Typing (Google Docs)
    3. Microsoft Dictate
    4. Apple Dictation
    5. Otter.ai
    6. Speechnotes

    AI recommended 6 alternatives but never named amicalhq/amical. 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 amicalhq/amical?
    pass
    AI named amicalhq/amical explicitly

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

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

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

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amicalhq/amical — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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