RRepoGEO

REPOGEO REPORT · LITE

aTrainTranscription/aTrain

Default branch develop · commit 725f4a0c · scanned 7/1/2026, 12:46:40 PM

GitHub: 1,165 stars · 87 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 aTrainTranscription/aTrain, 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
  • hightopics#1
    Add descriptive topics to the repository

    Why:

    COPY-PASTE FIX
    speech-to-text, transcription, offline, gui, whisper, diarization, machine-learning, audio-processing, desktop-app, privacy-preserving
  • highreadme#2
    Reposition the README's main heading to emphasize "desktop GUI" and "offline transcription"

    Why:

    CURRENT
    ## Accessible Transcription of Interviews
    COPY-PASTE FIX
    ## aTrain: Offline Desktop GUI for AI Speech Transcription with Speaker Diarization
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://flathub.org/apps/io.github.juergenfleiss.aTrain

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 aTrainTranscription/aTrain
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 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Whisper Desktop · recommended 2×
  2. Trint · recommended 2×
  3. Vosk · recommended 1×
  4. Descript · recommended 1×
  5. Otter.ai · recommended 1×
  • CATEGORY QUERY
    What are good desktop tools for transcribing audio recordings with speaker separation locally?
    you: not recommended
    AI recommended (in order):
    1. Whisper Desktop
    2. Vosk
    3. Trint
    4. Descript
    5. Otter.ai
    6. Audacity

    AI recommended 6 alternatives but never named aTrainTranscription/aTrain. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a robust GUI application for accurate offline speech-to-text conversion using advanced AI models.
    you: not recommended
    AI recommended (in order):
    1. Whisper Desktop
    2. Vosk Speech Recognition Toolkit
    3. DeepSpeech
    4. Dragon NaturallySpeaking
    5. Trint
    6. SpeechText.AI

    AI recommended 6 alternatives but never named aTrainTranscription/aTrain. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 aTrainTranscription/aTrain?
    pass
    AI named aTrainTranscription/aTrain explicitly

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

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

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

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aTrainTranscription/aTrain — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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aTrainTranscription/aTrain — RepoGEO report