RRepoGEO

REPOGEO REPORT · LITE

JuergenFleiss/aTrain

Default branch develop · commit a8eb91ae · scanned 5/27/2026, 4:31:31 PM

GitHub: 1,141 stars · 82 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 JuergenFleiss/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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • mediumhomepage#1
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://flathub.org/apps/io.github.juergenfleiss.aTrain
  • lowreadme#2
    Clarify the README's opening sentence to emphasize 'desktop GUI tool'

    Why:

    CURRENT
    aTrain is a tool for automatically transcribing speech recordings utilizing state-of-the-art machine learning models without uploading any data.
    COPY-PASTE FIX
    aTrain is a desktop GUI tool for automatically transcribing speech recordings, including speaker diarization, utilizing state-of-the-art machine learning models without uploading any data.

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 JuergenFleiss/aTrain
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Whisper (OpenAI)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Whisper (OpenAI) · recommended 1×
  2. Pyannote.audio · recommended 1×
  3. whisper-diarization · recommended 1×
  4. Vosk API · recommended 1×
  5. SpeechBrain · recommended 1×
  • CATEGORY QUERY
    What tool can transcribe audio recordings offline with speaker identification?
    you: not recommended
    AI recommended (in order):
    1. Whisper (OpenAI)
    2. Pyannote.audio
    3. whisper-diarization
    4. Vosk API
    5. SpeechBrain
    6. Mozilla DeepSpeech
    7. Kaldi

    AI recommended 7 alternatives but never named JuergenFleiss/aTrain. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a desktop application to transcribe interviews securely without cloud uploads.
    you: not recommended
    AI recommended (in order):
    1. Whisper Desktop
    2. Trint
    3. Happy Scribe
    4. Dragon Professional Individual
    5. Express Scribe Pro
    6. Veed.io

    AI recommended 6 alternatives but never named JuergenFleiss/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 JuergenFleiss/aTrain?
    pass
    AI named JuergenFleiss/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 JuergenFleiss/aTrain in production, what risks or prerequisites should they evaluate first?
    pass
    AI named JuergenFleiss/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 JuergenFleiss/aTrain solve, and who is the primary audience?
    pass
    AI named JuergenFleiss/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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MARKDOWN (README)
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JuergenFleiss/aTrain — 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