RRepoGEO

REPOGEO REPORT · LITE

soupslurpr/Transcribro

Default branch main · commit 6f6ec0c7 · scanned 6/7/2026, 3:36:52 PM

GitHub: 714 stars · 32 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 soupslurpr/Transcribro, 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 opening to clarify it's a ready-to-use application, not a library

    Why:

    CURRENT
    Transcribro is a private and on-device speech recognition keyboard and service for Android.
    COPY-PASTE FIX
    Transcribro is a complete, ready-to-use private and on-device speech recognition keyboard and service for Android. It provides a fully functional solution for users and app integrators, rather than a development library or SDK.
  • mediumhomepage#2
    Add the repository URL as the project homepage

    Why:

    COPY-PASTE FIX
    https://github.com/soupslurpr/Transcribro
  • lowreadme#3
    Clarify confusing sentence in the download section

    Why:

    CURRENT
    It can also be found on a Bluesky post to distrust the website. It is encouraged to verify it's the same with other people as
    COPY-PASTE FIX
    It can also be found on a Bluesky post. It is encouraged to verify the package details with other people to ensure authenticity.

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 soupslurpr/Transcribro
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google's On-Device Speech Recognizer
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google's On-Device Speech Recognizer · recommended 1×
  2. Mozilla DeepSpeech · recommended 1×
  3. TensorFlow Lite · recommended 1×
  4. Picovoice Rhino Speech-to-Text Engine · recommended 1×
  5. Kaldi · recommended 1×
  • CATEGORY QUERY
    How to implement private, on-device speech-to-text functionality within an Android application?
    you: not recommended
    AI recommended (in order):
    1. Google's On-Device Speech Recognizer
    2. Mozilla DeepSpeech
    3. TensorFlow Lite
    4. Picovoice Rhino Speech-to-Text Engine
    5. Kaldi
    6. Vosk

    AI recommended 6 alternatives but never named soupslurpr/Transcribro. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are options for integrating a local speech recognition keyboard into an Android app?
    you: not recommended
    AI recommended (in order):
    1. Google ML Kit
    2. Vosk (alphacep/vosk-api)
    3. Picovoice Rhino Speech-to-Intent (Picovoice/rhino)
    4. Mozilla DeepSpeech (mozilla/DeepSpeech)
    5. Pocketsphinx (cmusphinx/pocketsphinx)

    AI recommended 5 alternatives but never named soupslurpr/Transcribro. 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 soupslurpr/Transcribro?
    pass
    AI named soupslurpr/Transcribro explicitly

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

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

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

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soupslurpr/Transcribro — 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