RRepoGEO

REPOGEO REPORT · LITE

kadirnar/whisper-plus

Default branch main · commit 1b54cc72 · scanned 6/26/2026, 7:41:59 PM

GitHub: 1,954 stars · 147 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 kadirnar/whisper-plus, 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 specific topics for better categorization

    Why:

    COPY-PASTE FIX
    speech-to-text, whisper, audio-transcription, python, machine-learning, deep-learning, youtube-transcription, speaker-diarization, faster-transcription
  • highreadme#2
    Add a clear introductory sentence to the README

    Why:

    COPY-PASTE FIX
    WhisperPlus is an advanced open-source Python library designed to enhance OpenAI's Whisper model, offering features like faster transcription, direct YouTube URL processing, and integrated speaker diarization.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://huggingface.co/spaces/ArtGAN/Audio-WebUI

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 kadirnar/whisper-plus
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Happy Scribe
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Happy Scribe · recommended 1×
  2. Trint · recommended 1×
  3. VEED.io · recommended 1×
  4. Descript · recommended 1×
  5. Rev · recommended 1×
  • CATEGORY QUERY
    How to quickly transcribe spoken content from YouTube video URLs into text?
    you: not recommended
    AI recommended (in order):
    1. Happy Scribe
    2. Trint
    3. VEED.io
    4. Descript
    5. Rev
    6. Otter.ai

    AI recommended 6 alternatives but never named kadirnar/whisper-plus. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are efficient speech-to-text libraries for faster transcription and lower resource usage?
    you: not recommended
    AI recommended (in order):
    1. Whisper
    2. Vosk
    3. Mozilla DeepSpeech
    4. Google Cloud Speech-to-Text
    5. AssemblyAI
    6. Picovoice Rhino Speech-to-Text

    AI recommended 6 alternatives but never named kadirnar/whisper-plus. 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 kadirnar/whisper-plus?
    pass
    AI named kadirnar/whisper-plus explicitly

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

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

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

Embed your GEO score

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MARKDOWN (README)
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kadirnar/whisper-plus — 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