RRepoGEO

REPOGEO REPORT · LITE

jhj0517/Whisper-WebUI

Default branch master · commit c3bb3b18 · scanned 5/12/2026, 3:31:52 AM

GitHub: 2,777 stars · 415 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 jhj0517/Whisper-WebUI, 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 H1 and opening sentence to emphasize advanced open-source features

    Why:

    CURRENT
    # Whisper-WebUI
A Gradio-based browser interface for Whisper. You can use it as an Easy Subtitle Generator!
    COPY-PASTE FIX
    # Whisper-WebUI: Advanced Open-Source Web Interface for Whisper Subtitle Generation
A Gradio-based browser interface for Whisper, offering an easy-to-use, feature-rich open-source alternative for subtitle generation, speech-to-text translation, and audio processing.
  • mediumabout#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/jhj0517/Whisper-WebUI
  • mediumtopics#3
    Expand repository topics to include specific advanced features

    Why:

    CURRENT
    ai, gradio, open-source, python, pytorch, web-ui, whisper
    COPY-PASTE FIX
    ai, gradio, open-source, python, pytorch, web-ui, whisper, speech-to-text, subtitle-generator, audio-translation, speaker-diarization, vad, audio-processing

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 jhj0517/Whisper-WebUI
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. VEED.io · recommended 1×
  3. Kapwing · recommended 1×
  4. Rev.com · recommended 1×
  5. Trint · recommended 1×
  • CATEGORY QUERY
    How can I easily generate subtitles from video files or YouTube using a web interface?
    you: not recommended
    AI recommended (in order):
    1. Happy Scribe
    2. VEED.io
    3. Kapwing
    4. Rev.com
    5. Trint
    6. YouTube Studio

    AI recommended 6 alternatives but never named jhj0517/Whisper-WebUI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source Python tool offers speech-to-text translation and speaker diarization for audio?
    you: not recommended
    AI recommended (in order):
    1. Whisper
    2. Pyannote.audio
    3. Vosk
    4. Mozilla DeepSpeech
    5. SpeechRecognition
    6. Google Cloud Speech-to-Text
    7. CMU Sphinx

    AI recommended 7 alternatives but never named jhj0517/Whisper-WebUI. 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 jhj0517/Whisper-WebUI?
    pass
    AI named jhj0517/Whisper-WebUI explicitly

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

  • If a team adopts jhj0517/Whisper-WebUI in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jhj0517/Whisper-WebUI 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 jhj0517/Whisper-WebUI solve, and who is the primary audience?
    pass
    AI named jhj0517/Whisper-WebUI explicitly

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

Embed your GEO score

Drop this badge into the README of jhj0517/Whisper-WebUI. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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jhj0517/Whisper-WebUI — 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