RRepoGEO

REPOGEO REPORT · LITE

saharmor/whisper-playground

Default branch main · commit 7b6b7752 · scanned 6/10/2026, 1:32:14 AM

GitHub: 833 stars · 145 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)

2 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 saharmor/whisper-playground, 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 more specific topics to clarify its role as a web application framework

    Why:

    CURRENT
    machine-learning, openai, speech-recognition, speech-to-text, whisper
    COPY-PASTE FIX
    machine-learning, openai, speech-recognition, speech-to-text, whisper, web-application, real-time-transcription, ui-framework, self-hosted
  • highhomepage#2
    Add the online demo URL to the repository homepage field

    Why:

    COPY-PASTE FIX
    https://whisperui.monsterapi.ai
  • mediumreadme#3
    Explicitly state its nature as a self-hostable UI framework in the README's opening

    Why:

    CURRENT
    <h6 align="center">Instantly build real-time speech2text apps in 99 languages using faster-whisper, Diart, and Pyannote</h6>
    COPY-PASTE FIX
    <h6 align="center">Instantly build real-time speech2text apps in 99 languages using faster-whisper, Diart, and Pyannote</h6>
<p align="center">This repository provides a simple, self-hostable, no-code web interface and framework for building real-time speech-to-text applications.</p>

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 saharmor/whisper-playground
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AssemblyAI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AssemblyAI · recommended 2×
  2. AWS Transcribe · recommended 2×
  3. Deepgram · recommended 2×
  4. Google Cloud Speech-to-Text API · recommended 1×
  5. Vosk · recommended 1×
  • CATEGORY QUERY
    How to quickly build real-time speech-to-text web applications with a user interface?
    you: not recommended
    AI recommended (in order):
    1. AssemblyAI
    2. Google Cloud Speech-to-Text API
    3. AWS Transcribe
    4. Deepgram
    5. Vosk
    6. Mozilla DeepSpeech
    7. Wit.ai

    AI recommended 7 alternatives but never named saharmor/whisper-playground. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are frameworks for developing interactive, multi-language voice transcription web services?
    you: not recommended
    AI recommended (in order):
    1. Next.js (vercel/next.js)
    2. Vercel AI SDK (vercel/ai)
    3. OpenAI Whisper (openai/whisper)
    4. AssemblyAI
    5. React (facebook/react)
    6. Web Speech API
    7. Deepgram
    8. Google Cloud Speech-to-Text
    9. Python (python/cpython)
    10. FastAPI (tiangolo/fastapi)
    11. Django (django/django)
    12. SpeechRecognition (Uberi/speech_recognition)
    13. AWS Transcribe
    14. Node.js (nodejs/node)
    15. Express.js (expressjs/express)
    16. NestJS (nestjs/nest)
    17. @google-cloud/speech (googleapis/google-cloud-node)
    18. Gatsby (gatsbyjs/gatsby)
    19. AWS Lambda
    20. Netlify Functions
    21. Vercel Functions
    22. Vue.js (vuejs/core)
    23. Nuxt.js (nuxt/nuxt.js)

    AI recommended 23 alternatives but never named saharmor/whisper-playground. 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 saharmor/whisper-playground?
    pass
    AI named saharmor/whisper-playground explicitly

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

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

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

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saharmor/whisper-playground — 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