RRepoGEO

REPOGEO REPORT · LITE

schibsted/WAAS

Default branch main · commit 1d18993e · scanned 5/13/2026, 9:07:18 AM

GitHub: 2,069 stars · 116 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 schibsted/WAAS, 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
  • highabout#1
    Clarify the 'About' description to prevent misinterpretation of 'WAAS'

    Why:

    CURRENT
    Whisper as a Service (GUI and API with queuing for OpenAI Whisper)
    COPY-PASTE FIX
    WaaS (Whisper as a Service) provides a GUI and API for OpenAI Whisper, featuring job queuing and an integrated editor for audio/video transcription.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    whisper, openai-whisper, speech-to-text, audio-transcription, video-transcription, api, gui, queue, machine-learning, ai
  • mediumreadme#3
    Clarify the relationship between WAAS and Jojo in the README's introduction

    Why:

    CURRENT
    # WaaS - Whisper as a Service
    
    GUI and API for OpenAI Whisper
    ...
    ## What is Jojo?
    
    Jojo is a GUI for upload and transcribe a audio or video file.
    COPY-PASTE FIX
    # WaaS - Whisper as a Service
    
    WaaS (Whisper as a Service) provides a robust GUI and API for OpenAI Whisper, featuring job queuing and an integrated editor. It enables easy transcription of audio and video files.
    
    ## What is Jojo?
    
    Jojo is the user-friendly GUI component of WaaS, designed for uploading and transcribing audio or video files.

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 schibsted/WAAS
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Cloud Platform (GCP)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud Platform (GCP) · recommended 1×
  2. Google Cloud Speech-to-Text API · recommended 1×
  3. Google Cloud Storage · recommended 1×
  4. Google App Engine · recommended 1×
  5. Google Kubernetes Engine (GKE) · recommended 1×
  • CATEGORY QUERY
    How can I deploy a web-based service for transcribing audio and video content?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Platform (GCP)
    2. Google Cloud Speech-to-Text API
    3. Google Cloud Storage
    4. Google App Engine
    5. Google Kubernetes Engine (GKE)
    6. Python
    7. Flask
    8. Django
    9. Node.js
    10. Express.js
    11. AWS (Amazon Web Services)
    12. Amazon Transcribe
    13. Amazon S3
    14. AWS Lambda
    15. Amazon EC2
    16. Elastic Beanstalk
    17. Azure
    18. Azure Cognitive Services Speech
    19. Azure Blob Storage
    20. Azure App Service
    21. C#
    22. ASP.NET Core
    23. AssemblyAI
    24. AssemblyAI API
    25. DigitalOcean
    26. Vultr
    27. Hugging Face Transformers
    28. OpenAI Whisper
    29. FastAPI
    30. MinIO

    AI recommended 30 alternatives but never named schibsted/WAAS. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source speech-to-text API with job management and transcript editing.
    you: not recommended
    AI recommended (in order):
    1. Whisper
    2. Whisper-UI
    3. Whisper-ASR-WebUI
    4. Mozilla DeepSpeech
    5. Kaldi
    6. Vosk
    7. Coqui STT

    AI recommended 7 alternatives but never named schibsted/WAAS. 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 schibsted/WAAS?
    pass
    AI named schibsted/WAAS explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite