RRepoGEO

REPOGEO REPORT · LITE

ahmetoner/whisper-asr-webservice

Default branch main · commit d3ef1d90 · scanned 5/16/2026, 9:37:17 AM

GitHub: 3,265 stars · 576 forks

AI VISIBILITY SCORE
27 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
1 / 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 ahmetoner/whisper-asr-webservice, 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 H1 and opening paragraph to emphasize "Dockerized API service"

    Why:

    CURRENT
    # Whisper ASR Box
Whisper ASR Box is a general-purpose speech recognition toolkit. Whisper Models are trained on a large dataset of diverse audio and is also a multitask model that can perform multilingual speech recognition as well as speech translation and language identification.
    COPY-PASTE FIX
    # Whisper ASR Webservice API
Whisper ASR Webservice API is a robust, Dockerized solution for deploying OpenAI's Whisper models as a scalable speech recognition API. It provides a general-purpose toolkit for multilingual speech recognition, translation, and language identification, making it easy to integrate powerful ASR capabilities into your applications.
  • mediumtopics#2
    Add "api" and "webservice" to topics

    Why:

    CURRENT
    asr, automatic-speech-recognition, docker, openai-whisper, speech, speech-recognition, speech-to-text
    COPY-PASTE FIX
    asr, automatic-speech-recognition, docker, openai-whisper, speech, speech-recognition, speech-to-text, api, webservice
  • mediumreadme#3
    Explicitly state "offline" capability and "production-ready" nature in the README

    Why:

    COPY-PASTE FIX
    Add the following sentence to the introductory paragraph of the README: 'Designed for self-hosting, this service operates entirely offline within your containerized environment, offering production-grade reliability for your applications.'

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 ahmetoner/whisper-asr-webservice
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Whisper
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Whisper · recommended 2×
  2. Kaldi · recommended 2×
  3. NVIDIA Riva · recommended 1×
  4. DeepSpeech · recommended 1×
  5. Google Cloud Speech-to-Text · recommended 1×
  • CATEGORY QUERY
    How to deploy a robust speech-to-text API service with Docker?
    you: not recommended
    AI recommended (in order):
    1. NVIDIA Riva
    2. DeepSpeech
    3. Whisper
    4. Kaldi
    5. Google Cloud Speech-to-Text

    AI recommended 5 alternatives but never named ahmetoner/whisper-asr-webservice. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an offline multilingual speech recognition solution that runs in a container.
    you: not recommended
    AI recommended (in order):
    1. Whisper
    2. Mozilla DeepSpeech
    3. Kaldi
    4. Vosk
    5. Picovoice Rhino/Porcupine

    AI recommended 5 alternatives but never named ahmetoner/whisper-asr-webservice. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 ahmetoner/whisper-asr-webservice?
    pass
    AI did not name ahmetoner/whisper-asr-webservice — likely talking about a different project

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

  • If a team adopts ahmetoner/whisper-asr-webservice in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ahmetoner/whisper-asr-webservice 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 ahmetoner/whisper-asr-webservice solve, and who is the primary audience?
    pass
    AI did not name ahmetoner/whisper-asr-webservice — likely talking about a different project

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

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ahmetoner/whisper-asr-webservice — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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