RRepoGEO

REPOGEO REPORT · LITE

sofdog-gh/realtime-transcription-fastrtc

Default branch main · commit 50384329 · scanned 6/11/2026, 12:17:34 PM

GitHub: 702 stars · 85 forks

AI VISIBILITY SCORE
22 /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
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 sofdog-gh/realtime-transcription-fastrtc, 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 opening to emphasize local, real-time, WebRTC-powered transcription

    Why:

    CURRENT
    This project uses FastRTC to handle live interaction between audio input and text output, and open-source Automatic Speech Recognition (ASR) models via Transformers.
    COPY-PASTE FIX
    This project provides a self-hostable, low-latency system for real-time speech transcription, integrating WebRTC for live browser-based audio streaming with local open-source Automatic Speech Recognition (ASR) models like Whisper. It's ideal for developers building applications requiring private, real-time speech-to-text without relying on cloud APIs.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    realtime, speech-to-text, asr, whisper, webrtc, local-inference, python, machine-learning, transcription
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/sofi444/realtime-transcription-fastrtc

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 sofdog-gh/realtime-transcription-fastrtc
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Cloud Speech-to-Text
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud Speech-to-Text · recommended 1×
  2. AWS Transcribe Streaming · recommended 1×
  3. Azure Cognitive Services Speech-to-Text · recommended 1×
  4. AssemblyAI · recommended 1×
  5. Deepgram · recommended 1×
  • CATEGORY QUERY
    How to get live audio transcribed into text in real-time?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Speech-to-Text
    2. AWS Transcribe Streaming
    3. Azure Cognitive Services Speech-to-Text
    4. AssemblyAI
    5. Deepgram
    6. OpenAI Whisper
    7. replicate.com
    8. huggingface.co

    AI recommended 8 alternatives but never named sofdog-gh/realtime-transcription-fastrtc. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source tools provide real-time speech-to-text conversion on a local machine?
    you: not recommended
    AI recommended (in order):
    1. Whisper (OpenAI) (openai/whisper)
    2. Vosk (Alpha Cephei) (alphacep/vosk-api)
    3. Mozilla DeepSpeech (mozilla/DeepSpeech)
    4. Kaldi (kaldi-asr/kaldi)

    AI recommended 4 alternatives but never named sofdog-gh/realtime-transcription-fastrtc. 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 sofdog-gh/realtime-transcription-fastrtc?
    pass
    AI did not name sofdog-gh/realtime-transcription-fastrtc — 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 sofdog-gh/realtime-transcription-fastrtc in production, what risks or prerequisites should they evaluate first?
    pass
    AI named sofdog-gh/realtime-transcription-fastrtc 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 sofdog-gh/realtime-transcription-fastrtc solve, and who is the primary audience?
    pass
    AI did not name sofdog-gh/realtime-transcription-fastrtc — 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?

Embed your GEO score

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sofdog-gh/realtime-transcription-fastrtc — 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