RRepoGEO

REPOGEO REPORT · LITE

gradio-app/fastrtc

Default branch main · commit f9395ea2 · scanned 5/25/2026, 3:27:25 AM

GitHub: 4,587 stars · 433 forks

AI VISIBILITY SCORE
40 /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
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 gradio-app/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 the README's opening statement to clarify its unique value

    Why:

    CURRENT
    The Real-Time Communication Library for Python. Turn any python function into a real-time audio and video stream over WebRTC or WebSockets.
    COPY-PASTE FIX
    FastRTC is the Python library that transforms any Python function into a real-time audio and video stream, providing seamless WebRTC and WebSocket integration for conversational AI, interactive UIs, and live data processing.
  • mediumtopics#2
    Refine topics to be more specific to real-time streaming and WebRTC

    Why:

    CURRENT
    artificial-intelligence, hacktoberfest, hacktoberfest2025, llm, python, real-time, speech-to-text, text-to-speech
    COPY-PASTE FIX
    python, real-time, webrtc, websocket, audio-streaming, video-streaming, conversational-ai, llm, speech-to-text, text-to-speech, artificial-intelligence
  • mediumabout#3
    Update the repository description to be more specific

    Why:

    CURRENT
    The python library for real-time communication
    COPY-PASTE FIX
    Python library for real-time audio/video streaming, integrating WebRTC/WebSockets with any Python function for conversational AI and interactive UIs.

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 gradio-app/fastrtc
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Rasa
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Rasa · recommended 1×
  2. SpeechRecognition · recommended 1×
  3. DeepSpeech · recommended 1×
  4. Google Cloud Speech-to-Text · recommended 1×
  5. AWS Transcribe · recommended 1×
  • CATEGORY QUERY
    Python library for real-time conversational AI with integrated speech processing and UI?
    you: not recommended
    AI recommended (in order):
    1. Rasa
    2. SpeechRecognition
    3. DeepSpeech
    4. Google Cloud Speech-to-Text
    5. AWS Transcribe
    6. Azure Speech Service
    7. gTTS
    8. pyttsx3
    9. Google Cloud Text-to-Speech
    10. AWS Polly
    11. Streamlit
    12. Flask
    13. React
    14. DeepPavlov
    15. Whisper
    16. Tacotron 2
    17. spaCy
    18. NLTK
    19. Google Cloud Dialogflow ES/CX
    20. Django
    21. Amazon Lex
    22. boto3

    AI recommended 22 alternatives but never named gradio-app/fastrtc. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Framework for adding real-time audio/video streaming to a Python web application?
    you: not recommended
    AI recommended (in order):
    1. WebRTC
    2. aiohttp (aio-libs/aiohttp)
    3. FastAPI (tiangolo/fastapi)
    4. Django Channels (django/channels)
    5. aiortc (aiortc/aiortc)
    6. Flask-SocketIO (miguelgrinberg/Flask-SocketIO)
    7. Django-SocketIO (django-socketio/django-socketio)
    8. GStreamer (GStreamer/gstreamer)

    AI recommended 8 alternatives but never named gradio-app/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
    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 gradio-app/fastrtc?
    pass
    AI named gradio-app/fastrtc explicitly

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

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

    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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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite