RRepoGEO

REPOGEO REPORT · LITE

cbh123/narrator

Default branch main · commit 20c656c6 · scanned 5/15/2026, 1:03:39 AM

GitHub: 4,419 stars · 541 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 cbh123/narrator, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README H1 and opening sentence to clarify the application's purpose

    Why:

    CURRENT
    # David Attenborough narrates your life.
    COPY-PASTE FIX
    # Narrator: Real-time AI Voice Narration from Webcam Input
This open-source application generates descriptive audio, narrated in a style reminiscent of David Attenborough, based on live webcam input.
  • mediumlicense#2
    Add a license file or clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the root of the repository with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0) or add a clear statement about the project's licensing directly in the README.

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 cbh123/narrator
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Coqui TTS
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Coqui TTS · recommended 2×
  2. OpenCV · recommended 1×
  3. MediaPipe · recommended 1×
  4. YOLO (You Only Look Once) · recommended 1×
  5. PyTorch · recommended 1×
  • CATEGORY QUERY
    How to build an AI application that generates real-time voice narration from webcam input?
    you: not recommended
    AI recommended (in order):
    1. OpenCV
    2. MediaPipe
    3. YOLO (You Only Look Once)
    4. PyTorch
    5. TensorFlow
    6. Hugging Face Transformers Library
    7. OpenAI GPT-4o
    8. Google Cloud Vision AI
    9. ElevenLabs
    10. Google Cloud Text-to-Speech (WaveNet)
    11. Amazon Polly
    12. Microsoft Azure Cognitive Services Speech (Neural Voices)
    13. Coqui TTS
    14. Python
    15. Flask
    16. Django
    17. FastAPI
    18. Streamlit
    19. Node.js
    20. Express.js
    21. Electron
    22. React
    23. Vue
    24. Angular

    AI recommended 24 alternatives but never named cbh123/narrator. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are open-source projects for adding AI-generated descriptive audio to a live video stream?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Whisper
    2. Llama 3
    3. Mistral
    4. Hugging Face Transformers
    5. YOLO
    6. BLIP
    7. Bark
    8. VITS
    9. DeepSpeech (Mozilla)
    10. Coqui TTS
    11. ESPnet

    AI recommended 11 alternatives but never named cbh123/narrator. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 cbh123/narrator?
    pass
    AI named cbh123/narrator explicitly

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

  • If a team adopts cbh123/narrator in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cbh123/narrator 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 cbh123/narrator solve, and who is the primary audience?
    pass
    AI named cbh123/narrator explicitly

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

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cbh123/narrator — 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