RRepoGEO

REPOGEO REPORT · LITE

gregsadetsky/sagittarius

Default branch main · commit de61b6e4 · scanned 6/4/2026, 11:38:06 AM

GitHub: 686 stars · 90 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 gregsadetsky/sagittarius, 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 to emphasize 'tool' and 'exploration'

    Why:

    CURRENT
    What is this? A GPT-4/Gemini Voice/Video Exploration Tool!
    COPY-PASTE FIX
    Sagittarius is a real-time voice and video exploration tool for GPT-4 and Gemini, allowing users to interact with these models directly in their browser. It's designed as a live demo and interactive application to showcase multimodal AI capabilities.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    llm, gpt4, gemini, voice-ai, video-ai, multimodal-ai, real-time, web-app, demo, exploration-tool
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Add a LICENSE file (e.g., MIT or Apache-2.0) to the repository root to clearly define usage rights for contributors and users.

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 gregsadetsky/sagittarius
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 2×
  2. Whisper API · recommended 2×
  3. GPT-4o · recommended 2×
  4. Google Cloud AI Platform · recommended 2×
  5. Google Cloud Speech-to-Text · recommended 2×
  • CATEGORY QUERY
    How to interact with large language models using real-time voice and video input?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Whisper API
    3. GPT-4o
    4. OpenAI TTS (Text-to-Speech) API
    5. Google Cloud AI Platform
    6. Google Cloud Speech-to-Text
    7. Google Gemini API
    8. Google Cloud Text-to-Speech (WaveNet)
    9. AssemblyAI
    10. Anthropic Claude 3
    11. ElevenLabs
    12. OpenCV
    13. Google Cloud Vision AI
    14. Deepgram
    15. Llama 3
    16. Together.ai
    17. Anyscale Endpoints
    18. Azure AI Speech
    19. Hugging Face Transformers library
    20. Vosk
    21. Coqui TTS
    22. PyTorch Hub

    AI recommended 22 alternatives but never named gregsadetsky/sagittarius. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools enable real-time voice and video interaction with generative AI models?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Whisper API
    3. GPT-4o
    4. DALL-E 3
    5. WebRTC
    6. Google Cloud AI Platform
    7. Google Cloud Speech-to-Text
    8. Google Cloud Text-to-Speech
    9. Gemini API
    10. AssemblyAI
    11. ElevenLabs
    12. Anthropic Claude
    13. Cohere
    14. DeepMotion
    15. NVIDIA Riva
    16. Replicate
    17. MediaPipe (google/mediapipe)
    18. Stable Diffusion
    19. Vosk (alphacep/vosk-api)
    20. faster-whisper (guillaumekln/faster-whisper)
    21. Coqui TTS (coqui-ai/TTS)
    22. Bark (suno-ai/bark)
    23. Hugging Face Transformers (huggingface/transformers)
    24. Gradio (gradio-app/gradio)
    25. Streamlit (streamlit/streamlit)

    AI recommended 25 alternatives but never named gregsadetsky/sagittarius. 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 gregsadetsky/sagittarius?
    pass
    AI named gregsadetsky/sagittarius explicitly

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

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

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

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gregsadetsky/sagittarius — 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