RRepoGEO

REPOGEO REPORT · LITE

GRVYDEV/S.A.T.U.R.D.A.Y

Default branch main · commit 18b40f75 · scanned 6/7/2026, 8:43:50 AM

GitHub: 702 stars · 38 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 GRVYDEV/S.A.T.U.R.D.A.Y, 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
  • highabout#1
    Update the repository description to clearly state its purpose

    Why:

    CURRENT
    A toolbox for working with WebRTC, Audio and AI
    COPY-PASTE FIX
    Build your own self-hosted, personal AI assistant (J.A.R.V.I.S-like) for vocal computing with WebRTC, real-time audio, and AI.
  • hightopics#2
    Add more specific categorization topics

    Why:

    CURRENT
    ai, audio, golang, opus, opus-codec, webrtc, whisper-cpp
    COPY-PASTE FIX
    ai, audio, golang, opus, opus-codec, webrtc, whisper-cpp, voice-assistant, personal-ai, self-hosted-ai, vocal-computing, agi-agent
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://youtu.be/xqEQSw2Wq54

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 GRVYDEV/S.A.T.U.R.D.A.Y
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
home-assistant/core
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. home-assistant/core · recommended 2×
  2. MycroftAI/mycroft-core · recommended 1×
  3. rhasspy/rhasspy · recommended 1×
  4. OpenVoiceOS/ovos-core · recommended 1×
  5. alphacep/vosk-api · recommended 1×
  • CATEGORY QUERY
    How to build a self-hosted voice assistant using real-time audio and AI?
    you: not recommended
    AI recommended (in order):
    1. Mycroft AI (MycroftAI/mycroft-core)
    2. Rhasspy (rhasspy/rhasspy)
    3. Home Assistant (home-assistant/core)
    4. OpenVoiceOS (OpenVoiceOS/ovos-core)
    5. Vosk (alphacep/vosk-api)
    6. Piper (rhasspy/piper)
    7. Home Assistant's Intent Recognizer (home-assistant/core)
    8. Picovoice Porcupine (Picovoice/porcupine)
    9. Mozilla DeepSpeech (mozilla/DeepSpeech)
    10. Coqui TTS (coqui-ai/TTS)
    11. RASA NLU (RasaHQ/rasa)

    AI recommended 11 alternatives but never named GRVYDEV/S.A.T.U.R.D.A.Y. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Golang library for real-time WebRTC audio processing and AI speech transcription?
    you: not recommended
    AI recommended (in order):
    1. Pion WebRTC (pion/webrtc)
    2. go-vosk (alphacep/go-vosk)
    3. go-openai (sashabaranov/go-openai)
    4. go-google-cloud (googleapis/google-cloud-go)
    5. gocv.io/x/gocv (gocv/gocv)
    6. go-audio (go-audio/audio)

    AI recommended 6 alternatives but never named GRVYDEV/S.A.T.U.R.D.A.Y. 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 GRVYDEV/S.A.T.U.R.D.A.Y?
    pass
    AI named GRVYDEV/S.A.T.U.R.D.A.Y explicitly

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

  • If a team adopts GRVYDEV/S.A.T.U.R.D.A.Y in production, what risks or prerequisites should they evaluate first?
    pass
    AI named GRVYDEV/S.A.T.U.R.D.A.Y 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 GRVYDEV/S.A.T.U.R.D.A.Y solve, and who is the primary audience?
    pass
    AI named GRVYDEV/S.A.T.U.R.D.A.Y explicitly

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

Embed your GEO score

Drop this badge into the README of GRVYDEV/S.A.T.U.R.D.A.Y. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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GRVYDEV/S.A.T.U.R.D.A.Y — 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