RRepoGEO

REPOGEO REPORT · LITE

AlexandreSajus/JARVIS

Default branch main · commit 9988ec55 · scanned 6/13/2026, 10:27:42 AM

GitHub: 524 stars · 100 forks

AI VISIBILITY SCORE
28 /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
2 / 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 AlexandreSajus/JARVIS, 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's opening statement to clarify JARVIS is a complete application

    Why:

    CURRENT
    Your own voice personal assistant: Voice to Text to LLM to Speech, displayed in a web interface.
    COPY-PASTE FIX
    JARVIS is a complete, ready-to-run personal voice assistant application built with Python, integrating Voice-to-Text (Deepgram), LLM (OpenAI), and Text-to-Speech (ElevenLabs) with a Taipy web interface.
  • mediumtopics#2
    Add topics that describe JARVIS as a complete application or project

    Why:

    CURRENT
    deepgram, elevenlabs, llm, openai, python, taipy, tts, voice-assistant
    COPY-PASTE FIX
    deepgram, elevenlabs, llm, openai, python, taipy, tts, voice-assistant, personal-assistant, ai-assistant-project, full-stack-ai, demo-application
  • lowhomepage#3
    Add the video demo URL as the repository homepage

    Why:

    COPY-PASTE FIX
    https://youtu.be/aIg4-eL9ATc

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 AlexandreSajus/JARVIS
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 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. ElevenLabs · recommended 1×
  3. tiangolo/fastapi · recommended 1×
  4. facebook/react · recommended 1×
  5. Vercel · recommended 1×
  • CATEGORY QUERY
    How can I build a personal voice assistant that uses an LLM and a web UI?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. ElevenLabs
    3. FastAPI (tiangolo/fastapi)
    4. React (facebook/react)
    5. Vercel
    6. Render
    7. AWS
    8. GCP
    9. Web Speech API

    AI recommended 9 alternatives but never named AlexandreSajus/JARVIS. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What Python libraries are best for creating a voice-to-text-to-LLM-to-speech application?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Whisper (openai/whisper)
    2. Google Cloud Speech-to-Text API
    3. AssemblyAI API
    4. openai (openai/openai-python)
    5. langchain (langchain/langchain)
    6. transformers (huggingface/transformers)
    7. OpenAI TTS
    8. Google Cloud Text-to-Speech API
    9. pyttsx3 (nateshmbhat/pyttsx3)
    10. gTTS (pndurette/gTTS)

    AI recommended 10 alternatives but never named AlexandreSajus/JARVIS. 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 AlexandreSajus/JARVIS?
    pass
    AI named AlexandreSajus/JARVIS explicitly

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

  • If a team adopts AlexandreSajus/JARVIS in production, what risks or prerequisites should they evaluate first?
    pass
    AI named AlexandreSajus/JARVIS 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 AlexandreSajus/JARVIS solve, and who is the primary audience?
    pass
    AI did not name AlexandreSajus/JARVIS — 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?

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MARKDOWN (README)
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AlexandreSajus/JARVIS — 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