RRepoGEO

REPOGEO REPORT · LITE

Gladiator07/JARVIS

Default branch master · commit 83aa2ee2 · scanned 6/4/2026, 8:27:46 PM

GitHub: 629 stars · 285 forks

AI VISIBILITY SCORE
74 /100
Needs work
Category recall
1 / 2
Avg rank #1.0 when recommended
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 Gladiator07/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
    Clarify that JARVIS is a complete desktop application in the README intro.

    Why:

    CURRENT
    #### This was my attempt to make a voice assistant similar to JARVIS (in iron man movie)
    COPY-PASTE FIX
    #### JARVIS is a complete, Python-based desktop voice assistant application, ready to use for automating daily tasks on your personal computer. It's inspired by the JARVIS from Iron Man, offering a wide range of functionalities with a cool GUI.
  • mediumtopics#2
    Add more specific topics to improve categorization.

    Why:

    CURRENT
    ai, jarvis, python
    COPY-PASTE FIX
    ai, jarvis, python, voice-assistant, desktop-automation, gui, personal-assistant, speech-recognition-app
  • mediumcomparison#3
    Add a 'Comparison' section to clarify its role.

    Why:

    COPY-PASTE FIX
    ## Comparison to Libraries and Frameworks

Gladiator07/JARVIS is a complete, ready-to-use desktop voice assistant application, not a library or framework for building one. While it utilizes underlying technologies for speech recognition (like `SpeechRecognition`) and text-to-speech (like `pyttsx3`), it provides a full user experience with a GUI and integrated automation features, unlike these foundational components.

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
1 / 2
50% of queries surface Gladiator07/JARVIS
Avg rank
#1.0
Lower is better. #1 = top recommendation.
Share of voice
6%
Of all named tools, what % are you?
Top rival
SpeechRecognition
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. SpeechRecognition · recommended 2×
  2. pyttsx3 · recommended 2×
  3. Mycroft AI · recommended 2×
  4. gTTS · recommended 1×
  5. PyAudio · recommended 1×
  • CATEGORY QUERY
    How can I build a voice-controlled personal assistant with Python for my computer?
    you: not recommended
    AI recommended (in order):
    1. SpeechRecognition
    2. gTTS
    3. PyAudio
    4. pyttsx3
    5. vosk
    6. PocketSphinx
    7. Mycroft AI
    8. Rhino Speech-to-Intent
    9. DeepSpeech
    10. Wit.ai
    11. Google Cloud Speech-to-Text API
    12. Amazon Transcribe
    13. Azure Speech Service

    AI recommended 13 alternatives but never named Gladiator07/JARVIS. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Python-based desktop assistant to automate daily computer tasks by voice.
    you: #1
    AI recommended (in order):
    1. Jarvis (Tech-With-Tim/Python-Jarvis) ← you
    2. Mycroft AI
    3. Rhasspy
    4. SpeechRecognition
    5. pyttsx3
    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 Gladiator07/JARVIS?
    pass
    AI named Gladiator07/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 Gladiator07/JARVIS in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Gladiator07/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 Gladiator07/JARVIS solve, and who is the primary audience?
    pass
    AI named Gladiator07/JARVIS explicitly

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

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