RRepoGEO

REPOGEO REPORT · LITE

ethanplusai/jarvis

Default branch main · commit df3044fc · scanned 6/11/2026, 4:28:42 PM

GitHub: 624 stars · 206 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 ethanplusai/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 the README H1 and opening paragraph to highlight macOS voice automation

    Why:

    CURRENT
    # JARVIS

**Just A Rather Very Intelligent System.**

A voice-first AI assistant that runs on your Mac. Talk to it, and it talks back -- with a British accent, dry wit, and an audio-reactive particle orb straight out of the MCU.
    COPY-PASTE FIX
    # JARVIS: Your Voice-Controlled AI Assistant for macOS

**Just A Rather Very Intelligent System.**

JARVIS is a powerful, voice-first AI assistant designed specifically for macOS, enabling natural language control over your computer. It integrates deeply with Apple Calendar, Mail, and Notes, automates tasks, and manages your productivity through intuitive voice commands, bringing an MCU-inspired experience to your Mac.
  • mediumtopics#2
    Refine repository topics to emphasize functionality and integrations

    Why:

    CURRENT
    ai, claude, jarvis, macos, python, three-js, typescript, voice-assistant
    COPY-PASTE FIX
    ai, claude, jarvis, macos, python, voice-assistant, automation, productivity, system-integration, apple-script
  • mediumlicense#3
    Clarify the project's license directly in the README

    Why:

    COPY-PASTE FIX
    ## License

This project is released under [describe the license, e.g., 'a custom license combining elements of X and Y']. Please see the [LICENSE](LICENSE) file for full details.

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 ethanplusai/jarvis
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 1×
  2. Apple Shortcuts · recommended 1×
  3. Siri · recommended 1×
  4. Raycast · recommended 1×
  5. MacWhisper · recommended 1×
  • CATEGORY QUERY
    What's a good voice-controlled AI assistant for macOS with system integration?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Apple Shortcuts
    3. Siri
    4. Raycast
    5. MacWhisper
    6. Keyboard Maestro

    AI recommended 6 alternatives but never named ethanplusai/jarvis. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to automate macOS tasks and manage productivity using a voice-activated AI?
    you: not recommended
    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 ethanplusai/jarvis?
    pass
    AI named ethanplusai/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 ethanplusai/jarvis in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ethanplusai/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 ethanplusai/jarvis solve, and who is the primary audience?
    pass
    AI named ethanplusai/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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ethanplusai/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